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": 72.69,
|
|
"Time": [
|
|
133.5218685519245,
|
|
6.461033370065413
|
|
],
|
|
"Device": "Graphics Device",
|
|
"Param_names": [
|
|
"Identity",
|
|
"FlipUD",
|
|
"FlipLR",
|
|
"Rotate",
|
|
"TranslateX",
|
|
"TranslateY",
|
|
"ShearX",
|
|
"ShearY",
|
|
"Contrast",
|
|
"Color",
|
|
"Brightness",
|
|
"Sharpness",
|
|
"Posterize",
|
|
"Solarize"
|
|
],
|
|
"Log": [
|
|
{
|
|
"epoch": 1,
|
|
"train_loss": 2.2981936931610107,
|
|
"val_loss": 2.2843801975250244,
|
|
"acc": 13.3,
|
|
"time": 124.95149588596541,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 2.1825151443481445,
|
|
"val_loss": 2.1117701530456543,
|
|
"acc": 21.5,
|
|
"time": 126.33050030400045,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 2.145439624786377,
|
|
"val_loss": 2.0137059688568115,
|
|
"acc": 26.93,
|
|
"time": 140.43714952201117,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 4,
|
|
"train_loss": 2.0204479694366455,
|
|
"val_loss": 1.8382173776626587,
|
|
"acc": 30.88,
|
|
"time": 129.4006832819432,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 5,
|
|
"train_loss": 1.9940574169158936,
|
|
"val_loss": 1.8022792339324951,
|
|
"acc": 35.54,
|
|
"time": 125.39166029496118,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 2.063944101333618,
|
|
"val_loss": 1.780313491821289,
|
|
"acc": 35.52,
|
|
"time": 125.11648401501589,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.8678820133209229,
|
|
"val_loss": 1.6531240940093994,
|
|
"acc": 39.74,
|
|
"time": 125.4774666359881,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.9629334211349487,
|
|
"val_loss": 1.7055712938308716,
|
|
"acc": 41.03,
|
|
"time": 127.18257736298256,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 2.114851951599121,
|
|
"val_loss": 1.5741595029830933,
|
|
"acc": 41.53,
|
|
"time": 126.72598172107246,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.8272449970245361,
|
|
"val_loss": 1.596168875694275,
|
|
"acc": 44.26,
|
|
"time": 135.04595338494983,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.9237656593322754,
|
|
"val_loss": 1.5760291814804077,
|
|
"acc": 43.42,
|
|
"time": 137.33496123598889,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.7183889150619507,
|
|
"val_loss": 1.4510551691055298,
|
|
"acc": 44.81,
|
|
"time": 138.8188057759544,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.820673942565918,
|
|
"val_loss": 1.5414553880691528,
|
|
"acc": 45.17,
|
|
"time": 130.23609521600883,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.8779116868972778,
|
|
"val_loss": 1.5026615858078003,
|
|
"acc": 46.81,
|
|
"time": 124.55455186695326,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.7797335386276245,
|
|
"val_loss": 1.5108044147491455,
|
|
"acc": 47.51,
|
|
"time": 124.46864414599258,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.7406460046768188,
|
|
"val_loss": 1.5252565145492554,
|
|
"acc": 46.82,
|
|
"time": 124.79902849497739,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.7385869026184082,
|
|
"val_loss": 1.4474116563796997,
|
|
"acc": 48.86,
|
|
"time": 137.50963546300773,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.6171209812164307,
|
|
"val_loss": 1.4599194526672363,
|
|
"acc": 49.2,
|
|
"time": 134.2291530390503,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.8174129724502563,
|
|
"val_loss": 1.332580804824829,
|
|
"acc": 50.43,
|
|
"time": 139.01842428406235,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.9382543563842773,
|
|
"val_loss": 1.3855878114700317,
|
|
"acc": 52.25,
|
|
"time": 139.36532548407558,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.684752345085144,
|
|
"val_loss": 1.345070481300354,
|
|
"acc": 51.62,
|
|
"time": 138.598732477054,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.7598687410354614,
|
|
"val_loss": 1.4010401964187622,
|
|
"acc": 51.47,
|
|
"time": 130.55381248902995,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.8257391452789307,
|
|
"val_loss": 1.3476059436798096,
|
|
"acc": 52.87,
|
|
"time": 135.841721441946,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.7843365669250488,
|
|
"val_loss": 1.1731743812561035,
|
|
"acc": 53.09,
|
|
"time": 126.19630273990333,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.7817127704620361,
|
|
"val_loss": 1.424997091293335,
|
|
"acc": 53.28,
|
|
"time": 138.08058485900983,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.6258001327514648,
|
|
"val_loss": 1.1783812046051025,
|
|
"acc": 55.78,
|
|
"time": 132.23065259796567,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.5942028760910034,
|
|
"val_loss": 1.27835214138031,
|
|
"acc": 53.36,
|
|
"time": 135.95982874406036,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.5478180646896362,
|
|
"val_loss": 1.2604354619979858,
|
|
"acc": 55.81,
|
|
"time": 125.89171533903573,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.3635822534561157,
|
|
"val_loss": 1.1212109327316284,
|
|
"acc": 55.66,
|
|
"time": 139.45919978106394,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.5421215295791626,
|
|
"val_loss": 1.357120156288147,
|
|
"acc": 53.81,
|
|
"time": 141.3731053690426,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.6170316934585571,
|
|
"val_loss": 1.19021475315094,
|
|
"acc": 55.68,
|
|
"time": 142.78635279205628,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.6342159509658813,
|
|
"val_loss": 1.3369933366775513,
|
|
"acc": 57.34,
|
|
"time": 141.49552754999604,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.7596486806869507,
|
|
"val_loss": 1.303067684173584,
|
|
"acc": 54.68,
|
|
"time": 137.86780646792613,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.4947375059127808,
|
|
"val_loss": 1.2872021198272705,
|
|
"acc": 57.97,
|
|
"time": 135.36873390793335,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.7149239778518677,
|
|
"val_loss": 1.2213832139968872,
|
|
"acc": 58.51,
|
|
"time": 139.79615657799877,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.5253026485443115,
|
|
"val_loss": 1.116860032081604,
|
|
"acc": 59.18,
|
|
"time": 140.15505969896913,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.4864556789398193,
|
|
"val_loss": 1.1747939586639404,
|
|
"acc": 58.94,
|
|
"time": 126.27713853004389,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.5777615308761597,
|
|
"val_loss": 1.2302724123001099,
|
|
"acc": 57.81,
|
|
"time": 124.59466568904463,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.588600993156433,
|
|
"val_loss": 1.2314749956130981,
|
|
"acc": 59.38,
|
|
"time": 138.78094007703476,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.5563234090805054,
|
|
"val_loss": 1.1323550939559937,
|
|
"acc": 58.71,
|
|
"time": 139.3089952779701,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.5771501064300537,
|
|
"val_loss": 1.0636523962020874,
|
|
"acc": 60.09,
|
|
"time": 127.78641255304683,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.418610692024231,
|
|
"val_loss": 1.0904828310012817,
|
|
"acc": 60.69,
|
|
"time": 131.42970968899317,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.5411232709884644,
|
|
"val_loss": 1.144252061843872,
|
|
"acc": 59.41,
|
|
"time": 134.3842298090458,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.526948094367981,
|
|
"val_loss": 1.156631588935852,
|
|
"acc": 61.1,
|
|
"time": 141.7690259179799,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.3194183111190796,
|
|
"val_loss": 1.1980485916137695,
|
|
"acc": 60.23,
|
|
"time": 141.2237561410293,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.30644690990448,
|
|
"val_loss": 1.138895869255066,
|
|
"acc": 60.88,
|
|
"time": 131.54659908707254,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.3946845531463623,
|
|
"val_loss": 1.0533335208892822,
|
|
"acc": 61.28,
|
|
"time": 141.78821527108084,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.526910662651062,
|
|
"val_loss": 1.227705717086792,
|
|
"acc": 59.41,
|
|
"time": 130.91462229005992,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.4607497453689575,
|
|
"val_loss": 1.123855710029602,
|
|
"acc": 61.54,
|
|
"time": 124.98089893301949,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.3614411354064941,
|
|
"val_loss": 1.0582681894302368,
|
|
"acc": 62.85,
|
|
"time": 126.83172991697211,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.3730279207229614,
|
|
"val_loss": 1.0232155323028564,
|
|
"acc": 61.96,
|
|
"time": 131.98324008099735,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.5286697149276733,
|
|
"val_loss": 1.0187039375305176,
|
|
"acc": 63.49,
|
|
"time": 139.92065696103964,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.5093151330947876,
|
|
"val_loss": 1.0505766868591309,
|
|
"acc": 62.73,
|
|
"time": 137.26181445200928,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.3998186588287354,
|
|
"val_loss": 1.0877516269683838,
|
|
"acc": 64.4,
|
|
"time": 133.4929322990356,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.403313398361206,
|
|
"val_loss": 1.0314573049545288,
|
|
"acc": 64.48,
|
|
"time": 136.31497037399095,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.4705730676651,
|
|
"val_loss": 1.0762485265731812,
|
|
"acc": 61.41,
|
|
"time": 140.77395887405146,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.269706130027771,
|
|
"val_loss": 1.1226840019226074,
|
|
"acc": 61.95,
|
|
"time": 124.14771502802614,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.3044073581695557,
|
|
"val_loss": 0.9864870309829712,
|
|
"acc": 64.68,
|
|
"time": 124.06136497901753,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.4414291381835938,
|
|
"val_loss": 1.087448239326477,
|
|
"acc": 64.15,
|
|
"time": 135.1508694899967,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.2765793800354004,
|
|
"val_loss": 0.9471873044967651,
|
|
"acc": 64.27,
|
|
"time": 124.02347365999594,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.366061806678772,
|
|
"val_loss": 1.0055371522903442,
|
|
"acc": 62.49,
|
|
"time": 125.12632714794017,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.4482204914093018,
|
|
"val_loss": 1.0416971445083618,
|
|
"acc": 64.64,
|
|
"time": 137.3342479140265,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.4322619438171387,
|
|
"val_loss": 1.1403950452804565,
|
|
"acc": 65.92,
|
|
"time": 139.8702487970004,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.3682522773742676,
|
|
"val_loss": 0.9685591459274292,
|
|
"acc": 65.44,
|
|
"time": 141.42364200705197,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.387608289718628,
|
|
"val_loss": 1.0193054676055908,
|
|
"acc": 64.28,
|
|
"time": 143.125495962915,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.3672312498092651,
|
|
"val_loss": 1.0310522317886353,
|
|
"acc": 64.58,
|
|
"time": 133.5133890089346,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.4446494579315186,
|
|
"val_loss": 1.0077768564224243,
|
|
"acc": 65.64,
|
|
"time": 125.22360675304662,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.3993209600448608,
|
|
"val_loss": 0.9674764275550842,
|
|
"acc": 65.42,
|
|
"time": 125.29899152403232,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.3282700777053833,
|
|
"val_loss": 1.0081356763839722,
|
|
"acc": 65.77,
|
|
"time": 127.5065087149851,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.5413174629211426,
|
|
"val_loss": 0.8896013498306274,
|
|
"acc": 66.11,
|
|
"time": 140.76918464398477,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.2648029327392578,
|
|
"val_loss": 1.0352672338485718,
|
|
"acc": 66.82,
|
|
"time": 138.53373249492142,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.3323792219161987,
|
|
"val_loss": 0.8681572675704956,
|
|
"acc": 67.01,
|
|
"time": 132.4752352630021,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.2821205854415894,
|
|
"val_loss": 1.0702162981033325,
|
|
"acc": 65.87,
|
|
"time": 125.12125423701946,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.350504994392395,
|
|
"val_loss": 0.9315352439880371,
|
|
"acc": 67.13,
|
|
"time": 127.04286047699861,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.3009655475616455,
|
|
"val_loss": 0.9520705342292786,
|
|
"acc": 65.38,
|
|
"time": 141.1960656909505,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.3200092315673828,
|
|
"val_loss": 0.8887212872505188,
|
|
"acc": 67.04,
|
|
"time": 141.24587003397755,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.2561312913894653,
|
|
"val_loss": 0.958799421787262,
|
|
"acc": 66.73,
|
|
"time": 124.281660777051,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.3463287353515625,
|
|
"val_loss": 0.9639921188354492,
|
|
"acc": 66.75,
|
|
"time": 125.27198156004306,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.4106470346450806,
|
|
"val_loss": 0.9004744291305542,
|
|
"acc": 67.72,
|
|
"time": 126.93994986393955,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.1945505142211914,
|
|
"val_loss": 0.9763889312744141,
|
|
"acc": 67.38,
|
|
"time": 126.79829035094008,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 81,
|
|
"train_loss": 1.2474873065948486,
|
|
"val_loss": 0.9595675468444824,
|
|
"acc": 66.25,
|
|
"time": 128.9364696519915,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.321641206741333,
|
|
"val_loss": 1.0045222043991089,
|
|
"acc": 67.99,
|
|
"time": 131.6373767160112,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.3796584606170654,
|
|
"val_loss": 0.9276648163795471,
|
|
"acc": 68.44,
|
|
"time": 139.7769383119885,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.2876074314117432,
|
|
"val_loss": 1.0816969871520996,
|
|
"acc": 67.07,
|
|
"time": 139.56474309205078,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.2462031841278076,
|
|
"val_loss": 0.8668001294136047,
|
|
"acc": 68.66,
|
|
"time": 143.29328496695962,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.1329445838928223,
|
|
"val_loss": 0.8253147602081299,
|
|
"acc": 67.95,
|
|
"time": 137.60133985604625,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.2965214252471924,
|
|
"val_loss": 0.8570959568023682,
|
|
"acc": 68.13,
|
|
"time": 128.82483116199728,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.3106563091278076,
|
|
"val_loss": 0.8336629271507263,
|
|
"acc": 69.37,
|
|
"time": 125.961204031948,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.2554806470870972,
|
|
"val_loss": 1.0723305940628052,
|
|
"acc": 67.45,
|
|
"time": 139.59204812697135,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.4198867082595825,
|
|
"val_loss": 0.7651917934417725,
|
|
"acc": 69.39,
|
|
"time": 124.25549443205819,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.4494495391845703,
|
|
"val_loss": 0.882276177406311,
|
|
"acc": 67.69,
|
|
"time": 139.8119315089425,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.2904952764511108,
|
|
"val_loss": 0.9725727438926697,
|
|
"acc": 68.99,
|
|
"time": 139.43731816590298,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.2031025886535645,
|
|
"val_loss": 1.076202154159546,
|
|
"acc": 68.32,
|
|
"time": 139.8878029040061,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.3270972967147827,
|
|
"val_loss": 0.9246639013290405,
|
|
"acc": 67.26,
|
|
"time": 140.36909542197827,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.1474334001541138,
|
|
"val_loss": 0.8426553010940552,
|
|
"acc": 68.55,
|
|
"time": 128.29621161194518,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.1805922985076904,
|
|
"val_loss": 0.7984998822212219,
|
|
"acc": 69.48,
|
|
"time": 124.95943577599246,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.2456048727035522,
|
|
"val_loss": 0.8906909227371216,
|
|
"acc": 68.69,
|
|
"time": 136.2823199069826,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.365261197090149,
|
|
"val_loss": 0.7855783700942993,
|
|
"acc": 70.14,
|
|
"time": 141.39646492805332,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.139212727546692,
|
|
"val_loss": 0.8503426313400269,
|
|
"acc": 69.51,
|
|
"time": 142.6294827669626,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.0999637842178345,
|
|
"val_loss": 0.897644579410553,
|
|
"acc": 69.27,
|
|
"time": 127.43983200693037,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.1974176168441772,
|
|
"val_loss": 0.9567164182662964,
|
|
"acc": 68.88,
|
|
"time": 135.6211590289604,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.272034764289856,
|
|
"val_loss": 0.8636419773101807,
|
|
"acc": 68.73,
|
|
"time": 133.25661986495834,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.288387417793274,
|
|
"val_loss": 0.8358184099197388,
|
|
"acc": 70.31,
|
|
"time": 125.0438300629612,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.3965716361999512,
|
|
"val_loss": 0.8436424732208252,
|
|
"acc": 70.06,
|
|
"time": 125.455573483021,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.2423070669174194,
|
|
"val_loss": 0.8194323778152466,
|
|
"acc": 69.34,
|
|
"time": 127.1478887279518,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.4397135972976685,
|
|
"val_loss": 0.9319948554039001,
|
|
"acc": 69.45,
|
|
"time": 128.3804378620116,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.353556752204895,
|
|
"val_loss": 0.9136605858802795,
|
|
"acc": 69.24,
|
|
"time": 140.54099051002413,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.1940377950668335,
|
|
"val_loss": 0.8239997029304504,
|
|
"acc": 69.67,
|
|
"time": 132.00184429401997,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.4539159536361694,
|
|
"val_loss": 0.899118959903717,
|
|
"acc": 69.64,
|
|
"time": 137.24689830304123,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.2531417608261108,
|
|
"val_loss": 0.8593634963035583,
|
|
"acc": 70.77,
|
|
"time": 144.54003508703317,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.3301044702529907,
|
|
"val_loss": 0.8007190823554993,
|
|
"acc": 70.7,
|
|
"time": 127.55731885496061,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.1407537460327148,
|
|
"val_loss": 0.7654135227203369,
|
|
"acc": 70.54,
|
|
"time": 124.40778607397806,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.3179863691329956,
|
|
"val_loss": 0.9783750176429749,
|
|
"acc": 69.51,
|
|
"time": 124.0147964010248,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.3738536834716797,
|
|
"val_loss": 0.8167531490325928,
|
|
"acc": 70.92,
|
|
"time": 137.3398088440299,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.2160693407058716,
|
|
"val_loss": 0.869094729423523,
|
|
"acc": 70.23,
|
|
"time": 141.05463139899075,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 0.9660908579826355,
|
|
"val_loss": 0.8144134283065796,
|
|
"acc": 70.32,
|
|
"time": 140.30544637492858,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.2043430805206299,
|
|
"val_loss": 0.7896308302879333,
|
|
"acc": 71.08,
|
|
"time": 139.89182679308578,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.1776962280273438,
|
|
"val_loss": 1.0409224033355713,
|
|
"acc": 66.87,
|
|
"time": 132.7935144129442,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.110908031463623,
|
|
"val_loss": 0.797579288482666,
|
|
"acc": 70.83,
|
|
"time": 139.8172160940012,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.2799136638641357,
|
|
"val_loss": 0.7482402920722961,
|
|
"acc": 71.83,
|
|
"time": 126.51030275598168,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.413610816001892,
|
|
"val_loss": 0.8699082732200623,
|
|
"acc": 71.44,
|
|
"time": 136.58908195409458,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.2995617389678955,
|
|
"val_loss": 0.7638416290283203,
|
|
"acc": 70.77,
|
|
"time": 130.23458430101164,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.2182884216308594,
|
|
"val_loss": 0.7111209630966187,
|
|
"acc": 70.95,
|
|
"time": 140.386946681072,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 0.96229487657547,
|
|
"val_loss": 0.7892215847969055,
|
|
"acc": 71.97,
|
|
"time": 140.7286910150433,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.072919487953186,
|
|
"val_loss": 0.7046401500701904,
|
|
"acc": 70.25,
|
|
"time": 134.86598680296447,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.4059083461761475,
|
|
"val_loss": 0.7304621934890747,
|
|
"acc": 71.51,
|
|
"time": 129.92258908902295,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.280479907989502,
|
|
"val_loss": 0.754794716835022,
|
|
"acc": 71.33,
|
|
"time": 135.31514478696045,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.262513279914856,
|
|
"val_loss": 0.7892059087753296,
|
|
"acc": 71.45,
|
|
"time": 139.6861315970309,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.2739204168319702,
|
|
"val_loss": 0.7437637448310852,
|
|
"acc": 71.29,
|
|
"time": 140.6942423869623,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.0894348621368408,
|
|
"val_loss": 0.811178982257843,
|
|
"acc": 71.67,
|
|
"time": 127.37624613696244,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.2788969278335571,
|
|
"val_loss": 0.8336984515190125,
|
|
"acc": 71.78,
|
|
"time": 140.81073871802073,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 0.99993896484375,
|
|
"val_loss": 0.8135949969291687,
|
|
"acc": 72.13,
|
|
"time": 142.3482374169398,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.465875267982483,
|
|
"val_loss": 0.9401583075523376,
|
|
"acc": 70.98,
|
|
"time": 133.64016589301173,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.155129313468933,
|
|
"val_loss": 0.8123825192451477,
|
|
"acc": 72.03,
|
|
"time": 145.25977310503367,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.2299487590789795,
|
|
"val_loss": 0.7881991267204285,
|
|
"acc": 72.55,
|
|
"time": 126.2157441949239,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.3256547451019287,
|
|
"val_loss": 0.710305392742157,
|
|
"acc": 70.93,
|
|
"time": 124.8309616720071,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.1296628713607788,
|
|
"val_loss": 0.956928014755249,
|
|
"acc": 71.01,
|
|
"time": 125.26883925299626,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.096238374710083,
|
|
"val_loss": 0.823574960231781,
|
|
"acc": 72.0,
|
|
"time": 135.59474395192228,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.2049319744110107,
|
|
"val_loss": 0.7260572910308838,
|
|
"acc": 71.38,
|
|
"time": 131.1470240469789,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.1033917665481567,
|
|
"val_loss": 0.884967029094696,
|
|
"acc": 69.92,
|
|
"time": 131.75671347300522,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.1052837371826172,
|
|
"val_loss": 0.8911426067352295,
|
|
"acc": 71.77,
|
|
"time": 140.46273269492667,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.0861033201217651,
|
|
"val_loss": 0.845292329788208,
|
|
"acc": 72.11,
|
|
"time": 141.8352981909411,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.2044103145599365,
|
|
"val_loss": 0.9405225515365601,
|
|
"acc": 71.69,
|
|
"time": 136.60024703899398,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.3243415355682373,
|
|
"val_loss": 0.7636245489120483,
|
|
"acc": 72.63,
|
|
"time": 124.4264194429852,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.102624773979187,
|
|
"val_loss": 0.822315514087677,
|
|
"acc": 71.93,
|
|
"time": 123.71787858905736,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.0679455995559692,
|
|
"val_loss": 0.8010631799697876,
|
|
"acc": 72.69,
|
|
"time": 124.32395814394113,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 147,
|
|
"train_loss": 1.1175283193588257,
|
|
"val_loss": 0.7808467149734497,
|
|
"acc": 70.82,
|
|
"time": 131.22234048403334,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.0004204511642456,
|
|
"val_loss": 0.8494691252708435,
|
|
"acc": 72.47,
|
|
"time": 137.9919397069607,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 0.9614178538322449,
|
|
"val_loss": 0.9325538277626038,
|
|
"acc": 71.35,
|
|
"time": 138.6661211180035,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 0.9963275194168091,
|
|
"val_loss": 0.7748454809188843,
|
|
"acc": 72.02,
|
|
"time": 138.5828614779748,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
}
|
|
]
|
|
} |