mirror of
https://github.com/AntoineHX/smart_augmentation.git
synced 2025-05-04 20:20:46 +02:00
7729 lines
No EOL
138 KiB
JSON
Executable file
7729 lines
No EOL
138 KiB
JSON
Executable file
{
|
|
"Accuracy": 66.95,
|
|
"Time": [
|
|
86.26866481148994,
|
|
2.1045756520515257
|
|
],
|
|
"Device": "TITAN RTX",
|
|
"Param_names": [
|
|
"Identity",
|
|
"FlipUD",
|
|
"FlipLR",
|
|
"Rotate",
|
|
"TranslateX",
|
|
"TranslateY",
|
|
"ShearX",
|
|
"ShearY",
|
|
"+Contrast",
|
|
"+Color",
|
|
"+Brightness",
|
|
"+Sharpness",
|
|
"-Contrast",
|
|
"-Color",
|
|
"-Brightness",
|
|
"-Sharpness",
|
|
"=Posterize"
|
|
],
|
|
"Log": [
|
|
{
|
|
"epoch": 1,
|
|
"train_loss": 2.24951434135437,
|
|
"val_loss": 2.265065908432007,
|
|
"acc": 16.51,
|
|
"time": 79.68836606800001,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9496062397956848
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9496062397956848
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9496062397956848
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9496062397956848
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9496062397956848
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9496062397956848
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9496062397956848
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9496062397956848
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9496062397956848
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9496062397956848
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9496062397956848
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9496062397956848
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9496062397956848
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9496062397956848
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9496062397956848
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9496062397956848
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9496062397956848
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 2,
|
|
"train_loss": 2.017319440841675,
|
|
"val_loss": 1.977723479270935,
|
|
"acc": 28.36,
|
|
"time": 80.05083581600002,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9158045053482056
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9158045053482056
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9158045053482056
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9158045053482056
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9158045053482056
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9158045053482056
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9158045053482056
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9158045053482056
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9158045053482056
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9158045053482056
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9158045053482056
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9158045053482056
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9158045053482056
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9158045053482056
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9158045053482056
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9158045053482056
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9158045053482056
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 3,
|
|
"train_loss": 1.9127877950668335,
|
|
"val_loss": 1.83078932762146,
|
|
"acc": 34.39,
|
|
"time": 84.109801651,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9067238569259644
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9067238569259644
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9067238569259644
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9067238569259644
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9067238569259644
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9067238569259644
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9067238569259644
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9067238569259644
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9067238569259644
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9067238569259644
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9067238569259644
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9067238569259644
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9067238569259644
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9067238569259644
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9067238569259644
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9067238569259644
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.9067238569259644
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 4,
|
|
"train_loss": 1.853293776512146,
|
|
"val_loss": 1.6305232048034668,
|
|
"acc": 40.38,
|
|
"time": 82.88683308700001,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8812652230262756
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8812652230262756
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8812652230262756
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8812652230262756
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8812652230262756
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8812652230262756
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8812652230262756
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8812652230262756
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8812652230262756
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8812652230262756
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8812652230262756
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8812652230262756
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8812652230262756
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8812652230262756
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8812652230262756
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8812652230262756
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8812652230262756
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 5,
|
|
"train_loss": 1.7077505588531494,
|
|
"val_loss": 1.6646608114242554,
|
|
"acc": 42.13,
|
|
"time": 84.43854118500002,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8500623106956482
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8500623106956482
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8500623106956482
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8500623106956482
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8500623106956482
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8500623106956482
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8500623106956482
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8500623106956482
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8500623106956482
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8500623106956482
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8500623106956482
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8500623106956482
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8500623106956482
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8500623106956482
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8500623106956482
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8500623106956482
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8500623106956482
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 6,
|
|
"train_loss": 1.6586159467697144,
|
|
"val_loss": 1.5921708345413208,
|
|
"acc": 44.3,
|
|
"time": 84.61437747500003,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8393474817276001
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8393474817276001
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8393474817276001
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8393474817276001
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8393474817276001
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8393474817276001
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8393474817276001
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8393474817276001
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8393474817276001
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8393474817276001
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8393474817276001
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8393474817276001
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8393474817276001
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8393474817276001
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8393474817276001
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8393474817276001
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8393474817276001
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 7,
|
|
"train_loss": 1.5665934085845947,
|
|
"val_loss": 1.488065481185913,
|
|
"acc": 46.74,
|
|
"time": 84.626138836,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8368827700614929
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8368827700614929
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8368827700614929
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8368827700614929
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8368827700614929
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8368827700614929
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8368827700614929
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8368827700614929
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8368827700614929
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8368827700614929
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8368827700614929
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8368827700614929
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8368827700614929
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8368827700614929
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8368827700614929
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8368827700614929
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8368827700614929
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 8,
|
|
"train_loss": 1.6677029132843018,
|
|
"val_loss": 1.442391276359558,
|
|
"acc": 47.83,
|
|
"time": 82.68862863499999,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8247502446174622
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8247502446174622
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8247502446174622
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8247502446174622
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8247502446174622
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8247502446174622
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8247502446174622
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8247502446174622
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8247502446174622
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8247502446174622
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8247502446174622
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8247502446174622
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8247502446174622
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8247502446174622
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8247502446174622
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8247502446174622
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.8247502446174622
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 9,
|
|
"train_loss": 1.4232289791107178,
|
|
"val_loss": 1.4681802988052368,
|
|
"acc": 50.88,
|
|
"time": 83.44367217399997,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7910106778144836
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7910106778144836
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7910106778144836
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7910106778144836
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7910106778144836
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7910106778144836
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7910106778144836
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7910106778144836
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7910106778144836
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7910106778144836
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7910106778144836
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7910106778144836
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7910106778144836
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7910106778144836
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7910106778144836
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7910106778144836
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7910106778144836
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 10,
|
|
"train_loss": 1.227369785308838,
|
|
"val_loss": 1.3327877521514893,
|
|
"acc": 51.47,
|
|
"time": 83.039844141,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.751422107219696
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.751422107219696
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.751422107219696
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.751422107219696
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.751422107219696
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.751422107219696
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.751422107219696
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.751422107219696
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.751422107219696
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.751422107219696
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.751422107219696
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.751422107219696
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.751422107219696
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.751422107219696
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.751422107219696
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.751422107219696
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.751422107219696
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 11,
|
|
"train_loss": 1.471962809562683,
|
|
"val_loss": 1.3222707509994507,
|
|
"acc": 51.85,
|
|
"time": 85.01949314700005,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7197481989860535
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7197481989860535
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7197481989860535
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7197481989860535
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7197481989860535
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7197481989860535
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7197481989860535
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7197481989860535
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7197481989860535
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7197481989860535
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7197481989860535
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7197481989860535
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7197481989860535
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7197481989860535
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7197481989860535
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7197481989860535
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7197481989860535
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 12,
|
|
"train_loss": 1.4928362369537354,
|
|
"val_loss": 1.3688572645187378,
|
|
"acc": 54.06,
|
|
"time": 86.06578510999987,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7128525972366333
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7128525972366333
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7128525972366333
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7128525972366333
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7128525972366333
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7128525972366333
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7128525972366333
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7128525972366333
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7128525972366333
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7128525972366333
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7128525972366333
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7128525972366333
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7128525972366333
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7128525972366333
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7128525972366333
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7128525972366333
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.7128525972366333
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 13,
|
|
"train_loss": 1.30391263961792,
|
|
"val_loss": 1.331458568572998,
|
|
"acc": 54.14,
|
|
"time": 89.63789756999995,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6971789002418518
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6971789002418518
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6971789002418518
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6971789002418518
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6971789002418518
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6971789002418518
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6971789002418518
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6971789002418518
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6971789002418518
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6971789002418518
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6971789002418518
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6971789002418518
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6971789002418518
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6971789002418518
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6971789002418518
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6971789002418518
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6971789002418518
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 14,
|
|
"train_loss": 1.3225234746932983,
|
|
"val_loss": 1.3309364318847656,
|
|
"acc": 55.92,
|
|
"time": 86.14820133900002,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6656166315078735
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6656166315078735
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6656166315078735
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6656166315078735
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6656166315078735
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6656166315078735
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6656166315078735
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6656166315078735
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6656166315078735
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6656166315078735
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6656166315078735
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6656166315078735
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6656166315078735
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6656166315078735
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6656166315078735
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6656166315078735
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6656166315078735
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 15,
|
|
"train_loss": 1.2578133344650269,
|
|
"val_loss": 1.1680071353912354,
|
|
"acc": 56.44,
|
|
"time": 87.96405806000007,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6663584113121033
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6663584113121033
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6663584113121033
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6663584113121033
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6663584113121033
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6663584113121033
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6663584113121033
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6663584113121033
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6663584113121033
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6663584113121033
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6663584113121033
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6663584113121033
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6663584113121033
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6663584113121033
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6663584113121033
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6663584113121033
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6663584113121033
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 16,
|
|
"train_loss": 1.2128548622131348,
|
|
"val_loss": 1.3015236854553223,
|
|
"acc": 55.42,
|
|
"time": 84.03764793200003,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6768870949745178
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6768870949745178
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6768870949745178
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6768870949745178
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6768870949745178
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6768870949745178
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6768870949745178
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6768870949745178
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6768870949745178
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6768870949745178
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6768870949745178
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6768870949745178
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6768870949745178
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6768870949745178
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6768870949745178
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6768870949745178
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6768870949745178
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 17,
|
|
"train_loss": 1.127069115638733,
|
|
"val_loss": 1.1745541095733643,
|
|
"acc": 58.08,
|
|
"time": 89.14858326400008,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6813079714775085
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6813079714775085
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6813079714775085
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6813079714775085
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6813079714775085
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6813079714775085
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6813079714775085
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6813079714775085
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6813079714775085
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6813079714775085
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6813079714775085
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6813079714775085
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6813079714775085
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6813079714775085
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6813079714775085
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6813079714775085
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6813079714775085
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 18,
|
|
"train_loss": 1.241232991218567,
|
|
"val_loss": 1.2690937519073486,
|
|
"acc": 57.65,
|
|
"time": 85.27697863599997,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6837638020515442
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6837638020515442
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6837638020515442
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6837638020515442
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6837638020515442
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6837638020515442
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6837638020515442
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6837638020515442
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6837638020515442
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6837638020515442
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6837638020515442
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6837638020515442
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6837638020515442
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6837638020515442
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6837638020515442
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6837638020515442
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6837638020515442
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 19,
|
|
"train_loss": 1.19052255153656,
|
|
"val_loss": 1.215216875076294,
|
|
"acc": 58.91,
|
|
"time": 88.95367142400005,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.662497341632843
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.662497341632843
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.662497341632843
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.662497341632843
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.662497341632843
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.662497341632843
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.662497341632843
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.662497341632843
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.662497341632843
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.662497341632843
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.662497341632843
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.662497341632843
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.662497341632843
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.662497341632843
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.662497341632843
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.662497341632843
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.662497341632843
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 20,
|
|
"train_loss": 1.0385719537734985,
|
|
"val_loss": 1.1386773586273193,
|
|
"acc": 59.08,
|
|
"time": 91.30962677999992,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6429516077041626
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6429516077041626
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6429516077041626
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6429516077041626
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6429516077041626
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6429516077041626
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6429516077041626
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6429516077041626
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6429516077041626
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6429516077041626
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6429516077041626
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6429516077041626
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6429516077041626
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6429516077041626
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6429516077041626
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6429516077041626
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.6429516077041626
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 21,
|
|
"train_loss": 1.10325288772583,
|
|
"val_loss": 1.0502784252166748,
|
|
"acc": 61.22,
|
|
"time": 86.2826358069999,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.574255108833313
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.574255108833313
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.574255108833313
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.574255108833313
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.574255108833313
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.574255108833313
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.574255108833313
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.574255108833313
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.574255108833313
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.574255108833313
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.574255108833313
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.574255108833313
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.574255108833313
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.574255108833313
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.574255108833313
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.574255108833313
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.574255108833313
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 22,
|
|
"train_loss": 1.1970570087432861,
|
|
"val_loss": 1.187347650527954,
|
|
"acc": 59.26,
|
|
"time": 87.54654398700018,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.5135635733604431
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.5135635733604431
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.5135635733604431
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.5135635733604431
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.5135635733604431
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.5135635733604431
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.5135635733604431
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.5135635733604431
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.5135635733604431
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.5135635733604431
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.5135635733604431
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.5135635733604431
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.5135635733604431
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.5135635733604431
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.5135635733604431
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.5135635733604431
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.5135635733604431
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 23,
|
|
"train_loss": 1.144233226776123,
|
|
"val_loss": 1.239277720451355,
|
|
"acc": 60.21,
|
|
"time": 84.300404136,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4833661913871765
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4833661913871765
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4833661913871765
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4833661913871765
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4833661913871765
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4833661913871765
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4833661913871765
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4833661913871765
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4833661913871765
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4833661913871765
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4833661913871765
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4833661913871765
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4833661913871765
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4833661913871765
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4833661913871765
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4833661913871765
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4833661913871765
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 24,
|
|
"train_loss": 1.126479148864746,
|
|
"val_loss": 1.0023480653762817,
|
|
"acc": 60.35,
|
|
"time": 87.11461226799975,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4658721685409546
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4658721685409546
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4658721685409546
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4658721685409546
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4658721685409546
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4658721685409546
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4658721685409546
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4658721685409546
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4658721685409546
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4658721685409546
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4658721685409546
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4658721685409546
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4658721685409546
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4658721685409546
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4658721685409546
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4658721685409546
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4658721685409546
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 25,
|
|
"train_loss": 0.9649293422698975,
|
|
"val_loss": 1.0729377269744873,
|
|
"acc": 62.58,
|
|
"time": 82.82352410900012,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4315241575241089
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4315241575241089
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4315241575241089
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4315241575241089
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4315241575241089
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4315241575241089
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4315241575241089
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4315241575241089
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4315241575241089
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4315241575241089
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4315241575241089
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4315241575241089
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4315241575241089
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4315241575241089
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4315241575241089
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4315241575241089
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4315241575241089
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 26,
|
|
"train_loss": 0.7753034830093384,
|
|
"val_loss": 1.125259280204773,
|
|
"acc": 63.88,
|
|
"time": 86.81246886600002,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4069676101207733
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4069676101207733
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4069676101207733
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4069676101207733
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4069676101207733
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4069676101207733
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4069676101207733
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4069676101207733
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4069676101207733
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4069676101207733
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4069676101207733
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4069676101207733
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4069676101207733
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4069676101207733
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4069676101207733
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4069676101207733
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4069676101207733
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 27,
|
|
"train_loss": 0.8945478796958923,
|
|
"val_loss": 1.0629974603652954,
|
|
"acc": 61.76,
|
|
"time": 86.52312843100026,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.40555742383003235
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.40555742383003235
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.40555742383003235
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.40555742383003235
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.40555742383003235
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.40555742383003235
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.40555742383003235
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.40555742383003235
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.40555742383003235
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.40555742383003235
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.40555742383003235
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.40555742383003235
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.40555742383003235
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.40555742383003235
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.40555742383003235
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.40555742383003235
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.40555742383003235
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 28,
|
|
"train_loss": 0.84229975938797,
|
|
"val_loss": 1.1147716045379639,
|
|
"acc": 64.09,
|
|
"time": 90.8843154619999,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.3987598121166229
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.3987598121166229
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.3987598121166229
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.3987598121166229
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.3987598121166229
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.3987598121166229
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.3987598121166229
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.3987598121166229
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.3987598121166229
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.3987598121166229
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.3987598121166229
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.3987598121166229
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.3987598121166229
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.3987598121166229
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.3987598121166229
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.3987598121166229
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.3987598121166229
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 29,
|
|
"train_loss": 0.9136137366294861,
|
|
"val_loss": 1.0229694843292236,
|
|
"acc": 62.63,
|
|
"time": 87.3281500840003,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.390547513961792
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.390547513961792
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.390547513961792
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.390547513961792
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.390547513961792
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.390547513961792
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.390547513961792
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.390547513961792
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.390547513961792
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.390547513961792
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.390547513961792
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.390547513961792
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.390547513961792
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.390547513961792
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.390547513961792
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.390547513961792
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.390547513961792
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 30,
|
|
"train_loss": 0.8652288913726807,
|
|
"val_loss": 1.0317343473434448,
|
|
"acc": 63.51,
|
|
"time": 85.45890749199998,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.36014291644096375
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.36014291644096375
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.36014291644096375
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.36014291644096375
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.36014291644096375
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.36014291644096375
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.36014291644096375
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.36014291644096375
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.36014291644096375
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.36014291644096375
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.36014291644096375
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.36014291644096375
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.36014291644096375
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.36014291644096375
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.36014291644096375
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.36014291644096375
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.36014291644096375
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 31,
|
|
"train_loss": 0.9400709271430969,
|
|
"val_loss": 1.014236569404602,
|
|
"acc": 63.44,
|
|
"time": 86.10294072599982,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.3632667660713196
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.3632667660713196
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.3632667660713196
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.3632667660713196
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.3632667660713196
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.3632667660713196
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.3632667660713196
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.3632667660713196
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.3632667660713196
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.3632667660713196
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.3632667660713196
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.3632667660713196
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.3632667660713196
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.3632667660713196
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.3632667660713196
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.3632667660713196
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.3632667660713196
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 32,
|
|
"train_loss": 0.7717991471290588,
|
|
"val_loss": 1.1251013278961182,
|
|
"acc": 64.68,
|
|
"time": 88.6259129250002,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4002993106842041
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4002993106842041
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4002993106842041
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4002993106842041
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4002993106842041
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4002993106842041
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4002993106842041
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4002993106842041
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4002993106842041
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4002993106842041
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4002993106842041
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4002993106842041
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4002993106842041
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4002993106842041
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4002993106842041
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4002993106842041
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4002993106842041
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 33,
|
|
"train_loss": 0.7500556707382202,
|
|
"val_loss": 1.0059696435928345,
|
|
"acc": 65.02,
|
|
"time": 90.5866819189996,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4360746145248413
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4360746145248413
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4360746145248413
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4360746145248413
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4360746145248413
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4360746145248413
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4360746145248413
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4360746145248413
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4360746145248413
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4360746145248413
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4360746145248413
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4360746145248413
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4360746145248413
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4360746145248413
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4360746145248413
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4360746145248413
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4360746145248413
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 34,
|
|
"train_loss": 0.98692387342453,
|
|
"val_loss": 0.9300971031188965,
|
|
"acc": 64.36,
|
|
"time": 85.29933233500014,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4367234408855438
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4367234408855438
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4367234408855438
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4367234408855438
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4367234408855438
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4367234408855438
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4367234408855438
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4367234408855438
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4367234408855438
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4367234408855438
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4367234408855438
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4367234408855438
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4367234408855438
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4367234408855438
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4367234408855438
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4367234408855438
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4367234408855438
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 35,
|
|
"train_loss": 0.722966730594635,
|
|
"val_loss": 0.9462728500366211,
|
|
"acc": 64.3,
|
|
"time": 89.997543512,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4442993998527527
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4442993998527527
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4442993998527527
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4442993998527527
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4442993998527527
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4442993998527527
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4442993998527527
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4442993998527527
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4442993998527527
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4442993998527527
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4442993998527527
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4442993998527527
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4442993998527527
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4442993998527527
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4442993998527527
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4442993998527527
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4442993998527527
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 36,
|
|
"train_loss": 0.6481956839561462,
|
|
"val_loss": 1.025599479675293,
|
|
"acc": 64.83,
|
|
"time": 86.12508297900013,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4705260396003723
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4705260396003723
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4705260396003723
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4705260396003723
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4705260396003723
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4705260396003723
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4705260396003723
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4705260396003723
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4705260396003723
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4705260396003723
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4705260396003723
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4705260396003723
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4705260396003723
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4705260396003723
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4705260396003723
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4705260396003723
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4705260396003723
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 37,
|
|
"train_loss": 0.7494833469390869,
|
|
"val_loss": 0.9976069927215576,
|
|
"acc": 65.04,
|
|
"time": 84.49485522399982,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4451269209384918
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4451269209384918
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4451269209384918
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4451269209384918
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4451269209384918
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4451269209384918
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4451269209384918
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4451269209384918
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4451269209384918
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4451269209384918
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4451269209384918
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4451269209384918
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4451269209384918
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4451269209384918
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4451269209384918
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4451269209384918
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4451269209384918
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 38,
|
|
"train_loss": 0.8071722388267517,
|
|
"val_loss": 1.1663129329681396,
|
|
"acc": 64.87,
|
|
"time": 84.87106330699999,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4429188370704651
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4429188370704651
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4429188370704651
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4429188370704651
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4429188370704651
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4429188370704651
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4429188370704651
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4429188370704651
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4429188370704651
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4429188370704651
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4429188370704651
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4429188370704651
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4429188370704651
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4429188370704651
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4429188370704651
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4429188370704651
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4429188370704651
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 39,
|
|
"train_loss": 0.5217056274414062,
|
|
"val_loss": 1.0941365957260132,
|
|
"acc": 65.28,
|
|
"time": 85.70696395599998,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.41029781103134155
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.41029781103134155
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.41029781103134155
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.41029781103134155
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.41029781103134155
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.41029781103134155
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.41029781103134155
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.41029781103134155
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.41029781103134155
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.41029781103134155
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.41029781103134155
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.41029781103134155
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.41029781103134155
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.41029781103134155
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.41029781103134155
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.41029781103134155
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.41029781103134155
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 40,
|
|
"train_loss": 0.7057656645774841,
|
|
"val_loss": 1.329614520072937,
|
|
"acc": 65.69,
|
|
"time": 85.5096772920001,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4003257751464844
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4003257751464844
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4003257751464844
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4003257751464844
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4003257751464844
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4003257751464844
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4003257751464844
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4003257751464844
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4003257751464844
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4003257751464844
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4003257751464844
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4003257751464844
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4003257751464844
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4003257751464844
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4003257751464844
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4003257751464844
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4003257751464844
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 41,
|
|
"train_loss": 0.5305565595626831,
|
|
"val_loss": 1.067165493965149,
|
|
"acc": 66.02,
|
|
"time": 86.33031514100003,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4128674268722534
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4128674268722534
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4128674268722534
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4128674268722534
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4128674268722534
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4128674268722534
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4128674268722534
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4128674268722534
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4128674268722534
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4128674268722534
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4128674268722534
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4128674268722534
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4128674268722534
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4128674268722534
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4128674268722534
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4128674268722534
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4128674268722534
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 42,
|
|
"train_loss": 0.6693905591964722,
|
|
"val_loss": 1.010579228401184,
|
|
"acc": 65.75,
|
|
"time": 87.07802753700025,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.41617223620414734
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.41617223620414734
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.41617223620414734
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.41617223620414734
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.41617223620414734
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.41617223620414734
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.41617223620414734
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.41617223620414734
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.41617223620414734
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.41617223620414734
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.41617223620414734
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.41617223620414734
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.41617223620414734
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.41617223620414734
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.41617223620414734
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.41617223620414734
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.41617223620414734
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 43,
|
|
"train_loss": 0.5964716076850891,
|
|
"val_loss": 1.0545456409454346,
|
|
"acc": 66.95,
|
|
"time": 84.46415148200003,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4166613817214966
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4166613817214966
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4166613817214966
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4166613817214966
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4166613817214966
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4166613817214966
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4166613817214966
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4166613817214966
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4166613817214966
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4166613817214966
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4166613817214966
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4166613817214966
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4166613817214966
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4166613817214966
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4166613817214966
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4166613817214966
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4166613817214966
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 44,
|
|
"train_loss": 0.42632147669792175,
|
|
"val_loss": 1.144055724143982,
|
|
"acc": 64.66,
|
|
"time": 87.19271654800013,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4088750183582306
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4088750183582306
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4088750183582306
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4088750183582306
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4088750183582306
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4088750183582306
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4088750183582306
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4088750183582306
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4088750183582306
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4088750183582306
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4088750183582306
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4088750183582306
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4088750183582306
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4088750183582306
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4088750183582306
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4088750183582306
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.4088750183582306
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 45,
|
|
"train_loss": 0.7769805788993835,
|
|
"val_loss": 1.1035326719284058,
|
|
"acc": 65.03,
|
|
"time": 85.18589102499982,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.39050114154815674
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.39050114154815674
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.39050114154815674
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.39050114154815674
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.39050114154815674
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.39050114154815674
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.39050114154815674
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.39050114154815674
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.39050114154815674
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.39050114154815674
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.39050114154815674
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.39050114154815674
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.39050114154815674
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.39050114154815674
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.39050114154815674
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.39050114154815674
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.39050114154815674
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 46,
|
|
"train_loss": 0.5318423509597778,
|
|
"val_loss": 1.0982544422149658,
|
|
"acc": 65.88,
|
|
"time": 86.13870323999981,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.31741568446159363
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.31741568446159363
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.31741568446159363
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.31741568446159363
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.31741568446159363
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.31741568446159363
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.31741568446159363
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.31741568446159363
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.31741568446159363
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.31741568446159363
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.31741568446159363
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.31741568446159363
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.31741568446159363
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.31741568446159363
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.31741568446159363
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.31741568446159363
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.31741568446159363
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 47,
|
|
"train_loss": 0.623940646648407,
|
|
"val_loss": 0.9682021737098694,
|
|
"acc": 65.67,
|
|
"time": 87.08453212300037,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.2741207778453827
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.2741207778453827
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.2741207778453827
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.2741207778453827
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.2741207778453827
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.2741207778453827
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.2741207778453827
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.2741207778453827
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.2741207778453827
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.2741207778453827
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.2741207778453827
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.2741207778453827
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.2741207778453827
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.2741207778453827
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.2741207778453827
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.2741207778453827
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.2741207778453827
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 48,
|
|
"train_loss": 0.44323161244392395,
|
|
"val_loss": 1.182944416999817,
|
|
"acc": 66.67,
|
|
"time": 86.91755377399932,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.23561322689056396
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.23561322689056396
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.23561322689056396
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.23561322689056396
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.23561322689056396
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.23561322689056396
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.23561322689056396
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.23561322689056396
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.23561322689056396
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.23561322689056396
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.23561322689056396
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.23561322689056396
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.23561322689056396
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.23561322689056396
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.23561322689056396
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.23561322689056396
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.23561322689056396
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 49,
|
|
"train_loss": 0.4905446469783783,
|
|
"val_loss": 0.8782339692115784,
|
|
"acc": 65.88,
|
|
"time": 88.37946911299969,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.18738530576229095
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.18738530576229095
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.18738530576229095
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.18738530576229095
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.18738530576229095
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.18738530576229095
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.18738530576229095
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.18738530576229095
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.18738530576229095
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.18738530576229095
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.18738530576229095
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.18738530576229095
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.18738530576229095
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.18738530576229095
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.18738530576229095
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.18738530576229095
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.18738530576229095
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 50,
|
|
"train_loss": 0.275927871465683,
|
|
"val_loss": 1.2186274528503418,
|
|
"acc": 66.01,
|
|
"time": 86.67292427099983,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11312554031610489
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11312554031610489
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11312554031610489
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11312554031610489
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11312554031610489
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11312554031610489
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11312554031610489
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11312554031610489
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11312554031610489
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11312554031610489
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11312554031610489
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11312554031610489
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11312554031610489
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11312554031610489
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11312554031610489
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11312554031610489
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11312554031610489
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 51,
|
|
"train_loss": 0.29372304677963257,
|
|
"val_loss": 1.0698399543762207,
|
|
"acc": 66.07,
|
|
"time": 87.98093613299989,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.08281000703573227
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.08281000703573227
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.08281000703573227
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.08281000703573227
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.08281000703573227
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.08281000703573227
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.08281000703573227
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.08281000703573227
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.08281000703573227
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.08281000703573227
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.08281000703573227
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.08281000703573227
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.08281000703573227
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.08281000703573227
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.08281000703573227
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.08281000703573227
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.08281000703573227
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 52,
|
|
"train_loss": 0.6105612516403198,
|
|
"val_loss": 1.1891223192214966,
|
|
"acc": 64.94,
|
|
"time": 88.35460282199983,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.03567207604646683
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.03567207604646683
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.03567207604646683
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.03567207604646683
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.03567207604646683
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.03567207604646683
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.03567207604646683
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.03567207604646683
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.03567207604646683
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.03567207604646683
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.03567207604646683
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.03567207604646683
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.03567207604646683
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.03567207604646683
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.03567207604646683
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.03567207604646683
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.03567207604646683
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 53,
|
|
"train_loss": 0.3684060573577881,
|
|
"val_loss": 1.3877266645431519,
|
|
"acc": 65.52,
|
|
"time": 85.08372958200016,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.002202823990955949
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.002202823990955949
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.002202823990955949
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.002202823990955949
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.002202823990955949
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.002202823990955949
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.002202823990955949
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.002202823990955949
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.002202823990955949
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.002202823990955949
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.002202823990955949
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.002202823990955949
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.002202823990955949
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.002202823990955949
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.002202823990955949
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.002202823990955949
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.002202823990955949
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 54,
|
|
"train_loss": 0.35384872555732727,
|
|
"val_loss": 1.1925692558288574,
|
|
"acc": 65.83,
|
|
"time": 87.02245612299976,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 55,
|
|
"train_loss": 0.24539218842983246,
|
|
"val_loss": 1.1881599426269531,
|
|
"acc": 65.78,
|
|
"time": 89.60305286699986,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 56,
|
|
"train_loss": 0.340605765581131,
|
|
"val_loss": 1.281049370765686,
|
|
"acc": 65.43,
|
|
"time": 84.80812871799935,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.00840953178703785
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.00840953178703785
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.00840953178703785
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.00840953178703785
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.00840953178703785
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.00840953178703785
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.00840953178703785
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.00840953178703785
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.00840953178703785
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.00840953178703785
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.00840953178703785
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.00840953178703785
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.00840953178703785
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.00840953178703785
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.00840953178703785
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.00840953178703785
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.00840953178703785
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 57,
|
|
"train_loss": 0.31998294591903687,
|
|
"val_loss": 1.568716049194336,
|
|
"acc": 66.06,
|
|
"time": 86.9959772379998,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04878172650933266
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04878172650933266
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04878172650933266
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04878172650933266
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04878172650933266
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04878172650933266
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04878172650933266
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04878172650933266
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04878172650933266
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04878172650933266
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04878172650933266
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04878172650933266
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04878172650933266
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04878172650933266
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04878172650933266
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04878172650933266
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04878172650933266
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 58,
|
|
"train_loss": 0.37201130390167236,
|
|
"val_loss": 1.0886685848236084,
|
|
"acc": 64.44,
|
|
"time": 85.81613001400001,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05219729617238045
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05219729617238045
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05219729617238045
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05219729617238045
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05219729617238045
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05219729617238045
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05219729617238045
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05219729617238045
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05219729617238045
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05219729617238045
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05219729617238045
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05219729617238045
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05219729617238045
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05219729617238045
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05219729617238045
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05219729617238045
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05219729617238045
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 59,
|
|
"train_loss": 0.2143034189939499,
|
|
"val_loss": 1.1174705028533936,
|
|
"acc": 66.07,
|
|
"time": 86.51539371299987,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.038534343242645264
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.038534343242645264
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.038534343242645264
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.038534343242645264
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.038534343242645264
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.038534343242645264
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.038534343242645264
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.038534343242645264
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.038534343242645264
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.038534343242645264
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.038534343242645264
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.038534343242645264
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.038534343242645264
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.038534343242645264
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.038534343242645264
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.038534343242645264
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.038534343242645264
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 60,
|
|
"train_loss": 0.2237205058336258,
|
|
"val_loss": 1.3212857246398926,
|
|
"acc": 65.05,
|
|
"time": 85.92404722400079,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.055092792958021164
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.055092792958021164
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.055092792958021164
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.055092792958021164
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.055092792958021164
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.055092792958021164
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.055092792958021164
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.055092792958021164
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.055092792958021164
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.055092792958021164
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.055092792958021164
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.055092792958021164
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.055092792958021164
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.055092792958021164
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.055092792958021164
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.055092792958021164
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.055092792958021164
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 61,
|
|
"train_loss": 0.4350825548171997,
|
|
"val_loss": 1.1739259958267212,
|
|
"acc": 66.13,
|
|
"time": 84.68728025499968,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.09971357136964798
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.09971357136964798
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.09971357136964798
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.09971357136964798
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.09971357136964798
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.09971357136964798
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.09971357136964798
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.09971357136964798
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.09971357136964798
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.09971357136964798
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.09971357136964798
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.09971357136964798
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.09971357136964798
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.09971357136964798
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.09971357136964798
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.09971357136964798
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.09971357136964798
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 62,
|
|
"train_loss": 0.22843371331691742,
|
|
"val_loss": 1.288112759590149,
|
|
"acc": 65.48,
|
|
"time": 86.51058185399961,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11003252118825912
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11003252118825912
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11003252118825912
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11003252118825912
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11003252118825912
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11003252118825912
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11003252118825912
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11003252118825912
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11003252118825912
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11003252118825912
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11003252118825912
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11003252118825912
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11003252118825912
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11003252118825912
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11003252118825912
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11003252118825912
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11003252118825912
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 63,
|
|
"train_loss": 0.22128279507160187,
|
|
"val_loss": 1.2948445081710815,
|
|
"acc": 65.35,
|
|
"time": 92.27374911199968,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05914304032921791
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05914304032921791
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05914304032921791
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05914304032921791
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05914304032921791
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05914304032921791
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05914304032921791
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05914304032921791
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05914304032921791
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05914304032921791
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05914304032921791
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05914304032921791
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05914304032921791
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05914304032921791
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05914304032921791
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05914304032921791
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05914304032921791
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 64,
|
|
"train_loss": 0.21102198958396912,
|
|
"val_loss": 1.4583280086517334,
|
|
"acc": 65.44,
|
|
"time": 85.17159811799957,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.027165381237864494
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.027165381237864494
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.027165381237864494
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.027165381237864494
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.027165381237864494
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.027165381237864494
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.027165381237864494
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.027165381237864494
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.027165381237864494
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.027165381237864494
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.027165381237864494
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.027165381237864494
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.027165381237864494
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.027165381237864494
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.027165381237864494
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.027165381237864494
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.027165381237864494
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 65,
|
|
"train_loss": 0.2643786668777466,
|
|
"val_loss": 1.3475992679595947,
|
|
"acc": 65.66,
|
|
"time": 85.33673290800016,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0071192290633916855
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0071192290633916855
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0071192290633916855
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0071192290633916855
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0071192290633916855
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0071192290633916855
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0071192290633916855
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0071192290633916855
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0071192290633916855
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0071192290633916855
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0071192290633916855
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0071192290633916855
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0071192290633916855
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0071192290633916855
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0071192290633916855
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0071192290633916855
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0071192290633916855
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 66,
|
|
"train_loss": 0.24215282499790192,
|
|
"val_loss": 1.2999061346054077,
|
|
"acc": 63.7,
|
|
"time": 86.18878340399988,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0049346801824867725
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0049346801824867725
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0049346801824867725
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0049346801824867725
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0049346801824867725
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0049346801824867725
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0049346801824867725
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0049346801824867725
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0049346801824867725
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0049346801824867725
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0049346801824867725
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0049346801824867725
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0049346801824867725
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0049346801824867725
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0049346801824867725
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0049346801824867725
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0049346801824867725
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 67,
|
|
"train_loss": 0.2254510074853897,
|
|
"val_loss": 1.31908118724823,
|
|
"acc": 65.22,
|
|
"time": 88.50998875900041,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0324455201625824
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0324455201625824
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0324455201625824
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0324455201625824
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0324455201625824
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0324455201625824
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0324455201625824
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0324455201625824
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0324455201625824
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0324455201625824
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0324455201625824
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0324455201625824
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0324455201625824
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0324455201625824
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0324455201625824
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0324455201625824
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0324455201625824
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 68,
|
|
"train_loss": 0.1101214736700058,
|
|
"val_loss": 1.188079595565796,
|
|
"acc": 66.5,
|
|
"time": 85.86892245699983,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05148082226514816
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05148082226514816
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05148082226514816
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05148082226514816
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05148082226514816
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05148082226514816
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05148082226514816
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05148082226514816
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05148082226514816
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05148082226514816
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05148082226514816
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05148082226514816
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05148082226514816
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05148082226514816
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05148082226514816
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05148082226514816
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.05148082226514816
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 69,
|
|
"train_loss": 0.3314852714538574,
|
|
"val_loss": 1.4052871465682983,
|
|
"acc": 65.29,
|
|
"time": 86.86507746799998,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.106204092502594
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.106204092502594
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.106204092502594
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.106204092502594
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.106204092502594
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.106204092502594
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.106204092502594
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.106204092502594
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.106204092502594
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.106204092502594
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.106204092502594
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.106204092502594
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.106204092502594
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.106204092502594
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.106204092502594
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.106204092502594
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.106204092502594
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 70,
|
|
"train_loss": 0.2976611256599426,
|
|
"val_loss": 1.4038738012313843,
|
|
"acc": 65.24,
|
|
"time": 86.00681590099975,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.15192443132400513
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.15192443132400513
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.15192443132400513
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.15192443132400513
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.15192443132400513
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.15192443132400513
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.15192443132400513
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.15192443132400513
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.15192443132400513
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.15192443132400513
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.15192443132400513
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.15192443132400513
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.15192443132400513
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.15192443132400513
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.15192443132400513
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.15192443132400513
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.15192443132400513
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 71,
|
|
"train_loss": 0.32504668831825256,
|
|
"val_loss": 1.1802237033843994,
|
|
"acc": 66.15,
|
|
"time": 88.59825744099999,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11060905456542969
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11060905456542969
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11060905456542969
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11060905456542969
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11060905456542969
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11060905456542969
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11060905456542969
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11060905456542969
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11060905456542969
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11060905456542969
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11060905456542969
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11060905456542969
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11060905456542969
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11060905456542969
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11060905456542969
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11060905456542969
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.11060905456542969
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 72,
|
|
"train_loss": 0.21231089532375336,
|
|
"val_loss": 1.4381691217422485,
|
|
"acc": 65.04,
|
|
"time": 86.08276425500026,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.12700344622135162
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.12700344622135162
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.12700344622135162
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.12700344622135162
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.12700344622135162
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.12700344622135162
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.12700344622135162
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.12700344622135162
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.12700344622135162
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.12700344622135162
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.12700344622135162
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.12700344622135162
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.12700344622135162
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.12700344622135162
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.12700344622135162
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.12700344622135162
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.12700344622135162
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 73,
|
|
"train_loss": 0.1707904189825058,
|
|
"val_loss": 1.2048089504241943,
|
|
"acc": 64.01,
|
|
"time": 90.27527285800079,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.1521398425102234
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.1521398425102234
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.1521398425102234
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.1521398425102234
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.1521398425102234
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.1521398425102234
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.1521398425102234
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.1521398425102234
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.1521398425102234
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.1521398425102234
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.1521398425102234
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.1521398425102234
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.1521398425102234
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.1521398425102234
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.1521398425102234
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.1521398425102234
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.1521398425102234
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 74,
|
|
"train_loss": 0.2059859186410904,
|
|
"val_loss": 1.4025310277938843,
|
|
"acc": 66.5,
|
|
"time": 87.75829378299932,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.17677277326583862
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.17677277326583862
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.17677277326583862
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.17677277326583862
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.17677277326583862
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.17677277326583862
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.17677277326583862
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.17677277326583862
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.17677277326583862
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.17677277326583862
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.17677277326583862
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.17677277326583862
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.17677277326583862
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.17677277326583862
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.17677277326583862
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.17677277326583862
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.17677277326583862
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 75,
|
|
"train_loss": 0.2600081264972687,
|
|
"val_loss": 1.3938453197479248,
|
|
"acc": 65.96,
|
|
"time": 86.4902686330006,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.1513877809047699
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.1513877809047699
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.1513877809047699
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.1513877809047699
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.1513877809047699
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.1513877809047699
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.1513877809047699
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.1513877809047699
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.1513877809047699
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.1513877809047699
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.1513877809047699
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.1513877809047699
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.1513877809047699
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.1513877809047699
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.1513877809047699
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.1513877809047699
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.1513877809047699
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 76,
|
|
"train_loss": 0.15969470143318176,
|
|
"val_loss": 1.5307186841964722,
|
|
"acc": 66.1,
|
|
"time": 86.46901285600052,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.12173789739608765
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.12173789739608765
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.12173789739608765
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.12173789739608765
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.12173789739608765
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.12173789739608765
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.12173789739608765
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.12173789739608765
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.12173789739608765
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.12173789739608765
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.12173789739608765
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.12173789739608765
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.12173789739608765
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.12173789739608765
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.12173789739608765
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.12173789739608765
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.12173789739608765
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 77,
|
|
"train_loss": 0.07726825773715973,
|
|
"val_loss": 1.381861925125122,
|
|
"acc": 65.0,
|
|
"time": 86.62453407499925,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.09878910332918167
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.09878910332918167
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.09878910332918167
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.09878910332918167
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.09878910332918167
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.09878910332918167
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.09878910332918167
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.09878910332918167
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.09878910332918167
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.09878910332918167
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.09878910332918167
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.09878910332918167
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.09878910332918167
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.09878910332918167
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.09878910332918167
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.09878910332918167
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.09878910332918167
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 78,
|
|
"train_loss": 0.4023607671260834,
|
|
"val_loss": 1.1774288415908813,
|
|
"acc": 65.76,
|
|
"time": 87.49272845299947,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.046823445707559586
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.046823445707559586
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.046823445707559586
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.046823445707559586
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.046823445707559586
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.046823445707559586
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.046823445707559586
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.046823445707559586
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.046823445707559586
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.046823445707559586
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.046823445707559586
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.046823445707559586
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.046823445707559586
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.046823445707559586
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.046823445707559586
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.046823445707559586
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.046823445707559586
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 79,
|
|
"train_loss": 0.14646263420581818,
|
|
"val_loss": 1.5181596279144287,
|
|
"acc": 65.43,
|
|
"time": 87.05567004599925,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04358451068401337
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04358451068401337
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04358451068401337
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04358451068401337
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04358451068401337
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04358451068401337
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04358451068401337
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04358451068401337
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04358451068401337
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04358451068401337
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04358451068401337
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04358451068401337
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04358451068401337
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04358451068401337
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04358451068401337
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04358451068401337
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04358451068401337
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 80,
|
|
"train_loss": 0.17983894050121307,
|
|
"val_loss": 1.1919732093811035,
|
|
"acc": 66.13,
|
|
"time": 86.7388824970003,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04682042449712753
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04682042449712753
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04682042449712753
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04682042449712753
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04682042449712753
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04682042449712753
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04682042449712753
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04682042449712753
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04682042449712753
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04682042449712753
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04682042449712753
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04682042449712753
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04682042449712753
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04682042449712753
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04682042449712753
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04682042449712753
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.04682042449712753
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 81,
|
|
"train_loss": 0.30853256583213806,
|
|
"val_loss": 1.3564496040344238,
|
|
"acc": 66.37,
|
|
"time": 86.5977410860005,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.044801097363233566
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.044801097363233566
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.044801097363233566
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.044801097363233566
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.044801097363233566
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.044801097363233566
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.044801097363233566
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.044801097363233566
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.044801097363233566
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.044801097363233566
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.044801097363233566
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.044801097363233566
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.044801097363233566
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.044801097363233566
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.044801097363233566
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.044801097363233566
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.044801097363233566
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 82,
|
|
"train_loss": 0.10437073558568954,
|
|
"val_loss": 1.444934368133545,
|
|
"acc": 65.47,
|
|
"time": 84.44226318900019,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0025793039239943027
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0025793039239943027
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0025793039239943027
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0025793039239943027
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0025793039239943027
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0025793039239943027
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0025793039239943027
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0025793039239943027
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0025793039239943027
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0025793039239943027
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0025793039239943027
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0025793039239943027
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0025793039239943027
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0025793039239943027
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0025793039239943027
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0025793039239943027
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0025793039239943027
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 83,
|
|
"train_loss": 0.24418501555919647,
|
|
"val_loss": 1.451596975326538,
|
|
"acc": 65.51,
|
|
"time": 83.79921434700009,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0011273404816165566
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0011273404816165566
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0011273404816165566
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0011273404816165566
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0011273404816165566
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0011273404816165566
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0011273404816165566
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0011273404816165566
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0011273404816165566
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0011273404816165566
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0011273404816165566
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0011273404816165566
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0011273404816165566
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0011273404816165566
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0011273404816165566
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0011273404816165566
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0011273404816165566
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 84,
|
|
"train_loss": 0.2144889086484909,
|
|
"val_loss": 1.5005817413330078,
|
|
"acc": 65.74,
|
|
"time": 87.72506392699961,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.004157554358243942
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.004157554358243942
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.004157554358243942
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.004157554358243942
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.004157554358243942
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.004157554358243942
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.004157554358243942
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.004157554358243942
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.004157554358243942
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.004157554358243942
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.004157554358243942
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.004157554358243942
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.004157554358243942
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.004157554358243942
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.004157554358243942
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.004157554358243942
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.004157554358243942
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 85,
|
|
"train_loss": 0.2695859968662262,
|
|
"val_loss": 1.4631311893463135,
|
|
"acc": 64.72,
|
|
"time": 85.94340654500047,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.025753574445843697
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.025753574445843697
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.025753574445843697
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.025753574445843697
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.025753574445843697
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.025753574445843697
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.025753574445843697
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.025753574445843697
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.025753574445843697
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.025753574445843697
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.025753574445843697
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.025753574445843697
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.025753574445843697
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.025753574445843697
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.025753574445843697
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.025753574445843697
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.025753574445843697
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 86,
|
|
"train_loss": 0.18090860545635223,
|
|
"val_loss": 1.5076508522033691,
|
|
"acc": 65.41,
|
|
"time": 85.8670874520003,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0697355568408966
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0697355568408966
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0697355568408966
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0697355568408966
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0697355568408966
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0697355568408966
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0697355568408966
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0697355568408966
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0697355568408966
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0697355568408966
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0697355568408966
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0697355568408966
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0697355568408966
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0697355568408966
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0697355568408966
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0697355568408966
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0697355568408966
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 87,
|
|
"train_loss": 0.23347678780555725,
|
|
"val_loss": 1.69465970993042,
|
|
"acc": 64.86,
|
|
"time": 83.83492207499967,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.02370641566812992
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.02370641566812992
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.02370641566812992
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.02370641566812992
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.02370641566812992
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.02370641566812992
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.02370641566812992
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.02370641566812992
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.02370641566812992
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.02370641566812992
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.02370641566812992
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.02370641566812992
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.02370641566812992
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.02370641566812992
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.02370641566812992
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.02370641566812992
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.02370641566812992
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 88,
|
|
"train_loss": 0.13541702926158905,
|
|
"val_loss": 1.526292324066162,
|
|
"acc": 64.71,
|
|
"time": 83.55401138699926,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0026720273308455944
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0026720273308455944
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0026720273308455944
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0026720273308455944
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0026720273308455944
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0026720273308455944
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0026720273308455944
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0026720273308455944
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0026720273308455944
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0026720273308455944
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0026720273308455944
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0026720273308455944
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0026720273308455944
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0026720273308455944
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0026720273308455944
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0026720273308455944
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0026720273308455944
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 89,
|
|
"train_loss": 0.12371519953012466,
|
|
"val_loss": 1.8054574728012085,
|
|
"acc": 66.33,
|
|
"time": 85.17782446399997,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.030343880876898766
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.030343880876898766
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.030343880876898766
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.030343880876898766
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.030343880876898766
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.030343880876898766
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.030343880876898766
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.030343880876898766
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.030343880876898766
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.030343880876898766
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.030343880876898766
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.030343880876898766
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.030343880876898766
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.030343880876898766
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.030343880876898766
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.030343880876898766
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.030343880876898766
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 90,
|
|
"train_loss": 0.031005561351776123,
|
|
"val_loss": 1.3344157934188843,
|
|
"acc": 66.66,
|
|
"time": 85.20004679399972,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.07094985991716385
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.07094985991716385
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.07094985991716385
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.07094985991716385
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.07094985991716385
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.07094985991716385
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.07094985991716385
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.07094985991716385
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.07094985991716385
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.07094985991716385
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.07094985991716385
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.07094985991716385
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.07094985991716385
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.07094985991716385
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.07094985991716385
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.07094985991716385
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.07094985991716385
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 91,
|
|
"train_loss": 0.08489639312028885,
|
|
"val_loss": 1.5584325790405273,
|
|
"acc": 65.43,
|
|
"time": 85.83952307900017,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.15315856039524078
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.15315856039524078
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.15315856039524078
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.15315856039524078
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.15315856039524078
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.15315856039524078
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.15315856039524078
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.15315856039524078
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.15315856039524078
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.15315856039524078
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.15315856039524078
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.15315856039524078
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.15315856039524078
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.15315856039524078
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.15315856039524078
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.15315856039524078
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.15315856039524078
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 92,
|
|
"train_loss": 0.06680368632078171,
|
|
"val_loss": 1.5014359951019287,
|
|
"acc": 65.29,
|
|
"time": 85.39366996599983,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.10608624666929245
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.10608624666929245
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.10608624666929245
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.10608624666929245
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.10608624666929245
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.10608624666929245
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.10608624666929245
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.10608624666929245
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.10608624666929245
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.10608624666929245
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.10608624666929245
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.10608624666929245
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.10608624666929245
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.10608624666929245
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.10608624666929245
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.10608624666929245
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.10608624666929245
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 93,
|
|
"train_loss": 0.10429707914590836,
|
|
"val_loss": 1.3900030851364136,
|
|
"acc": 65.31,
|
|
"time": 84.8350876149998,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.020247498527169228
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.020247498527169228
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.020247498527169228
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.020247498527169228
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.020247498527169228
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.020247498527169228
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.020247498527169228
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.020247498527169228
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.020247498527169228
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.020247498527169228
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.020247498527169228
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.020247498527169228
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.020247498527169228
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.020247498527169228
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.020247498527169228
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.020247498527169228
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.020247498527169228
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 94,
|
|
"train_loss": 0.15930695831775665,
|
|
"val_loss": 1.8900201320648193,
|
|
"acc": 66.08,
|
|
"time": 87.49931587300034,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 95,
|
|
"train_loss": 0.1638960987329483,
|
|
"val_loss": 1.414035439491272,
|
|
"acc": 65.87,
|
|
"time": 87.31413423399863,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01707596518099308
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01707596518099308
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01707596518099308
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01707596518099308
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01707596518099308
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01707596518099308
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01707596518099308
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01707596518099308
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01707596518099308
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01707596518099308
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01707596518099308
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01707596518099308
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01707596518099308
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01707596518099308
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01707596518099308
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01707596518099308
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01707596518099308
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 96,
|
|
"train_loss": 0.1662215143442154,
|
|
"val_loss": 1.373063087463379,
|
|
"acc": 65.27,
|
|
"time": 89.07195821700043,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01619613729417324
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01619613729417324
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01619613729417324
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01619613729417324
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01619613729417324
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01619613729417324
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01619613729417324
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01619613729417324
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01619613729417324
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01619613729417324
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01619613729417324
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01619613729417324
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01619613729417324
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01619613729417324
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01619613729417324
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01619613729417324
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01619613729417324
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 97,
|
|
"train_loss": 0.11207008361816406,
|
|
"val_loss": 1.6345014572143555,
|
|
"acc": 66.28,
|
|
"time": 86.67849882399969,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01875307224690914
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01875307224690914
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01875307224690914
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01875307224690914
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01875307224690914
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01875307224690914
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01875307224690914
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01875307224690914
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01875307224690914
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01875307224690914
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01875307224690914
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01875307224690914
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01875307224690914
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01875307224690914
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01875307224690914
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01875307224690914
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.01875307224690914
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 98,
|
|
"train_loss": 0.09199019521474838,
|
|
"val_loss": 1.5160642862319946,
|
|
"acc": 65.36,
|
|
"time": 88.06827469500058,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.004983012098819017
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.004983012098819017
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.004983012098819017
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.004983012098819017
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.004983012098819017
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.004983012098819017
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.004983012098819017
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.004983012098819017
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.004983012098819017
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.004983012098819017
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.004983012098819017
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.004983012098819017
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.004983012098819017
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.004983012098819017
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.004983012098819017
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.004983012098819017
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.004983012098819017
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 99,
|
|
"train_loss": 0.08162453770637512,
|
|
"val_loss": 1.4829871654510498,
|
|
"acc": 65.37,
|
|
"time": 84.99795422199895,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.007896920666098595
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.007896920666098595
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.007896920666098595
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.007896920666098595
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.007896920666098595
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.007896920666098595
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.007896920666098595
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.007896920666098595
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.007896920666098595
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.007896920666098595
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.007896920666098595
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.007896920666098595
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.007896920666098595
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.007896920666098595
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.007896920666098595
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.007896920666098595
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.007896920666098595
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 100,
|
|
"train_loss": 0.20608077943325043,
|
|
"val_loss": 1.4122753143310547,
|
|
"acc": 65.47,
|
|
"time": 84.92880218999926,
|
|
"param": [
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.026921745389699936
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.026921745389699936
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.026921745389699936
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.026921745389699936
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.026921745389699936
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.026921745389699936
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.026921745389699936
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.026921745389699936
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.026921745389699936
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.026921745389699936
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.026921745389699936
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.026921745389699936
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.026921745389699936
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.026921745389699936
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.026921745389699936
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.026921745389699936
|
|
},
|
|
{
|
|
"p": 0.05882352963089943,
|
|
"m": 0.026921745389699936
|
|
}
|
|
]
|
|
}
|
|
]
|
|
} |