mirror of
https://github.com/AntoineHX/smart_augmentation.git
synced 2025-05-04 12:10:45 +02:00
13026 lines
No EOL
206 KiB
JSON
Executable file
13026 lines
No EOL
206 KiB
JSON
Executable file
{
|
|
"Accuracy": 74.87,
|
|
"Time": [
|
|
103.65569238094997,
|
|
7.882807393260836
|
|
],
|
|
"Device": "TITAN RTX",
|
|
"Param_names": [
|
|
"Identity",
|
|
"FlipUD",
|
|
"FlipLR",
|
|
"Rotate",
|
|
"TranslateX",
|
|
"TranslateY",
|
|
"ShearX",
|
|
"ShearY",
|
|
"Contrast",
|
|
"Color",
|
|
"Brightness",
|
|
"Sharpness",
|
|
"Posterize",
|
|
"Solarize"
|
|
],
|
|
"Log": [
|
|
{
|
|
"epoch": 1,
|
|
"train_loss": 2.291264533996582,
|
|
"val_loss": 2.2857015132904053,
|
|
"acc": 11.98,
|
|
"time": 87.883071767,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 2.166959524154663,
|
|
"val_loss": 2.066787004470825,
|
|
"acc": 25.53,
|
|
"time": 91.51550443499998,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 2.0153658390045166,
|
|
"val_loss": 2.000723123550415,
|
|
"acc": 28.15,
|
|
"time": 93.15399920600001,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 2.0593063831329346,
|
|
"val_loss": 1.8939892053604126,
|
|
"acc": 34.98,
|
|
"time": 97.21862256600002,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 5,
|
|
"train_loss": 2.030184507369995,
|
|
"val_loss": 1.881470799446106,
|
|
"acc": 32.93,
|
|
"time": 102.29353177399997,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 6,
|
|
"train_loss": 1.9392141103744507,
|
|
"val_loss": 1.6862027645111084,
|
|
"acc": 38.86,
|
|
"time": 101.73336175900005,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.92458975315094,
|
|
"val_loss": 1.706748604774475,
|
|
"acc": 39.95,
|
|
"time": 103.83701787100006,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.9360930919647217,
|
|
"val_loss": 1.647093653678894,
|
|
"acc": 41.83,
|
|
"time": 103.14369114099998,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 9,
|
|
"train_loss": 1.7393653392791748,
|
|
"val_loss": 1.5798258781433105,
|
|
"acc": 43.65,
|
|
"time": 103.31994827799997,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.7515310049057007,
|
|
"val_loss": 1.6499148607254028,
|
|
"acc": 42.05,
|
|
"time": 102.89239748800003,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.7453711032867432,
|
|
"val_loss": 1.6278539896011353,
|
|
"acc": 45.36,
|
|
"time": 104.29355178100002,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.7503325939178467,
|
|
"val_loss": 1.5612505674362183,
|
|
"acc": 45.74,
|
|
"time": 97.84518183199998,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.7373199462890625,
|
|
"val_loss": 1.4279441833496094,
|
|
"acc": 49.94,
|
|
"time": 101.95911106299991,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.5895321369171143,
|
|
"val_loss": 1.4301538467407227,
|
|
"acc": 50.32,
|
|
"time": 105.49922222800001,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.7015321254730225,
|
|
"val_loss": 1.4529366493225098,
|
|
"acc": 49.52,
|
|
"time": 104.07440733700014,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.3774776458740234,
|
|
"val_loss": 1.305439829826355,
|
|
"acc": 51.58,
|
|
"time": 103.24504258299999,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.7649364471435547,
|
|
"val_loss": 1.40959632396698,
|
|
"acc": 53.31,
|
|
"time": 102.28353997099998,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.4882370233535767,
|
|
"val_loss": 1.2783583402633667,
|
|
"acc": 52.79,
|
|
"time": 101.49829317000012,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.5130367279052734,
|
|
"val_loss": 1.3044718503952026,
|
|
"acc": 54.3,
|
|
"time": 103.7066011280001,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.4029645919799805,
|
|
"val_loss": 1.3244709968566895,
|
|
"acc": 54.05,
|
|
"time": 102.0528245129999,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.5667388439178467,
|
|
"val_loss": 1.240531325340271,
|
|
"acc": 54.79,
|
|
"time": 102.3674075209999,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.7411035299301147,
|
|
"val_loss": 1.269296646118164,
|
|
"acc": 55.17,
|
|
"time": 102.88837379799998,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.5113139152526855,
|
|
"val_loss": 1.3010846376419067,
|
|
"acc": 55.41,
|
|
"time": 102.14155567599983,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.4436025619506836,
|
|
"val_loss": 1.3054194450378418,
|
|
"acc": 56.04,
|
|
"time": 99.71448269500024,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.4312725067138672,
|
|
"val_loss": 1.2977089881896973,
|
|
"acc": 58.28,
|
|
"time": 97.93480898799999,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.4087289571762085,
|
|
"val_loss": 1.2467142343521118,
|
|
"acc": 58.21,
|
|
"time": 98.70763981600021,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.4044713973999023,
|
|
"val_loss": 1.2322380542755127,
|
|
"acc": 56.99,
|
|
"time": 96.68312024099987,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.3958592414855957,
|
|
"val_loss": 1.2632352113723755,
|
|
"acc": 59.33,
|
|
"time": 92.66728263100003,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.350400686264038,
|
|
"val_loss": 1.1019489765167236,
|
|
"acc": 59.47,
|
|
"time": 90.07979357500017,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.5964361429214478,
|
|
"val_loss": 1.17454195022583,
|
|
"acc": 59.67,
|
|
"time": 91.5757491899999,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.5178126096725464,
|
|
"val_loss": 1.1199816465377808,
|
|
"acc": 59.91,
|
|
"time": 90.999987444,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.5189591646194458,
|
|
"val_loss": 1.179699182510376,
|
|
"acc": 59.56,
|
|
"time": 96.06362889299999,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.2734161615371704,
|
|
"val_loss": 1.1734851598739624,
|
|
"acc": 60.42,
|
|
"time": 92.37125201900017,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.3265697956085205,
|
|
"val_loss": 1.0566632747650146,
|
|
"acc": 61.33,
|
|
"time": 96.75620237099974,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.4407259225845337,
|
|
"val_loss": 0.9714703559875488,
|
|
"acc": 62.08,
|
|
"time": 92.49113294299968,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.2351465225219727,
|
|
"val_loss": 1.0869570970535278,
|
|
"acc": 61.93,
|
|
"time": 91.94559952100008,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.1716822385787964,
|
|
"val_loss": 1.1168458461761475,
|
|
"acc": 61.98,
|
|
"time": 91.59312335200002,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.4675158262252808,
|
|
"val_loss": 1.1267834901809692,
|
|
"acc": 62.06,
|
|
"time": 97.75543341399998,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.350354790687561,
|
|
"val_loss": 1.1624201536178589,
|
|
"acc": 63.17,
|
|
"time": 92.06601035199992,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.3303173780441284,
|
|
"val_loss": 1.0950530767440796,
|
|
"acc": 63.16,
|
|
"time": 91.75814751400003,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.4686262607574463,
|
|
"val_loss": 1.1214276552200317,
|
|
"acc": 61.32,
|
|
"time": 95.3028361419997,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.2320822477340698,
|
|
"val_loss": 1.034116268157959,
|
|
"acc": 63.11,
|
|
"time": 91.60402373499983,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.2149059772491455,
|
|
"val_loss": 1.020156979560852,
|
|
"acc": 63.39,
|
|
"time": 96.12379172400051,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.226323127746582,
|
|
"val_loss": 1.0863416194915771,
|
|
"acc": 64.63,
|
|
"time": 91.00180643600015,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.2283728122711182,
|
|
"val_loss": 1.0222657918930054,
|
|
"acc": 63.26,
|
|
"time": 93.24111095999979,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.1245696544647217,
|
|
"val_loss": 0.9974036812782288,
|
|
"acc": 64.44,
|
|
"time": 93.95801061600014,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.203034520149231,
|
|
"val_loss": 1.04507577419281,
|
|
"acc": 64.12,
|
|
"time": 93.98282090900011,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.1414306163787842,
|
|
"val_loss": 0.9247699975967407,
|
|
"acc": 65.21,
|
|
"time": 90.98666501199932,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.13838529586792,
|
|
"val_loss": 1.002107858657837,
|
|
"acc": 64.76,
|
|
"time": 93.40031353599989,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 0.9865332841873169,
|
|
"val_loss": 0.9171470999717712,
|
|
"acc": 64.1,
|
|
"time": 91.14261745299973,
|
|
"param": [
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 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": 1.2375613451004028,
|
|
"val_loss": 0.9095594882965088,
|
|
"acc": 66.72,
|
|
"time": 92.86742659399988,
|
|
"param": [
|
|
{
|
|
"p": 0.07268143445253372,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08307093381881714,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059182118624448776,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04649609699845314,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05714654177427292,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08206681907176971,
|
|
"m": 0.8477765917778015
|
|
},
|
|
{
|
|
"p": 0.056717243045568466,
|
|
"m": 0.8690595030784607
|
|
},
|
|
{
|
|
"p": 0.09302666783332825,
|
|
"m": 0.9811220169067383
|
|
},
|
|
{
|
|
"p": 0.07389577478170395,
|
|
"m": 0.9953596591949463
|
|
},
|
|
{
|
|
"p": 0.07298415154218674,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08343107998371124,
|
|
"m": 0.9999570250511169
|
|
},
|
|
{
|
|
"p": 0.07273442298173904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09053905308246613,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056027598679065704,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 52,
|
|
"train_loss": 1.4385255575180054,
|
|
"val_loss": 0.9193857312202454,
|
|
"acc": 67.03,
|
|
"time": 92.66861742200035,
|
|
"param": [
|
|
{
|
|
"p": 0.08266226202249527,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08568675071001053,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04835562780499458,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041498176753520966,
|
|
"m": 0.8637059330940247
|
|
},
|
|
{
|
|
"p": 0.05021974444389343,
|
|
"m": 0.9442173838615417
|
|
},
|
|
{
|
|
"p": 0.06702864915132523,
|
|
"m": 0.9945827126502991
|
|
},
|
|
{
|
|
"p": 0.06685496121644974,
|
|
"m": 0.8812617063522339
|
|
},
|
|
{
|
|
"p": 0.05938711017370224,
|
|
"m": 0.912349283695221
|
|
},
|
|
{
|
|
"p": 0.07657331228256226,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08460136502981186,
|
|
"m": 0.998988687992096
|
|
},
|
|
{
|
|
"p": 0.06375390291213989,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07588080316781998,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09678208082914352,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.100715272128582,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 53,
|
|
"train_loss": 1.090801477432251,
|
|
"val_loss": 0.829348087310791,
|
|
"acc": 66.71,
|
|
"time": 90.85753954499978,
|
|
"param": [
|
|
{
|
|
"p": 0.08379106968641281,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06039605662226677,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11070539057254791,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058203574270009995,
|
|
"m": 0.8434120416641235
|
|
},
|
|
{
|
|
"p": 0.03441238030791283,
|
|
"m": 0.9124518632888794
|
|
},
|
|
{
|
|
"p": 0.05286376178264618,
|
|
"m": 0.9138162732124329
|
|
},
|
|
{
|
|
"p": 0.06748677045106888,
|
|
"m": 0.8521602153778076
|
|
},
|
|
{
|
|
"p": 0.08100403845310211,
|
|
"m": 0.879855751991272
|
|
},
|
|
{
|
|
"p": 0.07204468548297882,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07174674421548843,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0952364057302475,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07865187525749207,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09578650444746017,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0376708097755909,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 54,
|
|
"train_loss": 1.223366618156433,
|
|
"val_loss": 0.9601755142211914,
|
|
"acc": 65.57,
|
|
"time": 94.6223782799998,
|
|
"param": [
|
|
{
|
|
"p": 0.07814836502075195,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05487843602895737,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07656329870223999,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06220320239663124,
|
|
"m": 0.819020688533783
|
|
},
|
|
{
|
|
"p": 0.05091400444507599,
|
|
"m": 0.8946111798286438
|
|
},
|
|
{
|
|
"p": 0.07322368770837784,
|
|
"m": 0.9870727062225342
|
|
},
|
|
{
|
|
"p": 0.07813756912946701,
|
|
"m": 0.8171178698539734
|
|
},
|
|
{
|
|
"p": 0.0645446702837944,
|
|
"m": 0.9796146154403687
|
|
},
|
|
{
|
|
"p": 0.07785067707300186,
|
|
"m": 0.993249773979187
|
|
},
|
|
{
|
|
"p": 0.07240821421146393,
|
|
"m": 0.9774755835533142
|
|
},
|
|
{
|
|
"p": 0.07766769081354141,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07849933952093124,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08065872639417648,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07430209964513779,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 55,
|
|
"train_loss": 1.1926441192626953,
|
|
"val_loss": 0.9340052604675293,
|
|
"acc": 67.23,
|
|
"time": 94.24345026599985,
|
|
"param": [
|
|
{
|
|
"p": 0.06111542135477066,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06306007504463196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08585617691278458,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04597610607743263,
|
|
"m": 0.8514179587364197
|
|
},
|
|
{
|
|
"p": 0.08564555644989014,
|
|
"m": 0.8011441230773926
|
|
},
|
|
{
|
|
"p": 0.06065035238862038,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05289621651172638,
|
|
"m": 0.7794509530067444
|
|
},
|
|
{
|
|
"p": 0.06148763373494148,
|
|
"m": 0.9328713417053223
|
|
},
|
|
{
|
|
"p": 0.08008337020874023,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07198800146579742,
|
|
"m": 0.9926500916481018
|
|
},
|
|
{
|
|
"p": 0.10580459237098694,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07610394060611725,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0867428109049797,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06258977949619293,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 56,
|
|
"train_loss": 1.066666841506958,
|
|
"val_loss": 0.9654542803764343,
|
|
"acc": 66.45,
|
|
"time": 96.32580537300055,
|
|
"param": [
|
|
{
|
|
"p": 0.09035643935203552,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07755079865455627,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07618533819913864,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05495921149849892,
|
|
"m": 0.8363813757896423
|
|
},
|
|
{
|
|
"p": 0.07415547966957092,
|
|
"m": 0.7828174829483032
|
|
},
|
|
{
|
|
"p": 0.055935367941856384,
|
|
"m": 0.9983108043670654
|
|
},
|
|
{
|
|
"p": 0.05590188503265381,
|
|
"m": 0.7219581604003906
|
|
},
|
|
{
|
|
"p": 0.08442635089159012,
|
|
"m": 0.9025384187698364
|
|
},
|
|
{
|
|
"p": 0.05881782993674278,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07194612175226212,
|
|
"m": 0.998654305934906
|
|
},
|
|
{
|
|
"p": 0.07018972933292389,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08805941045284271,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06424791365861893,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07726826518774033,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 57,
|
|
"train_loss": 1.208845853805542,
|
|
"val_loss": 0.9714590907096863,
|
|
"acc": 65.6,
|
|
"time": 96.35332736000055,
|
|
"param": [
|
|
{
|
|
"p": 0.07516605406999588,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05312562361359596,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05710908770561218,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0710173174738884,
|
|
"m": 0.8335046172142029
|
|
},
|
|
{
|
|
"p": 0.06167023256421089,
|
|
"m": 0.5266242623329163
|
|
},
|
|
{
|
|
"p": 0.07105010002851486,
|
|
"m": 0.9003440737724304
|
|
},
|
|
{
|
|
"p": 0.07761795818805695,
|
|
"m": 0.7881935238838196
|
|
},
|
|
{
|
|
"p": 0.084561787545681,
|
|
"m": 0.9502679109573364
|
|
},
|
|
{
|
|
"p": 0.07600359618663788,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08332669734954834,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07496029138565063,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07086087018251419,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08663193881511688,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05689854547381401,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 58,
|
|
"train_loss": 1.080504298210144,
|
|
"val_loss": 0.8031193614006042,
|
|
"acc": 67.54,
|
|
"time": 91.24010408899994,
|
|
"param": [
|
|
{
|
|
"p": 0.08095066994428635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03164144977927208,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.077644944190979,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05287386104464531,
|
|
"m": 0.8669682741165161
|
|
},
|
|
{
|
|
"p": 0.07472827285528183,
|
|
"m": 0.42433929443359375
|
|
},
|
|
{
|
|
"p": 0.04834826663136482,
|
|
"m": 0.81246018409729
|
|
},
|
|
{
|
|
"p": 0.08744912594556808,
|
|
"m": 0.8128921389579773
|
|
},
|
|
{
|
|
"p": 0.07716147601604462,
|
|
"m": 0.9962518811225891
|
|
},
|
|
{
|
|
"p": 0.077397920191288,
|
|
"m": 0.9699748158454895
|
|
},
|
|
{
|
|
"p": 0.08993808925151825,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06525316089391708,
|
|
"m": 0.9954796433448792
|
|
},
|
|
{
|
|
"p": 0.06187812611460686,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08526688814163208,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08946769684553146,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 59,
|
|
"train_loss": 1.0473716259002686,
|
|
"val_loss": 0.8151736855506897,
|
|
"acc": 67.95,
|
|
"time": 94.3570557969997,
|
|
"param": [
|
|
{
|
|
"p": 0.10091293603181839,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0652160495519638,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07602715492248535,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08739977329969406,
|
|
"m": 0.8903223276138306
|
|
},
|
|
{
|
|
"p": 0.0800679624080658,
|
|
"m": 0.5112435221672058
|
|
},
|
|
{
|
|
"p": 0.054752640426158905,
|
|
"m": 0.7134401202201843
|
|
},
|
|
{
|
|
"p": 0.05390060320496559,
|
|
"m": 0.8942269086837769
|
|
},
|
|
{
|
|
"p": 0.06393395364284515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061341311782598495,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06146983057260513,
|
|
"m": 0.985814094543457
|
|
},
|
|
{
|
|
"p": 0.07386817783117294,
|
|
"m": 0.9972361922264099
|
|
},
|
|
{
|
|
"p": 0.07293234020471573,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0823921263217926,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06578519195318222,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 60,
|
|
"train_loss": 1.2320988178253174,
|
|
"val_loss": 0.9911803007125854,
|
|
"acc": 67.7,
|
|
"time": 93.10048336799991,
|
|
"param": [
|
|
{
|
|
"p": 0.081150583922863,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041489504277706146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06692898273468018,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05985099449753761,
|
|
"m": 0.8587663173675537
|
|
},
|
|
{
|
|
"p": 0.04851805791258812,
|
|
"m": 0.5659644603729248
|
|
},
|
|
{
|
|
"p": 0.06463230401277542,
|
|
"m": 0.7126460075378418
|
|
},
|
|
{
|
|
"p": 0.0783742219209671,
|
|
"m": 0.9070101380348206
|
|
},
|
|
{
|
|
"p": 0.0807235911488533,
|
|
"m": 0.8907358646392822
|
|
},
|
|
{
|
|
"p": 0.049383193254470825,
|
|
"m": 0.9700427055358887
|
|
},
|
|
{
|
|
"p": 0.09019488841295242,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08647885918617249,
|
|
"m": 0.9863050580024719
|
|
},
|
|
{
|
|
"p": 0.09530957043170929,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07990286499261856,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07706236094236374,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 61,
|
|
"train_loss": 1.1104379892349243,
|
|
"val_loss": 0.7136603593826294,
|
|
"acc": 68.12,
|
|
"time": 95.32586416400045,
|
|
"param": [
|
|
{
|
|
"p": 0.07535135746002197,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04428356885910034,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139446586370468,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0653228908777237,
|
|
"m": 0.8511138558387756
|
|
},
|
|
{
|
|
"p": 0.08003447949886322,
|
|
"m": 0.4982602000236511
|
|
},
|
|
{
|
|
"p": 0.04998104274272919,
|
|
"m": 0.5687358975410461
|
|
},
|
|
{
|
|
"p": 0.08024997264146805,
|
|
"m": 0.8114833235740662
|
|
},
|
|
{
|
|
"p": 0.06595033407211304,
|
|
"m": 0.9073324799537659
|
|
},
|
|
{
|
|
"p": 0.08761872351169586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07061022520065308,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08347702026367188,
|
|
"m": 0.9615453481674194
|
|
},
|
|
{
|
|
"p": 0.08576515316963196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07081674784421921,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06914407014846802,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 62,
|
|
"train_loss": 1.0680655241012573,
|
|
"val_loss": 0.9744048118591309,
|
|
"acc": 67.03,
|
|
"time": 95.9778069670001,
|
|
"param": [
|
|
{
|
|
"p": 0.08922935277223587,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053899966180324554,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08666490763425827,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07325476408004761,
|
|
"m": 0.852425217628479
|
|
},
|
|
{
|
|
"p": 0.07636544108390808,
|
|
"m": 0.3948981761932373
|
|
},
|
|
{
|
|
"p": 0.06596392393112183,
|
|
"m": 0.6579675674438477
|
|
},
|
|
{
|
|
"p": 0.05976178124547005,
|
|
"m": 0.9827902317047119
|
|
},
|
|
{
|
|
"p": 0.06880063563585281,
|
|
"m": 0.9447439312934875
|
|
},
|
|
{
|
|
"p": 0.06529366225004196,
|
|
"m": 0.8841444253921509
|
|
},
|
|
{
|
|
"p": 0.08601891249418259,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07736186683177948,
|
|
"m": 0.8672054409980774
|
|
},
|
|
{
|
|
"p": 0.07527729868888855,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05390843003988266,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06819907575845718,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 63,
|
|
"train_loss": 0.8892292380332947,
|
|
"val_loss": 0.8335455656051636,
|
|
"acc": 68.17,
|
|
"time": 95.8202186059998,
|
|
"param": [
|
|
{
|
|
"p": 0.09071238338947296,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04624827206134796,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08505372703075409,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04603401571512222,
|
|
"m": 0.9519773125648499
|
|
},
|
|
{
|
|
"p": 0.05045213922858238,
|
|
"m": 0.44015565514564514
|
|
},
|
|
{
|
|
"p": 0.08983069658279419,
|
|
"m": 0.706834614276886
|
|
},
|
|
{
|
|
"p": 0.074180468916893,
|
|
"m": 0.9306406378746033
|
|
},
|
|
{
|
|
"p": 0.05438908934593201,
|
|
"m": 0.9736835956573486
|
|
},
|
|
{
|
|
"p": 0.08394309878349304,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07978543639183044,
|
|
"m": 0.8447036743164062
|
|
},
|
|
{
|
|
"p": 0.06866630166769028,
|
|
"m": 0.9880596399307251
|
|
},
|
|
{
|
|
"p": 0.08420830965042114,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08909567445516586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05740034207701683,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 64,
|
|
"train_loss": 0.8491448760032654,
|
|
"val_loss": 0.9011207818984985,
|
|
"acc": 68.45,
|
|
"time": 95.5527103559998,
|
|
"param": [
|
|
{
|
|
"p": 0.06758546829223633,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04320112615823746,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06033254414796829,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06205414980649948,
|
|
"m": 0.9647616744041443
|
|
},
|
|
{
|
|
"p": 0.08923681080341339,
|
|
"m": 0.3537449538707733
|
|
},
|
|
{
|
|
"p": 0.06559250503778458,
|
|
"m": 0.6646731495857239
|
|
},
|
|
{
|
|
"p": 0.09505944699048996,
|
|
"m": 0.8418933153152466
|
|
},
|
|
{
|
|
"p": 0.060097586363554,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0721149742603302,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07619579881429672,
|
|
"m": 0.9116027355194092
|
|
},
|
|
{
|
|
"p": 0.06954135745763779,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06719479709863663,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09581761807203293,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07597586512565613,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 65,
|
|
"train_loss": 0.881578803062439,
|
|
"val_loss": 0.8466707468032837,
|
|
"acc": 68.63,
|
|
"time": 91.52183126099953,
|
|
"param": [
|
|
{
|
|
"p": 0.08166927099227905,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048217691481113434,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08489186316728592,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05469563603401184,
|
|
"m": 0.9587626457214355
|
|
},
|
|
{
|
|
"p": 0.06580916792154312,
|
|
"m": 0.4359998106956482
|
|
},
|
|
{
|
|
"p": 0.04989797621965408,
|
|
"m": 0.5852948427200317
|
|
},
|
|
{
|
|
"p": 0.0770765095949173,
|
|
"m": 0.8340575098991394
|
|
},
|
|
{
|
|
"p": 0.0740220844745636,
|
|
"m": 0.9272812008857727
|
|
},
|
|
{
|
|
"p": 0.06952989101409912,
|
|
"m": 0.9983007311820984
|
|
},
|
|
{
|
|
"p": 0.0801970586180687,
|
|
"m": 0.970751941204071
|
|
},
|
|
{
|
|
"p": 0.07696373760700226,
|
|
"m": 0.9766315221786499
|
|
},
|
|
{
|
|
"p": 0.08174246549606323,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0818999707698822,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07338669151067734,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 66,
|
|
"train_loss": 1.0682390928268433,
|
|
"val_loss": 0.9924308657646179,
|
|
"acc": 68.51,
|
|
"time": 101.78932397699919,
|
|
"param": [
|
|
{
|
|
"p": 0.07784014940261841,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059246975928545,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07393880933523178,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06474822014570236,
|
|
"m": 0.9959698915481567
|
|
},
|
|
{
|
|
"p": 0.07853052020072937,
|
|
"m": 0.47666311264038086
|
|
},
|
|
{
|
|
"p": 0.07788252085447311,
|
|
"m": 0.6722308993339539
|
|
},
|
|
{
|
|
"p": 0.06525510549545288,
|
|
"m": 0.8030872941017151
|
|
},
|
|
{
|
|
"p": 0.09108617901802063,
|
|
"m": 0.9411226511001587
|
|
},
|
|
{
|
|
"p": 0.0580449216067791,
|
|
"m": 0.9850553870201111
|
|
},
|
|
{
|
|
"p": 0.08570533245801926,
|
|
"m": 0.9339740872383118
|
|
},
|
|
{
|
|
"p": 0.04778061807155609,
|
|
"m": 0.9749087691307068
|
|
},
|
|
{
|
|
"p": 0.06116150692105293,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07136157155036926,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08741757273674011,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 67,
|
|
"train_loss": 0.9304429888725281,
|
|
"val_loss": 0.9250386953353882,
|
|
"acc": 69.34,
|
|
"time": 98.8358796019993,
|
|
"param": [
|
|
{
|
|
"p": 0.06535889953374863,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0662325844168663,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08790133148431778,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06729457527399063,
|
|
"m": 0.9150545001029968
|
|
},
|
|
{
|
|
"p": 0.04707340896129608,
|
|
"m": 0.4780518710613251
|
|
},
|
|
{
|
|
"p": 0.07875393331050873,
|
|
"m": 0.7075769305229187
|
|
},
|
|
{
|
|
"p": 0.0905253067612648,
|
|
"m": 0.8787826299667358
|
|
},
|
|
{
|
|
"p": 0.08112442493438721,
|
|
"m": 0.8475115299224854
|
|
},
|
|
{
|
|
"p": 0.06409315019845963,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05693104490637779,
|
|
"m": 0.9794682264328003
|
|
},
|
|
{
|
|
"p": 0.06714364141225815,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08021895587444305,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09389984607696533,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05344883352518082,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 68,
|
|
"train_loss": 0.9653795957565308,
|
|
"val_loss": 0.9269260764122009,
|
|
"acc": 67.92,
|
|
"time": 100.05701225899975,
|
|
"param": [
|
|
{
|
|
"p": 0.10089189559221268,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009753909893333912,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07809850573539734,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04568260908126831,
|
|
"m": 0.8197117447853088
|
|
},
|
|
{
|
|
"p": 0.04923525080084801,
|
|
"m": 0.38108307123184204
|
|
},
|
|
{
|
|
"p": 0.07011064887046814,
|
|
"m": 0.5181374549865723
|
|
},
|
|
{
|
|
"p": 0.08379460871219635,
|
|
"m": 0.8891094326972961
|
|
},
|
|
{
|
|
"p": 0.08683508634567261,
|
|
"m": 0.9994043111801147
|
|
},
|
|
{
|
|
"p": 0.07915514707565308,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09539201110601425,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07341109216213226,
|
|
"m": 0.9652392864227295
|
|
},
|
|
{
|
|
"p": 0.06988724321126938,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08230603486299515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0754459947347641,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 69,
|
|
"train_loss": 0.9170047044754028,
|
|
"val_loss": 0.87539142370224,
|
|
"acc": 69.18,
|
|
"time": 102.16201040000033,
|
|
"param": [
|
|
{
|
|
"p": 0.09392079710960388,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049130477011203766,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07577303797006607,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07252159714698792,
|
|
"m": 0.8296693563461304
|
|
},
|
|
{
|
|
"p": 0.04885762557387352,
|
|
"m": 0.4258289337158203
|
|
},
|
|
{
|
|
"p": 0.07135578244924545,
|
|
"m": 0.7466142177581787
|
|
},
|
|
{
|
|
"p": 0.05773661658167839,
|
|
"m": 0.903911292552948
|
|
},
|
|
{
|
|
"p": 0.07756297290325165,
|
|
"m": 0.985978901386261
|
|
},
|
|
{
|
|
"p": 0.06709984689950943,
|
|
"m": 0.9319612979888916
|
|
},
|
|
{
|
|
"p": 0.08093628287315369,
|
|
"m": 0.9779822826385498
|
|
},
|
|
{
|
|
"p": 0.0789514034986496,
|
|
"m": 0.9216278791427612
|
|
},
|
|
{
|
|
"p": 0.0840698853135109,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07021693140268326,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07186676561832428,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 70,
|
|
"train_loss": 0.978502094745636,
|
|
"val_loss": 0.9236190915107727,
|
|
"acc": 70.7,
|
|
"time": 98.34534740599975,
|
|
"param": [
|
|
{
|
|
"p": 0.07427553832530975,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04456837847828865,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1097920835018158,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08276136219501495,
|
|
"m": 0.9095644354820251
|
|
},
|
|
{
|
|
"p": 0.039496008306741714,
|
|
"m": 0.5514674782752991
|
|
},
|
|
{
|
|
"p": 0.06953322887420654,
|
|
"m": 0.7900726199150085
|
|
},
|
|
{
|
|
"p": 0.07445167005062103,
|
|
"m": 0.9688155055046082
|
|
},
|
|
{
|
|
"p": 0.07908066362142563,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07800066471099854,
|
|
"m": 0.8766214847564697
|
|
},
|
|
{
|
|
"p": 0.06243795156478882,
|
|
"m": 0.9989113211631775
|
|
},
|
|
{
|
|
"p": 0.058177486062049866,
|
|
"m": 0.9290160536766052
|
|
},
|
|
{
|
|
"p": 0.06123460829257965,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08981655538082123,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07637373358011246,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 71,
|
|
"train_loss": 0.9873290061950684,
|
|
"val_loss": 0.95563143491745,
|
|
"acc": 69.11,
|
|
"time": 98.86850541799959,
|
|
"param": [
|
|
{
|
|
"p": 0.09375947713851929,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043616458773612976,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06557487696409225,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0542915016412735,
|
|
"m": 0.8561015129089355
|
|
},
|
|
{
|
|
"p": 0.04176020622253418,
|
|
"m": 0.6380652189254761
|
|
},
|
|
{
|
|
"p": 0.07279203832149506,
|
|
"m": 0.8458224534988403
|
|
},
|
|
{
|
|
"p": 0.07675475627183914,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07867654412984848,
|
|
"m": 0.8961989879608154
|
|
},
|
|
{
|
|
"p": 0.06108145788311958,
|
|
"m": 0.9971470832824707
|
|
},
|
|
{
|
|
"p": 0.08766461908817291,
|
|
"m": 0.9972867369651794
|
|
},
|
|
{
|
|
"p": 0.07192136347293854,
|
|
"m": 0.9968426823616028
|
|
},
|
|
{
|
|
"p": 0.08428037911653519,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0941421315073967,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07368414849042892,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 72,
|
|
"train_loss": 0.9073305130004883,
|
|
"val_loss": 0.8920055031776428,
|
|
"acc": 69.51,
|
|
"time": 98.22796983900025,
|
|
"param": [
|
|
{
|
|
"p": 0.07378587126731873,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07786968350410461,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07462117820978165,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.033127330243587494,
|
|
"m": 0.7788820862770081
|
|
},
|
|
{
|
|
"p": 0.05292787402868271,
|
|
"m": 0.5844190716743469
|
|
},
|
|
{
|
|
"p": 0.0710316002368927,
|
|
"m": 0.9409312605857849
|
|
},
|
|
{
|
|
"p": 0.06727573275566101,
|
|
"m": 0.9902616143226624
|
|
},
|
|
{
|
|
"p": 0.07091084867715836,
|
|
"m": 0.9361528158187866
|
|
},
|
|
{
|
|
"p": 0.0904107466340065,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05310455337166786,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08786722272634506,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06330506503582001,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09906131774187088,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08470091968774796,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 73,
|
|
"train_loss": 1.0560410022735596,
|
|
"val_loss": 0.8757862448692322,
|
|
"acc": 69.61,
|
|
"time": 99.22493807799947,
|
|
"param": [
|
|
{
|
|
"p": 0.08695048093795776,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04496646672487259,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08142253011465073,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04486916586756706,
|
|
"m": 0.7960042953491211
|
|
},
|
|
{
|
|
"p": 0.06958954781293869,
|
|
"m": 0.5806058049201965
|
|
},
|
|
{
|
|
"p": 0.04621182754635811,
|
|
"m": 0.9100818634033203
|
|
},
|
|
{
|
|
"p": 0.08759820461273193,
|
|
"m": 0.8670862913131714
|
|
},
|
|
{
|
|
"p": 0.04756781458854675,
|
|
"m": 0.9652108550071716
|
|
},
|
|
{
|
|
"p": 0.0783616155385971,
|
|
"m": 0.988445520401001
|
|
},
|
|
{
|
|
"p": 0.09695392847061157,
|
|
"m": 0.9894208908081055
|
|
},
|
|
{
|
|
"p": 0.05913343280553818,
|
|
"m": 0.9452412128448486
|
|
},
|
|
{
|
|
"p": 0.07530900090932846,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0881863534450531,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09287960082292557,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 74,
|
|
"train_loss": 1.0658843517303467,
|
|
"val_loss": 0.8037506937980652,
|
|
"acc": 69.91,
|
|
"time": 97.58138526200037,
|
|
"param": [
|
|
{
|
|
"p": 0.0840114876627922,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03951440751552582,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04997583478689194,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07880336046218872,
|
|
"m": 0.7532927989959717
|
|
},
|
|
{
|
|
"p": 0.04490094259381294,
|
|
"m": 0.6636046767234802
|
|
},
|
|
{
|
|
"p": 0.05922623351216316,
|
|
"m": 0.854058563709259
|
|
},
|
|
{
|
|
"p": 0.09408417344093323,
|
|
"m": 0.7795426845550537
|
|
},
|
|
{
|
|
"p": 0.09852997958660126,
|
|
"m": 0.8577985763549805
|
|
},
|
|
{
|
|
"p": 0.06467537581920624,
|
|
"m": 0.9940377473831177
|
|
},
|
|
{
|
|
"p": 0.08265770971775055,
|
|
"m": 0.9980592727661133
|
|
},
|
|
{
|
|
"p": 0.08135238289833069,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07696478068828583,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08394177258014679,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06136157736182213,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 75,
|
|
"train_loss": 0.8766447305679321,
|
|
"val_loss": 0.8224490284919739,
|
|
"acc": 69.24,
|
|
"time": 98.80210941299993,
|
|
"param": [
|
|
{
|
|
"p": 0.07942748814821243,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053226567804813385,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08630688488483429,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05579704791307449,
|
|
"m": 0.7951109409332275
|
|
},
|
|
{
|
|
"p": 0.05632825940847397,
|
|
"m": 0.49332308769226074
|
|
},
|
|
{
|
|
"p": 0.0641622245311737,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053433436900377274,
|
|
"m": 0.7284512519836426
|
|
},
|
|
{
|
|
"p": 0.0769135132431984,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07255635410547256,
|
|
"m": 0.9842040538787842
|
|
},
|
|
{
|
|
"p": 0.07821334153413773,
|
|
"m": 0.9753240942955017
|
|
},
|
|
{
|
|
"p": 0.07373332977294922,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08041870594024658,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07837086915969849,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09111198782920837,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 76,
|
|
"train_loss": 0.9975989460945129,
|
|
"val_loss": 0.7382811903953552,
|
|
"acc": 70.09,
|
|
"time": 97.39078390499981,
|
|
"param": [
|
|
{
|
|
"p": 0.08666177839040756,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05373239144682884,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10359802097082138,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06350024044513702,
|
|
"m": 0.8023166656494141
|
|
},
|
|
{
|
|
"p": 0.08563805371522903,
|
|
"m": 0.5554493069648743
|
|
},
|
|
{
|
|
"p": 0.04675174131989479,
|
|
"m": 0.972287118434906
|
|
},
|
|
{
|
|
"p": 0.04766957089304924,
|
|
"m": 0.8928175568580627
|
|
},
|
|
{
|
|
"p": 0.05677495524287224,
|
|
"m": 0.9893298149108887
|
|
},
|
|
{
|
|
"p": 0.09791351854801178,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07966960221529007,
|
|
"m": 0.896015465259552
|
|
},
|
|
{
|
|
"p": 0.07977747172117233,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07074124366044998,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07063675671815872,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05693461373448372,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 77,
|
|
"train_loss": 1.0179355144500732,
|
|
"val_loss": 0.8611652851104736,
|
|
"acc": 70.5,
|
|
"time": 94.33638809999957,
|
|
"param": [
|
|
{
|
|
"p": 0.10548461228609085,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04676732420921326,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0847308412194252,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046675752848386765,
|
|
"m": 0.9109227657318115
|
|
},
|
|
{
|
|
"p": 0.06762143969535828,
|
|
"m": 0.24745456874370575
|
|
},
|
|
{
|
|
"p": 0.058216746896505356,
|
|
"m": 0.9143917560577393
|
|
},
|
|
{
|
|
"p": 0.06172214075922966,
|
|
"m": 0.9958454966545105
|
|
},
|
|
{
|
|
"p": 0.08121738582849503,
|
|
"m": 0.9403789043426514
|
|
},
|
|
{
|
|
"p": 0.06083236634731293,
|
|
"m": 0.9072666168212891
|
|
},
|
|
{
|
|
"p": 0.07847989350557327,
|
|
"m": 0.9382397532463074
|
|
},
|
|
{
|
|
"p": 0.07922571897506714,
|
|
"m": 0.9829269051551819
|
|
},
|
|
{
|
|
"p": 0.08488402515649796,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08129046857357025,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06285127997398376,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 78,
|
|
"train_loss": 0.9510931372642517,
|
|
"val_loss": 0.762733519077301,
|
|
"acc": 69.52,
|
|
"time": 99.3943571030004,
|
|
"param": [
|
|
{
|
|
"p": 0.0661865696310997,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030022040009498596,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08051563799381256,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06130269169807434,
|
|
"m": 0.8568122982978821
|
|
},
|
|
{
|
|
"p": 0.0704052522778511,
|
|
"m": 0.1755991280078888
|
|
},
|
|
{
|
|
"p": 0.05170920118689537,
|
|
"m": 0.8944956064224243
|
|
},
|
|
{
|
|
"p": 0.07235252112150192,
|
|
"m": 0.9722558259963989
|
|
},
|
|
{
|
|
"p": 0.07605205476284027,
|
|
"m": 0.9539190530776978
|
|
},
|
|
{
|
|
"p": 0.09590006619691849,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07189308106899261,
|
|
"m": 0.9079319834709167
|
|
},
|
|
{
|
|
"p": 0.0678456500172615,
|
|
"m": 0.9982161521911621
|
|
},
|
|
{
|
|
"p": 0.08922792971134186,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06921032816171646,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09737703204154968,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 79,
|
|
"train_loss": 0.9965978264808655,
|
|
"val_loss": 0.8361372351646423,
|
|
"acc": 70.52,
|
|
"time": 99.91404795499966,
|
|
"param": [
|
|
{
|
|
"p": 0.060044288635253906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04117424413561821,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10596934705972672,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06719890236854553,
|
|
"m": 0.8970402479171753
|
|
},
|
|
{
|
|
"p": 0.04999229311943054,
|
|
"m": 0.07262543588876724
|
|
},
|
|
{
|
|
"p": 0.06476163119077682,
|
|
"m": 0.8147083520889282
|
|
},
|
|
{
|
|
"p": 0.06882867217063904,
|
|
"m": 0.9628556966781616
|
|
},
|
|
{
|
|
"p": 0.08004005253314972,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08820894360542297,
|
|
"m": 0.9565510153770447
|
|
},
|
|
{
|
|
"p": 0.07490123063325882,
|
|
"m": 0.9484511017799377
|
|
},
|
|
{
|
|
"p": 0.06908046454191208,
|
|
"m": 0.9487653970718384
|
|
},
|
|
{
|
|
"p": 0.06333094090223312,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08645173907279968,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08001726865768433,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 80,
|
|
"train_loss": 0.9918164610862732,
|
|
"val_loss": 0.9452430605888367,
|
|
"acc": 70.68,
|
|
"time": 100.12638338499983,
|
|
"param": [
|
|
{
|
|
"p": 0.10268071293830872,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04805697873234749,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09625539183616638,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04168117418885231,
|
|
"m": 0.9270066022872925
|
|
},
|
|
{
|
|
"p": 0.06910480558872223,
|
|
"m": 0.10177502781152725
|
|
},
|
|
{
|
|
"p": 0.056187111884355545,
|
|
"m": 0.8298233151435852
|
|
},
|
|
{
|
|
"p": 0.07903193682432175,
|
|
"m": 0.7910428047180176
|
|
},
|
|
{
|
|
"p": 0.053900644183158875,
|
|
"m": 0.9945634007453918
|
|
},
|
|
{
|
|
"p": 0.08826881647109985,
|
|
"m": 0.9995603561401367
|
|
},
|
|
{
|
|
"p": 0.050578974187374115,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05411042645573616,
|
|
"m": 0.9782498478889465
|
|
},
|
|
{
|
|
"p": 0.07729630917310715,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10978113114833832,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07306553423404694,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 81,
|
|
"train_loss": 1.070949912071228,
|
|
"val_loss": 0.8836948871612549,
|
|
"acc": 71.54,
|
|
"time": 97.9620628419998,
|
|
"param": [
|
|
{
|
|
"p": 0.09310409426689148,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08329570293426514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06473200023174286,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07855946570634842,
|
|
"m": 0.8285585045814514
|
|
},
|
|
{
|
|
"p": 0.05618685111403465,
|
|
"m": 0.25598636269569397
|
|
},
|
|
{
|
|
"p": 0.07212553173303604,
|
|
"m": 0.7735096216201782
|
|
},
|
|
{
|
|
"p": 0.05805126950144768,
|
|
"m": 0.8026748299598694
|
|
},
|
|
{
|
|
"p": 0.08096633851528168,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07381729781627655,
|
|
"m": 0.9649770855903625
|
|
},
|
|
{
|
|
"p": 0.05406184121966362,
|
|
"m": 0.9727340340614319
|
|
},
|
|
{
|
|
"p": 0.07799425721168518,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050567351281642914,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08295591175556183,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07358219474554062,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 82,
|
|
"train_loss": 0.8165980577468872,
|
|
"val_loss": 0.8983060121536255,
|
|
"acc": 71.28,
|
|
"time": 96.65599555599965,
|
|
"param": [
|
|
{
|
|
"p": 0.0700046718120575,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04902886599302292,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05735602229833603,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0809728130698204,
|
|
"m": 0.8992249965667725
|
|
},
|
|
{
|
|
"p": 0.05153279006481171,
|
|
"m": 0.22683373093605042
|
|
},
|
|
{
|
|
"p": 0.06476210057735443,
|
|
"m": 0.8776535987854004
|
|
},
|
|
{
|
|
"p": 0.07134795933961868,
|
|
"m": 0.9167965650558472
|
|
},
|
|
{
|
|
"p": 0.06738214194774628,
|
|
"m": 0.902317464351654
|
|
},
|
|
{
|
|
"p": 0.09437844902276993,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08295056223869324,
|
|
"m": 0.9753692150115967
|
|
},
|
|
{
|
|
"p": 0.07238587737083435,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07530152797698975,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09724218398332596,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.065354123711586,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 83,
|
|
"train_loss": 0.9845454096794128,
|
|
"val_loss": 0.8654974102973938,
|
|
"acc": 70.11,
|
|
"time": 96.99786702299934,
|
|
"param": [
|
|
{
|
|
"p": 0.06779934465885162,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03625576198101044,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08337995409965515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0889473482966423,
|
|
"m": 0.8388814330101013
|
|
},
|
|
{
|
|
"p": 0.059207335114479065,
|
|
"m": 0.4022926390171051
|
|
},
|
|
{
|
|
"p": 0.05351392924785614,
|
|
"m": 0.8201892971992493
|
|
},
|
|
{
|
|
"p": 0.04931078106164932,
|
|
"m": 0.944200873374939
|
|
},
|
|
{
|
|
"p": 0.0974581241607666,
|
|
"m": 0.8552391529083252
|
|
},
|
|
{
|
|
"p": 0.09488248825073242,
|
|
"m": 0.995921790599823
|
|
},
|
|
{
|
|
"p": 0.07631463557481766,
|
|
"m": 0.9901025891304016
|
|
},
|
|
{
|
|
"p": 0.060496654361486435,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08140446990728378,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0851026102900505,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06592656672000885,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 84,
|
|
"train_loss": 0.7816809415817261,
|
|
"val_loss": 0.7368142008781433,
|
|
"acc": 70.93,
|
|
"time": 103.31463988799987,
|
|
"param": [
|
|
{
|
|
"p": 0.08375393599271774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04299234598875046,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07454968243837357,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08348164707422256,
|
|
"m": 0.8484773635864258
|
|
},
|
|
{
|
|
"p": 0.07068012654781342,
|
|
"m": 0.33940741419792175
|
|
},
|
|
{
|
|
"p": 0.05660219117999077,
|
|
"m": 0.8508610725402832
|
|
},
|
|
{
|
|
"p": 0.06586450338363647,
|
|
"m": 0.9530154466629028
|
|
},
|
|
{
|
|
"p": 0.07400093227624893,
|
|
"m": 0.8523978590965271
|
|
},
|
|
{
|
|
"p": 0.06287629157304764,
|
|
"m": 0.9732409119606018
|
|
},
|
|
{
|
|
"p": 0.07226788252592087,
|
|
"m": 0.9839158058166504
|
|
},
|
|
{
|
|
"p": 0.07791543006896973,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06799294799566269,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08930908888578415,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07771295309066772,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 85,
|
|
"train_loss": 0.9517852663993835,
|
|
"val_loss": 0.9198870062828064,
|
|
"acc": 70.8,
|
|
"time": 99.33966453299945,
|
|
"param": [
|
|
{
|
|
"p": 0.0819433182477951,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06609336286783218,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09836942702531815,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03973304107785225,
|
|
"m": 0.7252880930900574
|
|
},
|
|
{
|
|
"p": 0.0758693739771843,
|
|
"m": 0.3022657036781311
|
|
},
|
|
{
|
|
"p": 0.07124584913253784,
|
|
"m": 0.8641738295555115
|
|
},
|
|
{
|
|
"p": 0.05073283612728119,
|
|
"m": 0.9986842274665833
|
|
},
|
|
{
|
|
"p": 0.02565147913992405,
|
|
"m": 0.813616156578064
|
|
},
|
|
{
|
|
"p": 0.09898989647626877,
|
|
"m": 0.9942883849143982
|
|
},
|
|
{
|
|
"p": 0.08789761364459991,
|
|
"m": 0.982063889503479
|
|
},
|
|
{
|
|
"p": 0.08880056440830231,
|
|
"m": 0.9944517016410828
|
|
},
|
|
{
|
|
"p": 0.09325907379388809,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07592339813709259,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0454908050596714,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 86,
|
|
"train_loss": 0.79689621925354,
|
|
"val_loss": 0.7909438610076904,
|
|
"acc": 71.31,
|
|
"time": 101.38334100999964,
|
|
"param": [
|
|
{
|
|
"p": 0.06512583792209625,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03282754868268967,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061447303742170334,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051002658903598785,
|
|
"m": 0.7193669080734253
|
|
},
|
|
{
|
|
"p": 0.06480696052312851,
|
|
"m": 0.3974711298942566
|
|
},
|
|
{
|
|
"p": 0.07034864276647568,
|
|
"m": 0.7984281182289124
|
|
},
|
|
{
|
|
"p": 0.07948476076126099,
|
|
"m": 0.9347707033157349
|
|
},
|
|
{
|
|
"p": 0.0654488354921341,
|
|
"m": 0.780962347984314
|
|
},
|
|
{
|
|
"p": 0.07326056063175201,
|
|
"m": 0.975263774394989
|
|
},
|
|
{
|
|
"p": 0.091555655002594,
|
|
"m": 0.9853771328926086
|
|
},
|
|
{
|
|
"p": 0.1074543371796608,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08434433490037918,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10139837861061096,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05149424076080322,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 87,
|
|
"train_loss": 0.9593213200569153,
|
|
"val_loss": 0.8906759023666382,
|
|
"acc": 71.37,
|
|
"time": 98.9835694630001,
|
|
"param": [
|
|
{
|
|
"p": 0.11123856157064438,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0500609390437603,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07126617431640625,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06385038793087006,
|
|
"m": 0.7719327211380005
|
|
},
|
|
{
|
|
"p": 0.04456688463687897,
|
|
"m": 0.5085054636001587
|
|
},
|
|
{
|
|
"p": 0.08418464660644531,
|
|
"m": 0.8021301031112671
|
|
},
|
|
{
|
|
"p": 0.05430815368890762,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09467758238315582,
|
|
"m": 0.7594971656799316
|
|
},
|
|
{
|
|
"p": 0.05598783120512962,
|
|
"m": 0.8777750730514526
|
|
},
|
|
{
|
|
"p": 0.07342022657394409,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08654196560382843,
|
|
"m": 0.9834741353988647
|
|
},
|
|
{
|
|
"p": 0.08378594368696213,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07561168074607849,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05049905553460121,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 88,
|
|
"train_loss": 0.9922777414321899,
|
|
"val_loss": 0.8607631921768188,
|
|
"acc": 72.17,
|
|
"time": 98.04481703800047,
|
|
"param": [
|
|
{
|
|
"p": 0.10815926641225815,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06135764345526695,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0706823393702507,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07679763436317444,
|
|
"m": 0.7423008680343628
|
|
},
|
|
{
|
|
"p": 0.04971619322896004,
|
|
"m": 0.5356235504150391
|
|
},
|
|
{
|
|
"p": 0.07296552509069443,
|
|
"m": 0.6010554432868958
|
|
},
|
|
{
|
|
"p": 0.06375762820243835,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07325948029756546,
|
|
"m": 0.7134836316108704
|
|
},
|
|
{
|
|
"p": 0.08080046623945236,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05700361356139183,
|
|
"m": 0.9255936741828918
|
|
},
|
|
{
|
|
"p": 0.06250254809856415,
|
|
"m": 0.9371501803398132
|
|
},
|
|
{
|
|
"p": 0.06913048028945923,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0862133800983429,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06765377521514893,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 89,
|
|
"train_loss": 1.0576725006103516,
|
|
"val_loss": 0.7178792357444763,
|
|
"acc": 71.39,
|
|
"time": 97.58385035900028,
|
|
"param": [
|
|
{
|
|
"p": 0.08140548318624496,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043682605028152466,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08280283212661743,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053576238453388214,
|
|
"m": 0.8006612658500671
|
|
},
|
|
{
|
|
"p": 0.07260486483573914,
|
|
"m": 0.5745701789855957
|
|
},
|
|
{
|
|
"p": 0.08432234823703766,
|
|
"m": 0.6731544733047485
|
|
},
|
|
{
|
|
"p": 0.07477810978889465,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07058923691511154,
|
|
"m": 0.8826727867126465
|
|
},
|
|
{
|
|
"p": 0.05658028647303581,
|
|
"m": 0.930765688419342
|
|
},
|
|
{
|
|
"p": 0.06659214943647385,
|
|
"m": 0.9348189830780029
|
|
},
|
|
{
|
|
"p": 0.09172115474939346,
|
|
"m": 0.9666604399681091
|
|
},
|
|
{
|
|
"p": 0.06625233590602875,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08561278879642487,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06947958469390869,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 90,
|
|
"train_loss": 0.6676511764526367,
|
|
"val_loss": 0.8365957736968994,
|
|
"acc": 72.28,
|
|
"time": 98.24534080099875,
|
|
"param": [
|
|
{
|
|
"p": 0.08121524751186371,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041046030819416046,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07076585292816162,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06595361977815628,
|
|
"m": 0.8021976351737976
|
|
},
|
|
{
|
|
"p": 0.042792826890945435,
|
|
"m": 0.557838499546051
|
|
},
|
|
{
|
|
"p": 0.056540947407484055,
|
|
"m": 0.7509298324584961
|
|
},
|
|
{
|
|
"p": 0.06494086980819702,
|
|
"m": 0.9841718673706055
|
|
},
|
|
{
|
|
"p": 0.09113770723342896,
|
|
"m": 0.866309642791748
|
|
},
|
|
{
|
|
"p": 0.06160261482000351,
|
|
"m": 0.9925476312637329
|
|
},
|
|
{
|
|
"p": 0.06842006742954254,
|
|
"m": 0.8767231702804565
|
|
},
|
|
{
|
|
"p": 0.114707350730896,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07886107265949249,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0836905837059021,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07832523435354233,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 91,
|
|
"train_loss": 1.1155413389205933,
|
|
"val_loss": 0.8577353358268738,
|
|
"acc": 70.94,
|
|
"time": 99.9656222320009,
|
|
"param": [
|
|
{
|
|
"p": 0.0913216769695282,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0031816260889172554,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06971655786037445,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05999692156910896,
|
|
"m": 0.8663681149482727
|
|
},
|
|
{
|
|
"p": 0.07633956521749496,
|
|
"m": 0.4466794431209564
|
|
},
|
|
{
|
|
"p": 0.04179791733622551,
|
|
"m": 0.7855153679847717
|
|
},
|
|
{
|
|
"p": 0.066639743745327,
|
|
"m": 0.8874603509902954
|
|
},
|
|
{
|
|
"p": 0.06288402527570724,
|
|
"m": 0.9151831269264221
|
|
},
|
|
{
|
|
"p": 0.11073172092437744,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07576389610767365,
|
|
"m": 0.9702337384223938
|
|
},
|
|
{
|
|
"p": 0.07808364182710648,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08603877574205399,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0887107104063034,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08879327028989792,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 92,
|
|
"train_loss": 0.8200656175613403,
|
|
"val_loss": 0.7787136435508728,
|
|
"acc": 72.16,
|
|
"time": 104.69099504000042,
|
|
"param": [
|
|
{
|
|
"p": 0.09004488587379456,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05481803044676781,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06602998822927475,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061078935861587524,
|
|
"m": 0.9388025999069214
|
|
},
|
|
{
|
|
"p": 0.06929798424243927,
|
|
"m": 0.4070434272289276
|
|
},
|
|
{
|
|
"p": 0.04193393141031265,
|
|
"m": 0.776745617389679
|
|
},
|
|
{
|
|
"p": 0.06875257194042206,
|
|
"m": 0.9772694706916809
|
|
},
|
|
{
|
|
"p": 0.06163594871759415,
|
|
"m": 0.9379214644432068
|
|
},
|
|
{
|
|
"p": 0.10557322949171066,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08611549437046051,
|
|
"m": 0.7805060744285583
|
|
},
|
|
{
|
|
"p": 0.06084136292338371,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08386421203613281,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0868396982550621,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06317374855279922,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 93,
|
|
"train_loss": 0.6984210014343262,
|
|
"val_loss": 0.8088322877883911,
|
|
"acc": 71.93,
|
|
"time": 101.13564299400059,
|
|
"param": [
|
|
{
|
|
"p": 0.0873681977391243,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06190187484025955,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0677681639790535,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05475052446126938,
|
|
"m": 0.937093198299408
|
|
},
|
|
{
|
|
"p": 0.054921504110097885,
|
|
"m": 0.35724419355392456
|
|
},
|
|
{
|
|
"p": 0.07569417357444763,
|
|
"m": 0.7002754807472229
|
|
},
|
|
{
|
|
"p": 0.07185781002044678,
|
|
"m": 0.8859791159629822
|
|
},
|
|
{
|
|
"p": 0.06661464273929596,
|
|
"m": 0.934882640838623
|
|
},
|
|
{
|
|
"p": 0.0661037489771843,
|
|
"m": 0.9921770095825195
|
|
},
|
|
{
|
|
"p": 0.06788834184408188,
|
|
"m": 0.9425954222679138
|
|
},
|
|
{
|
|
"p": 0.07025980949401855,
|
|
"m": 0.9911826848983765
|
|
},
|
|
{
|
|
"p": 0.08405695855617523,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08105520159006119,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08975901454687119,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 94,
|
|
"train_loss": 0.7959011793136597,
|
|
"val_loss": 0.7707722187042236,
|
|
"acc": 71.77,
|
|
"time": 100.30022837799879,
|
|
"param": [
|
|
{
|
|
"p": 0.09943059831857681,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04883790761232376,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07932036370038986,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05946791544556618,
|
|
"m": 0.8806390762329102
|
|
},
|
|
{
|
|
"p": 0.07255173474550247,
|
|
"m": 0.5234413146972656
|
|
},
|
|
{
|
|
"p": 0.060162127017974854,
|
|
"m": 0.5714384317398071
|
|
},
|
|
{
|
|
"p": 0.04851045086979866,
|
|
"m": 0.9897079467773438
|
|
},
|
|
{
|
|
"p": 0.06321889162063599,
|
|
"m": 0.9269408583641052
|
|
},
|
|
{
|
|
"p": 0.06800530105829239,
|
|
"m": 0.8446812629699707
|
|
},
|
|
{
|
|
"p": 0.08483080565929413,
|
|
"m": 0.940139651298523
|
|
},
|
|
{
|
|
"p": 0.06638361513614655,
|
|
"m": 0.97374027967453
|
|
},
|
|
{
|
|
"p": 0.07904071360826492,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09280049055814743,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07743910700082779,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 95,
|
|
"train_loss": 0.9283654689788818,
|
|
"val_loss": 0.8150028586387634,
|
|
"acc": 70.98,
|
|
"time": 104.3734954620013,
|
|
"param": [
|
|
{
|
|
"p": 0.07992821931838989,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038883011788129807,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09446047991514206,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06256953626871109,
|
|
"m": 0.8617454767227173
|
|
},
|
|
{
|
|
"p": 0.08647192269563675,
|
|
"m": 0.6241809725761414
|
|
},
|
|
{
|
|
"p": 0.07310646027326584,
|
|
"m": 0.6150343418121338
|
|
},
|
|
{
|
|
"p": 0.07113020122051239,
|
|
"m": 0.9948016405105591
|
|
},
|
|
{
|
|
"p": 0.07045826315879822,
|
|
"m": 0.8972383737564087
|
|
},
|
|
{
|
|
"p": 0.08558038622140884,
|
|
"m": 0.9829073548316956
|
|
},
|
|
{
|
|
"p": 0.08382992446422577,
|
|
"m": 0.9916722178459167
|
|
},
|
|
{
|
|
"p": 0.05702986195683479,
|
|
"m": 0.9968660473823547
|
|
},
|
|
{
|
|
"p": 0.05104821175336838,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08162397891283035,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06387951970100403,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 96,
|
|
"train_loss": 0.8593290448188782,
|
|
"val_loss": 0.9301981329917908,
|
|
"acc": 70.64,
|
|
"time": 101.84736320299999,
|
|
"param": [
|
|
{
|
|
"p": 0.08571912348270416,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041910335421562195,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08222217857837677,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058719683438539505,
|
|
"m": 0.8378182053565979
|
|
},
|
|
{
|
|
"p": 0.04099155589938164,
|
|
"m": 0.6330800652503967
|
|
},
|
|
{
|
|
"p": 0.08163037151098251,
|
|
"m": 0.7926856875419617
|
|
},
|
|
{
|
|
"p": 0.0723554939031601,
|
|
"m": 0.9858357310295105
|
|
},
|
|
{
|
|
"p": 0.03793079033493996,
|
|
"m": 0.9704071283340454
|
|
},
|
|
{
|
|
"p": 0.07848171889781952,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08237355947494507,
|
|
"m": 0.9651098847389221
|
|
},
|
|
{
|
|
"p": 0.07562548667192459,
|
|
"m": 0.9994913935661316
|
|
},
|
|
{
|
|
"p": 0.09133600443601608,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05963100492954254,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11107273399829865,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 97,
|
|
"train_loss": 0.7821128964424133,
|
|
"val_loss": 0.7827598452568054,
|
|
"acc": 72.22,
|
|
"time": 98.807237893001,
|
|
"param": [
|
|
{
|
|
"p": 0.06591213494539261,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05140602961182594,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059352315962314606,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06794328987598419,
|
|
"m": 0.7401807904243469
|
|
},
|
|
{
|
|
"p": 0.0526420995593071,
|
|
"m": 0.5617117285728455
|
|
},
|
|
{
|
|
"p": 0.07909530401229858,
|
|
"m": 0.8139556646347046
|
|
},
|
|
{
|
|
"p": 0.07052841782569885,
|
|
"m": 0.8716980814933777
|
|
},
|
|
{
|
|
"p": 0.09231454133987427,
|
|
"m": 0.9789575934410095
|
|
},
|
|
{
|
|
"p": 0.057673268020153046,
|
|
"m": 0.934047520160675
|
|
},
|
|
{
|
|
"p": 0.09181969612836838,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0787690058350563,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08260373026132584,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07503539323806763,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07490474730730057,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 98,
|
|
"train_loss": 0.9123878479003906,
|
|
"val_loss": 0.9216352701187134,
|
|
"acc": 71.1,
|
|
"time": 102.63913816599961,
|
|
"param": [
|
|
{
|
|
"p": 0.08026152849197388,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05821759253740311,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08989433944225311,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061953965574502945,
|
|
"m": 0.7794170379638672
|
|
},
|
|
{
|
|
"p": 0.0678735300898552,
|
|
"m": 0.6235004663467407
|
|
},
|
|
{
|
|
"p": 0.05224817246198654,
|
|
"m": 0.9677800536155701
|
|
},
|
|
{
|
|
"p": 0.07563553005456924,
|
|
"m": 0.8520777821540833
|
|
},
|
|
{
|
|
"p": 0.06486693769693375,
|
|
"m": 0.9782366156578064
|
|
},
|
|
{
|
|
"p": 0.06288640201091766,
|
|
"m": 0.9711889624595642
|
|
},
|
|
{
|
|
"p": 0.07343216985464096,
|
|
"m": 0.9629664421081543
|
|
},
|
|
{
|
|
"p": 0.07746848464012146,
|
|
"m": 0.9670231938362122
|
|
},
|
|
{
|
|
"p": 0.09026875346899033,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08330811560153961,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061684463173151016,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 99,
|
|
"train_loss": 0.92155921459198,
|
|
"val_loss": 0.8836110234260559,
|
|
"acc": 71.8,
|
|
"time": 99.98046386699934,
|
|
"param": [
|
|
{
|
|
"p": 0.0903710424900055,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05008711293339729,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0941326692700386,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0263824462890625,
|
|
"m": 0.8487229347229004
|
|
},
|
|
{
|
|
"p": 0.048308566212654114,
|
|
"m": 0.6238324046134949
|
|
},
|
|
{
|
|
"p": 0.05234786868095398,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07396553456783295,
|
|
"m": 0.8936150074005127
|
|
},
|
|
{
|
|
"p": 0.08016765117645264,
|
|
"m": 0.9760167598724365
|
|
},
|
|
{
|
|
"p": 0.056851599365472794,
|
|
"m": 0.8347197771072388
|
|
},
|
|
{
|
|
"p": 0.08221639692783356,
|
|
"m": 0.9690430164337158
|
|
},
|
|
{
|
|
"p": 0.062995545566082,
|
|
"m": 0.8988685011863708
|
|
},
|
|
{
|
|
"p": 0.10837422311306,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08853088319301605,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08526837825775146,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 100,
|
|
"train_loss": 0.7936815619468689,
|
|
"val_loss": 0.8232025504112244,
|
|
"acc": 71.31,
|
|
"time": 110.85580416899938,
|
|
"param": [
|
|
{
|
|
"p": 0.07382196933031082,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0561799630522728,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08608413487672806,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05874929204583168,
|
|
"m": 0.8970350027084351
|
|
},
|
|
{
|
|
"p": 0.07937934994697571,
|
|
"m": 0.5334458947181702
|
|
},
|
|
{
|
|
"p": 0.08272121846675873,
|
|
"m": 0.883199155330658
|
|
},
|
|
{
|
|
"p": 0.07451000809669495,
|
|
"m": 0.9407417178153992
|
|
},
|
|
{
|
|
"p": 0.0704825147986412,
|
|
"m": 0.8622556328773499
|
|
},
|
|
{
|
|
"p": 0.06658127158880234,
|
|
"m": 0.864867091178894
|
|
},
|
|
{
|
|
"p": 0.08145880699157715,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06524242460727692,
|
|
"m": 0.9552779793739319
|
|
},
|
|
{
|
|
"p": 0.08038517087697983,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06254548579454422,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061858389526605606,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 101,
|
|
"train_loss": 1.047428846359253,
|
|
"val_loss": 0.8628366589546204,
|
|
"acc": 72.03,
|
|
"time": 110.54509607799991,
|
|
"param": [
|
|
{
|
|
"p": 0.09782302379608154,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06906506419181824,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07598258554935455,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04194285348057747,
|
|
"m": 0.8103885054588318
|
|
},
|
|
{
|
|
"p": 0.04722128063440323,
|
|
"m": 0.48153454065322876
|
|
},
|
|
{
|
|
"p": 0.054339129477739334,
|
|
"m": 0.9482552409172058
|
|
},
|
|
{
|
|
"p": 0.06485164165496826,
|
|
"m": 0.9194923639297485
|
|
},
|
|
{
|
|
"p": 0.08940684050321579,
|
|
"m": 0.8731318116188049
|
|
},
|
|
{
|
|
"p": 0.0803271234035492,
|
|
"m": 0.9236475229263306
|
|
},
|
|
{
|
|
"p": 0.06463126838207245,
|
|
"m": 0.9855654239654541
|
|
},
|
|
{
|
|
"p": 0.08614474534988403,
|
|
"m": 0.9966036677360535
|
|
},
|
|
{
|
|
"p": 0.06895538419485092,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07960744947195053,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07970172166824341,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 102,
|
|
"train_loss": 0.8330945372581482,
|
|
"val_loss": 0.7882843017578125,
|
|
"acc": 72.56,
|
|
"time": 101.85798575199988,
|
|
"param": [
|
|
{
|
|
"p": 0.07830903679132462,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038311779499053955,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09095409512519836,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06688077747821808,
|
|
"m": 0.7877157926559448
|
|
},
|
|
{
|
|
"p": 0.0786655843257904,
|
|
"m": 0.6140127182006836
|
|
},
|
|
{
|
|
"p": 0.06454015523195267,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08119526505470276,
|
|
"m": 0.8145705461502075
|
|
},
|
|
{
|
|
"p": 0.044110074639320374,
|
|
"m": 0.9974823594093323
|
|
},
|
|
{
|
|
"p": 0.07189274579286575,
|
|
"m": 0.9568777084350586
|
|
},
|
|
{
|
|
"p": 0.11249283701181412,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0461234524846077,
|
|
"m": 0.9435611963272095
|
|
},
|
|
{
|
|
"p": 0.06377352029085159,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08649054169654846,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07626024633646011,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 103,
|
|
"train_loss": 0.7487656474113464,
|
|
"val_loss": 0.6939122676849365,
|
|
"acc": 72.5,
|
|
"time": 102.47453697499986,
|
|
"param": [
|
|
{
|
|
"p": 0.09476002305746078,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03533318638801575,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05886128917336464,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07478998601436615,
|
|
"m": 0.8015775084495544
|
|
},
|
|
{
|
|
"p": 0.06430105119943619,
|
|
"m": 0.7335795164108276
|
|
},
|
|
{
|
|
"p": 0.027756547555327415,
|
|
"m": 0.9879903197288513
|
|
},
|
|
{
|
|
"p": 0.0860244482755661,
|
|
"m": 0.7802324295043945
|
|
},
|
|
{
|
|
"p": 0.04867912083864212,
|
|
"m": 0.9767453670501709
|
|
},
|
|
{
|
|
"p": 0.10205770283937454,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07705099880695343,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08111455291509628,
|
|
"m": 0.9425962567329407
|
|
},
|
|
{
|
|
"p": 0.09023488312959671,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08534084260463715,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0736953616142273,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 104,
|
|
"train_loss": 0.8982107639312744,
|
|
"val_loss": 0.6647695302963257,
|
|
"acc": 71.88,
|
|
"time": 104.23403743199924,
|
|
"param": [
|
|
{
|
|
"p": 0.0793614313006401,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0503898449242115,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12533405423164368,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045190755277872086,
|
|
"m": 0.8957504034042358
|
|
},
|
|
{
|
|
"p": 0.04051067680120468,
|
|
"m": 0.7099800109863281
|
|
},
|
|
{
|
|
"p": 0.04830801114439964,
|
|
"m": 0.9756255745887756
|
|
},
|
|
{
|
|
"p": 0.05838799104094505,
|
|
"m": 0.9244570136070251
|
|
},
|
|
{
|
|
"p": 0.07394001632928848,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07017716020345688,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09129130095243454,
|
|
"m": 0.9933773875236511
|
|
},
|
|
{
|
|
"p": 0.06362556666135788,
|
|
"m": 0.9357390999794006
|
|
},
|
|
{
|
|
"p": 0.09056190401315689,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10283513367176056,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06008606404066086,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 105,
|
|
"train_loss": 1.026768445968628,
|
|
"val_loss": 0.8786660432815552,
|
|
"acc": 73.01,
|
|
"time": 105.41036438499941,
|
|
"param": [
|
|
{
|
|
"p": 0.07430396974086761,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03536380082368851,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1030331552028656,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027263978496193886,
|
|
"m": 0.8855735063552856
|
|
},
|
|
{
|
|
"p": 0.05086308717727661,
|
|
"m": 0.7110801339149475
|
|
},
|
|
{
|
|
"p": 0.050728678703308105,
|
|
"m": 0.9675502777099609
|
|
},
|
|
{
|
|
"p": 0.09022966027259827,
|
|
"m": 0.8476752042770386
|
|
},
|
|
{
|
|
"p": 0.04463298246264458,
|
|
"m": 0.9952592253684998
|
|
},
|
|
{
|
|
"p": 0.07248406112194061,
|
|
"m": 0.8887345194816589
|
|
},
|
|
{
|
|
"p": 0.08874265104532242,
|
|
"m": 0.9212329983711243
|
|
},
|
|
{
|
|
"p": 0.06707863509654999,
|
|
"m": 0.9491355419158936
|
|
},
|
|
{
|
|
"p": 0.10299818962812424,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0940278172492981,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09824930876493454,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 106,
|
|
"train_loss": 1.044983983039856,
|
|
"val_loss": 0.7815070152282715,
|
|
"acc": 72.39,
|
|
"time": 105.12635787799991,
|
|
"param": [
|
|
{
|
|
"p": 0.08269426226615906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03783266991376877,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05855483561754227,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016716567799448967,
|
|
"m": 0.9004842042922974
|
|
},
|
|
{
|
|
"p": 0.06486467272043228,
|
|
"m": 0.6908726096153259
|
|
},
|
|
{
|
|
"p": 0.07392165064811707,
|
|
"m": 0.8941030502319336
|
|
},
|
|
{
|
|
"p": 0.117801733314991,
|
|
"m": 0.7344300746917725
|
|
},
|
|
{
|
|
"p": 0.08723533153533936,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06220516562461853,
|
|
"m": 0.8874234557151794
|
|
},
|
|
{
|
|
"p": 0.03775116801261902,
|
|
"m": 0.9544962644577026
|
|
},
|
|
{
|
|
"p": 0.09666527062654495,
|
|
"m": 0.9964882135391235
|
|
},
|
|
{
|
|
"p": 0.09546571969985962,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07535076141357422,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09294033795595169,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 107,
|
|
"train_loss": 0.8349384665489197,
|
|
"val_loss": 0.7459231019020081,
|
|
"acc": 71.28,
|
|
"time": 99.61758454899973,
|
|
"param": [
|
|
{
|
|
"p": 0.07183997333049774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04541978985071182,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08474622666835785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0649305060505867,
|
|
"m": 0.9801293611526489
|
|
},
|
|
{
|
|
"p": 0.047679658979177475,
|
|
"m": 0.7267516851425171
|
|
},
|
|
{
|
|
"p": 0.06034776195883751,
|
|
"m": 0.8765741586685181
|
|
},
|
|
{
|
|
"p": 0.08356510102748871,
|
|
"m": 0.6604723930358887
|
|
},
|
|
{
|
|
"p": 0.06501901149749756,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05840654298663139,
|
|
"m": 0.9024985432624817
|
|
},
|
|
{
|
|
"p": 0.07222358882427216,
|
|
"m": 0.972488522529602
|
|
},
|
|
{
|
|
"p": 0.08953279256820679,
|
|
"m": 0.9935176968574524
|
|
},
|
|
{
|
|
"p": 0.11134225875139236,
|
|
"m": 0.9756382703781128
|
|
},
|
|
{
|
|
"p": 0.0718298926949501,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07311686873435974,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 108,
|
|
"train_loss": 0.6955130100250244,
|
|
"val_loss": 0.8781594038009644,
|
|
"acc": 72.26,
|
|
"time": 104.91384686299898,
|
|
"param": [
|
|
{
|
|
"p": 0.08941376209259033,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03894069790840149,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057794079184532166,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0565180741250515,
|
|
"m": 0.8869076371192932
|
|
},
|
|
{
|
|
"p": 0.062386706471443176,
|
|
"m": 0.7226289510726929
|
|
},
|
|
{
|
|
"p": 0.07327508181333542,
|
|
"m": 0.7922447919845581
|
|
},
|
|
{
|
|
"p": 0.061226293444633484,
|
|
"m": 0.6364556550979614
|
|
},
|
|
{
|
|
"p": 0.07114975154399872,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06701582670211792,
|
|
"m": 0.9336340427398682
|
|
},
|
|
{
|
|
"p": 0.06528041511774063,
|
|
"m": 0.953256368637085
|
|
},
|
|
{
|
|
"p": 0.09055859595537186,
|
|
"m": 0.9987866282463074
|
|
},
|
|
{
|
|
"p": 0.09097068756818771,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07648083567619324,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09898921847343445,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 109,
|
|
"train_loss": 0.8092109560966492,
|
|
"val_loss": 0.8570612072944641,
|
|
"acc": 72.07,
|
|
"time": 111.16687564399945,
|
|
"param": [
|
|
{
|
|
"p": 0.07844970375299454,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06542126834392548,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0753171369433403,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07912921160459518,
|
|
"m": 0.9047489762306213
|
|
},
|
|
{
|
|
"p": 0.08105680346488953,
|
|
"m": 0.6888275146484375
|
|
},
|
|
{
|
|
"p": 0.05031685531139374,
|
|
"m": 0.6955247521400452
|
|
},
|
|
{
|
|
"p": 0.08544908463954926,
|
|
"m": 0.679786205291748
|
|
},
|
|
{
|
|
"p": 0.07031360268592834,
|
|
"m": 0.9151110649108887
|
|
},
|
|
{
|
|
"p": 0.05653828755021095,
|
|
"m": 0.973248302936554
|
|
},
|
|
{
|
|
"p": 0.05283072963356972,
|
|
"m": 0.9934636354446411
|
|
},
|
|
{
|
|
"p": 0.0750034898519516,
|
|
"m": 0.9471201300621033
|
|
},
|
|
{
|
|
"p": 0.10244455188512802,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0680149719119072,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05971429869532585,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 110,
|
|
"train_loss": 0.738200843334198,
|
|
"val_loss": 0.8498506546020508,
|
|
"acc": 72.05,
|
|
"time": 114.05727446899982,
|
|
"param": [
|
|
{
|
|
"p": 0.09139499068260193,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04703562334179878,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11357907205820084,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04227449372410774,
|
|
"m": 0.8688785433769226
|
|
},
|
|
{
|
|
"p": 0.07116079330444336,
|
|
"m": 0.6980621218681335
|
|
},
|
|
{
|
|
"p": 0.05239596590399742,
|
|
"m": 0.7709255218505859
|
|
},
|
|
{
|
|
"p": 0.08523699641227722,
|
|
"m": 0.6926683783531189
|
|
},
|
|
{
|
|
"p": 0.07160479575395584,
|
|
"m": 0.9284135103225708
|
|
},
|
|
{
|
|
"p": 0.07946774363517761,
|
|
"m": 0.9994902014732361
|
|
},
|
|
{
|
|
"p": 0.06565853208303452,
|
|
"m": 0.9696093797683716
|
|
},
|
|
{
|
|
"p": 0.09712577611207962,
|
|
"m": 0.9692029356956482
|
|
},
|
|
{
|
|
"p": 0.07192383706569672,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0829595997929573,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028181780129671097,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 111,
|
|
"train_loss": 1.0621223449707031,
|
|
"val_loss": 0.9468340873718262,
|
|
"acc": 72.68,
|
|
"time": 110.2464623600008,
|
|
"param": [
|
|
{
|
|
"p": 0.0763152614235878,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.031176719814538956,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07813993841409683,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05379198491573334,
|
|
"m": 0.947868287563324
|
|
},
|
|
{
|
|
"p": 0.08189994841814041,
|
|
"m": 0.7019393444061279
|
|
},
|
|
{
|
|
"p": 0.0672399178147316,
|
|
"m": 0.840023934841156
|
|
},
|
|
{
|
|
"p": 0.0883648693561554,
|
|
"m": 0.6496612429618835
|
|
},
|
|
{
|
|
"p": 0.08036499470472336,
|
|
"m": 0.9397739768028259
|
|
},
|
|
{
|
|
"p": 0.08242896944284439,
|
|
"m": 0.9810142517089844
|
|
},
|
|
{
|
|
"p": 0.0716525986790657,
|
|
"m": 0.8482325673103333
|
|
},
|
|
{
|
|
"p": 0.07561985403299332,
|
|
"m": 0.9728915095329285
|
|
},
|
|
{
|
|
"p": 0.06611800193786621,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08761406689882278,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05927298218011856,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 112,
|
|
"train_loss": 0.8910032510757446,
|
|
"val_loss": 0.7142875790596008,
|
|
"acc": 72.99,
|
|
"time": 110.40118655600054,
|
|
"param": [
|
|
{
|
|
"p": 0.09797322005033493,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041907984763383865,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08859845250844955,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06249089911580086,
|
|
"m": 0.9072240591049194
|
|
},
|
|
{
|
|
"p": 0.04166797176003456,
|
|
"m": 0.6610313653945923
|
|
},
|
|
{
|
|
"p": 0.058720894157886505,
|
|
"m": 0.8375266790390015
|
|
},
|
|
{
|
|
"p": 0.08023367077112198,
|
|
"m": 0.8359256982803345
|
|
},
|
|
{
|
|
"p": 0.08610117435455322,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0682511106133461,
|
|
"m": 0.9449580311775208
|
|
},
|
|
{
|
|
"p": 0.09127404540777206,
|
|
"m": 0.7958601117134094
|
|
},
|
|
{
|
|
"p": 0.06522929668426514,
|
|
"m": 0.9775722026824951
|
|
},
|
|
{
|
|
"p": 0.06934048235416412,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09525950998067856,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052951328456401825,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 113,
|
|
"train_loss": 0.9576026797294617,
|
|
"val_loss": 0.7044812440872192,
|
|
"acc": 72.81,
|
|
"time": 108.0677465560002,
|
|
"param": [
|
|
{
|
|
"p": 0.09617440402507782,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046382591128349304,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06323147565126419,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02905147522687912,
|
|
"m": 0.9163402318954468
|
|
},
|
|
{
|
|
"p": 0.07136882841587067,
|
|
"m": 0.622039258480072
|
|
},
|
|
{
|
|
"p": 0.06138700619339943,
|
|
"m": 0.8864299654960632
|
|
},
|
|
{
|
|
"p": 0.07574737817049026,
|
|
"m": 0.890972375869751
|
|
},
|
|
{
|
|
"p": 0.07553110271692276,
|
|
"m": 0.9658136963844299
|
|
},
|
|
{
|
|
"p": 0.09935799241065979,
|
|
"m": 0.9297689199447632
|
|
},
|
|
{
|
|
"p": 0.08543332666158676,
|
|
"m": 0.9496282935142517
|
|
},
|
|
{
|
|
"p": 0.07870367169380188,
|
|
"m": 0.9986606240272522
|
|
},
|
|
{
|
|
"p": 0.07706363499164581,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07167014479637146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06889702379703522,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 114,
|
|
"train_loss": 0.9395931959152222,
|
|
"val_loss": 0.7579916715621948,
|
|
"acc": 72.98,
|
|
"time": 107.71096158699947,
|
|
"param": [
|
|
{
|
|
"p": 0.0951235294342041,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0371912457048893,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05957814306020737,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08426456898450851,
|
|
"m": 0.9141621589660645
|
|
},
|
|
{
|
|
"p": 0.10126160085201263,
|
|
"m": 0.6113201975822449
|
|
},
|
|
{
|
|
"p": 0.07437173277139664,
|
|
"m": 0.820678174495697
|
|
},
|
|
{
|
|
"p": 0.063731849193573,
|
|
"m": 0.8737181425094604
|
|
},
|
|
{
|
|
"p": 0.07190626859664917,
|
|
"m": 0.9980041980743408
|
|
},
|
|
{
|
|
"p": 0.058047711849212646,
|
|
"m": 0.9328761696815491
|
|
},
|
|
{
|
|
"p": 0.05516704544425011,
|
|
"m": 0.9676838517189026
|
|
},
|
|
{
|
|
"p": 0.06434142589569092,
|
|
"m": 0.960503339767456
|
|
},
|
|
{
|
|
"p": 0.09838902950286865,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05961295962333679,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07701286673545837,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 115,
|
|
"train_loss": 1.058538556098938,
|
|
"val_loss": 0.786059558391571,
|
|
"acc": 72.59,
|
|
"time": 107.1573688569988,
|
|
"param": [
|
|
{
|
|
"p": 0.05729921907186508,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0784541592001915,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06453190743923187,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07529708743095398,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07888400554656982,
|
|
"m": 0.4451582133769989
|
|
},
|
|
{
|
|
"p": 0.06802886724472046,
|
|
"m": 0.850254476070404
|
|
},
|
|
{
|
|
"p": 0.06253305077552795,
|
|
"m": 0.841603696346283
|
|
},
|
|
{
|
|
"p": 0.07634211331605911,
|
|
"m": 0.7771087288856506
|
|
},
|
|
{
|
|
"p": 0.07119587808847427,
|
|
"m": 0.9658589959144592
|
|
},
|
|
{
|
|
"p": 0.07146468013525009,
|
|
"m": 0.9220477938652039
|
|
},
|
|
{
|
|
"p": 0.08294234424829483,
|
|
"m": 0.9936543107032776
|
|
},
|
|
{
|
|
"p": 0.0677555575966835,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08850084245204926,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05677039548754692,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 116,
|
|
"train_loss": 0.6764246821403503,
|
|
"val_loss": 0.9283788204193115,
|
|
"acc": 71.47,
|
|
"time": 107.87420693100103,
|
|
"param": [
|
|
{
|
|
"p": 0.08652447909116745,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07033585011959076,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1014428436756134,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040212467312812805,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05817282572388649,
|
|
"m": 0.4788150489330292
|
|
},
|
|
{
|
|
"p": 0.04830724745988846,
|
|
"m": 0.8887364268302917
|
|
},
|
|
{
|
|
"p": 0.06556133925914764,
|
|
"m": 0.9268404841423035
|
|
},
|
|
{
|
|
"p": 0.054545722901821136,
|
|
"m": 0.7859752178192139
|
|
},
|
|
{
|
|
"p": 0.09028323739767075,
|
|
"m": 0.9999786019325256
|
|
},
|
|
{
|
|
"p": 0.07593938708305359,
|
|
"m": 0.9579100012779236
|
|
},
|
|
{
|
|
"p": 0.08798467367887497,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08514164388179779,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07668714225292206,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0588611401617527,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 117,
|
|
"train_loss": 0.6923490762710571,
|
|
"val_loss": 0.8458156585693359,
|
|
"acc": 72.74,
|
|
"time": 108.60090814399882,
|
|
"param": [
|
|
{
|
|
"p": 0.07182938605546951,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04874000325798988,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09322480112314224,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06857142597436905,
|
|
"m": 0.9158879518508911
|
|
},
|
|
{
|
|
"p": 0.06533491611480713,
|
|
"m": 0.47420984506607056
|
|
},
|
|
{
|
|
"p": 0.045073773711919785,
|
|
"m": 0.9723597168922424
|
|
},
|
|
{
|
|
"p": 0.05873078852891922,
|
|
"m": 0.9551320672035217
|
|
},
|
|
{
|
|
"p": 0.07859741151332855,
|
|
"m": 0.709729015827179
|
|
},
|
|
{
|
|
"p": 0.09458267688751221,
|
|
"m": 0.9972919821739197
|
|
},
|
|
{
|
|
"p": 0.07896474003791809,
|
|
"m": 0.9948824048042297
|
|
},
|
|
{
|
|
"p": 0.06394912302494049,
|
|
"m": 0.9915788769721985
|
|
},
|
|
{
|
|
"p": 0.0715918019413948,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0838049054145813,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07700430601835251,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 118,
|
|
"train_loss": 0.7113803029060364,
|
|
"val_loss": 0.7876784801483154,
|
|
"acc": 72.98,
|
|
"time": 113.39006851100021,
|
|
"param": [
|
|
{
|
|
"p": 0.06748796999454498,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06736569106578827,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06698723882436752,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07236384600400925,
|
|
"m": 0.7896968126296997
|
|
},
|
|
{
|
|
"p": 0.08089645951986313,
|
|
"m": 0.5385580062866211
|
|
},
|
|
{
|
|
"p": 0.0783630758523941,
|
|
"m": 0.9863879084587097
|
|
},
|
|
{
|
|
"p": 0.08342543989419937,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05847454443573952,
|
|
"m": 0.7558192610740662
|
|
},
|
|
{
|
|
"p": 0.07564806938171387,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0637945830821991,
|
|
"m": 0.953356146812439
|
|
},
|
|
{
|
|
"p": 0.0460827611386776,
|
|
"m": 0.9439409971237183
|
|
},
|
|
{
|
|
"p": 0.11864665895700455,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06777108460664749,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052692562341690063,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 119,
|
|
"train_loss": 1.0626639127731323,
|
|
"val_loss": 0.7822701930999756,
|
|
"acc": 72.54,
|
|
"time": 118.90814379099902,
|
|
"param": [
|
|
{
|
|
"p": 0.10516156256198883,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0413515605032444,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09340552985668182,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0249539352953434,
|
|
"m": 0.8179668188095093
|
|
},
|
|
{
|
|
"p": 0.037267036736011505,
|
|
"m": 0.5670149922370911
|
|
},
|
|
{
|
|
"p": 0.08999080210924149,
|
|
"m": 0.931946337223053
|
|
},
|
|
{
|
|
"p": 0.07496091723442078,
|
|
"m": 0.9085174202919006
|
|
},
|
|
{
|
|
"p": 0.05930652841925621,
|
|
"m": 0.7929319739341736
|
|
},
|
|
{
|
|
"p": 0.07478488981723785,
|
|
"m": 0.948986291885376
|
|
},
|
|
{
|
|
"p": 0.08315834403038025,
|
|
"m": 0.964042067527771
|
|
},
|
|
{
|
|
"p": 0.0752897709608078,
|
|
"m": 0.9335293769836426
|
|
},
|
|
{
|
|
"p": 0.06997983902692795,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10137099027633667,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06901829689741135,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 120,
|
|
"train_loss": 0.6575097441673279,
|
|
"val_loss": 0.8219605088233948,
|
|
"acc": 73.27,
|
|
"time": 116.61753869300082,
|
|
"param": [
|
|
{
|
|
"p": 0.08027771860361099,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026151826605200768,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08502525091171265,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06162531301379204,
|
|
"m": 0.9090238213539124
|
|
},
|
|
{
|
|
"p": 0.05602980777621269,
|
|
"m": 0.4657473862171173
|
|
},
|
|
{
|
|
"p": 0.057765934616327286,
|
|
"m": 0.9969536066055298
|
|
},
|
|
{
|
|
"p": 0.07352060079574585,
|
|
"m": 0.7920411229133606
|
|
},
|
|
{
|
|
"p": 0.08232735842466354,
|
|
"m": 0.7969586253166199
|
|
},
|
|
{
|
|
"p": 0.10331772267818451,
|
|
"m": 0.9492799639701843
|
|
},
|
|
{
|
|
"p": 0.0668623074889183,
|
|
"m": 0.8841246366500854
|
|
},
|
|
{
|
|
"p": 0.06812550127506256,
|
|
"m": 0.9927471876144409
|
|
},
|
|
{
|
|
"p": 0.07840199768543243,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10322059690952301,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05734818056225777,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 121,
|
|
"train_loss": 0.996795654296875,
|
|
"val_loss": 0.9131745100021362,
|
|
"acc": 72.73,
|
|
"time": 119.51464532099999,
|
|
"param": [
|
|
{
|
|
"p": 0.058229245245456696,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04251731559634209,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10625378042459488,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05312161520123482,
|
|
"m": 0.8653015494346619
|
|
},
|
|
{
|
|
"p": 0.0609448067843914,
|
|
"m": 0.528357982635498
|
|
},
|
|
{
|
|
"p": 0.03426932543516159,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07574150711297989,
|
|
"m": 0.8766477704048157
|
|
},
|
|
{
|
|
"p": 0.07030874490737915,
|
|
"m": 0.8782262206077576
|
|
},
|
|
{
|
|
"p": 0.0925765335559845,
|
|
"m": 0.9842839241027832
|
|
},
|
|
{
|
|
"p": 0.08539845049381256,
|
|
"m": 0.8432897329330444
|
|
},
|
|
{
|
|
"p": 0.06519977748394012,
|
|
"m": 0.8766470551490784
|
|
},
|
|
{
|
|
"p": 0.09675302356481552,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08293101191520691,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07575488090515137,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 122,
|
|
"train_loss": 0.8479370474815369,
|
|
"val_loss": 0.8476430773735046,
|
|
"acc": 73.57,
|
|
"time": 118.66844758600018,
|
|
"param": [
|
|
{
|
|
"p": 0.06675615906715393,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06436532735824585,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09639303386211395,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08356958627700806,
|
|
"m": 0.911762535572052
|
|
},
|
|
{
|
|
"p": 0.06191571056842804,
|
|
"m": 0.6634002327919006
|
|
},
|
|
{
|
|
"p": 0.0554126538336277,
|
|
"m": 0.9390097260475159
|
|
},
|
|
{
|
|
"p": 0.07813248038291931,
|
|
"m": 0.7540200352668762
|
|
},
|
|
{
|
|
"p": 0.06137770041823387,
|
|
"m": 0.917043149471283
|
|
},
|
|
{
|
|
"p": 0.07844704389572144,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0806809589266777,
|
|
"m": 0.9149755835533142
|
|
},
|
|
{
|
|
"p": 0.053864091634750366,
|
|
"m": 0.9763190746307373
|
|
},
|
|
{
|
|
"p": 0.08301673084497452,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0758252665400505,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06024324148893356,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 123,
|
|
"train_loss": 0.6176347732543945,
|
|
"val_loss": 0.7085393071174622,
|
|
"acc": 72.66,
|
|
"time": 120.77929665100055,
|
|
"param": [
|
|
{
|
|
"p": 0.08286546915769577,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04931868612766266,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08856558054685593,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07283129543066025,
|
|
"m": 0.962861180305481
|
|
},
|
|
{
|
|
"p": 0.04140932112932205,
|
|
"m": 0.6591339111328125
|
|
},
|
|
{
|
|
"p": 0.07435254752635956,
|
|
"m": 0.9287416338920593
|
|
},
|
|
{
|
|
"p": 0.07238119095563889,
|
|
"m": 0.8856942653656006
|
|
},
|
|
{
|
|
"p": 0.050463493913412094,
|
|
"m": 0.7881649732589722
|
|
},
|
|
{
|
|
"p": 0.06872862577438354,
|
|
"m": 0.9859405755996704
|
|
},
|
|
{
|
|
"p": 0.053924497216939926,
|
|
"m": 0.865781307220459
|
|
},
|
|
{
|
|
"p": 0.08774752914905548,
|
|
"m": 0.9762019515037537
|
|
},
|
|
{
|
|
"p": 0.10039450973272324,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08318190276622772,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07383538782596588,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 124,
|
|
"train_loss": 0.8391362428665161,
|
|
"val_loss": 0.8868110179901123,
|
|
"acc": 72.88,
|
|
"time": 105.4765362449998,
|
|
"param": [
|
|
{
|
|
"p": 0.07516699284315109,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03481848165392876,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058355510234832764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04953378811478615,
|
|
"m": 0.9782184362411499
|
|
},
|
|
{
|
|
"p": 0.06960728764533997,
|
|
"m": 0.6200991272926331
|
|
},
|
|
{
|
|
"p": 0.09947637468576431,
|
|
"m": 0.8700723052024841
|
|
},
|
|
{
|
|
"p": 0.043858304619789124,
|
|
"m": 0.9583395719528198
|
|
},
|
|
{
|
|
"p": 0.0856165960431099,
|
|
"m": 0.7630959749221802
|
|
},
|
|
{
|
|
"p": 0.06749549508094788,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10254070162773132,
|
|
"m": 0.8168535232543945
|
|
},
|
|
{
|
|
"p": 0.06789687275886536,
|
|
"m": 0.9814656972885132
|
|
},
|
|
{
|
|
"p": 0.09600085020065308,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08996011316776276,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05967258661985397,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 125,
|
|
"train_loss": 0.579617440700531,
|
|
"val_loss": 0.7483801245689392,
|
|
"acc": 72.95,
|
|
"time": 107.1781059670011,
|
|
"param": [
|
|
{
|
|
"p": 0.07854114472866058,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07716712355613708,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09242579340934753,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07204834371805191,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05338500067591667,
|
|
"m": 0.6377381682395935
|
|
},
|
|
{
|
|
"p": 0.05038449913263321,
|
|
"m": 0.9031651616096497
|
|
},
|
|
{
|
|
"p": 0.06603897362947464,
|
|
"m": 0.9581259489059448
|
|
},
|
|
{
|
|
"p": 0.05424535274505615,
|
|
"m": 0.7728202939033508
|
|
},
|
|
{
|
|
"p": 0.07899291813373566,
|
|
"m": 0.9608663320541382
|
|
},
|
|
{
|
|
"p": 0.07969004660844803,
|
|
"m": 0.8160532712936401
|
|
},
|
|
{
|
|
"p": 0.053451694548130035,
|
|
"m": 0.8954936861991882
|
|
},
|
|
{
|
|
"p": 0.10171008855104446,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07454515993595123,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06737381219863892,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 126,
|
|
"train_loss": 1.0981301069259644,
|
|
"val_loss": 0.6888585686683655,
|
|
"acc": 73.5,
|
|
"time": 108.2255512390002,
|
|
"param": [
|
|
{
|
|
"p": 0.06595330685377121,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07611596584320068,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10567906498908997,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028160925954580307,
|
|
"m": 0.9864249229431152
|
|
},
|
|
{
|
|
"p": 0.033277109265327454,
|
|
"m": 0.671741783618927
|
|
},
|
|
{
|
|
"p": 0.05472701042890549,
|
|
"m": 0.990111768245697
|
|
},
|
|
{
|
|
"p": 0.0742281973361969,
|
|
"m": 0.964059054851532
|
|
},
|
|
{
|
|
"p": 0.10142718255519867,
|
|
"m": 0.8242795467376709
|
|
},
|
|
{
|
|
"p": 0.06929958611726761,
|
|
"m": 0.9982802867889404
|
|
},
|
|
{
|
|
"p": 0.07314661890268326,
|
|
"m": 0.842879593372345
|
|
},
|
|
{
|
|
"p": 0.09218356758356094,
|
|
"m": 0.8936776518821716
|
|
},
|
|
{
|
|
"p": 0.06575783342123032,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09235259890556335,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06769108772277832,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 127,
|
|
"train_loss": 0.9200901389122009,
|
|
"val_loss": 0.7257038950920105,
|
|
"acc": 73.11,
|
|
"time": 106.92872113399972,
|
|
"param": [
|
|
{
|
|
"p": 0.03798642009496689,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07955817133188248,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06647489964962006,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05341561511158943,
|
|
"m": 0.998410165309906
|
|
},
|
|
{
|
|
"p": 0.08721987903118134,
|
|
"m": 0.5509735345840454
|
|
},
|
|
{
|
|
"p": 0.07017718255519867,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06690512597560883,
|
|
"m": 0.9015741348266602
|
|
},
|
|
{
|
|
"p": 0.06675409525632858,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06047507002949715,
|
|
"m": 0.9544783234596252
|
|
},
|
|
{
|
|
"p": 0.08008130639791489,
|
|
"m": 0.8795493245124817
|
|
},
|
|
{
|
|
"p": 0.07655019313097,
|
|
"m": 0.9800556302070618
|
|
},
|
|
{
|
|
"p": 0.11111656576395035,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07330000400543213,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06998544931411743,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 128,
|
|
"train_loss": 0.8459847569465637,
|
|
"val_loss": 0.861726701259613,
|
|
"acc": 72.52,
|
|
"time": 108.84115663100056,
|
|
"param": [
|
|
{
|
|
"p": 0.08028441667556763,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060041867196559906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05643467605113983,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07373397797346115,
|
|
"m": 0.9527180790901184
|
|
},
|
|
{
|
|
"p": 0.06849116832017899,
|
|
"m": 0.45103639364242554
|
|
},
|
|
{
|
|
"p": 0.06015956029295921,
|
|
"m": 0.9613515138626099
|
|
},
|
|
{
|
|
"p": 0.07896570861339569,
|
|
"m": 0.9208366274833679
|
|
},
|
|
{
|
|
"p": 0.0810931846499443,
|
|
"m": 0.9966039061546326
|
|
},
|
|
{
|
|
"p": 0.07115335762500763,
|
|
"m": 0.9555109143257141
|
|
},
|
|
{
|
|
"p": 0.06827262043952942,
|
|
"m": 0.9648222923278809
|
|
},
|
|
{
|
|
"p": 0.09497007727622986,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.066634401679039,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07464884221553802,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06511607766151428,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 129,
|
|
"train_loss": 0.6195355653762817,
|
|
"val_loss": 0.7621483206748962,
|
|
"acc": 73.34,
|
|
"time": 108.7559662349995,
|
|
"param": [
|
|
{
|
|
"p": 0.07084203511476517,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07046220451593399,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06304704397916794,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05718819424510002,
|
|
"m": 0.9584097266197205
|
|
},
|
|
{
|
|
"p": 0.04910200834274292,
|
|
"m": 0.42397063970565796
|
|
},
|
|
{
|
|
"p": 0.08167990297079086,
|
|
"m": 0.9588099718093872
|
|
},
|
|
{
|
|
"p": 0.08183663338422775,
|
|
"m": 0.8557760715484619
|
|
},
|
|
{
|
|
"p": 0.060131944715976715,
|
|
"m": 0.97963947057724
|
|
},
|
|
{
|
|
"p": 0.054824765771627426,
|
|
"m": 0.9015694260597229
|
|
},
|
|
{
|
|
"p": 0.08707115054130554,
|
|
"m": 0.9394702315330505
|
|
},
|
|
{
|
|
"p": 0.050875820219516754,
|
|
"m": 0.9701659679412842
|
|
},
|
|
{
|
|
"p": 0.09362059831619263,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09173884242773056,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08757894486188889,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 130,
|
|
"train_loss": 0.7467079162597656,
|
|
"val_loss": 0.7571468353271484,
|
|
"acc": 72.79,
|
|
"time": 106.96098225400056,
|
|
"param": [
|
|
{
|
|
"p": 0.09419751912355423,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07257651537656784,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07907754927873611,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06315141916275024,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06004280596971512,
|
|
"m": 0.3555165231227875
|
|
},
|
|
{
|
|
"p": 0.07215890288352966,
|
|
"m": 0.9982709288597107
|
|
},
|
|
{
|
|
"p": 0.06047521159052849,
|
|
"m": 0.9138439893722534
|
|
},
|
|
{
|
|
"p": 0.08427644520998001,
|
|
"m": 0.9268367886543274
|
|
},
|
|
{
|
|
"p": 0.04647558927536011,
|
|
"m": 0.8020087480545044
|
|
},
|
|
{
|
|
"p": 0.041455186903476715,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0803271159529686,
|
|
"m": 0.9469748735427856
|
|
},
|
|
{
|
|
"p": 0.08377131819725037,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09707093983888626,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06494355201721191,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 131,
|
|
"train_loss": 0.7370460629463196,
|
|
"val_loss": 0.785099983215332,
|
|
"acc": 72.43,
|
|
"time": 107.21473866800079,
|
|
"param": [
|
|
{
|
|
"p": 0.08978352695703506,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06836384534835815,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0796433687210083,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05127977579832077,
|
|
"m": 0.9986381530761719
|
|
},
|
|
{
|
|
"p": 0.052583642303943634,
|
|
"m": 0.30975472927093506
|
|
},
|
|
{
|
|
"p": 0.07952239364385605,
|
|
"m": 0.9162647724151611
|
|
},
|
|
{
|
|
"p": 0.07446688413619995,
|
|
"m": 0.8189436793327332
|
|
},
|
|
{
|
|
"p": 0.07454877346754074,
|
|
"m": 0.9390816688537598
|
|
},
|
|
{
|
|
"p": 0.07861267775297165,
|
|
"m": 0.9545952081680298
|
|
},
|
|
{
|
|
"p": 0.05055655166506767,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08486867696046829,
|
|
"m": 0.8780465722084045
|
|
},
|
|
{
|
|
"p": 0.06411384791135788,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09108980000019073,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0605662576854229,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 132,
|
|
"train_loss": 0.762172520160675,
|
|
"val_loss": 0.8253761529922485,
|
|
"acc": 72.81,
|
|
"time": 99.81052546499996,
|
|
"param": [
|
|
{
|
|
"p": 0.06965599954128265,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.035836029797792435,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07341276854276657,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07499027252197266,
|
|
"m": 0.9794771671295166
|
|
},
|
|
{
|
|
"p": 0.06200224161148071,
|
|
"m": 0.43351295590400696
|
|
},
|
|
{
|
|
"p": 0.06287718564271927,
|
|
"m": 0.9235184788703918
|
|
},
|
|
{
|
|
"p": 0.07653550058603287,
|
|
"m": 0.8771498799324036
|
|
},
|
|
{
|
|
"p": 0.07819756120443344,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0910215973854065,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07071734964847565,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0472768098115921,
|
|
"m": 0.9848445653915405
|
|
},
|
|
{
|
|
"p": 0.08985492587089539,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09209762513637543,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0755242109298706,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 133,
|
|
"train_loss": 0.769328773021698,
|
|
"val_loss": 0.8622567057609558,
|
|
"acc": 73.47,
|
|
"time": 107.09743094799887,
|
|
"param": [
|
|
{
|
|
"p": 0.10411038994789124,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03392544388771057,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10230609029531479,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040666550397872925,
|
|
"m": 0.9423831105232239
|
|
},
|
|
{
|
|
"p": 0.057946838438510895,
|
|
"m": 0.5061519145965576
|
|
},
|
|
{
|
|
"p": 0.04547389969229698,
|
|
"m": 0.8607280254364014
|
|
},
|
|
{
|
|
"p": 0.07644746452569962,
|
|
"m": 0.8674367070198059
|
|
},
|
|
{
|
|
"p": 0.044026318937540054,
|
|
"m": 0.9532934427261353
|
|
},
|
|
{
|
|
"p": 0.08353934437036514,
|
|
"m": 0.9520027041435242
|
|
},
|
|
{
|
|
"p": 0.08583268523216248,
|
|
"m": 0.9870174527168274
|
|
},
|
|
{
|
|
"p": 0.07448828965425491,
|
|
"m": 0.9727232456207275
|
|
},
|
|
{
|
|
"p": 0.08159545809030533,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09882965683937073,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07081158459186554,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 134,
|
|
"train_loss": 0.7111123204231262,
|
|
"val_loss": 0.7346018552780151,
|
|
"acc": 72.83,
|
|
"time": 100.10500285800117,
|
|
"param": [
|
|
{
|
|
"p": 0.08546531945466995,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06383806467056274,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08262526988983154,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06273060292005539,
|
|
"m": 0.9523751139640808
|
|
},
|
|
{
|
|
"p": 0.062259506434202194,
|
|
"m": 0.5360847115516663
|
|
},
|
|
{
|
|
"p": 0.0632464736700058,
|
|
"m": 0.7039178013801575
|
|
},
|
|
{
|
|
"p": 0.05469156801700592,
|
|
"m": 0.8513482809066772
|
|
},
|
|
{
|
|
"p": 0.06980646401643753,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0823727399110794,
|
|
"m": 0.8786057829856873
|
|
},
|
|
{
|
|
"p": 0.07962346076965332,
|
|
"m": 0.9891186356544495
|
|
},
|
|
{
|
|
"p": 0.0545051135122776,
|
|
"m": 0.9319072365760803
|
|
},
|
|
{
|
|
"p": 0.07634270936250687,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.081515371799469,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08097729831933975,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 135,
|
|
"train_loss": 0.9173968434333801,
|
|
"val_loss": 0.8662828207015991,
|
|
"acc": 73.68,
|
|
"time": 105.70559648099879,
|
|
"param": [
|
|
{
|
|
"p": 0.06711757928133011,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0607159323990345,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0711875632405281,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08498772233724594,
|
|
"m": 0.9909694194793701
|
|
},
|
|
{
|
|
"p": 0.0816192552447319,
|
|
"m": 0.593159556388855
|
|
},
|
|
{
|
|
"p": 0.09628305584192276,
|
|
"m": 0.7168700098991394
|
|
},
|
|
{
|
|
"p": 0.054208166897296906,
|
|
"m": 0.8593323230743408
|
|
},
|
|
{
|
|
"p": 0.07596695423126221,
|
|
"m": 0.9458837509155273
|
|
},
|
|
{
|
|
"p": 0.07762690633535385,
|
|
"m": 0.8449196815490723
|
|
},
|
|
{
|
|
"p": 0.05190142244100571,
|
|
"m": 0.9129611253738403
|
|
},
|
|
{
|
|
"p": 0.07191025465726852,
|
|
"m": 0.9945360422134399
|
|
},
|
|
{
|
|
"p": 0.07467132806777954,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0805276557803154,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05127609893679619,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 136,
|
|
"train_loss": 0.6938502192497253,
|
|
"val_loss": 0.8181951642036438,
|
|
"acc": 73.45,
|
|
"time": 106.86743486600062,
|
|
"param": [
|
|
{
|
|
"p": 0.07927685230970383,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0506601519882679,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0857764184474945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06647159904241562,
|
|
"m": 0.9913870096206665
|
|
},
|
|
{
|
|
"p": 0.048878125846385956,
|
|
"m": 0.4768281877040863
|
|
},
|
|
{
|
|
"p": 0.04971815273165703,
|
|
"m": 0.6014388203620911
|
|
},
|
|
{
|
|
"p": 0.0683813989162445,
|
|
"m": 0.8824239373207092
|
|
},
|
|
{
|
|
"p": 0.09336458891630173,
|
|
"m": 0.9709545373916626
|
|
},
|
|
{
|
|
"p": 0.06196601316332817,
|
|
"m": 0.84278804063797
|
|
},
|
|
{
|
|
"p": 0.07422281801700592,
|
|
"m": 0.9288183450698853
|
|
},
|
|
{
|
|
"p": 0.0852593407034874,
|
|
"m": 0.9336885809898376
|
|
},
|
|
{
|
|
"p": 0.07863865792751312,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07969819009304047,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07768761366605759,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 137,
|
|
"train_loss": 0.8240329623222351,
|
|
"val_loss": 0.8963877558708191,
|
|
"acc": 73.41,
|
|
"time": 110.10953877800057,
|
|
"param": [
|
|
{
|
|
"p": 0.0920136496424675,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06058723106980324,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0700739398598671,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05332795903086662,
|
|
"m": 0.9419775605201721
|
|
},
|
|
{
|
|
"p": 0.07982228696346283,
|
|
"m": 0.5684630274772644
|
|
},
|
|
{
|
|
"p": 0.09331446141004562,
|
|
"m": 0.4049031138420105
|
|
},
|
|
{
|
|
"p": 0.06013331189751625,
|
|
"m": 0.8885778784751892
|
|
},
|
|
{
|
|
"p": 0.06552907079458237,
|
|
"m": 0.9264022707939148
|
|
},
|
|
{
|
|
"p": 0.07773179560899734,
|
|
"m": 0.8959877490997314
|
|
},
|
|
{
|
|
"p": 0.08359557390213013,
|
|
"m": 0.9196242094039917
|
|
},
|
|
{
|
|
"p": 0.08402390033006668,
|
|
"m": 0.8672897219657898
|
|
},
|
|
{
|
|
"p": 0.05272040143609047,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05388510227203369,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07324135303497314,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 138,
|
|
"train_loss": 0.6352121233940125,
|
|
"val_loss": 0.7522873878479004,
|
|
"acc": 73.7,
|
|
"time": 109.56562614900031,
|
|
"param": [
|
|
{
|
|
"p": 0.09328030049800873,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04913494735956192,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06994465738534927,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05473114922642708,
|
|
"m": 0.9564415812492371
|
|
},
|
|
{
|
|
"p": 0.0542004331946373,
|
|
"m": 0.466694712638855
|
|
},
|
|
{
|
|
"p": 0.08459360152482986,
|
|
"m": 0.44013524055480957
|
|
},
|
|
{
|
|
"p": 0.05530793219804764,
|
|
"m": 0.8339585065841675
|
|
},
|
|
{
|
|
"p": 0.08794265985488892,
|
|
"m": 0.977353572845459
|
|
},
|
|
{
|
|
"p": 0.0656704530119896,
|
|
"m": 0.9936707615852356
|
|
},
|
|
{
|
|
"p": 0.06525493413209915,
|
|
"m": 0.9974989295005798
|
|
},
|
|
{
|
|
"p": 0.08179885149002075,
|
|
"m": 0.8677126169204712
|
|
},
|
|
{
|
|
"p": 0.07769031077623367,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07999198138713837,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08045784384012222,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 139,
|
|
"train_loss": 0.7471833825111389,
|
|
"val_loss": 0.8637468218803406,
|
|
"acc": 73.59,
|
|
"time": 106.55266220699923,
|
|
"param": [
|
|
{
|
|
"p": 0.07264220714569092,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056137897074222565,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10656137019395828,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07882069051265717,
|
|
"m": 0.979554295539856
|
|
},
|
|
{
|
|
"p": 0.07152070850133896,
|
|
"m": 0.4873118996620178
|
|
},
|
|
{
|
|
"p": 0.05971289426088333,
|
|
"m": 0.4877749979496002
|
|
},
|
|
{
|
|
"p": 0.0645056888461113,
|
|
"m": 0.7986656427383423
|
|
},
|
|
{
|
|
"p": 0.0389755479991436,
|
|
"m": 0.8801160454750061
|
|
},
|
|
{
|
|
"p": 0.08106717467308044,
|
|
"m": 0.8955922722816467
|
|
},
|
|
{
|
|
"p": 0.05826175585389137,
|
|
"m": 0.8615247011184692
|
|
},
|
|
{
|
|
"p": 0.06930966675281525,
|
|
"m": 0.773944616317749
|
|
},
|
|
{
|
|
"p": 0.08431358635425568,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07926343381404877,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07890740782022476,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 140,
|
|
"train_loss": 0.6794193387031555,
|
|
"val_loss": 0.7994667887687683,
|
|
"acc": 73.89,
|
|
"time": 105.39410089699959,
|
|
"param": [
|
|
{
|
|
"p": 0.03889155387878418,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02550046518445015,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06993087381124496,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05283348634839058,
|
|
"m": 0.9511927366256714
|
|
},
|
|
{
|
|
"p": 0.08774945884943008,
|
|
"m": 0.4930307865142822
|
|
},
|
|
{
|
|
"p": 0.07297062873840332,
|
|
"m": 0.5824941992759705
|
|
},
|
|
{
|
|
"p": 0.06391110271215439,
|
|
"m": 0.8059494495391846
|
|
},
|
|
{
|
|
"p": 0.10998528450727463,
|
|
"m": 0.8424677848815918
|
|
},
|
|
{
|
|
"p": 0.0617450587451458,
|
|
"m": 0.8414175510406494
|
|
},
|
|
{
|
|
"p": 0.07304616272449493,
|
|
"m": 0.9070984721183777
|
|
},
|
|
{
|
|
"p": 0.06344376504421234,
|
|
"m": 0.8048756718635559
|
|
},
|
|
{
|
|
"p": 0.07709319144487381,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08783687651157379,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11506208032369614,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 141,
|
|
"train_loss": 0.7377461194992065,
|
|
"val_loss": 0.8998414874076843,
|
|
"acc": 73.81,
|
|
"time": 105.48240547599926,
|
|
"param": [
|
|
{
|
|
"p": 0.07455483078956604,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04929892718791962,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09152568131685257,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05461699888110161,
|
|
"m": 0.8899788856506348
|
|
},
|
|
{
|
|
"p": 0.07570931315422058,
|
|
"m": 0.4662988781929016
|
|
},
|
|
{
|
|
"p": 0.07940865308046341,
|
|
"m": 0.6851240992546082
|
|
},
|
|
{
|
|
"p": 0.028136111795902252,
|
|
"m": 0.9266870617866516
|
|
},
|
|
{
|
|
"p": 0.08202442526817322,
|
|
"m": 0.9160152077674866
|
|
},
|
|
{
|
|
"p": 0.06674610823392868,
|
|
"m": 0.7755342125892639
|
|
},
|
|
{
|
|
"p": 0.07808468490839005,
|
|
"m": 0.9757946729660034
|
|
},
|
|
{
|
|
"p": 0.07971981912851334,
|
|
"m": 0.7972930669784546
|
|
},
|
|
{
|
|
"p": 0.06345345079898834,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08025761693716049,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09646334499120712,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 142,
|
|
"train_loss": 0.9754092693328857,
|
|
"val_loss": 0.8724353313446045,
|
|
"acc": 73.76,
|
|
"time": 108.91966255999978,
|
|
"param": [
|
|
{
|
|
"p": 0.09039172530174255,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03516753390431404,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09181001037359238,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042524553835392,
|
|
"m": 0.8201330900192261
|
|
},
|
|
{
|
|
"p": 0.08590894192457199,
|
|
"m": 0.40281930565834045
|
|
},
|
|
{
|
|
"p": 0.07024943828582764,
|
|
"m": 0.62224280834198
|
|
},
|
|
{
|
|
"p": 0.07254733890295029,
|
|
"m": 0.8973134756088257
|
|
},
|
|
{
|
|
"p": 0.0648992508649826,
|
|
"m": 0.7656075954437256
|
|
},
|
|
{
|
|
"p": 0.05512939393520355,
|
|
"m": 0.8557577133178711
|
|
},
|
|
{
|
|
"p": 0.08070079237222672,
|
|
"m": 0.9933826327323914
|
|
},
|
|
{
|
|
"p": 0.06350118666887283,
|
|
"m": 0.8556271195411682
|
|
},
|
|
{
|
|
"p": 0.0788809135556221,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08643051236867905,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08185847103595734,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 143,
|
|
"train_loss": 0.7572070360183716,
|
|
"val_loss": 0.7116146087646484,
|
|
"acc": 73.79,
|
|
"time": 108.65370675200029,
|
|
"param": [
|
|
{
|
|
"p": 0.06094356253743172,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05388291925191879,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0882067084312439,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05140770599246025,
|
|
"m": 0.9164275527000427
|
|
},
|
|
{
|
|
"p": 0.07262817025184631,
|
|
"m": 0.3958691954612732
|
|
},
|
|
{
|
|
"p": 0.05993422120809555,
|
|
"m": 0.5422655940055847
|
|
},
|
|
{
|
|
"p": 0.06820888817310333,
|
|
"m": 0.832710862159729
|
|
},
|
|
{
|
|
"p": 0.0818852111697197,
|
|
"m": 0.6282296180725098
|
|
},
|
|
{
|
|
"p": 0.06292559206485748,
|
|
"m": 0.8852806091308594
|
|
},
|
|
{
|
|
"p": 0.06736774742603302,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.077324278652668,
|
|
"m": 0.9370646476745605
|
|
},
|
|
{
|
|
"p": 0.0926135927438736,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08693822473287582,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07573316246271133,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 144,
|
|
"train_loss": 0.883124053478241,
|
|
"val_loss": 0.8952999711036682,
|
|
"acc": 73.52,
|
|
"time": 100.93625976400108,
|
|
"param": [
|
|
{
|
|
"p": 0.06612578779459,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04721559211611748,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0718279480934143,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0665271133184433,
|
|
"m": 0.822777509689331
|
|
},
|
|
{
|
|
"p": 0.047180239111185074,
|
|
"m": 0.5385768413543701
|
|
},
|
|
{
|
|
"p": 0.08825822919607162,
|
|
"m": 0.5706062316894531
|
|
},
|
|
{
|
|
"p": 0.06438053399324417,
|
|
"m": 0.8992519974708557
|
|
},
|
|
{
|
|
"p": 0.06971397250890732,
|
|
"m": 0.6506550908088684
|
|
},
|
|
{
|
|
"p": 0.10163000226020813,
|
|
"m": 0.9408489465713501
|
|
},
|
|
{
|
|
"p": 0.06399384140968323,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09611820429563522,
|
|
"m": 0.9234415292739868
|
|
},
|
|
{
|
|
"p": 0.06890934705734253,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09389390051364899,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05422526225447655,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 145,
|
|
"train_loss": 0.6881482601165771,
|
|
"val_loss": 0.7316147089004517,
|
|
"acc": 74.3,
|
|
"time": 104.89765782499853,
|
|
"param": [
|
|
{
|
|
"p": 0.10526194423437119,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09222887456417084,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04807616397738457,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04555179551243782,
|
|
"m": 0.8842496871948242
|
|
},
|
|
{
|
|
"p": 0.0870828703045845,
|
|
"m": 0.46115970611572266
|
|
},
|
|
{
|
|
"p": 0.06677417457103729,
|
|
"m": 0.6099907159805298
|
|
},
|
|
{
|
|
"p": 0.04701922461390495,
|
|
"m": 0.9981932640075684
|
|
},
|
|
{
|
|
"p": 0.07842925935983658,
|
|
"m": 0.7364364266395569
|
|
},
|
|
{
|
|
"p": 0.059639688581228256,
|
|
"m": 0.8946316838264465
|
|
},
|
|
{
|
|
"p": 0.09090162068605423,
|
|
"m": 0.9313940405845642
|
|
},
|
|
{
|
|
"p": 0.09589383006095886,
|
|
"m": 0.8821753859519958
|
|
},
|
|
{
|
|
"p": 0.07808596640825272,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06228097900748253,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042773593217134476,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 146,
|
|
"train_loss": 0.8668435215950012,
|
|
"val_loss": 0.8752835988998413,
|
|
"acc": 74.2,
|
|
"time": 104.94833856200057,
|
|
"param": [
|
|
{
|
|
"p": 0.08414864540100098,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06847526878118515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10008370131254196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0641356036067009,
|
|
"m": 0.7693806290626526
|
|
},
|
|
{
|
|
"p": 0.04331500828266144,
|
|
"m": 0.3174677789211273
|
|
},
|
|
{
|
|
"p": 0.06865359842777252,
|
|
"m": 0.6649038195610046
|
|
},
|
|
{
|
|
"p": 0.08425857126712799,
|
|
"m": 0.9639273285865784
|
|
},
|
|
{
|
|
"p": 0.06896591186523438,
|
|
"m": 0.906999409198761
|
|
},
|
|
{
|
|
"p": 0.07564475387334824,
|
|
"m": 0.9416525363922119
|
|
},
|
|
{
|
|
"p": 0.060500744730234146,
|
|
"m": 0.8851717114448547
|
|
},
|
|
{
|
|
"p": 0.0660729929804802,
|
|
"m": 0.9635248184204102
|
|
},
|
|
{
|
|
"p": 0.06833839416503906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08419224619865417,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.063214510679245,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 147,
|
|
"train_loss": 0.6154380440711975,
|
|
"val_loss": 0.8993838429450989,
|
|
"acc": 73.87,
|
|
"time": 111.1997310480001,
|
|
"param": [
|
|
{
|
|
"p": 0.07513035833835602,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07271619886159897,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08994679898023605,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057626090943813324,
|
|
"m": 0.9074785113334656
|
|
},
|
|
{
|
|
"p": 0.08313100039958954,
|
|
"m": 0.2926029860973358
|
|
},
|
|
{
|
|
"p": 0.03860005736351013,
|
|
"m": 0.63625568151474
|
|
},
|
|
{
|
|
"p": 0.09005485475063324,
|
|
"m": 0.7678412199020386
|
|
},
|
|
{
|
|
"p": 0.05646735429763794,
|
|
"m": 0.8600678443908691
|
|
},
|
|
{
|
|
"p": 0.09035500138998032,
|
|
"m": 0.9711857438087463
|
|
},
|
|
{
|
|
"p": 0.07818707078695297,
|
|
"m": 0.9875523447990417
|
|
},
|
|
{
|
|
"p": 0.06310630589723587,
|
|
"m": 0.9018481969833374
|
|
},
|
|
{
|
|
"p": 0.06195363774895668,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05908595025539398,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08363936841487885,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 148,
|
|
"train_loss": 0.7230650186538696,
|
|
"val_loss": 0.6867319345474243,
|
|
"acc": 73.46,
|
|
"time": 107.211139250001,
|
|
"param": [
|
|
{
|
|
"p": 0.07089682668447495,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026385413482785225,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10212186723947525,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07375393807888031,
|
|
"m": 0.8736934065818787
|
|
},
|
|
{
|
|
"p": 0.08366136997938156,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.06601393222808838,
|
|
"m": 0.419140487909317
|
|
},
|
|
{
|
|
"p": 0.08294607698917389,
|
|
"m": 0.6831363439559937
|
|
},
|
|
{
|
|
"p": 0.07434665411710739,
|
|
"m": 0.9600707292556763
|
|
},
|
|
{
|
|
"p": 0.04573356732726097,
|
|
"m": 0.925044596195221
|
|
},
|
|
{
|
|
"p": 0.07570408284664154,
|
|
"m": 0.7635570764541626
|
|
},
|
|
{
|
|
"p": 0.0523507259786129,
|
|
"m": 0.9197966456413269
|
|
},
|
|
{
|
|
"p": 0.08288673311471939,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08287208527326584,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08032676577568054,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 149,
|
|
"train_loss": 0.595038652420044,
|
|
"val_loss": 0.7771540284156799,
|
|
"acc": 73.87,
|
|
"time": 108.48121975100003,
|
|
"param": [
|
|
{
|
|
"p": 0.08236679434776306,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07969106733798981,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05959782749414444,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06715195626020432,
|
|
"m": 0.8868975639343262
|
|
},
|
|
{
|
|
"p": 0.07724595814943314,
|
|
"m": 0.014823715202510357
|
|
},
|
|
{
|
|
"p": 0.06640107184648514,
|
|
"m": 0.41612643003463745
|
|
},
|
|
{
|
|
"p": 0.06098003685474396,
|
|
"m": 0.6269910335540771
|
|
},
|
|
{
|
|
"p": 0.07238737493753433,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07099879533052444,
|
|
"m": 0.8971598744392395
|
|
},
|
|
{
|
|
"p": 0.08692292124032974,
|
|
"m": 0.7296178936958313
|
|
},
|
|
{
|
|
"p": 0.052893105894327164,
|
|
"m": 0.9422945976257324
|
|
},
|
|
{
|
|
"p": 0.06418322771787643,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07363967597484589,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08554023504257202,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 150,
|
|
"train_loss": 0.3839975893497467,
|
|
"val_loss": 0.8744185566902161,
|
|
"acc": 73.67,
|
|
"time": 111.06880603199897,
|
|
"param": [
|
|
{
|
|
"p": 0.09403663128614426,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04246256500482559,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07981200516223907,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05055248364806175,
|
|
"m": 0.8926882147789001
|
|
},
|
|
{
|
|
"p": 0.06822135299444199,
|
|
"m": 0.002442588098347187
|
|
},
|
|
{
|
|
"p": 0.07229222357273102,
|
|
"m": 0.35490044951438904
|
|
},
|
|
{
|
|
"p": 0.06348548084497452,
|
|
"m": 0.6920024156570435
|
|
},
|
|
{
|
|
"p": 0.07122191041707993,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06727752089500427,
|
|
"m": 0.8801851868629456
|
|
},
|
|
{
|
|
"p": 0.048026490956544876,
|
|
"m": 0.840385913848877
|
|
},
|
|
{
|
|
"p": 0.09169222414493561,
|
|
"m": 0.9467646479606628
|
|
},
|
|
{
|
|
"p": 0.11277362704277039,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06736212223768234,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.070783331990242,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 151,
|
|
"train_loss": 0.5327433943748474,
|
|
"val_loss": 0.8419613242149353,
|
|
"acc": 73.73,
|
|
"time": 111.66449382700011,
|
|
"param": [
|
|
{
|
|
"p": 0.07289639860391617,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05422387644648552,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0785980075597763,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08314529061317444,
|
|
"m": 0.8492036461830139
|
|
},
|
|
{
|
|
"p": 0.03535906970500946,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.07318665087223053,
|
|
"m": 0.2624673843383789
|
|
},
|
|
{
|
|
"p": 0.06236458942294121,
|
|
"m": 0.802588164806366
|
|
},
|
|
{
|
|
"p": 0.08920395374298096,
|
|
"m": 0.9746447205543518
|
|
},
|
|
{
|
|
"p": 0.09104781597852707,
|
|
"m": 0.9396052956581116
|
|
},
|
|
{
|
|
"p": 0.06673648208379745,
|
|
"m": 0.860136091709137
|
|
},
|
|
{
|
|
"p": 0.07538244128227234,
|
|
"m": 0.874531090259552
|
|
},
|
|
{
|
|
"p": 0.0627710297703743,
|
|
"m": 0.9901100993156433
|
|
},
|
|
{
|
|
"p": 0.07878123223781586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0763031393289566,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 152,
|
|
"train_loss": 0.3843159079551697,
|
|
"val_loss": 0.6896671652793884,
|
|
"acc": 73.9,
|
|
"time": 109.09103512000002,
|
|
"param": [
|
|
{
|
|
"p": 0.06466715037822723,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049190301448106766,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07578563690185547,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055046651512384415,
|
|
"m": 0.8820176124572754
|
|
},
|
|
{
|
|
"p": 0.05034390836954117,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.06189645081758499,
|
|
"m": 0.2706840932369232
|
|
},
|
|
{
|
|
"p": 0.06212855875492096,
|
|
"m": 0.7231014966964722
|
|
},
|
|
{
|
|
"p": 0.11463109403848648,
|
|
"m": 0.9811847805976868
|
|
},
|
|
{
|
|
"p": 0.08724874258041382,
|
|
"m": 0.9381712675094604
|
|
},
|
|
{
|
|
"p": 0.08146808296442032,
|
|
"m": 0.8685378432273865
|
|
},
|
|
{
|
|
"p": 0.08679813146591187,
|
|
"m": 0.9286590218544006
|
|
},
|
|
{
|
|
"p": 0.09156672656536102,
|
|
"m": 0.9947289824485779
|
|
},
|
|
{
|
|
"p": 0.09334225952625275,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02588634006679058,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 153,
|
|
"train_loss": 0.6106869578361511,
|
|
"val_loss": 0.806577742099762,
|
|
"acc": 73.78,
|
|
"time": 116.76579398499962,
|
|
"param": [
|
|
{
|
|
"p": 0.10539866983890533,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05314543843269348,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08571800589561462,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030637525022029877,
|
|
"m": 0.8257514834403992
|
|
},
|
|
{
|
|
"p": 0.06208246201276779,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.08955254405736923,
|
|
"m": 0.3575408458709717
|
|
},
|
|
{
|
|
"p": 0.08587449043989182,
|
|
"m": 0.9089272618293762
|
|
},
|
|
{
|
|
"p": 0.05840763449668884,
|
|
"m": 0.9677065014839172
|
|
},
|
|
{
|
|
"p": 0.07345768809318542,
|
|
"m": 0.9617800712585449
|
|
},
|
|
{
|
|
"p": 0.06671546399593353,
|
|
"m": 0.9109482765197754
|
|
},
|
|
{
|
|
"p": 0.07301027327775955,
|
|
"m": 0.9775727391242981
|
|
},
|
|
{
|
|
"p": 0.09279938042163849,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062323179095983505,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06087706238031387,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 154,
|
|
"train_loss": 0.6057589054107666,
|
|
"val_loss": 0.7310489416122437,
|
|
"acc": 72.97,
|
|
"time": 118.62958308500129,
|
|
"param": [
|
|
{
|
|
"p": 0.11154012382030487,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041649188846349716,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04653145372867584,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06393203884363174,
|
|
"m": 0.7971121668815613
|
|
},
|
|
{
|
|
"p": 0.05103441700339317,
|
|
"m": 0.005754627287387848
|
|
},
|
|
{
|
|
"p": 0.05767076462507248,
|
|
"m": 0.34577563405036926
|
|
},
|
|
{
|
|
"p": 0.08286964893341064,
|
|
"m": 0.9152894020080566
|
|
},
|
|
{
|
|
"p": 0.013411527499556541,
|
|
"m": 0.9299927949905396
|
|
},
|
|
{
|
|
"p": 0.08405927568674088,
|
|
"m": 0.8731693029403687
|
|
},
|
|
{
|
|
"p": 0.06346651911735535,
|
|
"m": 0.968222439289093
|
|
},
|
|
{
|
|
"p": 0.07886477559804916,
|
|
"m": 0.8901145458221436
|
|
},
|
|
{
|
|
"p": 0.09049616008996964,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10987609624862671,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10459806770086288,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 155,
|
|
"train_loss": 0.38939058780670166,
|
|
"val_loss": 0.8799959421157837,
|
|
"acc": 74.64,
|
|
"time": 119.91501717499887,
|
|
"param": [
|
|
{
|
|
"p": 0.11218555271625519,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053213078528642654,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08793215453624725,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02487417869269848,
|
|
"m": 0.8597397208213806
|
|
},
|
|
{
|
|
"p": 0.06211578845977783,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05136754736304283,
|
|
"m": 0.3051738142967224
|
|
},
|
|
{
|
|
"p": 0.08085083216428757,
|
|
"m": 0.9984890818595886
|
|
},
|
|
{
|
|
"p": 0.07009788602590561,
|
|
"m": 0.9204134345054626
|
|
},
|
|
{
|
|
"p": 0.08327729254961014,
|
|
"m": 0.9374573826789856
|
|
},
|
|
{
|
|
"p": 0.06787681579589844,
|
|
"m": 0.999784529209137
|
|
},
|
|
{
|
|
"p": 0.06705433130264282,
|
|
"m": 0.9215202927589417
|
|
},
|
|
{
|
|
"p": 0.06787527352571487,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09300106763839722,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0782780796289444,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 156,
|
|
"train_loss": 0.5080761909484863,
|
|
"val_loss": 0.8938533067703247,
|
|
"acc": 74.06,
|
|
"time": 119.75272176900035,
|
|
"param": [
|
|
{
|
|
"p": 0.05684947222471237,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04437907785177231,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07891453802585602,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062386974692344666,
|
|
"m": 0.81895512342453
|
|
},
|
|
{
|
|
"p": 0.0651455968618393,
|
|
"m": 0.04853275418281555
|
|
},
|
|
{
|
|
"p": 0.06791362911462784,
|
|
"m": 0.3486473262310028
|
|
},
|
|
{
|
|
"p": 0.06939639896154404,
|
|
"m": 0.98027104139328
|
|
},
|
|
{
|
|
"p": 0.051666952669620514,
|
|
"m": 0.8484286665916443
|
|
},
|
|
{
|
|
"p": 0.08281662315130234,
|
|
"m": 0.9696305394172668
|
|
},
|
|
{
|
|
"p": 0.06220857426524162,
|
|
"m": 0.9844970107078552
|
|
},
|
|
{
|
|
"p": 0.09785351902246475,
|
|
"m": 0.9955968856811523
|
|
},
|
|
{
|
|
"p": 0.07820621877908707,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09250546991825104,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08975695073604584,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 157,
|
|
"train_loss": 0.699126124382019,
|
|
"val_loss": 0.8466160893440247,
|
|
"acc": 74.23,
|
|
"time": 118.88922679300049,
|
|
"param": [
|
|
{
|
|
"p": 0.10012061148881912,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05277744680643082,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09662596136331558,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06025159731507301,
|
|
"m": 0.8067629933357239
|
|
},
|
|
{
|
|
"p": 0.07573626935482025,
|
|
"m": 0.03625575825572014
|
|
},
|
|
{
|
|
"p": 0.0641438439488411,
|
|
"m": 0.4972321689128876
|
|
},
|
|
{
|
|
"p": 0.028190894052386284,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06002046540379524,
|
|
"m": 0.838195264339447
|
|
},
|
|
{
|
|
"p": 0.05439580976963043,
|
|
"m": 0.9744901061058044
|
|
},
|
|
{
|
|
"p": 0.1057332381606102,
|
|
"m": 0.8650493621826172
|
|
},
|
|
{
|
|
"p": 0.0741768628358841,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07314800471067429,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08530756086111069,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06937137246131897,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 158,
|
|
"train_loss": 0.4890453517436981,
|
|
"val_loss": 0.8083550333976746,
|
|
"acc": 74.72,
|
|
"time": 119.77026185400064,
|
|
"param": [
|
|
{
|
|
"p": 0.07058625668287277,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06785264611244202,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140754163265228,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07304632663726807,
|
|
"m": 0.862847626209259
|
|
},
|
|
{
|
|
"p": 0.08240529149770737,
|
|
"m": 0.0876077339053154
|
|
},
|
|
{
|
|
"p": 0.0461651049554348,
|
|
"m": 0.49608275294303894
|
|
},
|
|
{
|
|
"p": 0.0540333166718483,
|
|
"m": 0.9682503938674927
|
|
},
|
|
{
|
|
"p": 0.061757948249578476,
|
|
"m": 0.7736032605171204
|
|
},
|
|
{
|
|
"p": 0.102207250893116,
|
|
"m": 0.9354274868965149
|
|
},
|
|
{
|
|
"p": 0.07377209514379501,
|
|
"m": 0.893307089805603
|
|
},
|
|
{
|
|
"p": 0.0736558735370636,
|
|
"m": 0.9688555002212524
|
|
},
|
|
{
|
|
"p": 0.08925268054008484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0706302672624588,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06322740763425827,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 159,
|
|
"train_loss": 0.5648400783538818,
|
|
"val_loss": 0.8856445550918579,
|
|
"acc": 74.13,
|
|
"time": 119.061584391,
|
|
"param": [
|
|
{
|
|
"p": 0.08492470532655716,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03955088183283806,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10900893062353134,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027832094579935074,
|
|
"m": 0.7642867565155029
|
|
},
|
|
{
|
|
"p": 0.10443343967199326,
|
|
"m": 0.2617931067943573
|
|
},
|
|
{
|
|
"p": 0.0717296227812767,
|
|
"m": 0.41778692603111267
|
|
},
|
|
{
|
|
"p": 0.055182021111249924,
|
|
"m": 0.9114291667938232
|
|
},
|
|
{
|
|
"p": 0.04606233164668083,
|
|
"m": 0.759846568107605
|
|
},
|
|
{
|
|
"p": 0.07466194778680801,
|
|
"m": 0.9292091727256775
|
|
},
|
|
{
|
|
"p": 0.053370971232652664,
|
|
"m": 0.8984876871109009
|
|
},
|
|
{
|
|
"p": 0.0728188306093216,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10411079227924347,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0723612979054451,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08395218849182129,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 160,
|
|
"train_loss": 0.5494273900985718,
|
|
"val_loss": 0.7175390720367432,
|
|
"acc": 73.54,
|
|
"time": 112.45608633899974,
|
|
"param": [
|
|
{
|
|
"p": 0.09161344915628433,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08031096309423447,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07101686298847198,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08245239406824112,
|
|
"m": 0.8330353498458862
|
|
},
|
|
{
|
|
"p": 0.05745365470647812,
|
|
"m": 0.26287439465522766
|
|
},
|
|
{
|
|
"p": 0.05971045419573784,
|
|
"m": 0.5894094705581665
|
|
},
|
|
{
|
|
"p": 0.03750157728791237,
|
|
"m": 0.9440581202507019
|
|
},
|
|
{
|
|
"p": 0.05358057841658592,
|
|
"m": 0.7867929935455322
|
|
},
|
|
{
|
|
"p": 0.08529485762119293,
|
|
"m": 0.9153673052787781
|
|
},
|
|
{
|
|
"p": 0.05618609860539436,
|
|
"m": 0.9092026352882385
|
|
},
|
|
{
|
|
"p": 0.09298942983150482,
|
|
"m": 0.9967924356460571
|
|
},
|
|
{
|
|
"p": 0.09366827458143234,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06736809015274048,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07085337489843369,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 161,
|
|
"train_loss": 0.5631463527679443,
|
|
"val_loss": 0.9142438173294067,
|
|
"acc": 73.38,
|
|
"time": 102.01580942999863,
|
|
"param": [
|
|
{
|
|
"p": 0.08356636017560959,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06656913459300995,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05689523369073868,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056343287229537964,
|
|
"m": 0.927282989025116
|
|
},
|
|
{
|
|
"p": 0.08757409453392029,
|
|
"m": 0.21480752527713776
|
|
},
|
|
{
|
|
"p": 0.05068206414580345,
|
|
"m": 0.6139715909957886
|
|
},
|
|
{
|
|
"p": 0.07239364832639694,
|
|
"m": 0.8617525100708008
|
|
},
|
|
{
|
|
"p": 0.07473234087228775,
|
|
"m": 0.938554048538208
|
|
},
|
|
{
|
|
"p": 0.102564238011837,
|
|
"m": 0.9272007942199707
|
|
},
|
|
{
|
|
"p": 0.05744871497154236,
|
|
"m": 0.9064930081367493
|
|
},
|
|
{
|
|
"p": 0.0746825784444809,
|
|
"m": 0.9599281549453735
|
|
},
|
|
{
|
|
"p": 0.07799144834280014,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07195908576250076,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06659775972366333,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 162,
|
|
"train_loss": 0.6613972187042236,
|
|
"val_loss": 0.8201069235801697,
|
|
"acc": 73.73,
|
|
"time": 98.91114039899912,
|
|
"param": [
|
|
{
|
|
"p": 0.07345707714557648,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04972473159432411,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09391653537750244,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06469299644231796,
|
|
"m": 0.8974495530128479
|
|
},
|
|
{
|
|
"p": 0.060019053518772125,
|
|
"m": 0.05208383500576019
|
|
},
|
|
{
|
|
"p": 0.09261154383420944,
|
|
"m": 0.6057987213134766
|
|
},
|
|
{
|
|
"p": 0.05314074829220772,
|
|
"m": 0.8551296591758728
|
|
},
|
|
{
|
|
"p": 0.05635040998458862,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07811138033866882,
|
|
"m": 0.976892352104187
|
|
},
|
|
{
|
|
"p": 0.09235233068466187,
|
|
"m": 0.9798499941825867
|
|
},
|
|
{
|
|
"p": 0.08571571111679077,
|
|
"m": 0.9932762384414673
|
|
},
|
|
{
|
|
"p": 0.04981857165694237,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08026116341352463,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06982780247926712,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 163,
|
|
"train_loss": 0.427997887134552,
|
|
"val_loss": 0.8057988286018372,
|
|
"acc": 73.88,
|
|
"time": 107.63339128900043,
|
|
"param": [
|
|
{
|
|
"p": 0.08822692930698395,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07727698236703873,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06690117716789246,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0029467688873410225,
|
|
"m": 0.8648537993431091
|
|
},
|
|
{
|
|
"p": 0.13948501646518707,
|
|
"m": 0.1496841311454773
|
|
},
|
|
{
|
|
"p": 0.08378268778324127,
|
|
"m": 0.44176387786865234
|
|
},
|
|
{
|
|
"p": 0.10592146962881088,
|
|
"m": 0.8427112698554993
|
|
},
|
|
{
|
|
"p": 0.047700341790914536,
|
|
"m": 0.9969780445098877
|
|
},
|
|
{
|
|
"p": 0.1027648001909256,
|
|
"m": 0.8863890171051025
|
|
},
|
|
{
|
|
"p": 0.055205002427101135,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029591862112283707,
|
|
"m": 0.9077622294425964
|
|
},
|
|
{
|
|
"p": 0.08895013481378555,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07033885270357132,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04090790078043938,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 164,
|
|
"train_loss": 0.46032828092575073,
|
|
"val_loss": 0.8118038177490234,
|
|
"acc": 74.51,
|
|
"time": 102.01593211600266,
|
|
"param": [
|
|
{
|
|
"p": 0.10452622920274734,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040282610803842545,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10084310919046402,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05080794170498848,
|
|
"m": 0.8724159598350525
|
|
},
|
|
{
|
|
"p": 0.052971865981817245,
|
|
"m": 0.09768257290124893
|
|
},
|
|
{
|
|
"p": 0.07909457385540009,
|
|
"m": 0.44614893198013306
|
|
},
|
|
{
|
|
"p": 0.04573047533631325,
|
|
"m": 0.7838893532752991
|
|
},
|
|
{
|
|
"p": 0.09268326312303543,
|
|
"m": 0.9956030249595642
|
|
},
|
|
{
|
|
"p": 0.08162707090377808,
|
|
"m": 0.8044524788856506
|
|
},
|
|
{
|
|
"p": 0.07163330912590027,
|
|
"m": 0.9802775382995605
|
|
},
|
|
{
|
|
"p": 0.08331935107707977,
|
|
"m": 0.8366909623146057
|
|
},
|
|
{
|
|
"p": 0.045678019523620605,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08722290396690369,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0635792687535286,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 165,
|
|
"train_loss": 0.5832965970039368,
|
|
"val_loss": 0.9042214751243591,
|
|
"acc": 74.24,
|
|
"time": 97.39898331199947,
|
|
"param": [
|
|
{
|
|
"p": 0.06647074222564697,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046672821044921875,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07380422949790955,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0685877725481987,
|
|
"m": 0.9377515316009521
|
|
},
|
|
{
|
|
"p": 0.08049275726079941,
|
|
"m": 0.1535227745771408
|
|
},
|
|
{
|
|
"p": 0.08249712735414505,
|
|
"m": 0.4404665231704712
|
|
},
|
|
{
|
|
"p": 0.0608922578394413,
|
|
"m": 0.7580363154411316
|
|
},
|
|
{
|
|
"p": 0.07375171035528183,
|
|
"m": 0.9937959313392639
|
|
},
|
|
{
|
|
"p": 0.0670691654086113,
|
|
"m": 0.8791889548301697
|
|
},
|
|
{
|
|
"p": 0.06681118160486221,
|
|
"m": 0.8475430607795715
|
|
},
|
|
{
|
|
"p": 0.07146613299846649,
|
|
"m": 0.8769838213920593
|
|
},
|
|
{
|
|
"p": 0.10051226615905762,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052449554204940796,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08852226287126541,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 166,
|
|
"train_loss": 0.7135004997253418,
|
|
"val_loss": 0.8247770667076111,
|
|
"acc": 73.64,
|
|
"time": 108.14336827499937,
|
|
"param": [
|
|
{
|
|
"p": 0.07184997946023941,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08100587129592896,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08847536891698837,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06261932104825974,
|
|
"m": 0.9666427373886108
|
|
},
|
|
{
|
|
"p": 0.08121233433485031,
|
|
"m": 0.2217230349779129
|
|
},
|
|
{
|
|
"p": 0.060068849474191666,
|
|
"m": 0.5748564004898071
|
|
},
|
|
{
|
|
"p": 0.07788706570863724,
|
|
"m": 0.8926543593406677
|
|
},
|
|
{
|
|
"p": 0.06816007941961288,
|
|
"m": 0.930844247341156
|
|
},
|
|
{
|
|
"p": 0.0675363689661026,
|
|
"m": 0.8851746320724487
|
|
},
|
|
{
|
|
"p": 0.05637628957629204,
|
|
"m": 0.9827852845191956
|
|
},
|
|
{
|
|
"p": 0.07107463479042053,
|
|
"m": 0.9810922145843506
|
|
},
|
|
{
|
|
"p": 0.08122904598712921,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07789716124534607,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05460770055651665,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 167,
|
|
"train_loss": 0.509181797504425,
|
|
"val_loss": 0.7226772308349609,
|
|
"acc": 74.13,
|
|
"time": 107.689453641,
|
|
"param": [
|
|
{
|
|
"p": 0.05305236577987671,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09560463577508926,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0753973051905632,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08830291777849197,
|
|
"m": 0.869583010673523
|
|
},
|
|
{
|
|
"p": 0.03690152242779732,
|
|
"m": 0.05874153971672058
|
|
},
|
|
{
|
|
"p": 0.09833255410194397,
|
|
"m": 0.5928400158882141
|
|
},
|
|
{
|
|
"p": 0.05358467996120453,
|
|
"m": 0.819548487663269
|
|
},
|
|
{
|
|
"p": 0.05164992809295654,
|
|
"m": 0.8873294591903687
|
|
},
|
|
{
|
|
"p": 0.07638484239578247,
|
|
"m": 0.9793445467948914
|
|
},
|
|
{
|
|
"p": 0.06187779828906059,
|
|
"m": 0.9279302954673767
|
|
},
|
|
{
|
|
"p": 0.05404594540596008,
|
|
"m": 0.8421250581741333
|
|
},
|
|
{
|
|
"p": 0.08428440988063812,
|
|
"m": 0.9966838359832764
|
|
},
|
|
{
|
|
"p": 0.0882546603679657,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0823264867067337,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 168,
|
|
"train_loss": 0.8174126148223877,
|
|
"val_loss": 0.8720459342002869,
|
|
"acc": 73.72,
|
|
"time": 110.25123288900068,
|
|
"param": [
|
|
{
|
|
"p": 0.09920067340135574,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05486053600907326,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713781863451004,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030944151803851128,
|
|
"m": 0.7742989659309387
|
|
},
|
|
{
|
|
"p": 0.06450550258159637,
|
|
"m": 0.19884592294692993
|
|
},
|
|
{
|
|
"p": 0.05998679995536804,
|
|
"m": 0.5936453938484192
|
|
},
|
|
{
|
|
"p": 0.09146879613399506,
|
|
"m": 0.834906280040741
|
|
},
|
|
{
|
|
"p": 0.04361673817038536,
|
|
"m": 0.8259394764900208
|
|
},
|
|
{
|
|
"p": 0.0957944393157959,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0851578339934349,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06711816042661667,
|
|
"m": 0.7677431106567383
|
|
},
|
|
{
|
|
"p": 0.08779852092266083,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08102025091648102,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06714951246976852,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 169,
|
|
"train_loss": 0.49217382073402405,
|
|
"val_loss": 0.8811430335044861,
|
|
"acc": 74.83,
|
|
"time": 106.87864886399984,
|
|
"param": [
|
|
{
|
|
"p": 0.07417978346347809,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07643311470746994,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05622853711247444,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07676105946302414,
|
|
"m": 0.8331634998321533
|
|
},
|
|
{
|
|
"p": 0.05890224874019623,
|
|
"m": 0.2133704423904419
|
|
},
|
|
{
|
|
"p": 0.07035057991743088,
|
|
"m": 0.6752957105636597
|
|
},
|
|
{
|
|
"p": 0.06529341638088226,
|
|
"m": 0.8215400576591492
|
|
},
|
|
{
|
|
"p": 0.07500260323286057,
|
|
"m": 0.9670377373695374
|
|
},
|
|
{
|
|
"p": 0.09044793993234634,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07442817091941833,
|
|
"m": 0.9911015033721924
|
|
},
|
|
{
|
|
"p": 0.08034372329711914,
|
|
"m": 0.8505368232727051
|
|
},
|
|
{
|
|
"p": 0.05078807845711708,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08608968555927277,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06475106626749039,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 170,
|
|
"train_loss": 0.6543658971786499,
|
|
"val_loss": 0.725720226764679,
|
|
"acc": 74.5,
|
|
"time": 107.24508038200293,
|
|
"param": [
|
|
{
|
|
"p": 0.06793435662984848,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09104029834270477,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060448549687862396,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060966525226831436,
|
|
"m": 0.8294987678527832
|
|
},
|
|
{
|
|
"p": 0.06801827996969223,
|
|
"m": 0.09022598713636398
|
|
},
|
|
{
|
|
"p": 0.050149332731962204,
|
|
"m": 0.6064885854721069
|
|
},
|
|
{
|
|
"p": 0.06781110167503357,
|
|
"m": 0.8306093215942383
|
|
},
|
|
{
|
|
"p": 0.0598609521985054,
|
|
"m": 0.999171793460846
|
|
},
|
|
{
|
|
"p": 0.05851869657635689,
|
|
"m": 0.9533888697624207
|
|
},
|
|
{
|
|
"p": 0.062398701906204224,
|
|
"m": 0.9702675938606262
|
|
},
|
|
{
|
|
"p": 0.11117681115865707,
|
|
"m": 0.984725832939148
|
|
},
|
|
{
|
|
"p": 0.06665584444999695,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08656265586614609,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0884578749537468,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 171,
|
|
"train_loss": 0.6655576825141907,
|
|
"val_loss": 0.8569711446762085,
|
|
"acc": 74.09,
|
|
"time": 108.30051000800086,
|
|
"param": [
|
|
{
|
|
"p": 0.07950925827026367,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05749053508043289,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07074368000030518,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06538444757461548,
|
|
"m": 0.8988779187202454
|
|
},
|
|
{
|
|
"p": 0.09322785586118698,
|
|
"m": 0.29640355706214905
|
|
},
|
|
{
|
|
"p": 0.061486050486564636,
|
|
"m": 0.6025734543800354
|
|
},
|
|
{
|
|
"p": 0.0779329463839531,
|
|
"m": 0.7324906587600708
|
|
},
|
|
{
|
|
"p": 0.06506513059139252,
|
|
"m": 0.9697100520133972
|
|
},
|
|
{
|
|
"p": 0.0507449135184288,
|
|
"m": 0.9421918988227844
|
|
},
|
|
{
|
|
"p": 0.056351181119680405,
|
|
"m": 0.8735070824623108
|
|
},
|
|
{
|
|
"p": 0.0763811394572258,
|
|
"m": 0.9880062937736511
|
|
},
|
|
{
|
|
"p": 0.10921042412519455,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05600738525390625,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08046505600214005,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 172,
|
|
"train_loss": 0.4916154444217682,
|
|
"val_loss": 0.9778020977973938,
|
|
"acc": 74.03,
|
|
"time": 100.39164007200088,
|
|
"param": [
|
|
{
|
|
"p": 0.07194386422634125,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061322908848524094,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0814775750041008,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051833391189575195,
|
|
"m": 0.7485372424125671
|
|
},
|
|
{
|
|
"p": 0.08378872275352478,
|
|
"m": 0.277357280254364
|
|
},
|
|
{
|
|
"p": 0.07122622430324554,
|
|
"m": 0.6139981150627136
|
|
},
|
|
{
|
|
"p": 0.062383368611335754,
|
|
"m": 0.7860500812530518
|
|
},
|
|
{
|
|
"p": 0.06810835003852844,
|
|
"m": 0.8760882616043091
|
|
},
|
|
{
|
|
"p": 0.07566101104021072,
|
|
"m": 0.8781983256340027
|
|
},
|
|
{
|
|
"p": 0.07966382801532745,
|
|
"m": 0.8901163339614868
|
|
},
|
|
{
|
|
"p": 0.08343692868947983,
|
|
"m": 0.9898951649665833
|
|
},
|
|
{
|
|
"p": 0.1002410501241684,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055392637848854065,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0535200871527195,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 173,
|
|
"train_loss": 0.8061925172805786,
|
|
"val_loss": 0.8274077773094177,
|
|
"acc": 73.27,
|
|
"time": 105.80672648100153,
|
|
"param": [
|
|
{
|
|
"p": 0.05777302756905556,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019915252923965454,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08431689441204071,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0776410847902298,
|
|
"m": 0.7665433883666992
|
|
},
|
|
{
|
|
"p": 0.06933438777923584,
|
|
"m": 0.3848724663257599
|
|
},
|
|
{
|
|
"p": 0.06241180747747421,
|
|
"m": 0.7342603802680969
|
|
},
|
|
{
|
|
"p": 0.05178903415799141,
|
|
"m": 0.8751294612884521
|
|
},
|
|
{
|
|
"p": 0.0853615403175354,
|
|
"m": 0.9276791214942932
|
|
},
|
|
{
|
|
"p": 0.11493204534053802,
|
|
"m": 0.963136613368988
|
|
},
|
|
{
|
|
"p": 0.06079389527440071,
|
|
"m": 0.9143214821815491
|
|
},
|
|
{
|
|
"p": 0.06408604234457016,
|
|
"m": 0.9224559664726257
|
|
},
|
|
{
|
|
"p": 0.07904890924692154,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059522565454244614,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11307346075773239,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 174,
|
|
"train_loss": 0.4963577091693878,
|
|
"val_loss": 0.6996670961380005,
|
|
"acc": 74.19,
|
|
"time": 108.48948465699868,
|
|
"param": [
|
|
{
|
|
"p": 0.08171022683382034,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0773322656750679,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06177150458097458,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06067212298512459,
|
|
"m": 0.7827489972114563
|
|
},
|
|
{
|
|
"p": 0.03134441748261452,
|
|
"m": 0.18132662773132324
|
|
},
|
|
{
|
|
"p": 0.057390764355659485,
|
|
"m": 0.6568867564201355
|
|
},
|
|
{
|
|
"p": 0.05204492807388306,
|
|
"m": 0.9119347929954529
|
|
},
|
|
{
|
|
"p": 0.05695217475295067,
|
|
"m": 0.8252390027046204
|
|
},
|
|
{
|
|
"p": 0.0714506059885025,
|
|
"m": 0.9177506566047668
|
|
},
|
|
{
|
|
"p": 0.10531039535999298,
|
|
"m": 0.9706723093986511
|
|
},
|
|
{
|
|
"p": 0.06423038244247437,
|
|
"m": 0.9848423004150391
|
|
},
|
|
{
|
|
"p": 0.08124016970396042,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11128568649291992,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0872642993927002,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 175,
|
|
"train_loss": 0.6516554355621338,
|
|
"val_loss": 0.8660216927528381,
|
|
"acc": 73.99,
|
|
"time": 111.12082260799798,
|
|
"param": [
|
|
{
|
|
"p": 0.07499606907367706,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06484035402536392,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09671379625797272,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06378886848688126,
|
|
"m": 0.8196728229522705
|
|
},
|
|
{
|
|
"p": 0.0836363136768341,
|
|
"m": 0.21712341904640198
|
|
},
|
|
{
|
|
"p": 0.06246723607182503,
|
|
"m": 0.6494241952896118
|
|
},
|
|
{
|
|
"p": 0.07200915366411209,
|
|
"m": 0.8564610481262207
|
|
},
|
|
{
|
|
"p": 0.10261647403240204,
|
|
"m": 0.7992395758628845
|
|
},
|
|
{
|
|
"p": 0.036389000713825226,
|
|
"m": 0.9323218464851379
|
|
},
|
|
{
|
|
"p": 0.07364079356193542,
|
|
"m": 0.9868165254592896
|
|
},
|
|
{
|
|
"p": 0.029308540746569633,
|
|
"m": 0.9642649292945862
|
|
},
|
|
{
|
|
"p": 0.0750378966331482,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09626764059066772,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06828783452510834,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 176,
|
|
"train_loss": 0.5776466727256775,
|
|
"val_loss": 0.868918776512146,
|
|
"acc": 74.51,
|
|
"time": 109.18325906300015,
|
|
"param": [
|
|
{
|
|
"p": 0.06839072704315186,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07512915879487991,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06615335494279861,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04319211468100548,
|
|
"m": 0.7321845293045044
|
|
},
|
|
{
|
|
"p": 0.05800076946616173,
|
|
"m": 0.14204362034797668
|
|
},
|
|
{
|
|
"p": 0.0936964675784111,
|
|
"m": 0.7043138146400452
|
|
},
|
|
{
|
|
"p": 0.06140539422631264,
|
|
"m": 0.7028065323829651
|
|
},
|
|
{
|
|
"p": 0.04084671661257744,
|
|
"m": 0.7316643595695496
|
|
},
|
|
{
|
|
"p": 0.09239933639764786,
|
|
"m": 0.9796214699745178
|
|
},
|
|
{
|
|
"p": 0.058438099920749664,
|
|
"m": 0.8974714279174805
|
|
},
|
|
{
|
|
"p": 0.06063922494649887,
|
|
"m": 0.9108870625495911
|
|
},
|
|
{
|
|
"p": 0.10577302426099777,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0852586105465889,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09067698568105698,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 177,
|
|
"train_loss": 0.695959746837616,
|
|
"val_loss": 1.0193548202514648,
|
|
"acc": 74.11,
|
|
"time": 109.204954842,
|
|
"param": [
|
|
{
|
|
"p": 0.09271378070116043,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0568501241505146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08010053634643555,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055109962821006775,
|
|
"m": 0.7283868789672852
|
|
},
|
|
{
|
|
"p": 0.08182907849550247,
|
|
"m": 0.26164495944976807
|
|
},
|
|
{
|
|
"p": 0.05588340014219284,
|
|
"m": 0.8592821955680847
|
|
},
|
|
{
|
|
"p": 0.048836156725883484,
|
|
"m": 0.8715815544128418
|
|
},
|
|
{
|
|
"p": 0.06776700168848038,
|
|
"m": 0.9116382598876953
|
|
},
|
|
{
|
|
"p": 0.0684058889746666,
|
|
"m": 0.9297913312911987
|
|
},
|
|
{
|
|
"p": 0.06925533711910248,
|
|
"m": 0.9067438840866089
|
|
},
|
|
{
|
|
"p": 0.07699717581272125,
|
|
"m": 0.9723937511444092
|
|
},
|
|
{
|
|
"p": 0.0861668586730957,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07854955643415451,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08153514564037323,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 178,
|
|
"train_loss": 0.6708276271820068,
|
|
"val_loss": 0.8163204789161682,
|
|
"acc": 73.58,
|
|
"time": 108.82083507000061,
|
|
"param": [
|
|
{
|
|
"p": 0.07215259969234467,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06604952365159988,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0674050971865654,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07371457666158676,
|
|
"m": 0.924375593662262
|
|
},
|
|
{
|
|
"p": 0.031253498047590256,
|
|
"m": 0.2884020507335663
|
|
},
|
|
{
|
|
"p": 0.0646917000412941,
|
|
"m": 0.7758849263191223
|
|
},
|
|
{
|
|
"p": 0.07508052885532379,
|
|
"m": 0.8481103181838989
|
|
},
|
|
{
|
|
"p": 0.06117582693696022,
|
|
"m": 0.9931642413139343
|
|
},
|
|
{
|
|
"p": 0.07594486325979233,
|
|
"m": 0.8593701124191284
|
|
},
|
|
{
|
|
"p": 0.07945597171783447,
|
|
"m": 0.9959024786949158
|
|
},
|
|
{
|
|
"p": 0.06219141557812691,
|
|
"m": 0.9737228751182556
|
|
},
|
|
{
|
|
"p": 0.09056710451841354,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10211270302534103,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07820459455251694,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 179,
|
|
"train_loss": 0.782561182975769,
|
|
"val_loss": 0.7242140173912048,
|
|
"acc": 73.7,
|
|
"time": 109.52686451900081,
|
|
"param": [
|
|
{
|
|
"p": 0.09646306186914444,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08231355994939804,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07371412962675095,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07562229037284851,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0473657101392746,
|
|
"m": 0.3006044626235962
|
|
},
|
|
{
|
|
"p": 0.06971724331378937,
|
|
"m": 0.7539708018302917
|
|
},
|
|
{
|
|
"p": 0.06783627718687057,
|
|
"m": 0.8965005874633789
|
|
},
|
|
{
|
|
"p": 0.05165949836373329,
|
|
"m": 0.9607930779457092
|
|
},
|
|
{
|
|
"p": 0.08593496680259705,
|
|
"m": 0.8310877084732056
|
|
},
|
|
{
|
|
"p": 0.058792561292648315,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06610259413719177,
|
|
"m": 0.8219352960586548
|
|
},
|
|
{
|
|
"p": 0.05652577430009842,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08636302500963211,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08158919960260391,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 180,
|
|
"train_loss": 0.3839825689792633,
|
|
"val_loss": 0.8308126330375671,
|
|
"acc": 74.03,
|
|
"time": 110.07302160600011,
|
|
"param": [
|
|
{
|
|
"p": 0.08791442215442657,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05162441357970238,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09848076105117798,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0662718340754509,
|
|
"m": 0.9877874255180359
|
|
},
|
|
{
|
|
"p": 0.07135220617055893,
|
|
"m": 0.1439490020275116
|
|
},
|
|
{
|
|
"p": 0.0661303848028183,
|
|
"m": 0.7389667630195618
|
|
},
|
|
{
|
|
"p": 0.06579659879207611,
|
|
"m": 0.9221115708351135
|
|
},
|
|
{
|
|
"p": 0.039277512580156326,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07045130431652069,
|
|
"m": 0.9230508208274841
|
|
},
|
|
{
|
|
"p": 0.06192312017083168,
|
|
"m": 0.9431675672531128
|
|
},
|
|
{
|
|
"p": 0.07907457649707794,
|
|
"m": 0.865682065486908
|
|
},
|
|
{
|
|
"p": 0.05971180275082588,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09341660887002945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08857444673776627,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 181,
|
|
"train_loss": 0.7605403661727905,
|
|
"val_loss": 0.9350497722625732,
|
|
"acc": 73.86,
|
|
"time": 108.2323216549994,
|
|
"param": [
|
|
{
|
|
"p": 0.08115888386964798,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08736089617013931,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06660117954015732,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05795740336179733,
|
|
"m": 0.9895166158676147
|
|
},
|
|
{
|
|
"p": 0.08449787646532059,
|
|
"m": 0.2771954834461212
|
|
},
|
|
{
|
|
"p": 0.05801714211702347,
|
|
"m": 0.8728984594345093
|
|
},
|
|
{
|
|
"p": 0.09139792621135712,
|
|
"m": 0.8973797559738159
|
|
},
|
|
{
|
|
"p": 0.041717641055583954,
|
|
"m": 0.9261796474456787
|
|
},
|
|
{
|
|
"p": 0.07532046735286713,
|
|
"m": 0.9076178669929504
|
|
},
|
|
{
|
|
"p": 0.06563495099544525,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06591971963644028,
|
|
"m": 0.9061734676361084
|
|
},
|
|
{
|
|
"p": 0.09296147525310516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06291337311267853,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06854113936424255,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 182,
|
|
"train_loss": 0.5383300185203552,
|
|
"val_loss": 0.8200123310089111,
|
|
"acc": 73.51,
|
|
"time": 108.7620484370018,
|
|
"param": [
|
|
{
|
|
"p": 0.0868196114897728,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05643931031227112,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09144294261932373,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03728494048118591,
|
|
"m": 0.9817853569984436
|
|
},
|
|
{
|
|
"p": 0.09933578222990036,
|
|
"m": 0.3228725492954254
|
|
},
|
|
{
|
|
"p": 0.03779882192611694,
|
|
"m": 0.7889575362205505
|
|
},
|
|
{
|
|
"p": 0.056325748562812805,
|
|
"m": 0.9429667592048645
|
|
},
|
|
{
|
|
"p": 0.0573250837624073,
|
|
"m": 0.8495684266090393
|
|
},
|
|
{
|
|
"p": 0.05486302450299263,
|
|
"m": 0.8431313037872314
|
|
},
|
|
{
|
|
"p": 0.08405117690563202,
|
|
"m": 0.9848772883415222
|
|
},
|
|
{
|
|
"p": 0.09370042383670807,
|
|
"m": 0.8748125433921814
|
|
},
|
|
{
|
|
"p": 0.0773698166012764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10411423444747925,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06312905251979828,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 183,
|
|
"train_loss": 0.6093935370445251,
|
|
"val_loss": 0.8234021663665771,
|
|
"acc": 73.59,
|
|
"time": 110.17686121599763,
|
|
"param": [
|
|
{
|
|
"p": 0.04629950225353241,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056791435927152634,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08538632094860077,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08465045690536499,
|
|
"m": 0.8769400119781494
|
|
},
|
|
{
|
|
"p": 0.06896493583917618,
|
|
"m": 0.2263597995042801
|
|
},
|
|
{
|
|
"p": 0.055844053626060486,
|
|
"m": 0.7613729238510132
|
|
},
|
|
{
|
|
"p": 0.07264316082000732,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052017249166965485,
|
|
"m": 0.8581640720367432
|
|
},
|
|
{
|
|
"p": 0.08292477577924728,
|
|
"m": 0.8524640798568726
|
|
},
|
|
{
|
|
"p": 0.07258657366037369,
|
|
"m": 0.9342005252838135
|
|
},
|
|
{
|
|
"p": 0.07479976117610931,
|
|
"m": 0.8761111497879028
|
|
},
|
|
{
|
|
"p": 0.06453853845596313,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07765983790159225,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1048935055732727,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 184,
|
|
"train_loss": 0.4027451276779175,
|
|
"val_loss": 0.9836272597312927,
|
|
"acc": 74.06,
|
|
"time": 108.63822978499957,
|
|
"param": [
|
|
{
|
|
"p": 0.08046147227287292,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03927994892001152,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04110730439424515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054014112800359726,
|
|
"m": 0.7406776547431946
|
|
},
|
|
{
|
|
"p": 0.0980544164776802,
|
|
"m": 0.41250380873680115
|
|
},
|
|
{
|
|
"p": 0.09852319955825806,
|
|
"m": 0.7416260242462158
|
|
},
|
|
{
|
|
"p": 0.0846291333436966,
|
|
"m": 0.9645387530326843
|
|
},
|
|
{
|
|
"p": 0.08455317467451096,
|
|
"m": 0.8922291398048401
|
|
},
|
|
{
|
|
"p": 0.03232596814632416,
|
|
"m": 0.880480170249939
|
|
},
|
|
{
|
|
"p": 0.08565229922533035,
|
|
"m": 0.8836796283721924
|
|
},
|
|
{
|
|
"p": 0.09358421713113785,
|
|
"m": 0.9266714453697205
|
|
},
|
|
{
|
|
"p": 0.06077151745557785,
|
|
"m": 0.9907063841819763
|
|
},
|
|
{
|
|
"p": 0.09751846641302109,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04952479153871536,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 185,
|
|
"train_loss": 0.7256847023963928,
|
|
"val_loss": 0.825180172920227,
|
|
"acc": 73.66,
|
|
"time": 109.97317858699898,
|
|
"param": [
|
|
{
|
|
"p": 0.08856026828289032,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06253311038017273,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05657913163304329,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0664503425359726,
|
|
"m": 0.7898428440093994
|
|
},
|
|
{
|
|
"p": 0.06866815686225891,
|
|
"m": 0.3604066073894501
|
|
},
|
|
{
|
|
"p": 0.06049388647079468,
|
|
"m": 0.8679389953613281
|
|
},
|
|
{
|
|
"p": 0.107270248234272,
|
|
"m": 0.983263373374939
|
|
},
|
|
{
|
|
"p": 0.05396181717514992,
|
|
"m": 0.9073996543884277
|
|
},
|
|
{
|
|
"p": 0.06002330780029297,
|
|
"m": 0.8722992539405823
|
|
},
|
|
{
|
|
"p": 0.05898188054561615,
|
|
"m": 0.9490451812744141
|
|
},
|
|
{
|
|
"p": 0.07743661850690842,
|
|
"m": 0.8427779078483582
|
|
},
|
|
{
|
|
"p": 0.07505985349416733,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07314049452543259,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09084097295999527,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 186,
|
|
"train_loss": 0.4877825677394867,
|
|
"val_loss": 0.776659369468689,
|
|
"acc": 74.37,
|
|
"time": 107.4158417769977,
|
|
"param": [
|
|
{
|
|
"p": 0.09507988393306732,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07720491290092468,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0747949406504631,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05999767780303955,
|
|
"m": 0.7960306406021118
|
|
},
|
|
{
|
|
"p": 0.08263721317052841,
|
|
"m": 0.4168711006641388
|
|
},
|
|
{
|
|
"p": 0.02590181492269039,
|
|
"m": 0.820815920829773
|
|
},
|
|
{
|
|
"p": 0.07982011139392853,
|
|
"m": 0.915527880191803
|
|
},
|
|
{
|
|
"p": 0.07251513004302979,
|
|
"m": 0.9912080764770508
|
|
},
|
|
{
|
|
"p": 0.05961194261908531,
|
|
"m": 0.8593599796295166
|
|
},
|
|
{
|
|
"p": 0.09018851071596146,
|
|
"m": 0.9675138592720032
|
|
},
|
|
{
|
|
"p": 0.08772095292806625,
|
|
"m": 0.8744596838951111
|
|
},
|
|
{
|
|
"p": 0.06486259400844574,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06674695014953613,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0629173293709755,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 187,
|
|
"train_loss": 0.7424779534339905,
|
|
"val_loss": 0.6458886861801147,
|
|
"acc": 73.88,
|
|
"time": 107.33680671100228,
|
|
"param": [
|
|
{
|
|
"p": 0.08562510460615158,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10384393483400345,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07979041337966919,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08368390053510666,
|
|
"m": 0.8635426759719849
|
|
},
|
|
{
|
|
"p": 0.04388901963829994,
|
|
"m": 0.3836154043674469
|
|
},
|
|
{
|
|
"p": 0.04866814985871315,
|
|
"m": 0.8109043836593628
|
|
},
|
|
{
|
|
"p": 0.04384826123714447,
|
|
"m": 0.9697252511978149
|
|
},
|
|
{
|
|
"p": 0.08662749826908112,
|
|
"m": 0.9213411211967468
|
|
},
|
|
{
|
|
"p": 0.08623895794153214,
|
|
"m": 0.8463073372840881
|
|
},
|
|
{
|
|
"p": 0.04794006794691086,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07993234694004059,
|
|
"m": 0.8662368059158325
|
|
},
|
|
{
|
|
"p": 0.089440256357193,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07894407212734222,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04152798652648926,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 188,
|
|
"train_loss": 0.5553821921348572,
|
|
"val_loss": 0.8414402008056641,
|
|
"acc": 72.85,
|
|
"time": 110.02024133799932,
|
|
"param": [
|
|
{
|
|
"p": 0.09429336339235306,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04068119078874588,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07364822924137115,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07608712464570999,
|
|
"m": 0.832301914691925
|
|
},
|
|
{
|
|
"p": 0.06483955681324005,
|
|
"m": 0.3032709062099457
|
|
},
|
|
{
|
|
"p": 0.045783594250679016,
|
|
"m": 0.7903894186019897
|
|
},
|
|
{
|
|
"p": 0.054578203707933426,
|
|
"m": 0.9118036031723022
|
|
},
|
|
{
|
|
"p": 0.04915885627269745,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09838627278804779,
|
|
"m": 0.8441270589828491
|
|
},
|
|
{
|
|
"p": 0.1001923680305481,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07705589383840561,
|
|
"m": 0.9173615574836731
|
|
},
|
|
{
|
|
"p": 0.06868600100278854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08606189489364624,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07054746150970459,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 189,
|
|
"train_loss": 0.713593602180481,
|
|
"val_loss": 0.6243139505386353,
|
|
"acc": 74.19,
|
|
"time": 119.29518395299965,
|
|
"param": [
|
|
{
|
|
"p": 0.09575953334569931,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08823852986097336,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06993130594491959,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.034760981798172,
|
|
"m": 0.812741756439209
|
|
},
|
|
{
|
|
"p": 0.0702214315533638,
|
|
"m": 0.19245672225952148
|
|
},
|
|
{
|
|
"p": 0.09946716576814651,
|
|
"m": 0.8009292483329773
|
|
},
|
|
{
|
|
"p": 0.056807126849889755,
|
|
"m": 0.9293445348739624
|
|
},
|
|
{
|
|
"p": 0.05485682189464569,
|
|
"m": 0.9902024269104004
|
|
},
|
|
{
|
|
"p": 0.08624333888292313,
|
|
"m": 0.8561744689941406
|
|
},
|
|
{
|
|
"p": 0.06943683326244354,
|
|
"m": 0.9933807849884033
|
|
},
|
|
{
|
|
"p": 0.05009214207530022,
|
|
"m": 0.989777684211731
|
|
},
|
|
{
|
|
"p": 0.07476481795310974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08104526996612549,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0683746337890625,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 190,
|
|
"train_loss": 0.6763838529586792,
|
|
"val_loss": 0.8376660346984863,
|
|
"acc": 73.82,
|
|
"time": 119.31055787700097,
|
|
"param": [
|
|
{
|
|
"p": 0.06794073432683945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07897798717021942,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08048726618289948,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06625702977180481,
|
|
"m": 0.8692370653152466
|
|
},
|
|
{
|
|
"p": 0.09296783059835434,
|
|
"m": 0.26734644174575806
|
|
},
|
|
{
|
|
"p": 0.0425129309296608,
|
|
"m": 0.8966408371925354
|
|
},
|
|
{
|
|
"p": 0.06085628643631935,
|
|
"m": 0.9469606876373291
|
|
},
|
|
{
|
|
"p": 0.08270741999149323,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06487621366977692,
|
|
"m": 0.862980306148529
|
|
},
|
|
{
|
|
"p": 0.07989838719367981,
|
|
"m": 0.9526316523551941
|
|
},
|
|
{
|
|
"p": 0.07039674371480942,
|
|
"m": 0.946692705154419
|
|
},
|
|
{
|
|
"p": 0.054313626140356064,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06791677325963974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08989078551530838,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 191,
|
|
"train_loss": 0.5403074026107788,
|
|
"val_loss": 0.7773756980895996,
|
|
"acc": 74.52,
|
|
"time": 120.20820028200251,
|
|
"param": [
|
|
{
|
|
"p": 0.08229480683803558,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06672544032335281,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04548444226384163,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04266552999615669,
|
|
"m": 0.9212347865104675
|
|
},
|
|
{
|
|
"p": 0.06416541337966919,
|
|
"m": 0.2705932855606079
|
|
},
|
|
{
|
|
"p": 0.086471326649189,
|
|
"m": 0.8503499031066895
|
|
},
|
|
{
|
|
"p": 0.07004772126674652,
|
|
"m": 0.9060880541801453
|
|
},
|
|
{
|
|
"p": 0.08264756947755814,
|
|
"m": 0.9227941632270813
|
|
},
|
|
{
|
|
"p": 0.10309009999036789,
|
|
"m": 0.9247267246246338
|
|
},
|
|
{
|
|
"p": 0.05424299091100693,
|
|
"m": 0.9453466534614563
|
|
},
|
|
{
|
|
"p": 0.0629177838563919,
|
|
"m": 0.9871295094490051
|
|
},
|
|
{
|
|
"p": 0.07462171465158463,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09008444100618362,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07454068958759308,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 192,
|
|
"train_loss": 0.49284952878952026,
|
|
"val_loss": 0.8060274124145508,
|
|
"acc": 74.47,
|
|
"time": 117.68281801199919,
|
|
"param": [
|
|
{
|
|
"p": 0.05103135108947754,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0681738331913948,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11636973172426224,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04463769868016243,
|
|
"m": 0.8363078236579895
|
|
},
|
|
{
|
|
"p": 0.03195648267865181,
|
|
"m": 0.23439158499240875
|
|
},
|
|
{
|
|
"p": 0.0696735829114914,
|
|
"m": 0.7520041465759277
|
|
},
|
|
{
|
|
"p": 0.054376665502786636,
|
|
"m": 0.8277767896652222
|
|
},
|
|
{
|
|
"p": 0.06480609625577927,
|
|
"m": 0.8863328695297241
|
|
},
|
|
{
|
|
"p": 0.04440084472298622,
|
|
"m": 0.8083543181419373
|
|
},
|
|
{
|
|
"p": 0.09199459105730057,
|
|
"m": 0.9921717643737793
|
|
},
|
|
{
|
|
"p": 0.09170852601528168,
|
|
"m": 0.8616665005683899
|
|
},
|
|
{
|
|
"p": 0.09899771958589554,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08224393427371979,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08962894976139069,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 193,
|
|
"train_loss": 0.4871845245361328,
|
|
"val_loss": 0.7590248584747314,
|
|
"acc": 74.2,
|
|
"time": 120.09471891099747,
|
|
"param": [
|
|
{
|
|
"p": 0.07883147150278091,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03736399859189987,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08484802395105362,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03892486169934273,
|
|
"m": 0.7536614537239075
|
|
},
|
|
{
|
|
"p": 0.06412747502326965,
|
|
"m": 0.26449054479599
|
|
},
|
|
{
|
|
"p": 0.06530055403709412,
|
|
"m": 0.6673153638839722
|
|
},
|
|
{
|
|
"p": 0.0853150263428688,
|
|
"m": 0.7162986993789673
|
|
},
|
|
{
|
|
"p": 0.10396191477775574,
|
|
"m": 0.9713929891586304
|
|
},
|
|
{
|
|
"p": 0.05251411721110344,
|
|
"m": 0.7551112174987793
|
|
},
|
|
{
|
|
"p": 0.05967085808515549,
|
|
"m": 0.9314471483230591
|
|
},
|
|
{
|
|
"p": 0.07448281347751617,
|
|
"m": 0.8326676487922668
|
|
},
|
|
{
|
|
"p": 0.08522792905569077,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08629531413316727,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08313572406768799,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 194,
|
|
"train_loss": 0.5809420347213745,
|
|
"val_loss": 0.9736065864562988,
|
|
"acc": 74.49,
|
|
"time": 109.79517175000001,
|
|
"param": [
|
|
{
|
|
"p": 0.08794870227575302,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0728609636425972,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06186828389763832,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059930991381406784,
|
|
"m": 0.8856630921363831
|
|
},
|
|
{
|
|
"p": 0.06312406808137894,
|
|
"m": 0.3029475510120392
|
|
},
|
|
{
|
|
"p": 0.04678267985582352,
|
|
"m": 0.6924658417701721
|
|
},
|
|
{
|
|
"p": 0.07689272612333298,
|
|
"m": 0.6826793551445007
|
|
},
|
|
{
|
|
"p": 0.07883653044700623,
|
|
"m": 0.9968902468681335
|
|
},
|
|
{
|
|
"p": 0.09358948469161987,
|
|
"m": 0.9884419441223145
|
|
},
|
|
{
|
|
"p": 0.07466409355401993,
|
|
"m": 0.8188369870185852
|
|
},
|
|
{
|
|
"p": 0.11441244930028915,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05554498732089996,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048179902136325836,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06536412239074707,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 195,
|
|
"train_loss": 0.6706886887550354,
|
|
"val_loss": 0.7712832689285278,
|
|
"acc": 73.57,
|
|
"time": 108.65981394499977,
|
|
"param": [
|
|
{
|
|
"p": 0.07576929032802582,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07434848695993423,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06850696355104446,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03546159341931343,
|
|
"m": 0.9610002040863037
|
|
},
|
|
{
|
|
"p": 0.07139237225055695,
|
|
"m": 0.27717554569244385
|
|
},
|
|
{
|
|
"p": 0.07744842767715454,
|
|
"m": 0.6400747895240784
|
|
},
|
|
{
|
|
"p": 0.10929011553525925,
|
|
"m": 0.6498653888702393
|
|
},
|
|
{
|
|
"p": 0.06980205327272415,
|
|
"m": 0.978733479976654
|
|
},
|
|
{
|
|
"p": 0.07235974818468094,
|
|
"m": 0.9546038508415222
|
|
},
|
|
{
|
|
"p": 0.06363066285848618,
|
|
"m": 0.9349277019500732
|
|
},
|
|
{
|
|
"p": 0.0762094184756279,
|
|
"m": 0.9485467672348022
|
|
},
|
|
{
|
|
"p": 0.08060257136821747,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09138832986354828,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03378992900252342,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 196,
|
|
"train_loss": 0.7428398132324219,
|
|
"val_loss": 0.9825034141540527,
|
|
"acc": 73.47,
|
|
"time": 108.50773457899777,
|
|
"param": [
|
|
{
|
|
"p": 0.07272984087467194,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07275466620922089,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05240219831466675,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.023843644186854362,
|
|
"m": 0.8404235243797302
|
|
},
|
|
{
|
|
"p": 0.05698949471116066,
|
|
"m": 0.2434762418270111
|
|
},
|
|
{
|
|
"p": 0.07241624593734741,
|
|
"m": 0.6146152019500732
|
|
},
|
|
{
|
|
"p": 0.08007486164569855,
|
|
"m": 0.8251720070838928
|
|
},
|
|
{
|
|
"p": 0.04003405570983887,
|
|
"m": 0.9997191429138184
|
|
},
|
|
{
|
|
"p": 0.07863393425941467,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11428261548280716,
|
|
"m": 0.9821716547012329
|
|
},
|
|
{
|
|
"p": 0.10000584274530411,
|
|
"m": 0.9911963939666748
|
|
},
|
|
{
|
|
"p": 0.055108629167079926,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11691804230213165,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0638059601187706,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 197,
|
|
"train_loss": 0.6113312840461731,
|
|
"val_loss": 0.7985758185386658,
|
|
"acc": 73.92,
|
|
"time": 113.68666367300102,
|
|
"param": [
|
|
{
|
|
"p": 0.07591505348682404,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061501674354076385,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062465865164995193,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07022358477115631,
|
|
"m": 0.8802271485328674
|
|
},
|
|
{
|
|
"p": 0.06923803687095642,
|
|
"m": 0.2665090560913086
|
|
},
|
|
{
|
|
"p": 0.05867154896259308,
|
|
"m": 0.48106738924980164
|
|
},
|
|
{
|
|
"p": 0.06848915666341782,
|
|
"m": 0.6486878991127014
|
|
},
|
|
{
|
|
"p": 0.07050309330224991,
|
|
"m": 0.9669712781906128
|
|
},
|
|
{
|
|
"p": 0.0717133954167366,
|
|
"m": 0.9069650769233704
|
|
},
|
|
{
|
|
"p": 0.07598163932561874,
|
|
"m": 0.999391496181488
|
|
},
|
|
{
|
|
"p": 0.07357493042945862,
|
|
"m": 0.894063413143158
|
|
},
|
|
{
|
|
"p": 0.06927179545164108,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09865475445985794,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0737953931093216,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 198,
|
|
"train_loss": 0.5160503387451172,
|
|
"val_loss": 0.8843836188316345,
|
|
"acc": 72.43,
|
|
"time": 118.54979700499825,
|
|
"param": [
|
|
{
|
|
"p": 0.07989092916250229,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04258684813976288,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07876985520124435,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06364814937114716,
|
|
"m": 0.7899235486984253
|
|
},
|
|
{
|
|
"p": 0.08459926396608353,
|
|
"m": 0.20001664757728577
|
|
},
|
|
{
|
|
"p": 0.06114602088928223,
|
|
"m": 0.5570091009140015
|
|
},
|
|
{
|
|
"p": 0.0827992781996727,
|
|
"m": 0.6850295066833496
|
|
},
|
|
{
|
|
"p": 0.046762242913246155,
|
|
"m": 0.8623978495597839
|
|
},
|
|
{
|
|
"p": 0.07000423222780228,
|
|
"m": 0.937454104423523
|
|
},
|
|
{
|
|
"p": 0.07532001286745071,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12049651890993118,
|
|
"m": 0.9060913920402527
|
|
},
|
|
{
|
|
"p": 0.04431570693850517,
|
|
"m": 0.9953553676605225
|
|
},
|
|
{
|
|
"p": 0.04292222857475281,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10673870146274567,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 199,
|
|
"train_loss": 0.57597815990448,
|
|
"val_loss": 0.8065459728240967,
|
|
"acc": 73.3,
|
|
"time": 119.65002225200078,
|
|
"param": [
|
|
{
|
|
"p": 0.056956272572278976,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07977893948554993,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09268288314342499,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03344077244400978,
|
|
"m": 0.8080140352249146
|
|
},
|
|
{
|
|
"p": 0.06999551504850388,
|
|
"m": 0.2593556344509125
|
|
},
|
|
{
|
|
"p": 0.06977995485067368,
|
|
"m": 0.508507251739502
|
|
},
|
|
{
|
|
"p": 0.068697489798069,
|
|
"m": 0.723905622959137
|
|
},
|
|
{
|
|
"p": 0.038271091878414154,
|
|
"m": 0.7908980846405029
|
|
},
|
|
{
|
|
"p": 0.09623097628355026,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08695030212402344,
|
|
"m": 0.9117355346679688
|
|
},
|
|
{
|
|
"p": 0.06733707338571548,
|
|
"m": 0.8510252237319946
|
|
},
|
|
{
|
|
"p": 0.052885569632053375,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09118347615003586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09580965340137482,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 200,
|
|
"train_loss": 0.5275571346282959,
|
|
"val_loss": 0.7233710289001465,
|
|
"acc": 74.87,
|
|
"time": 118.36390313800075,
|
|
"param": [
|
|
{
|
|
"p": 0.06073787435889244,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0681595504283905,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08867866545915604,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07063743472099304,
|
|
"m": 0.8785394430160522
|
|
},
|
|
{
|
|
"p": 0.0663735494017601,
|
|
"m": 0.19526784121990204
|
|
},
|
|
{
|
|
"p": 0.04321599379181862,
|
|
"m": 0.4519668519496918
|
|
},
|
|
{
|
|
"p": 0.08784276247024536,
|
|
"m": 0.6516726016998291
|
|
},
|
|
{
|
|
"p": 0.08586311340332031,
|
|
"m": 0.8101292252540588
|
|
},
|
|
{
|
|
"p": 0.05232292786240578,
|
|
"m": 0.8591321706771851
|
|
},
|
|
{
|
|
"p": 0.05532802268862724,
|
|
"m": 0.9137324690818787
|
|
},
|
|
{
|
|
"p": 0.0849621370434761,
|
|
"m": 0.9149228930473328
|
|
},
|
|
{
|
|
"p": 0.10486520081758499,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0521845817565918,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07882822304964066,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
}
|
|
]
|
|
} |