mirror of
https://github.com/AntoineHX/smart_augmentation.git
synced 2025-05-04 12:10:45 +02:00
10147 lines
No EOL
149 KiB
JSON
Executable file
10147 lines
No EOL
149 KiB
JSON
Executable file
{
|
|
"Accuracy": 67.5,
|
|
"Time": [
|
|
120.76998701941,
|
|
13.46908791573871,
|
|
12255.826495398
|
|
],
|
|
"Optimizer": {
|
|
"Meta": {
|
|
"optim": "Adam",
|
|
"lr": 0.01
|
|
},
|
|
"Inner": {
|
|
"optim": "SGD",
|
|
"lr": 0.01,
|
|
"momentum": 0.9
|
|
}
|
|
},
|
|
"Device": "TITAN RTX",
|
|
"Param_names": [
|
|
"Identity",
|
|
"FlipUD",
|
|
"FlipLR",
|
|
"Rotate",
|
|
"TranslateX",
|
|
"TranslateY",
|
|
"ShearX",
|
|
"ShearY",
|
|
"Contrast",
|
|
"Color",
|
|
"Brightness",
|
|
"Sharpness",
|
|
"Posterize",
|
|
"Solarize",
|
|
"BShearX",
|
|
"BShearY",
|
|
"BTranslateX-",
|
|
"BTranslateY",
|
|
"BTranslateY-",
|
|
"BadContrast",
|
|
"BadBrightness",
|
|
"Random",
|
|
"RandBlend"
|
|
],
|
|
"Log": [
|
|
{
|
|
"epoch": 1,
|
|
"train_loss": 4.415218353271484,
|
|
"val_loss": 2.1459741592407227,
|
|
"acc": 19.7,
|
|
"time": 70.196029923,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 2,
|
|
"train_loss": 4.257805824279785,
|
|
"val_loss": 1.9936915636062622,
|
|
"acc": 30.76,
|
|
"time": 79.02916270600001,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 3,
|
|
"train_loss": 4.070899486541748,
|
|
"val_loss": 1.8773016929626465,
|
|
"acc": 36.57,
|
|
"time": 75.15198614299999,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 4,
|
|
"train_loss": 4.119534492492676,
|
|
"val_loss": 1.7839233875274658,
|
|
"acc": 41.3,
|
|
"time": 78.15894860699999,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 5,
|
|
"train_loss": 3.8169941902160645,
|
|
"val_loss": 1.7354799509048462,
|
|
"acc": 44.46,
|
|
"time": 96.56401356999999,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 6,
|
|
"train_loss": 3.899190902709961,
|
|
"val_loss": 1.7093626260757446,
|
|
"acc": 43.28,
|
|
"time": 101.18795718400003,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 7,
|
|
"train_loss": 3.803605079650879,
|
|
"val_loss": 1.6052707433700562,
|
|
"acc": 47.69,
|
|
"time": 106.72416024500001,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 8,
|
|
"train_loss": 3.6423707008361816,
|
|
"val_loss": 1.5515446662902832,
|
|
"acc": 48.97,
|
|
"time": 98.49489047599991,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 9,
|
|
"train_loss": 3.6749684810638428,
|
|
"val_loss": 1.557136058807373,
|
|
"acc": 50.89,
|
|
"time": 105.26885004799999,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 10,
|
|
"train_loss": 3.9111595153808594,
|
|
"val_loss": 1.5027693510055542,
|
|
"acc": 51.28,
|
|
"time": 110.87866709599996,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 11,
|
|
"train_loss": 3.718625545501709,
|
|
"val_loss": 1.3961161375045776,
|
|
"acc": 53.52,
|
|
"time": 111.27479781200009,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 12,
|
|
"train_loss": 3.5688295364379883,
|
|
"val_loss": 1.4280132055282593,
|
|
"acc": 54.07,
|
|
"time": 112.23915275600007,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 13,
|
|
"train_loss": 3.6410293579101562,
|
|
"val_loss": 1.3736146688461304,
|
|
"acc": 56.02,
|
|
"time": 114.10191900000018,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 14,
|
|
"train_loss": 3.6810555458068848,
|
|
"val_loss": 1.3845700025558472,
|
|
"acc": 56.36,
|
|
"time": 112.93540099300003,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 15,
|
|
"train_loss": 3.5991506576538086,
|
|
"val_loss": 1.3326139450073242,
|
|
"acc": 56.97,
|
|
"time": 114.88161206599989,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 16,
|
|
"train_loss": 3.668766975402832,
|
|
"val_loss": 1.3033171892166138,
|
|
"acc": 58.65,
|
|
"time": 120.80847863300005,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 17,
|
|
"train_loss": 3.4794912338256836,
|
|
"val_loss": 1.3536567687988281,
|
|
"acc": 56.65,
|
|
"time": 122.86833669099997,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 18,
|
|
"train_loss": 3.621438980102539,
|
|
"val_loss": 1.2739999294281006,
|
|
"acc": 58.42,
|
|
"time": 121.602185835,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 19,
|
|
"train_loss": 3.3508198261260986,
|
|
"val_loss": 1.2666641473770142,
|
|
"acc": 60.52,
|
|
"time": 113.77707230300007,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 20,
|
|
"train_loss": 3.4989264011383057,
|
|
"val_loss": 1.3259568214416504,
|
|
"acc": 59.97,
|
|
"time": 111.75887696099994,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 21,
|
|
"train_loss": 3.3485662937164307,
|
|
"val_loss": 1.246964693069458,
|
|
"acc": 60.84,
|
|
"time": 111.2469669520001,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 22,
|
|
"train_loss": 3.506141185760498,
|
|
"val_loss": 1.3054896593093872,
|
|
"acc": 61.03,
|
|
"time": 114.5889157810002,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 23,
|
|
"train_loss": 3.3198018074035645,
|
|
"val_loss": 1.2060002088546753,
|
|
"acc": 60.69,
|
|
"time": 111.883519901,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 24,
|
|
"train_loss": 3.44003963470459,
|
|
"val_loss": 1.1256558895111084,
|
|
"acc": 61.94,
|
|
"time": 115.0630246159999,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 25,
|
|
"train_loss": 3.227498769760132,
|
|
"val_loss": 1.2340214252471924,
|
|
"acc": 61.2,
|
|
"time": 115.11711390000028,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 26,
|
|
"train_loss": 3.3599119186401367,
|
|
"val_loss": 1.3310797214508057,
|
|
"acc": 60.99,
|
|
"time": 114.21354794699982,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 27,
|
|
"train_loss": 3.4611120223999023,
|
|
"val_loss": 1.1828207969665527,
|
|
"acc": 62.8,
|
|
"time": 120.5997159210001,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 28,
|
|
"train_loss": 3.322678565979004,
|
|
"val_loss": 1.186228632926941,
|
|
"acc": 62.4,
|
|
"time": 116.8864612479997,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 29,
|
|
"train_loss": 3.3270132541656494,
|
|
"val_loss": 1.2006840705871582,
|
|
"acc": 62.39,
|
|
"time": 117.67877633499984,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 30,
|
|
"train_loss": 3.1145377159118652,
|
|
"val_loss": 1.2379857301712036,
|
|
"acc": 62.32,
|
|
"time": 112.00991220000014,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 31,
|
|
"train_loss": 3.1506834030151367,
|
|
"val_loss": 1.173149824142456,
|
|
"acc": 61.33,
|
|
"time": 117.14402201499979,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 32,
|
|
"train_loss": 3.5394222736358643,
|
|
"val_loss": 1.1237215995788574,
|
|
"acc": 64.0,
|
|
"time": 111.26272623099976,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 33,
|
|
"train_loss": 3.1260130405426025,
|
|
"val_loss": 1.123139500617981,
|
|
"acc": 64.93,
|
|
"time": 113.64809293000008,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 34,
|
|
"train_loss": 3.519132137298584,
|
|
"val_loss": 1.110761284828186,
|
|
"acc": 63.98,
|
|
"time": 118.00936120699998,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 35,
|
|
"train_loss": 3.196125030517578,
|
|
"val_loss": 1.2412762641906738,
|
|
"acc": 64.4,
|
|
"time": 113.10412915300003,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 36,
|
|
"train_loss": 3.168764352798462,
|
|
"val_loss": 1.0898903608322144,
|
|
"acc": 65.11,
|
|
"time": 117.79223551999985,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 37,
|
|
"train_loss": 3.161904811859131,
|
|
"val_loss": 1.1265860795974731,
|
|
"acc": 64.43,
|
|
"time": 118.90741604800041,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 38,
|
|
"train_loss": 3.102447986602783,
|
|
"val_loss": 1.1634150743484497,
|
|
"acc": 64.31,
|
|
"time": 113.2879591889996,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 39,
|
|
"train_loss": 3.0461387634277344,
|
|
"val_loss": 1.1440531015396118,
|
|
"acc": 63.85,
|
|
"time": 113.5951648549999,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 40,
|
|
"train_loss": 3.1799168586730957,
|
|
"val_loss": 1.193589448928833,
|
|
"acc": 64.96,
|
|
"time": 114.19783006199941,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 41,
|
|
"train_loss": 3.1140873432159424,
|
|
"val_loss": 1.1375505924224854,
|
|
"acc": 65.31,
|
|
"time": 113.83311305500047,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 42,
|
|
"train_loss": 3.1443264484405518,
|
|
"val_loss": 1.1242420673370361,
|
|
"acc": 64.2,
|
|
"time": 112.45984679100002,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 43,
|
|
"train_loss": 3.015953540802002,
|
|
"val_loss": 1.1397405862808228,
|
|
"acc": 65.3,
|
|
"time": 110.71973553799944,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 44,
|
|
"train_loss": 3.1574649810791016,
|
|
"val_loss": 1.09511399269104,
|
|
"acc": 65.12,
|
|
"time": 112.55015841800014,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 45,
|
|
"train_loss": 2.9858922958374023,
|
|
"val_loss": 1.1744157075881958,
|
|
"acc": 65.2,
|
|
"time": 115.7713625840006,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 46,
|
|
"train_loss": 3.1767385005950928,
|
|
"val_loss": 1.1700935363769531,
|
|
"acc": 63.09,
|
|
"time": 114.21384757000033,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 47,
|
|
"train_loss": 2.875675916671753,
|
|
"val_loss": 1.1188784837722778,
|
|
"acc": 65.89,
|
|
"time": 122.09234723000009,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 48,
|
|
"train_loss": 3.433868408203125,
|
|
"val_loss": 1.1410956382751465,
|
|
"acc": 65.19,
|
|
"time": 121.61805275799998,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 49,
|
|
"train_loss": 2.9941186904907227,
|
|
"val_loss": 1.166745662689209,
|
|
"acc": 65.96,
|
|
"time": 119.33391692199984,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 50,
|
|
"train_loss": 2.974574565887451,
|
|
"val_loss": 1.1863694190979004,
|
|
"acc": 64.43,
|
|
"time": 119.34312670999952,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 51,
|
|
"train_loss": 3.2459614276885986,
|
|
"val_loss": 1.2264339923858643,
|
|
"acc": 65.05,
|
|
"time": 118.88180538699999,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 52,
|
|
"train_loss": 2.8234519958496094,
|
|
"val_loss": 1.0161691904067993,
|
|
"acc": 65.61,
|
|
"time": 113.05822113500017,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 53,
|
|
"train_loss": 3.1501784324645996,
|
|
"val_loss": 1.1415060758590698,
|
|
"acc": 64.97,
|
|
"time": 110.6598749549994,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 54,
|
|
"train_loss": 3.0082201957702637,
|
|
"val_loss": 1.0364688634872437,
|
|
"acc": 66.43,
|
|
"time": 123.57635002299958,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 55,
|
|
"train_loss": 2.9077959060668945,
|
|
"val_loss": 1.1325396299362183,
|
|
"acc": 65.15,
|
|
"time": 134.3133075579999,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 56,
|
|
"train_loss": 3.141268730163574,
|
|
"val_loss": 1.0752171277999878,
|
|
"acc": 66.04,
|
|
"time": 131.0869928279999,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 57,
|
|
"train_loss": 3.007735252380371,
|
|
"val_loss": 1.1194748878479004,
|
|
"acc": 65.51,
|
|
"time": 127.51919113000076,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 58,
|
|
"train_loss": 2.849097728729248,
|
|
"val_loss": 1.0875194072723389,
|
|
"acc": 65.91,
|
|
"time": 132.49075032600012,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 59,
|
|
"train_loss": 2.903690814971924,
|
|
"val_loss": 1.1678816080093384,
|
|
"acc": 65.77,
|
|
"time": 131.89190156299992,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 60,
|
|
"train_loss": 3.1770620346069336,
|
|
"val_loss": 0.9930444359779358,
|
|
"acc": 66.08,
|
|
"time": 131.0185538529995,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 61,
|
|
"train_loss": 2.819288969039917,
|
|
"val_loss": 0.9830133318901062,
|
|
"acc": 66.04,
|
|
"time": 133.20249414499995,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 62,
|
|
"train_loss": 2.7628731727600098,
|
|
"val_loss": 1.0421485900878906,
|
|
"acc": 65.91,
|
|
"time": 129.44483871600005,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 63,
|
|
"train_loss": 2.8943605422973633,
|
|
"val_loss": 1.1581448316574097,
|
|
"acc": 66.68,
|
|
"time": 132.87078169899996,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 64,
|
|
"train_loss": 3.029294729232788,
|
|
"val_loss": 1.1892390251159668,
|
|
"acc": 65.94,
|
|
"time": 133.9432410950003,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 65,
|
|
"train_loss": 3.1185760498046875,
|
|
"val_loss": 1.0690300464630127,
|
|
"acc": 66.33,
|
|
"time": 135.9365898750002,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 66,
|
|
"train_loss": 3.1100873947143555,
|
|
"val_loss": 1.1029744148254395,
|
|
"acc": 65.88,
|
|
"time": 127.87599777800006,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 67,
|
|
"train_loss": 3.1498796939849854,
|
|
"val_loss": 1.032853364944458,
|
|
"acc": 65.69,
|
|
"time": 129.89092512299976,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 68,
|
|
"train_loss": 2.998424530029297,
|
|
"val_loss": 1.017329454421997,
|
|
"acc": 66.09,
|
|
"time": 131.10573627699978,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 69,
|
|
"train_loss": 3.0863327980041504,
|
|
"val_loss": 1.0640339851379395,
|
|
"acc": 65.98,
|
|
"time": 133.42265946800035,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 70,
|
|
"train_loss": 2.8660855293273926,
|
|
"val_loss": 1.1283577680587769,
|
|
"acc": 66.17,
|
|
"time": 134.49439873600113,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 71,
|
|
"train_loss": 2.7077770233154297,
|
|
"val_loss": 0.9681764841079712,
|
|
"acc": 66.67,
|
|
"time": 134.2007090040006,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 72,
|
|
"train_loss": 2.920166254043579,
|
|
"val_loss": 1.043366551399231,
|
|
"acc": 66.2,
|
|
"time": 132.6548678729996,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 73,
|
|
"train_loss": 3.1303534507751465,
|
|
"val_loss": 1.0550590753555298,
|
|
"acc": 65.93,
|
|
"time": 136.38824110099995,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 74,
|
|
"train_loss": 3.0377511978149414,
|
|
"val_loss": 0.9667263031005859,
|
|
"acc": 67.21,
|
|
"time": 133.67231648100096,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 75,
|
|
"train_loss": 2.9732255935668945,
|
|
"val_loss": 1.060418963432312,
|
|
"acc": 66.99,
|
|
"time": 131.1545834640001,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 76,
|
|
"train_loss": 2.915059804916382,
|
|
"val_loss": 1.063025712966919,
|
|
"acc": 67.17,
|
|
"time": 132.16995310600032,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 77,
|
|
"train_loss": 2.7520761489868164,
|
|
"val_loss": 1.0939503908157349,
|
|
"acc": 66.07,
|
|
"time": 131.31264336800086,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 78,
|
|
"train_loss": 3.1100854873657227,
|
|
"val_loss": 1.0180469751358032,
|
|
"acc": 65.96,
|
|
"time": 132.86958972799948,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 79,
|
|
"train_loss": 2.84818172454834,
|
|
"val_loss": 1.0743855237960815,
|
|
"acc": 66.41,
|
|
"time": 131.38491079099913,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 80,
|
|
"train_loss": 2.797755002975464,
|
|
"val_loss": 1.0411232709884644,
|
|
"acc": 66.95,
|
|
"time": 129.649544210999,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 81,
|
|
"train_loss": 2.910782814025879,
|
|
"val_loss": 1.0963307619094849,
|
|
"acc": 66.46,
|
|
"time": 125.69109201100036,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 82,
|
|
"train_loss": 2.8062102794647217,
|
|
"val_loss": 1.1340608596801758,
|
|
"acc": 65.89,
|
|
"time": 132.39188356299928,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 83,
|
|
"train_loss": 2.878018379211426,
|
|
"val_loss": 1.0922008752822876,
|
|
"acc": 67.5,
|
|
"time": 129.81899454500126,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 84,
|
|
"train_loss": 3.0866951942443848,
|
|
"val_loss": 1.1143414974212646,
|
|
"acc": 66.37,
|
|
"time": 127.93799532900084,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 85,
|
|
"train_loss": 2.8389182090759277,
|
|
"val_loss": 1.0642250776290894,
|
|
"acc": 66.2,
|
|
"time": 130.08281763100058,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 86,
|
|
"train_loss": 3.000113010406494,
|
|
"val_loss": 1.0357402563095093,
|
|
"acc": 66.13,
|
|
"time": 127.51723049700013,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 87,
|
|
"train_loss": 2.952265739440918,
|
|
"val_loss": 1.1096810102462769,
|
|
"acc": 66.05,
|
|
"time": 136.51752103099898,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 88,
|
|
"train_loss": 2.806668519973755,
|
|
"val_loss": 0.9632275104522705,
|
|
"acc": 67.1,
|
|
"time": 137.19289960800052,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 89,
|
|
"train_loss": 2.7823493480682373,
|
|
"val_loss": 1.1098698377609253,
|
|
"acc": 67.18,
|
|
"time": 133.83433769799922,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 90,
|
|
"train_loss": 2.9325361251831055,
|
|
"val_loss": 1.0326135158538818,
|
|
"acc": 66.84,
|
|
"time": 130.51046273599968,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 91,
|
|
"train_loss": 2.7770376205444336,
|
|
"val_loss": 0.9467161893844604,
|
|
"acc": 67.29,
|
|
"time": 138.09530987700055,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 92,
|
|
"train_loss": 2.891482353210449,
|
|
"val_loss": 1.0469788312911987,
|
|
"acc": 66.7,
|
|
"time": 123.92106022600092,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 93,
|
|
"train_loss": 2.9064035415649414,
|
|
"val_loss": 1.09396231174469,
|
|
"acc": 65.82,
|
|
"time": 130.07500728100058,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 94,
|
|
"train_loss": 2.7815756797790527,
|
|
"val_loss": 0.9926179051399231,
|
|
"acc": 67.21,
|
|
"time": 135.20579403299962,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 95,
|
|
"train_loss": 3.0449655055999756,
|
|
"val_loss": 1.052693486213684,
|
|
"acc": 66.97,
|
|
"time": 134.99928538099994,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 96,
|
|
"train_loss": 2.819718599319458,
|
|
"val_loss": 1.06485915184021,
|
|
"acc": 67.34,
|
|
"time": 129.5824341970001,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 97,
|
|
"train_loss": 2.745694875717163,
|
|
"val_loss": 1.0957406759262085,
|
|
"acc": 66.91,
|
|
"time": 132.93426231299964,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 98,
|
|
"train_loss": 2.486117124557495,
|
|
"val_loss": 1.0388330221176147,
|
|
"acc": 67.17,
|
|
"time": 132.39625913000054,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 99,
|
|
"train_loss": 2.730787515640259,
|
|
"val_loss": 1.0849555730819702,
|
|
"acc": 66.06,
|
|
"time": 131.48532451899882,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 100,
|
|
"train_loss": 2.6811935901641846,
|
|
"val_loss": 1.0307914018630981,
|
|
"acc": 66.73,
|
|
"time": 134.59186090299954,
|
|
"param": [
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043478261679410934,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
}
|
|
]
|
|
} |