mirror of
https://github.com/AntoineHX/smart_augmentation.git
synced 2025-05-04 20:20:46 +02:00
9776 lines
No EOL
141 KiB
JSON
Executable file
9776 lines
No EOL
141 KiB
JSON
Executable file
{
|
|
"Accuracy": 73.56,
|
|
"Time": [
|
|
133.6309159466477,
|
|
6.409491724087738
|
|
],
|
|
"Device": "Graphics Device",
|
|
"Param_names": [
|
|
"Identity",
|
|
"FlipUD",
|
|
"FlipLR",
|
|
"Rotate",
|
|
"TranslateX",
|
|
"TranslateY",
|
|
"ShearX",
|
|
"ShearY",
|
|
"Contrast",
|
|
"Color",
|
|
"Brightness",
|
|
"Sharpness",
|
|
"Posterize",
|
|
"Solarize"
|
|
],
|
|
"Log": [
|
|
{
|
|
"epoch": 1,
|
|
"train_loss": 2.296638250350952,
|
|
"val_loss": 2.288874864578247,
|
|
"acc": 12.76,
|
|
"time": 140.07318226801,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 2,
|
|
"train_loss": 2.221996307373047,
|
|
"val_loss": 2.129690408706665,
|
|
"acc": 21.86,
|
|
"time": 123.848687116988,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 3,
|
|
"train_loss": 2.1322362422943115,
|
|
"val_loss": 2.083557367324829,
|
|
"acc": 22.9,
|
|
"time": 125.306742027984,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 4,
|
|
"train_loss": 2.2130343914031982,
|
|
"val_loss": 1.9655476808547974,
|
|
"acc": 28.0,
|
|
"time": 137.59612603200367,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 5,
|
|
"train_loss": 1.9778965711593628,
|
|
"val_loss": 1.7750511169433594,
|
|
"acc": 34.75,
|
|
"time": 139.3419528779923,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 6,
|
|
"train_loss": 1.9879409074783325,
|
|
"val_loss": 1.8545641899108887,
|
|
"acc": 33.95,
|
|
"time": 143.10725775896572,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 7,
|
|
"train_loss": 2.056060791015625,
|
|
"val_loss": 1.8056257963180542,
|
|
"acc": 39.12,
|
|
"time": 124.11613232997479,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 8,
|
|
"train_loss": 1.945560097694397,
|
|
"val_loss": 1.6732500791549683,
|
|
"acc": 39.33,
|
|
"time": 140.03094385704026,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 9,
|
|
"train_loss": 1.905747652053833,
|
|
"val_loss": 1.7394598722457886,
|
|
"acc": 38.85,
|
|
"time": 134.05112452001777,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 10,
|
|
"train_loss": 1.9340358972549438,
|
|
"val_loss": 1.599698543548584,
|
|
"acc": 40.84,
|
|
"time": 138.3876524490188,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 11,
|
|
"train_loss": 1.8596502542495728,
|
|
"val_loss": 1.6562734842300415,
|
|
"acc": 42.07,
|
|
"time": 129.8443062310107,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 12,
|
|
"train_loss": 1.9410479068756104,
|
|
"val_loss": 1.6500002145767212,
|
|
"acc": 40.71,
|
|
"time": 135.3489583049668,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 13,
|
|
"train_loss": 1.9557549953460693,
|
|
"val_loss": 1.6974294185638428,
|
|
"acc": 39.9,
|
|
"time": 139.3969322660123,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 14,
|
|
"train_loss": 1.7822731733322144,
|
|
"val_loss": 1.5127627849578857,
|
|
"acc": 46.68,
|
|
"time": 139.3806934430031,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 15,
|
|
"train_loss": 1.7036421298980713,
|
|
"val_loss": 1.472021222114563,
|
|
"acc": 45.42,
|
|
"time": 139.1431140959612,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 16,
|
|
"train_loss": 1.8915659189224243,
|
|
"val_loss": 1.5364397764205933,
|
|
"acc": 45.08,
|
|
"time": 127.08127155096736,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 17,
|
|
"train_loss": 1.8384438753128052,
|
|
"val_loss": 1.4784513711929321,
|
|
"acc": 47.9,
|
|
"time": 138.93153016502038,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 18,
|
|
"train_loss": 1.7631049156188965,
|
|
"val_loss": 1.4863704442977905,
|
|
"acc": 46.53,
|
|
"time": 124.96244163601659,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 19,
|
|
"train_loss": 1.7649211883544922,
|
|
"val_loss": 1.4049664735794067,
|
|
"acc": 49.6,
|
|
"time": 126.24618806299986,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 20,
|
|
"train_loss": 1.7990816831588745,
|
|
"val_loss": 1.4264464378356934,
|
|
"acc": 49.74,
|
|
"time": 126.98080284200842,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 21,
|
|
"train_loss": 1.5485732555389404,
|
|
"val_loss": 1.378330945968628,
|
|
"acc": 51.7,
|
|
"time": 128.93669989600312,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 22,
|
|
"train_loss": 1.8245644569396973,
|
|
"val_loss": 1.4260514974594116,
|
|
"acc": 51.35,
|
|
"time": 136.13865335599985,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 23,
|
|
"train_loss": 1.6370785236358643,
|
|
"val_loss": 1.5001112222671509,
|
|
"acc": 52.63,
|
|
"time": 131.71849341597408,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 24,
|
|
"train_loss": 1.6870248317718506,
|
|
"val_loss": 1.2702475786209106,
|
|
"acc": 51.14,
|
|
"time": 140.34491056902334,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 25,
|
|
"train_loss": 1.7949813604354858,
|
|
"val_loss": 1.337952733039856,
|
|
"acc": 51.55,
|
|
"time": 136.84792076598387,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 26,
|
|
"train_loss": 1.622802734375,
|
|
"val_loss": 1.3476409912109375,
|
|
"acc": 55.21,
|
|
"time": 127.83521438098978,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 27,
|
|
"train_loss": 1.5643404722213745,
|
|
"val_loss": 1.3721295595169067,
|
|
"acc": 53.7,
|
|
"time": 132.21120932599297,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 28,
|
|
"train_loss": 1.637216567993164,
|
|
"val_loss": 1.265353798866272,
|
|
"acc": 54.25,
|
|
"time": 133.3772127230186,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 29,
|
|
"train_loss": 1.7472323179244995,
|
|
"val_loss": 1.3037890195846558,
|
|
"acc": 55.67,
|
|
"time": 136.67398805596167,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 30,
|
|
"train_loss": 1.8100343942642212,
|
|
"val_loss": 1.2718344926834106,
|
|
"acc": 56.69,
|
|
"time": 140.0060139510315,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 31,
|
|
"train_loss": 1.4341943264007568,
|
|
"val_loss": 1.284883975982666,
|
|
"acc": 57.24,
|
|
"time": 124.07436619501095,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 32,
|
|
"train_loss": 1.5494611263275146,
|
|
"val_loss": 1.124775767326355,
|
|
"acc": 56.05,
|
|
"time": 129.56840615003603,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 33,
|
|
"train_loss": 1.5221145153045654,
|
|
"val_loss": 1.267855167388916,
|
|
"acc": 56.22,
|
|
"time": 139.97513898299076,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 34,
|
|
"train_loss": 1.7629128694534302,
|
|
"val_loss": 1.2859731912612915,
|
|
"acc": 52.77,
|
|
"time": 125.35946383501869,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 35,
|
|
"train_loss": 1.5227876901626587,
|
|
"val_loss": 1.2255100011825562,
|
|
"acc": 58.51,
|
|
"time": 137.92288636404555,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 36,
|
|
"train_loss": 1.3870059251785278,
|
|
"val_loss": 1.2059087753295898,
|
|
"acc": 57.46,
|
|
"time": 135.18890667002415,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 37,
|
|
"train_loss": 1.5215178728103638,
|
|
"val_loss": 1.1886287927627563,
|
|
"acc": 58.24,
|
|
"time": 124.80027427501045,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 38,
|
|
"train_loss": 1.6196630001068115,
|
|
"val_loss": 1.1534817218780518,
|
|
"acc": 57.21,
|
|
"time": 126.16987185803009,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 39,
|
|
"train_loss": 1.5864368677139282,
|
|
"val_loss": 1.1897019147872925,
|
|
"acc": 58.27,
|
|
"time": 126.43217622401426,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 40,
|
|
"train_loss": 1.7850762605667114,
|
|
"val_loss": 1.2522351741790771,
|
|
"acc": 59.53,
|
|
"time": 126.15047379903262,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 41,
|
|
"train_loss": 1.4262490272521973,
|
|
"val_loss": 1.041885256767273,
|
|
"acc": 61.28,
|
|
"time": 125.55978230101755,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 42,
|
|
"train_loss": 1.3677834272384644,
|
|
"val_loss": 1.1522213220596313,
|
|
"acc": 59.63,
|
|
"time": 131.0485084510292,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 43,
|
|
"train_loss": 1.4890159368515015,
|
|
"val_loss": 1.0468473434448242,
|
|
"acc": 61.08,
|
|
"time": 138.59979547100374,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 44,
|
|
"train_loss": 1.3336879014968872,
|
|
"val_loss": 1.130977988243103,
|
|
"acc": 61.41,
|
|
"time": 138.93806921696523,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 45,
|
|
"train_loss": 1.5381276607513428,
|
|
"val_loss": 0.9532576203346252,
|
|
"acc": 61.88,
|
|
"time": 139.8870444719796,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 46,
|
|
"train_loss": 1.4112063646316528,
|
|
"val_loss": 1.0741328001022339,
|
|
"acc": 60.61,
|
|
"time": 141.2187580000027,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 47,
|
|
"train_loss": 1.5635219812393188,
|
|
"val_loss": 1.0672348737716675,
|
|
"acc": 63.29,
|
|
"time": 132.2050690560136,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 48,
|
|
"train_loss": 1.3199007511138916,
|
|
"val_loss": 1.0597100257873535,
|
|
"acc": 63.01,
|
|
"time": 138.17064181697788,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 49,
|
|
"train_loss": 1.5183515548706055,
|
|
"val_loss": 0.9767945408821106,
|
|
"acc": 61.72,
|
|
"time": 124.58219975797692,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 50,
|
|
"train_loss": 1.403244137763977,
|
|
"val_loss": 1.0306507349014282,
|
|
"acc": 62.87,
|
|
"time": 131.88220710103633,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 51,
|
|
"train_loss": 1.2769486904144287,
|
|
"val_loss": 0.9623494744300842,
|
|
"acc": 62.45,
|
|
"time": 138.49980083300034,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 52,
|
|
"train_loss": 1.3351998329162598,
|
|
"val_loss": 0.9847875833511353,
|
|
"acc": 64.02,
|
|
"time": 141.33215528697474,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 53,
|
|
"train_loss": 1.4214733839035034,
|
|
"val_loss": 1.0990697145462036,
|
|
"acc": 63.22,
|
|
"time": 139.54430543503258,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 54,
|
|
"train_loss": 1.3676095008850098,
|
|
"val_loss": 1.0082199573516846,
|
|
"acc": 64.66,
|
|
"time": 126.57621754199499,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 55,
|
|
"train_loss": 1.32460355758667,
|
|
"val_loss": 1.10541832447052,
|
|
"acc": 62.91,
|
|
"time": 141.74894924799446,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 56,
|
|
"train_loss": 1.4667963981628418,
|
|
"val_loss": 1.0494576692581177,
|
|
"acc": 63.57,
|
|
"time": 141.48172391596017,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 57,
|
|
"train_loss": 1.3083893060684204,
|
|
"val_loss": 1.1156913042068481,
|
|
"acc": 62.23,
|
|
"time": 136.9960443089949,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 58,
|
|
"train_loss": 1.276159644126892,
|
|
"val_loss": 0.9898186326026917,
|
|
"acc": 62.67,
|
|
"time": 126.4334394520265,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 59,
|
|
"train_loss": 1.4684635400772095,
|
|
"val_loss": 1.010187029838562,
|
|
"acc": 64.22,
|
|
"time": 126.62816780694993,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 60,
|
|
"train_loss": 1.5167324542999268,
|
|
"val_loss": 1.0010175704956055,
|
|
"acc": 64.51,
|
|
"time": 125.97922782500973,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 61,
|
|
"train_loss": 1.3300015926361084,
|
|
"val_loss": 1.0091862678527832,
|
|
"acc": 65.35,
|
|
"time": 125.81133717898047,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 62,
|
|
"train_loss": 1.4515758752822876,
|
|
"val_loss": 1.0848923921585083,
|
|
"acc": 66.04,
|
|
"time": 131.32164164702408,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 63,
|
|
"train_loss": 1.3747321367263794,
|
|
"val_loss": 1.0830698013305664,
|
|
"acc": 65.75,
|
|
"time": 141.0124416660401,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 64,
|
|
"train_loss": 1.529745101928711,
|
|
"val_loss": 1.0216227769851685,
|
|
"acc": 64.52,
|
|
"time": 140.97518395399675,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 65,
|
|
"train_loss": 1.509728193283081,
|
|
"val_loss": 0.9305838942527771,
|
|
"acc": 65.72,
|
|
"time": 129.89899118698668,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 66,
|
|
"train_loss": 1.3905837535858154,
|
|
"val_loss": 0.8823156952857971,
|
|
"acc": 65.4,
|
|
"time": 141.94212212599814,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 67,
|
|
"train_loss": 1.5051547288894653,
|
|
"val_loss": 0.9020757079124451,
|
|
"acc": 66.3,
|
|
"time": 126.25638684397563,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 68,
|
|
"train_loss": 1.156760334968567,
|
|
"val_loss": 0.9866528511047363,
|
|
"acc": 66.35,
|
|
"time": 130.76327335392125,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 69,
|
|
"train_loss": 1.3763784170150757,
|
|
"val_loss": 0.9989468455314636,
|
|
"acc": 66.03,
|
|
"time": 138.47748194506858,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 70,
|
|
"train_loss": 1.46315598487854,
|
|
"val_loss": 0.9801540970802307,
|
|
"acc": 66.8,
|
|
"time": 137.74997103889473,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 71,
|
|
"train_loss": 1.2596256732940674,
|
|
"val_loss": 1.0417691469192505,
|
|
"acc": 64.83,
|
|
"time": 125.63697079906706,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 72,
|
|
"train_loss": 1.4584159851074219,
|
|
"val_loss": 0.9209604859352112,
|
|
"acc": 66.73,
|
|
"time": 126.95402776100673,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 73,
|
|
"train_loss": 1.102513313293457,
|
|
"val_loss": 1.043354868888855,
|
|
"acc": 64.21,
|
|
"time": 126.6395274050301,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 74,
|
|
"train_loss": 1.363234519958496,
|
|
"val_loss": 0.904597282409668,
|
|
"acc": 65.21,
|
|
"time": 131.5844951249892,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 75,
|
|
"train_loss": 1.4075065851211548,
|
|
"val_loss": 0.9355546236038208,
|
|
"acc": 66.72,
|
|
"time": 136.2822730758926,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 76,
|
|
"train_loss": 1.472484827041626,
|
|
"val_loss": 1.0104373693466187,
|
|
"acc": 67.13,
|
|
"time": 134.40678210998885,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 77,
|
|
"train_loss": 1.3120534420013428,
|
|
"val_loss": 0.9843615889549255,
|
|
"acc": 68.27,
|
|
"time": 126.53204966697376,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 78,
|
|
"train_loss": 1.2914049625396729,
|
|
"val_loss": 0.8718962669372559,
|
|
"acc": 68.0,
|
|
"time": 125.96797267592046,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 79,
|
|
"train_loss": 1.2358860969543457,
|
|
"val_loss": 0.8464038372039795,
|
|
"acc": 67.35,
|
|
"time": 125.75051431695465,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 80,
|
|
"train_loss": 1.1505661010742188,
|
|
"val_loss": 0.8947575688362122,
|
|
"acc": 68.28,
|
|
"time": 141.2270395400701,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 81,
|
|
"train_loss": 1.450373649597168,
|
|
"val_loss": 0.9116494655609131,
|
|
"acc": 67.74,
|
|
"time": 143.11656629503705,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 82,
|
|
"train_loss": 1.4189245700836182,
|
|
"val_loss": 0.8576897978782654,
|
|
"acc": 68.33,
|
|
"time": 125.3023340679938,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 83,
|
|
"train_loss": 1.3009594678878784,
|
|
"val_loss": 1.002647876739502,
|
|
"acc": 67.6,
|
|
"time": 125.8901123200776,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 84,
|
|
"train_loss": 1.3896429538726807,
|
|
"val_loss": 1.1262309551239014,
|
|
"acc": 68.7,
|
|
"time": 140.07321396202315,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 85,
|
|
"train_loss": 1.2069085836410522,
|
|
"val_loss": 0.9013055562973022,
|
|
"acc": 67.98,
|
|
"time": 124.59806693997234,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 86,
|
|
"train_loss": 1.1582322120666504,
|
|
"val_loss": 0.9605993628501892,
|
|
"acc": 68.36,
|
|
"time": 124.07215302705299,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 87,
|
|
"train_loss": 1.165522575378418,
|
|
"val_loss": 0.9063004851341248,
|
|
"acc": 68.96,
|
|
"time": 125.65104167407844,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 88,
|
|
"train_loss": 1.2082878351211548,
|
|
"val_loss": 0.8151037693023682,
|
|
"acc": 68.88,
|
|
"time": 128.4481638330035,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 89,
|
|
"train_loss": 1.2618919610977173,
|
|
"val_loss": 0.935908317565918,
|
|
"acc": 68.66,
|
|
"time": 128.60001509601716,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 90,
|
|
"train_loss": 1.3055408000946045,
|
|
"val_loss": 0.9683303833007812,
|
|
"acc": 69.03,
|
|
"time": 139.70763068599626,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 91,
|
|
"train_loss": 1.1849644184112549,
|
|
"val_loss": 0.8723888397216797,
|
|
"acc": 70.51,
|
|
"time": 137.97259519796353,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 92,
|
|
"train_loss": 1.3785769939422607,
|
|
"val_loss": 0.9668896198272705,
|
|
"acc": 68.1,
|
|
"time": 138.50389116897713,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 93,
|
|
"train_loss": 1.1189022064208984,
|
|
"val_loss": 0.942901074886322,
|
|
"acc": 69.1,
|
|
"time": 140.98386819695588,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 94,
|
|
"train_loss": 1.125720500946045,
|
|
"val_loss": 0.8631593585014343,
|
|
"acc": 69.43,
|
|
"time": 136.31495465501212,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 95,
|
|
"train_loss": 1.2369364500045776,
|
|
"val_loss": 0.9089076519012451,
|
|
"acc": 69.42,
|
|
"time": 124.07515812292695,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 96,
|
|
"train_loss": 1.3454046249389648,
|
|
"val_loss": 0.918765127658844,
|
|
"acc": 69.52,
|
|
"time": 136.20884288102388,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 97,
|
|
"train_loss": 1.1510651111602783,
|
|
"val_loss": 0.9374467730522156,
|
|
"acc": 69.2,
|
|
"time": 143.28937675000634,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 98,
|
|
"train_loss": 1.1872951984405518,
|
|
"val_loss": 0.8687728643417358,
|
|
"acc": 69.26,
|
|
"time": 138.94639144698158,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 99,
|
|
"train_loss": 1.1010411977767944,
|
|
"val_loss": 0.9051468968391418,
|
|
"acc": 70.01,
|
|
"time": 126.25044268509373,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 100,
|
|
"train_loss": 1.2948769330978394,
|
|
"val_loss": 0.8730511665344238,
|
|
"acc": 70.11,
|
|
"time": 126.37917436601128,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 101,
|
|
"train_loss": 1.2448804378509521,
|
|
"val_loss": 0.8928627371788025,
|
|
"acc": 67.85,
|
|
"time": 134.4728487310931,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 102,
|
|
"train_loss": 1.2151305675506592,
|
|
"val_loss": 0.9446486234664917,
|
|
"acc": 70.13,
|
|
"time": 137.07006381009705,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 103,
|
|
"train_loss": 1.2150224447250366,
|
|
"val_loss": 0.8877987861633301,
|
|
"acc": 71.24,
|
|
"time": 140.24191839096602,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 104,
|
|
"train_loss": 0.9569212198257446,
|
|
"val_loss": 0.8471211791038513,
|
|
"acc": 70.9,
|
|
"time": 124.4267974869581,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 105,
|
|
"train_loss": 1.3249294757843018,
|
|
"val_loss": 0.8204349875450134,
|
|
"acc": 70.24,
|
|
"time": 124.88444428401999,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 106,
|
|
"train_loss": 1.196323275566101,
|
|
"val_loss": 0.8427427411079407,
|
|
"acc": 71.16,
|
|
"time": 125.91484623204451,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 107,
|
|
"train_loss": 1.1914386749267578,
|
|
"val_loss": 0.7913476824760437,
|
|
"acc": 70.59,
|
|
"time": 134.94110310997348,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 108,
|
|
"train_loss": 1.1885050535202026,
|
|
"val_loss": 0.886387050151825,
|
|
"acc": 71.05,
|
|
"time": 138.88126625295263,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 109,
|
|
"train_loss": 1.3311599493026733,
|
|
"val_loss": 0.7369435429573059,
|
|
"acc": 70.85,
|
|
"time": 128.74556169495918,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 110,
|
|
"train_loss": 1.2153114080429077,
|
|
"val_loss": 0.8304076790809631,
|
|
"acc": 70.84,
|
|
"time": 142.70217952108942,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 111,
|
|
"train_loss": 1.1705279350280762,
|
|
"val_loss": 0.9233030080795288,
|
|
"acc": 71.16,
|
|
"time": 140.42428914399352,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 112,
|
|
"train_loss": 1.0473558902740479,
|
|
"val_loss": 0.8883439898490906,
|
|
"acc": 70.3,
|
|
"time": 139.71923435106874,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 113,
|
|
"train_loss": 1.2484556436538696,
|
|
"val_loss": 0.7947104573249817,
|
|
"acc": 70.84,
|
|
"time": 140.4424779000692,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 114,
|
|
"train_loss": 1.2684481143951416,
|
|
"val_loss": 0.8330756425857544,
|
|
"acc": 71.97,
|
|
"time": 140.40776922402438,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 115,
|
|
"train_loss": 1.3410558700561523,
|
|
"val_loss": 0.8033401370048523,
|
|
"acc": 71.59,
|
|
"time": 138.158026801073,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 116,
|
|
"train_loss": 1.260627269744873,
|
|
"val_loss": 0.8022799491882324,
|
|
"acc": 71.49,
|
|
"time": 139.12506878899876,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 117,
|
|
"train_loss": 0.8831758499145508,
|
|
"val_loss": 0.7959137558937073,
|
|
"acc": 71.28,
|
|
"time": 134.55242772598285,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 118,
|
|
"train_loss": 1.0735529661178589,
|
|
"val_loss": 0.8703702688217163,
|
|
"acc": 70.93,
|
|
"time": 123.91708838997874,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 119,
|
|
"train_loss": 1.108702540397644,
|
|
"val_loss": 0.8475874662399292,
|
|
"acc": 71.63,
|
|
"time": 124.38122981996275,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 120,
|
|
"train_loss": 1.2072503566741943,
|
|
"val_loss": 0.8226990699768066,
|
|
"acc": 71.3,
|
|
"time": 125.12502433394548,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 121,
|
|
"train_loss": 1.1601600646972656,
|
|
"val_loss": 0.847977340221405,
|
|
"acc": 71.41,
|
|
"time": 138.58821846800856,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 122,
|
|
"train_loss": 1.2297346591949463,
|
|
"val_loss": 0.7612257599830627,
|
|
"acc": 71.94,
|
|
"time": 143.97005340794567,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 123,
|
|
"train_loss": 1.1473102569580078,
|
|
"val_loss": 0.8230084180831909,
|
|
"acc": 71.28,
|
|
"time": 140.57763309404254,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 124,
|
|
"train_loss": 1.1112239360809326,
|
|
"val_loss": 0.8554090261459351,
|
|
"acc": 71.9,
|
|
"time": 140.13809425092768,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 125,
|
|
"train_loss": 1.053395390510559,
|
|
"val_loss": 0.932766854763031,
|
|
"acc": 71.73,
|
|
"time": 140.19765979191288,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 126,
|
|
"train_loss": 1.101352572441101,
|
|
"val_loss": 0.8237490653991699,
|
|
"acc": 71.56,
|
|
"time": 137.64456105604768,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 127,
|
|
"train_loss": 0.871746301651001,
|
|
"val_loss": 0.8121992349624634,
|
|
"acc": 71.4,
|
|
"time": 142.37888515205123,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 128,
|
|
"train_loss": 1.204949975013733,
|
|
"val_loss": 0.7470247149467468,
|
|
"acc": 71.63,
|
|
"time": 130.72156586009078,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 129,
|
|
"train_loss": 1.1623001098632812,
|
|
"val_loss": 0.7938123345375061,
|
|
"acc": 72.3,
|
|
"time": 142.78023136605043,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 130,
|
|
"train_loss": 1.1303201913833618,
|
|
"val_loss": 0.9036884307861328,
|
|
"acc": 71.67,
|
|
"time": 133.00310841796454,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 131,
|
|
"train_loss": 1.038206696510315,
|
|
"val_loss": 0.7833083868026733,
|
|
"acc": 72.65,
|
|
"time": 123.98823983897455,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 132,
|
|
"train_loss": 1.1911307573318481,
|
|
"val_loss": 0.8492401838302612,
|
|
"acc": 71.98,
|
|
"time": 134.6196659669513,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 133,
|
|
"train_loss": 1.055132508277893,
|
|
"val_loss": 0.8369088768959045,
|
|
"acc": 72.26,
|
|
"time": 140.35661464300938,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 134,
|
|
"train_loss": 1.0342971086502075,
|
|
"val_loss": 0.7759202718734741,
|
|
"acc": 72.27,
|
|
"time": 129.35343481600285,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 135,
|
|
"train_loss": 0.9909536242485046,
|
|
"val_loss": 0.8742066621780396,
|
|
"acc": 71.84,
|
|
"time": 140.5610232639592,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 136,
|
|
"train_loss": 1.1155413389205933,
|
|
"val_loss": 0.7384933233261108,
|
|
"acc": 72.51,
|
|
"time": 140.1267900109524,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 137,
|
|
"train_loss": 1.2143638134002686,
|
|
"val_loss": 0.7635655999183655,
|
|
"acc": 72.66,
|
|
"time": 138.30643164203502,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 138,
|
|
"train_loss": 1.108783483505249,
|
|
"val_loss": 0.8872005939483643,
|
|
"acc": 72.05,
|
|
"time": 126.6342111909762,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 139,
|
|
"train_loss": 1.2711540460586548,
|
|
"val_loss": 0.8766751885414124,
|
|
"acc": 72.32,
|
|
"time": 129.66723354603164,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 140,
|
|
"train_loss": 1.0601540803909302,
|
|
"val_loss": 0.9599192142486572,
|
|
"acc": 71.25,
|
|
"time": 128.23453212401364,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 141,
|
|
"train_loss": 1.167372465133667,
|
|
"val_loss": 0.7679449915885925,
|
|
"acc": 72.22,
|
|
"time": 130.70625783596188,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 142,
|
|
"train_loss": 1.0586344003677368,
|
|
"val_loss": 0.8613695502281189,
|
|
"acc": 71.63,
|
|
"time": 133.41889226296917,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 143,
|
|
"train_loss": 1.0347639322280884,
|
|
"val_loss": 0.8305118083953857,
|
|
"acc": 71.88,
|
|
"time": 140.63130052795168,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 144,
|
|
"train_loss": 1.2428547143936157,
|
|
"val_loss": 0.7552958130836487,
|
|
"acc": 72.68,
|
|
"time": 135.13777122506872,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 145,
|
|
"train_loss": 1.04588782787323,
|
|
"val_loss": 0.8569010496139526,
|
|
"acc": 72.35,
|
|
"time": 124.81543999304995,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 146,
|
|
"train_loss": 1.22207510471344,
|
|
"val_loss": 0.8313414454460144,
|
|
"acc": 72.48,
|
|
"time": 131.85412632790394,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 147,
|
|
"train_loss": 1.041321873664856,
|
|
"val_loss": 0.7813712954521179,
|
|
"acc": 72.54,
|
|
"time": 141.33420931897126,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 148,
|
|
"train_loss": 0.9705191850662231,
|
|
"val_loss": 0.8394681215286255,
|
|
"acc": 73.56,
|
|
"time": 139.75792466592975,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 149,
|
|
"train_loss": 1.1046569347381592,
|
|
"val_loss": 0.7267274856567383,
|
|
"acc": 72.36,
|
|
"time": 141.72299195302185,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 150,
|
|
"train_loss": 1.1442666053771973,
|
|
"val_loss": 0.8694774508476257,
|
|
"acc": 72.9,
|
|
"time": 125.0817192690447,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
}
|
|
]
|
|
} |