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": 73.18,
|
|
"Time": [
|
|
78.48833588957244,
|
|
1.6463725525680775
|
|
],
|
|
"Device": "Graphics Device",
|
|
"Param_names": [
|
|
"Identity",
|
|
"FlipUD",
|
|
"FlipLR",
|
|
"Rotate",
|
|
"TranslateX",
|
|
"TranslateY",
|
|
"ShearX",
|
|
"ShearY",
|
|
"Contrast",
|
|
"Color",
|
|
"Brightness",
|
|
"Sharpness",
|
|
"Posterize",
|
|
"Solarize"
|
|
],
|
|
"Log": [
|
|
{
|
|
"epoch": 1,
|
|
"train_loss": 2.2908666133880615,
|
|
"val_loss": 2.256680488586426,
|
|
"acc": 14.19,
|
|
"time": 78.70062328904169,
|
|
"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": 2.182810068130493,
|
|
"val_loss": 2.052488088607788,
|
|
"acc": 24.17,
|
|
"time": 79.17686060100095,
|
|
"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": 2.2731235027313232,
|
|
"val_loss": 1.9511476755142212,
|
|
"acc": 29.65,
|
|
"time": 78.27000913297525,
|
|
"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": 1.9747806787490845,
|
|
"val_loss": 1.9438177347183228,
|
|
"acc": 30.03,
|
|
"time": 80.68825937004294,
|
|
"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": 2.102851152420044,
|
|
"val_loss": 1.7396528720855713,
|
|
"acc": 36.5,
|
|
"time": 76.90414388099452,
|
|
"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": 1.9551039934158325,
|
|
"val_loss": 1.7601292133331299,
|
|
"acc": 37.23,
|
|
"time": 78.09143374499399,
|
|
"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": 1.9847991466522217,
|
|
"val_loss": 1.6757994890213013,
|
|
"acc": 39.35,
|
|
"time": 80.7933297950076,
|
|
"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": 1.957324743270874,
|
|
"val_loss": 1.634088397026062,
|
|
"acc": 41.39,
|
|
"time": 80.42549763299758,
|
|
"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": 1.8608760833740234,
|
|
"val_loss": 1.691322922706604,
|
|
"acc": 41.64,
|
|
"time": 78.69289614801528,
|
|
"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": 1.7577440738677979,
|
|
"val_loss": 1.5320460796356201,
|
|
"acc": 39.77,
|
|
"time": 78.83393482799875,
|
|
"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": 1.741699457168579,
|
|
"val_loss": 1.6065621376037598,
|
|
"acc": 43.57,
|
|
"time": 80.60329375695437,
|
|
"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": 1.8104432821273804,
|
|
"val_loss": 1.5841574668884277,
|
|
"acc": 44.65,
|
|
"time": 79.89492280804552,
|
|
"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": 1.8718169927597046,
|
|
"val_loss": 1.6619793176651,
|
|
"acc": 40.43,
|
|
"time": 78.3581461830181,
|
|
"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": 1.7737085819244385,
|
|
"val_loss": 1.5455816984176636,
|
|
"acc": 47.36,
|
|
"time": 78.01451430097222,
|
|
"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": 1.724993109703064,
|
|
"val_loss": 1.3865770101547241,
|
|
"acc": 47.59,
|
|
"time": 75.96594566298882,
|
|
"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": 1.7051947116851807,
|
|
"val_loss": 1.3644636869430542,
|
|
"acc": 49.46,
|
|
"time": 77.35347089299466,
|
|
"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": 1.6492271423339844,
|
|
"val_loss": 1.3563157320022583,
|
|
"acc": 49.33,
|
|
"time": 79.30191451701103,
|
|
"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": 1.7979995012283325,
|
|
"val_loss": 1.3622783422470093,
|
|
"acc": 50.7,
|
|
"time": 77.8018955559819,
|
|
"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": 1.6995961666107178,
|
|
"val_loss": 1.4055081605911255,
|
|
"acc": 49.89,
|
|
"time": 79.44601298600901,
|
|
"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": 1.6770567893981934,
|
|
"val_loss": 1.3261427879333496,
|
|
"acc": 51.61,
|
|
"time": 78.75573990098201,
|
|
"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": 1.4988127946853638,
|
|
"val_loss": 1.3734866380691528,
|
|
"acc": 50.74,
|
|
"time": 76.75817537796684,
|
|
"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": 1.919507384300232,
|
|
"val_loss": 1.4574096202850342,
|
|
"acc": 50.78,
|
|
"time": 78.89974526100559,
|
|
"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": 1.6289986371994019,
|
|
"val_loss": 1.3103214502334595,
|
|
"acc": 54.3,
|
|
"time": 78.43881956499536,
|
|
"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": 1.6157029867172241,
|
|
"val_loss": 1.414530873298645,
|
|
"acc": 50.73,
|
|
"time": 77.23662993998732,
|
|
"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": 1.8583142757415771,
|
|
"val_loss": 1.2325718402862549,
|
|
"acc": 55.25,
|
|
"time": 76.45472456997959,
|
|
"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": 1.6125195026397705,
|
|
"val_loss": 1.332584023475647,
|
|
"acc": 54.29,
|
|
"time": 82.93526198301697,
|
|
"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": 1.6761926412582397,
|
|
"val_loss": 1.2276393175125122,
|
|
"acc": 55.3,
|
|
"time": 80.67097411700524,
|
|
"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": 1.6084970235824585,
|
|
"val_loss": 1.2706143856048584,
|
|
"acc": 56.26,
|
|
"time": 78.27058543800376,
|
|
"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": 1.7820119857788086,
|
|
"val_loss": 1.129384160041809,
|
|
"acc": 56.01,
|
|
"time": 78.22009239700856,
|
|
"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": 1.5135929584503174,
|
|
"val_loss": 1.2209500074386597,
|
|
"acc": 55.7,
|
|
"time": 77.01407851598924,
|
|
"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": 1.5404860973358154,
|
|
"val_loss": 1.1677215099334717,
|
|
"acc": 58.25,
|
|
"time": 79.98413188097766,
|
|
"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": 1.7069584131240845,
|
|
"val_loss": 1.1634238958358765,
|
|
"acc": 57.52,
|
|
"time": 76.32732618699083,
|
|
"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": 1.6522420644760132,
|
|
"val_loss": 1.3328181505203247,
|
|
"acc": 54.48,
|
|
"time": 76.24577029398642,
|
|
"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": 1.4033315181732178,
|
|
"val_loss": 1.2004680633544922,
|
|
"acc": 57.71,
|
|
"time": 76.37342995102517,
|
|
"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": 1.572589635848999,
|
|
"val_loss": 1.1742033958435059,
|
|
"acc": 58.62,
|
|
"time": 79.77804735599784,
|
|
"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": 1.5033912658691406,
|
|
"val_loss": 1.2099980115890503,
|
|
"acc": 57.32,
|
|
"time": 77.30401904700557,
|
|
"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": 1.5130422115325928,
|
|
"val_loss": 1.1046351194381714,
|
|
"acc": 59.55,
|
|
"time": 78.97862334398087,
|
|
"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": 1.6533164978027344,
|
|
"val_loss": 1.1214123964309692,
|
|
"acc": 60.13,
|
|
"time": 80.6185300439829,
|
|
"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": 1.4908199310302734,
|
|
"val_loss": 1.1352180242538452,
|
|
"acc": 60.83,
|
|
"time": 80.09203255799366,
|
|
"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": 1.4736891984939575,
|
|
"val_loss": 1.1261245012283325,
|
|
"acc": 60.41,
|
|
"time": 80.2142479000031,
|
|
"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": 1.5018104314804077,
|
|
"val_loss": 1.054595947265625,
|
|
"acc": 61.35,
|
|
"time": 80.3925653519691,
|
|
"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": 1.535355806350708,
|
|
"val_loss": 1.2348616123199463,
|
|
"acc": 60.04,
|
|
"time": 76.82293468998978,
|
|
"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": 1.6490840911865234,
|
|
"val_loss": 1.1337025165557861,
|
|
"acc": 61.43,
|
|
"time": 77.20107151800767,
|
|
"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": 1.5261309146881104,
|
|
"val_loss": 1.2253655195236206,
|
|
"acc": 58.43,
|
|
"time": 78.23754650203045,
|
|
"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": 1.384103775024414,
|
|
"val_loss": 1.2125396728515625,
|
|
"acc": 61.56,
|
|
"time": 79.83787049399689,
|
|
"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": 1.4873948097229004,
|
|
"val_loss": 1.036124348640442,
|
|
"acc": 61.42,
|
|
"time": 78.44394207198638,
|
|
"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": 1.345703363418579,
|
|
"val_loss": 1.077682614326477,
|
|
"acc": 62.26,
|
|
"time": 75.69152047403622,
|
|
"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": 1.5333935022354126,
|
|
"val_loss": 1.1159570217132568,
|
|
"acc": 61.92,
|
|
"time": 80.7950913280365,
|
|
"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": 1.351090669631958,
|
|
"val_loss": 1.0968791246414185,
|
|
"acc": 62.89,
|
|
"time": 81.01602979400195,
|
|
"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": 1.214429259300232,
|
|
"val_loss": 1.0180050134658813,
|
|
"acc": 62.5,
|
|
"time": 80.36007334903115,
|
|
"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": 1.3844854831695557,
|
|
"val_loss": 1.070369839668274,
|
|
"acc": 62.98,
|
|
"time": 80.39811739104334,
|
|
"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": 1.6658673286437988,
|
|
"val_loss": 1.0942507982254028,
|
|
"acc": 63.1,
|
|
"time": 79.38066274899757,
|
|
"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": 1.526438593864441,
|
|
"val_loss": 1.057791829109192,
|
|
"acc": 63.44,
|
|
"time": 78.65875938796671,
|
|
"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": 1.3570104837417603,
|
|
"val_loss": 1.1915680170059204,
|
|
"acc": 62.23,
|
|
"time": 78.19973656599177,
|
|
"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": 1.5142654180526733,
|
|
"val_loss": 1.0345114469528198,
|
|
"acc": 63.17,
|
|
"time": 78.03462613298325,
|
|
"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": 1.3246639966964722,
|
|
"val_loss": 1.0731987953186035,
|
|
"acc": 64.27,
|
|
"time": 79.78912302700337,
|
|
"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": 1.1442328691482544,
|
|
"val_loss": 1.0410040616989136,
|
|
"acc": 64.94,
|
|
"time": 80.29878504900262,
|
|
"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": 1.3484829664230347,
|
|
"val_loss": 0.9729123711585999,
|
|
"acc": 64.25,
|
|
"time": 79.35552969202399,
|
|
"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": 1.5177292823791504,
|
|
"val_loss": 1.0271235704421997,
|
|
"acc": 64.3,
|
|
"time": 81.66030070302077,
|
|
"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": 1.5696885585784912,
|
|
"val_loss": 1.010022759437561,
|
|
"acc": 64.76,
|
|
"time": 80.21336893201806,
|
|
"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": 1.380342721939087,
|
|
"val_loss": 1.027984380722046,
|
|
"acc": 64.07,
|
|
"time": 79.92430472100386,
|
|
"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": 1.1363894939422607,
|
|
"val_loss": 0.9313393235206604,
|
|
"acc": 65.93,
|
|
"time": 80.89799287496135,
|
|
"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": 1.4050097465515137,
|
|
"val_loss": 0.9236695170402527,
|
|
"acc": 64.55,
|
|
"time": 79.16101498203352,
|
|
"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": 1.1305105686187744,
|
|
"val_loss": 1.0474992990493774,
|
|
"acc": 64.0,
|
|
"time": 75.42714534100378,
|
|
"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": 1.3923285007476807,
|
|
"val_loss": 0.9996681809425354,
|
|
"acc": 66.09,
|
|
"time": 78.79755788296461,
|
|
"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": 1.5810552835464478,
|
|
"val_loss": 0.9687739014625549,
|
|
"acc": 65.74,
|
|
"time": 77.30270740104606,
|
|
"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": 1.378326416015625,
|
|
"val_loss": 1.0509306192398071,
|
|
"acc": 64.85,
|
|
"time": 75.77491860795999,
|
|
"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": 1.3771941661834717,
|
|
"val_loss": 0.8596133589744568,
|
|
"acc": 66.0,
|
|
"time": 76.24382110399893,
|
|
"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": 1.22541344165802,
|
|
"val_loss": 1.0135326385498047,
|
|
"acc": 66.07,
|
|
"time": 75.45320510101737,
|
|
"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": 1.3705700635910034,
|
|
"val_loss": 0.922385573387146,
|
|
"acc": 66.72,
|
|
"time": 76.50039995298721,
|
|
"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": 1.1738439798355103,
|
|
"val_loss": 0.9473472833633423,
|
|
"acc": 64.97,
|
|
"time": 76.42586932796985,
|
|
"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": 1.3455439805984497,
|
|
"val_loss": 0.8959133625030518,
|
|
"acc": 66.25,
|
|
"time": 76.66688948101364,
|
|
"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": 1.2616935968399048,
|
|
"val_loss": 0.9793099164962769,
|
|
"acc": 66.92,
|
|
"time": 75.3344311619876,
|
|
"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": 1.189078688621521,
|
|
"val_loss": 0.9180788993835449,
|
|
"acc": 68.24,
|
|
"time": 75.73983029596275,
|
|
"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": 1.1708528995513916,
|
|
"val_loss": 0.9472572803497314,
|
|
"acc": 67.52,
|
|
"time": 76.37437201698776,
|
|
"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": 1.2631916999816895,
|
|
"val_loss": 0.852690577507019,
|
|
"acc": 66.77,
|
|
"time": 76.81420273100957,
|
|
"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": 1.27116858959198,
|
|
"val_loss": 0.9226982593536377,
|
|
"acc": 67.98,
|
|
"time": 76.8096990690101,
|
|
"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": 1.3623037338256836,
|
|
"val_loss": 0.951756477355957,
|
|
"acc": 65.98,
|
|
"time": 78.65693869401002,
|
|
"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": 1.308260440826416,
|
|
"val_loss": 0.8569080829620361,
|
|
"acc": 68.68,
|
|
"time": 76.81742929999018,
|
|
"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": 1.229811668395996,
|
|
"val_loss": 0.9667548537254333,
|
|
"acc": 67.97,
|
|
"time": 78.13168694794877,
|
|
"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": 0.9397144913673401,
|
|
"val_loss": 0.8815538287162781,
|
|
"acc": 68.64,
|
|
"time": 75.65911799896276,
|
|
"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": 1.0516037940979004,
|
|
"val_loss": 0.8375459909439087,
|
|
"acc": 68.6,
|
|
"time": 79.55571457301266,
|
|
"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": 1.0438965559005737,
|
|
"val_loss": 0.8726459741592407,
|
|
"acc": 68.43,
|
|
"time": 79.38058920000913,
|
|
"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": 1.3447551727294922,
|
|
"val_loss": 0.7590069770812988,
|
|
"acc": 67.94,
|
|
"time": 79.63496150501305,
|
|
"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": 1.1679446697235107,
|
|
"val_loss": 0.9226654171943665,
|
|
"acc": 68.5,
|
|
"time": 79.30929816403659,
|
|
"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": 1.3272994756698608,
|
|
"val_loss": 0.8313038349151611,
|
|
"acc": 69.3,
|
|
"time": 79.54711776197655,
|
|
"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": 1.2061622142791748,
|
|
"val_loss": 0.9354446530342102,
|
|
"acc": 69.0,
|
|
"time": 79.18345001002308,
|
|
"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": 1.1868888139724731,
|
|
"val_loss": 0.8828752636909485,
|
|
"acc": 67.96,
|
|
"time": 79.3953657639795,
|
|
"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": 1.2632235288619995,
|
|
"val_loss": 0.9456325173377991,
|
|
"acc": 68.68,
|
|
"time": 77.32148214196786,
|
|
"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": 1.2138099670410156,
|
|
"val_loss": 0.8311235308647156,
|
|
"acc": 69.26,
|
|
"time": 79.36195218301145,
|
|
"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": 1.3376491069793701,
|
|
"val_loss": 0.9651405811309814,
|
|
"acc": 70.07,
|
|
"time": 76.88153047201922,
|
|
"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": 1.1787948608398438,
|
|
"val_loss": 0.977707028388977,
|
|
"acc": 69.53,
|
|
"time": 74.98315373703372,
|
|
"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": 1.0385545492172241,
|
|
"val_loss": 0.8285377621650696,
|
|
"acc": 69.31,
|
|
"time": 76.65747199498583,
|
|
"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": 1.417494773864746,
|
|
"val_loss": 0.8561552166938782,
|
|
"acc": 69.48,
|
|
"time": 78.37358923797728,
|
|
"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": 1.163150429725647,
|
|
"val_loss": 0.8240218758583069,
|
|
"acc": 70.03,
|
|
"time": 77.69572547503049,
|
|
"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": 1.003081202507019,
|
|
"val_loss": 0.9373767375946045,
|
|
"acc": 69.98,
|
|
"time": 79.44881657796213,
|
|
"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": 1.210900068283081,
|
|
"val_loss": 0.8543168306350708,
|
|
"acc": 69.53,
|
|
"time": 79.21708661399316,
|
|
"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": 1.267698049545288,
|
|
"val_loss": 0.7713220715522766,
|
|
"acc": 69.34,
|
|
"time": 76.27232291299151,
|
|
"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": 1.226043701171875,
|
|
"val_loss": 0.8335388898849487,
|
|
"acc": 69.5,
|
|
"time": 75.9562606579857,
|
|
"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": 1.1092829704284668,
|
|
"val_loss": 0.8557352423667908,
|
|
"acc": 69.46,
|
|
"time": 77.31507617799798,
|
|
"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": 1.0851048231124878,
|
|
"val_loss": 0.8734982013702393,
|
|
"acc": 69.63,
|
|
"time": 77.08717656100634,
|
|
"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": 1.1406396627426147,
|
|
"val_loss": 0.9857803583145142,
|
|
"acc": 69.33,
|
|
"time": 79.60587318200851,
|
|
"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": 1.021822214126587,
|
|
"val_loss": 0.923535168170929,
|
|
"acc": 69.78,
|
|
"time": 79.40040941303596,
|
|
"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": 1.1894731521606445,
|
|
"val_loss": 0.9636168479919434,
|
|
"acc": 68.84,
|
|
"time": 79.14435555494856,
|
|
"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": 1.1730071306228638,
|
|
"val_loss": 0.8369213342666626,
|
|
"acc": 70.19,
|
|
"time": 75.92067602201132,
|
|
"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": 1.2179795503616333,
|
|
"val_loss": 0.9154583811759949,
|
|
"acc": 70.9,
|
|
"time": 78.50204064801801,
|
|
"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": 1.145842432975769,
|
|
"val_loss": 0.9581391215324402,
|
|
"acc": 69.32,
|
|
"time": 81.30031911697006,
|
|
"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": 1.1144877672195435,
|
|
"val_loss": 0.7537989616394043,
|
|
"acc": 71.53,
|
|
"time": 76.52920695400098,
|
|
"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": 1.3144959211349487,
|
|
"val_loss": 0.9049264788627625,
|
|
"acc": 71.26,
|
|
"time": 76.6512800429482,
|
|
"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": 1.3092947006225586,
|
|
"val_loss": 0.7950342893600464,
|
|
"acc": 70.86,
|
|
"time": 76.79177281301236,
|
|
"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": 1.153745412826538,
|
|
"val_loss": 0.7945670485496521,
|
|
"acc": 71.32,
|
|
"time": 75.55376949999481,
|
|
"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": 1.3761506080627441,
|
|
"val_loss": 0.7937586903572083,
|
|
"acc": 71.51,
|
|
"time": 77.47491767600877,
|
|
"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": 1.1290576457977295,
|
|
"val_loss": 0.719515860080719,
|
|
"acc": 70.99,
|
|
"time": 79.06185815297067,
|
|
"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": 1.2987933158874512,
|
|
"val_loss": 0.7932707667350769,
|
|
"acc": 71.63,
|
|
"time": 79.25373150897212,
|
|
"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": 1.1635630130767822,
|
|
"val_loss": 0.7301973700523376,
|
|
"acc": 72.09,
|
|
"time": 78.6186615509796,
|
|
"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": 1.2224743366241455,
|
|
"val_loss": 0.887971818447113,
|
|
"acc": 71.34,
|
|
"time": 80.53976924298331,
|
|
"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": 1.0864768028259277,
|
|
"val_loss": 0.9281928539276123,
|
|
"acc": 70.1,
|
|
"time": 80.58448598498944,
|
|
"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": 1.1801588535308838,
|
|
"val_loss": 0.7459102869033813,
|
|
"acc": 72.28,
|
|
"time": 79.60581621102756,
|
|
"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": 1.0105657577514648,
|
|
"val_loss": 0.717143177986145,
|
|
"acc": 72.24,
|
|
"time": 80.58011399203679,
|
|
"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": 1.1410919427871704,
|
|
"val_loss": 0.7328211665153503,
|
|
"acc": 71.35,
|
|
"time": 79.47304350597551,
|
|
"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": 1.2333444356918335,
|
|
"val_loss": 0.8684449195861816,
|
|
"acc": 71.48,
|
|
"time": 78.6424994179979,
|
|
"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": 1.181518316268921,
|
|
"val_loss": 0.958146333694458,
|
|
"acc": 72.25,
|
|
"time": 78.50190995703451,
|
|
"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": 1.1222805976867676,
|
|
"val_loss": 0.8122379779815674,
|
|
"acc": 71.78,
|
|
"time": 78.16219879401615,
|
|
"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": 1.1374825239181519,
|
|
"val_loss": 0.8997673392295837,
|
|
"acc": 70.7,
|
|
"time": 77.99281404999783,
|
|
"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": 1.1919397115707397,
|
|
"val_loss": 0.9132577776908875,
|
|
"acc": 70.85,
|
|
"time": 77.29616489796899,
|
|
"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": 1.066983938217163,
|
|
"val_loss": 0.7663897275924683,
|
|
"acc": 72.87,
|
|
"time": 78.87768343696371,
|
|
"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": 1.179944634437561,
|
|
"val_loss": 0.849606454372406,
|
|
"acc": 72.52,
|
|
"time": 81.20188857300673,
|
|
"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": 1.2205594778060913,
|
|
"val_loss": 0.7738049030303955,
|
|
"acc": 71.45,
|
|
"time": 82.65330796100898,
|
|
"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": 1.126979112625122,
|
|
"val_loss": 0.8488011956214905,
|
|
"acc": 72.71,
|
|
"time": 79.11253890499938,
|
|
"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": 1.093199610710144,
|
|
"val_loss": 0.825712263584137,
|
|
"acc": 71.36,
|
|
"time": 79.10895968897967,
|
|
"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": 1.2076165676116943,
|
|
"val_loss": 0.8748039603233337,
|
|
"acc": 71.53,
|
|
"time": 78.18102523701964,
|
|
"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": 1.1880697011947632,
|
|
"val_loss": 0.8338772654533386,
|
|
"acc": 72.56,
|
|
"time": 75.96309720899444,
|
|
"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": 1.202524185180664,
|
|
"val_loss": 0.7261280417442322,
|
|
"acc": 72.11,
|
|
"time": 76.50884503300767,
|
|
"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": 1.2049554586410522,
|
|
"val_loss": 0.8473834991455078,
|
|
"acc": 70.91,
|
|
"time": 78.27075510501163,
|
|
"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": 1.0731103420257568,
|
|
"val_loss": 0.8047076463699341,
|
|
"acc": 72.34,
|
|
"time": 79.1302755450015,
|
|
"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": 1.0371763706207275,
|
|
"val_loss": 0.6585455536842346,
|
|
"acc": 72.93,
|
|
"time": 77.72608369297814,
|
|
"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": 1.1058193445205688,
|
|
"val_loss": 0.8199692964553833,
|
|
"acc": 72.59,
|
|
"time": 79.64780311600771,
|
|
"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": 1.115493893623352,
|
|
"val_loss": 0.794829785823822,
|
|
"acc": 71.89,
|
|
"time": 79.31047289801063,
|
|
"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": 1.2584584951400757,
|
|
"val_loss": 0.7695819139480591,
|
|
"acc": 73.18,
|
|
"time": 79.45245676697232,
|
|
"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": 1.1292195320129395,
|
|
"val_loss": 0.751950740814209,
|
|
"acc": 72.03,
|
|
"time": 77.15902200399432,
|
|
"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": 1.1559921503067017,
|
|
"val_loss": 0.9241296648979187,
|
|
"acc": 72.0,
|
|
"time": 79.40479344903724,
|
|
"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": 1.2503477334976196,
|
|
"val_loss": 0.7140842080116272,
|
|
"acc": 71.87,
|
|
"time": 77.49321027996484,
|
|
"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": 1.1449240446090698,
|
|
"val_loss": 0.8243414163589478,
|
|
"acc": 73.09,
|
|
"time": 76.82809980202,
|
|
"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": 1.0808677673339844,
|
|
"val_loss": 0.8593918681144714,
|
|
"acc": 72.01,
|
|
"time": 79.19114365102723,
|
|
"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": 1.158939003944397,
|
|
"val_loss": 0.7696725726127625,
|
|
"acc": 72.77,
|
|
"time": 79.42815640202025,
|
|
"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": 1.1622254848480225,
|
|
"val_loss": 0.8306907415390015,
|
|
"acc": 72.2,
|
|
"time": 79.33462296798825,
|
|
"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": 0.8362664580345154,
|
|
"val_loss": 0.9344215989112854,
|
|
"acc": 71.9,
|
|
"time": 79.42580793000525,
|
|
"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": 1.1114788055419922,
|
|
"val_loss": 0.8755220770835876,
|
|
"acc": 72.17,
|
|
"time": 80.98387259599986,
|
|
"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": 0.988400399684906,
|
|
"val_loss": 0.7029885649681091,
|
|
"acc": 73.01,
|
|
"time": 80.39196425699629,
|
|
"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": 0.9756889343261719,
|
|
"val_loss": 0.9403421878814697,
|
|
"acc": 71.49,
|
|
"time": 80.10938610503217,
|
|
"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
|
|
}
|
|
]
|
|
}
|
|
]
|
|
} |