mirror of
https://github.com/AntoineHX/smart_augmentation.git
synced 2025-05-04 12:10:45 +02:00
9776 lines
No EOL
136 KiB
JSON
Executable file
9776 lines
No EOL
136 KiB
JSON
Executable file
{
|
|
"Accuracy": 73.09,
|
|
"Time": [
|
|
126.90485637484429,
|
|
4.900054736348162
|
|
],
|
|
"Device": "Graphics Device",
|
|
"Param_names": [
|
|
"Identity",
|
|
"FlipUD",
|
|
"FlipLR",
|
|
"Rotate",
|
|
"TranslateX",
|
|
"TranslateY",
|
|
"ShearX",
|
|
"ShearY",
|
|
"Contrast",
|
|
"Color",
|
|
"Brightness",
|
|
"Sharpness",
|
|
"Posterize",
|
|
"Solarize"
|
|
],
|
|
"Log": [
|
|
{
|
|
"epoch": 1,
|
|
"train_loss": 2.31793475151062,
|
|
"val_loss": 2.2920844554901123,
|
|
"acc": 16.27,
|
|
"time": 132.16057211719453,
|
|
"param": [
|
|
{
|
|
"p": 0.08377398550510406,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06714878231287003,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06321382522583008,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08207747340202332,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09133510291576385,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08663305640220642,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07742342352867126,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06682612001895905,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06461193412542343,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053306013345718384,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0643894299864769,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06380467116832733,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07272189855575562,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06273426115512848,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 2,
|
|
"train_loss": 2.2165281772613525,
|
|
"val_loss": 2.105877161026001,
|
|
"acc": 19.93,
|
|
"time": 125.79452646989375,
|
|
"param": [
|
|
{
|
|
"p": 0.08225817233324051,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07448849081993103,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.072747603058815,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07895778119564056,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08609487861394882,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08382419496774673,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07915621250867844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07449429482221603,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07411006093025208,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06866520643234253,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07116959244012833,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07253418862819672,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07691588252782822,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004583492875099182,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 3,
|
|
"train_loss": 2.167416572570801,
|
|
"val_loss": 2.095935106277466,
|
|
"acc": 22.51,
|
|
"time": 130.442819646094,
|
|
"param": [
|
|
{
|
|
"p": 0.07943373918533325,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06862746179103851,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07792843133211136,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09097382426261902,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09141375124454498,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07875032722949982,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0847889706492424,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06253893673419952,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07597948610782623,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0748080313205719,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05063273757696152,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08659650385379791,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07752776145935059,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 4,
|
|
"train_loss": 2.116398811340332,
|
|
"val_loss": 2.0123908519744873,
|
|
"acc": 26.7,
|
|
"time": 133.28827025881037,
|
|
"param": [
|
|
{
|
|
"p": 0.08391845226287842,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06797578185796738,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08833689987659454,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08584381639957428,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09474186599254608,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08523538708686829,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08818644285202026,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044524893164634705,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05402929335832596,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143380492925644,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05007188394665718,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09323949366807938,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09246202558279037,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 5,
|
|
"train_loss": 2.060276985168457,
|
|
"val_loss": 1.9446169137954712,
|
|
"acc": 29.58,
|
|
"time": 132.83972317026928,
|
|
"param": [
|
|
{
|
|
"p": 0.08749198913574219,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07027881592512131,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1296522468328476,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08011632412672043,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09487541019916534,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08149334043264389,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09890946745872498,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01171128824353218,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020502829924225807,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08361297100782394,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041322723031044006,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09536335617303848,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10466930270195007,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 6,
|
|
"train_loss": 2.313513994216919,
|
|
"val_loss": 1.8176578283309937,
|
|
"acc": 31.41,
|
|
"time": 126.57621977617964,
|
|
"param": [
|
|
{
|
|
"p": 0.08804288506507874,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04997660964727402,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16930316388607025,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060990557074546814,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1059168353676796,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07493333518505096,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10677603632211685,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08880844712257385,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030320920050144196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09615296870470047,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1287781447172165,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 7,
|
|
"train_loss": 2.158160448074341,
|
|
"val_loss": 1.8192873001098633,
|
|
"acc": 35.51,
|
|
"time": 123.70322112599388,
|
|
"param": [
|
|
{
|
|
"p": 0.0945180281996727,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04600737988948822,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17259936034679413,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054020609706640244,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11108815670013428,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058340150862932205,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11279243975877762,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0022829759400337934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0014555164379999042,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08819643408060074,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038419321179389954,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09633222222328186,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12394745647907257,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 8,
|
|
"train_loss": 1.9899877309799194,
|
|
"val_loss": 1.8283774852752686,
|
|
"acc": 36.2,
|
|
"time": 135.27021272713318,
|
|
"param": [
|
|
{
|
|
"p": 0.10740526765584946,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03374398872256279,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18899723887443542,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0508471317589283,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11602175235748291,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021325701847672462,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12313423305749893,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10655207186937332,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015427579171955585,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09974555671215057,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13679951429367065,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 9,
|
|
"train_loss": 2.0063681602478027,
|
|
"val_loss": 1.6412566900253296,
|
|
"acc": 40.57,
|
|
"time": 126.29857543110847,
|
|
"param": [
|
|
{
|
|
"p": 0.1024683266878128,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.23858125507831573,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.035847969353199005,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11409260332584381,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13469666242599487,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11248090118169785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10492970794439316,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15690259635448456,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 10,
|
|
"train_loss": 1.7305957078933716,
|
|
"val_loss": 1.6344614028930664,
|
|
"acc": 41.29,
|
|
"time": 120.3593288809061,
|
|
"param": [
|
|
{
|
|
"p": 0.10790667682886124,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2597511112689972,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021989980712532997,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10798832774162292,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13472051918506622,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12451164424419403,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09083335846662521,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15229833126068115,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 11,
|
|
"train_loss": 2.017927408218384,
|
|
"val_loss": 1.6553691625595093,
|
|
"acc": 42.03,
|
|
"time": 136.7880312227644,
|
|
"param": [
|
|
{
|
|
"p": 0.11989983171224594,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2525580823421478,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029948290437459946,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09837476909160614,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13672484457492828,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.000490087375510484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12840504944324493,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09051451832056046,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14308449625968933,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 12,
|
|
"train_loss": 1.7115627527236938,
|
|
"val_loss": 1.5971267223358154,
|
|
"acc": 44.18,
|
|
"time": 136.10158273996785,
|
|
"param": [
|
|
{
|
|
"p": 0.13650663197040558,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2720254361629486,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008666345849633217,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07549268752336502,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14072231948375702,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13135233521461487,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08792079240083694,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1473134309053421,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 13,
|
|
"train_loss": 1.961708903312683,
|
|
"val_loss": 1.5435068607330322,
|
|
"acc": 42.58,
|
|
"time": 121.84683800162748,
|
|
"param": [
|
|
{
|
|
"p": 0.14913348853588104,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.260450154542923,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006203800905495882,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05447262525558472,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14382165670394897,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 1.1429941650931141e-06,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13519737124443054,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0966515839099884,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15406814217567444,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 14,
|
|
"train_loss": 1.8407589197158813,
|
|
"val_loss": 1.6371930837631226,
|
|
"acc": 41.88,
|
|
"time": 125.9502710509114,
|
|
"param": [
|
|
{
|
|
"p": 0.15763352811336517,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2565816640853882,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.003052222076803446,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04284413903951645,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14148589968681335,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13598395884037018,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09604856371879578,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1663699597120285,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 15,
|
|
"train_loss": 1.9327205419540405,
|
|
"val_loss": 1.4742876291275024,
|
|
"acc": 45.85,
|
|
"time": 129.29414034588262,
|
|
"param": [
|
|
{
|
|
"p": 0.15302687883377075,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.25727564096450806,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04575915262103081,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13601142168045044,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0006293603801168501,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.000563496258109808,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14105547964572906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09558361768722534,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17009493708610535,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 16,
|
|
"train_loss": 1.7954005002975464,
|
|
"val_loss": 1.4571826457977295,
|
|
"acc": 46.11,
|
|
"time": 128.60739443218336,
|
|
"param": [
|
|
{
|
|
"p": 0.1472090482711792,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0007090818253345788,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.23199154436588287,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01034629624336958,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04679224640130997,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.003009757259860635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12641875445842743,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020618446171283722,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02089916542172432,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13443882763385773,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004353146068751812,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09570927172899246,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15750448405742645,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 17,
|
|
"train_loss": 1.6881389617919922,
|
|
"val_loss": 1.4218441247940063,
|
|
"acc": 46.58,
|
|
"time": 120.98660792876035,
|
|
"param": [
|
|
{
|
|
"p": 0.1515265554189682,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.23715345561504364,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006371767725795507,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.032331682741642,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12835203111171722,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03158743306994438,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029444634914398193,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13317109644412994,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10264500230550766,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14741645753383636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 18,
|
|
"train_loss": 1.73170006275177,
|
|
"val_loss": 1.4122010469436646,
|
|
"acc": 48.58,
|
|
"time": 123.24292334681377,
|
|
"param": [
|
|
{
|
|
"p": 0.16254368424415588,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2650163471698761,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13227462768554688,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0230049230158329,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011691813357174397,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1399669647216797,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1111428365111351,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1543588489294052,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 19,
|
|
"train_loss": 1.718222975730896,
|
|
"val_loss": 1.429040789604187,
|
|
"acc": 49.62,
|
|
"time": 122.54266696795821,
|
|
"param": [
|
|
{
|
|
"p": 0.17011861503124237,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2647307515144348,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12672583758831024,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01733700931072235,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1462971568107605,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11587417125701904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15891645848751068,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 20,
|
|
"train_loss": 1.7767634391784668,
|
|
"val_loss": 1.5167254209518433,
|
|
"acc": 48.54,
|
|
"time": 125.30564928008243,
|
|
"param": [
|
|
{
|
|
"p": 0.16145309805870056,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004986812826246023,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.22623039782047272,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015619300305843353,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005736431106925011,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010148950852453709,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1200350821018219,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022322017699480057,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013126754201948643,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1329350769519806,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013910968787968159,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11884794384241104,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14965400099754333,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004993196111172438,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 21,
|
|
"train_loss": 1.7748323678970337,
|
|
"val_loss": 1.3859567642211914,
|
|
"acc": 50.15,
|
|
"time": 126.96174104930833,
|
|
"param": [
|
|
{
|
|
"p": 0.1596280187368393,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.001127247465774417,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.22362565994262695,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01532520167529583,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0035757399164140224,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11258085817098618,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02327399142086506,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021474961191415787,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1261325627565384,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02870369143784046,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1259954869747162,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1505671590566635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00798933207988739,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 22,
|
|
"train_loss": 1.6376298666000366,
|
|
"val_loss": 1.4059405326843262,
|
|
"acc": 50.85,
|
|
"time": 124.7510471730493,
|
|
"param": [
|
|
{
|
|
"p": 0.16263030469417572,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.22867920994758606,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012579136528074741,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1026739627122879,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03222636505961418,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020184319466352463,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13092130422592163,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03555239364504814,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12590089440345764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.148652121424675,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 23,
|
|
"train_loss": 1.693146824836731,
|
|
"val_loss": 1.4503321647644043,
|
|
"acc": 50.98,
|
|
"time": 134.57834568805993,
|
|
"param": [
|
|
{
|
|
"p": 0.17062674462795258,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.23920172452926636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08728130161762238,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03380466252565384,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021367251873016357,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13544924557209015,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030628032982349396,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13399696350097656,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14764399826526642,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 24,
|
|
"train_loss": 1.733156681060791,
|
|
"val_loss": 1.4014623165130615,
|
|
"acc": 51.45,
|
|
"time": 128.83194431709126,
|
|
"param": [
|
|
{
|
|
"p": 0.17253771424293518,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0021670556161552668,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2336271107196808,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004314695484936237,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0016101906076073647,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00685519864782691,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07235731184482574,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042000994086265564,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021892087534070015,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12877409160137177,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028040027245879173,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12777318060398102,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15279951691627502,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005250978283584118,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 25,
|
|
"train_loss": 1.840415120124817,
|
|
"val_loss": 1.217318058013916,
|
|
"acc": 53.32,
|
|
"time": 129.6369341048412,
|
|
"param": [
|
|
{
|
|
"p": 0.16531451046466827,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.003989053890109062,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.21941162645816803,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012435766868293285,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014851509593427181,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06345116347074509,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05277879908680916,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02978864312171936,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11893551796674728,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.033488474786281586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12367672473192215,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15145839750766754,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010419833473861217,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 26,
|
|
"train_loss": 1.5187134742736816,
|
|
"val_loss": 1.259987235069275,
|
|
"acc": 52.49,
|
|
"time": 128.09611932886764,
|
|
"param": [
|
|
{
|
|
"p": 0.17153537273406982,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.23112031817436218,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008601075038313866,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005600450094789267,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06217775493860245,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05110277235507965,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028523864224553108,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11743483692407608,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027462797239422798,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13619239628314972,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16024836897850037,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 27,
|
|
"train_loss": 1.551916480064392,
|
|
"val_loss": 1.3024687767028809,
|
|
"acc": 53.46,
|
|
"time": 134.2471848120913,
|
|
"param": [
|
|
{
|
|
"p": 0.1937495470046997,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2708323001861572,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04949197918176651,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03361683711409569,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11278602480888367,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.154569610953331,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1849537491798401,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 28,
|
|
"train_loss": 1.7934918403625488,
|
|
"val_loss": 1.4560737609863281,
|
|
"acc": 50.97,
|
|
"time": 131.24489373201504,
|
|
"param": [
|
|
{
|
|
"p": 0.20062783360481262,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2812897861003876,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04338035359978676,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01907442696392536,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10502098500728607,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1564096063375473,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1941969394683838,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 29,
|
|
"train_loss": 1.4223374128341675,
|
|
"val_loss": 1.3948841094970703,
|
|
"acc": 54.19,
|
|
"time": 123.33122799312696,
|
|
"param": [
|
|
{
|
|
"p": 0.21238835155963898,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.28436079621315,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00038481142837554216,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03986983746290207,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015271596610546112,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.000892537587787956,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09203911572694778,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15050587058067322,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.20428702235221863,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 30,
|
|
"train_loss": 1.6338927745819092,
|
|
"val_loss": 1.370755910873413,
|
|
"acc": 55.7,
|
|
"time": 130.39050622982904,
|
|
"param": [
|
|
{
|
|
"p": 0.21737664937973022,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2816861867904663,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0011846916750073433,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.036884959787130356,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00867023691534996,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009958844631910324,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08676139265298843,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14017312228679657,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.21730394661426544,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 31,
|
|
"train_loss": 1.5030206441879272,
|
|
"val_loss": 1.2832388877868652,
|
|
"acc": 55.83,
|
|
"time": 128.90410297410563,
|
|
"param": [
|
|
{
|
|
"p": 0.20278425514698029,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004605543508660048,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2629954516887665,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00476817274466157,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0033368300646543503,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00989987701177597,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04185793176293373,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01593267358839512,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020410580560564995,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0894283726811409,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005120917223393917,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12972904741764069,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.21200722455978394,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.001267920364625752,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 32,
|
|
"train_loss": 1.7432054281234741,
|
|
"val_loss": 1.2453311681747437,
|
|
"acc": 53.05,
|
|
"time": 124.730949269142,
|
|
"param": [
|
|
{
|
|
"p": 0.19795775413513184,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.260296106338501,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0005824307445436716,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006149935070425272,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04514148831367493,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016476446762681007,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01810355670750141,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09435736387968063,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005396946799010038,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13203266263008118,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.22350527346134186,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 33,
|
|
"train_loss": 1.6648955345153809,
|
|
"val_loss": 1.2371609210968018,
|
|
"acc": 56.53,
|
|
"time": 134.4426326630637,
|
|
"param": [
|
|
{
|
|
"p": 0.20086947083473206,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2754412591457367,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0008513022330589592,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04045188054442406,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005119333043694496,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007228892762213945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09785600751638412,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004948198911733925,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13556860387325287,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.23611845076084137,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 34,
|
|
"train_loss": 1.6256235837936401,
|
|
"val_loss": 1.179492473602295,
|
|
"acc": 56.68,
|
|
"time": 132.05017751827836,
|
|
"param": [
|
|
{
|
|
"p": 0.19882100820541382,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.29347360134124756,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03194795921444893,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09418671578168869,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1344171017408371,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2471536099910736,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 35,
|
|
"train_loss": 1.3550950288772583,
|
|
"val_loss": 1.1396281719207764,
|
|
"acc": 58.21,
|
|
"time": 121.51971469214186,
|
|
"param": [
|
|
{
|
|
"p": 0.1900322288274765,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2975929081439972,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0031020576134324074,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0032511097379028797,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028780069202184677,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005463453941047192,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0936155617237091,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0007017341558821499,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12398001551628113,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2534808814525604,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 36,
|
|
"train_loss": 1.466292381286621,
|
|
"val_loss": 1.1984386444091797,
|
|
"acc": 55.67,
|
|
"time": 121.57271417276934,
|
|
"param": [
|
|
{
|
|
"p": 0.18684004247188568,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.30300113558769226,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0002840727102011442,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0034545769449323416,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02305280603468418,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009584091603755951,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09166489541530609,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11467680335044861,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.26744160056114197,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 37,
|
|
"train_loss": 1.676328420639038,
|
|
"val_loss": 1.1935248374938965,
|
|
"acc": 56.91,
|
|
"time": 125.60674835043028,
|
|
"param": [
|
|
{
|
|
"p": 0.19552791118621826,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3081715703010559,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02120223455131054,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09123413264751434,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10921420156955719,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.27464988827705383,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 38,
|
|
"train_loss": 1.7465801239013672,
|
|
"val_loss": 1.246822714805603,
|
|
"acc": 55.71,
|
|
"time": 123.5342939030379,
|
|
"param": [
|
|
{
|
|
"p": 0.20092497766017914,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.30142056941986084,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.024292927235364914,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.003913204185664654,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09737807512283325,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0003285225830040872,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10434168577194214,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.26739999651908875,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 39,
|
|
"train_loss": 1.7079192399978638,
|
|
"val_loss": 1.2446918487548828,
|
|
"acc": 58.71,
|
|
"time": 129.10308585315943,
|
|
"param": [
|
|
{
|
|
"p": 0.20631025731563568,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3036811649799347,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02094268798828125,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008924434892833233,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09055616706609726,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09874051064252853,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2708447575569153,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 40,
|
|
"train_loss": 1.513365387916565,
|
|
"val_loss": 1.1915463209152222,
|
|
"acc": 58.28,
|
|
"time": 121.94292287202552,
|
|
"param": [
|
|
{
|
|
"p": 0.2185782492160797,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.31884750723838806,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07811176776885986,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0957934558391571,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.28866907954216003,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 41,
|
|
"train_loss": 1.4264757633209229,
|
|
"val_loss": 1.145540714263916,
|
|
"acc": 58.94,
|
|
"time": 124.44028923008591,
|
|
"param": [
|
|
{
|
|
"p": 0.2193538397550583,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3213042914867401,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.000257056177360937,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0014023168478161097,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0021895694080740213,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0016399091109633446,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06423436105251312,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0010847322409972548,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08963107317686081,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2989028990268707,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 42,
|
|
"train_loss": 1.4329662322998047,
|
|
"val_loss": 1.0935560464859009,
|
|
"acc": 59.27,
|
|
"time": 124.27889802865684,
|
|
"param": [
|
|
{
|
|
"p": 0.20494051277637482,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3071473240852356,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010818783193826675,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01536734402179718,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010536647401750088,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07240498811006546,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0902353972196579,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2885489761829376,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 43,
|
|
"train_loss": 1.286996841430664,
|
|
"val_loss": 1.09549880027771,
|
|
"acc": 59.8,
|
|
"time": 125.68157229712233,
|
|
"param": [
|
|
{
|
|
"p": 0.19648024439811707,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3216480612754822,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005164895672351122,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005066404584795237,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08040801435709,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08299857378005981,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3082337975502014,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 44,
|
|
"train_loss": 1.560577630996704,
|
|
"val_loss": 1.0603132247924805,
|
|
"acc": 60.43,
|
|
"time": 130.56738849822432,
|
|
"param": [
|
|
{
|
|
"p": 0.18762119114398956,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3276413381099701,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0012221892829984426,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0046715522184967995,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0795702114701271,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07397764176130295,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3252958357334137,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 45,
|
|
"train_loss": 1.7857271432876587,
|
|
"val_loss": 1.1340315341949463,
|
|
"acc": 59.95,
|
|
"time": 122.63811554480344,
|
|
"param": [
|
|
{
|
|
"p": 0.17884810268878937,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3133726418018341,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004786911886185408,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00034570993739180267,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0006502092583104968,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004840359557420015,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014147883281111717,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.003227482782676816,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08413127809762955,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.003549024695530534,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07862965762615204,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.31182363629341125,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0016471254639327526,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 46,
|
|
"train_loss": 1.2607766389846802,
|
|
"val_loss": 1.013532042503357,
|
|
"acc": 60.8,
|
|
"time": 126.47114490205422,
|
|
"param": [
|
|
{
|
|
"p": 0.17909623682498932,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.31125563383102417,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006377167068421841,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007475793827325106,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015644783154129982,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00303841894492507,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08545143157243729,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.001773518044501543,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08409922569990158,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3057878017425537,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 47,
|
|
"train_loss": 1.4546152353286743,
|
|
"val_loss": 1.189965844154358,
|
|
"acc": 58.2,
|
|
"time": 129.73769905092195,
|
|
"param": [
|
|
{
|
|
"p": 0.18563738465309143,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3212316334247589,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0029879941139370203,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007260878570377827,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08230489492416382,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08055838942527771,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.32001885771751404,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 48,
|
|
"train_loss": 1.5892513990402222,
|
|
"val_loss": 1.0489554405212402,
|
|
"acc": 59.55,
|
|
"time": 123.80827878601849,
|
|
"param": [
|
|
{
|
|
"p": 0.19018232822418213,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.32696157693862915,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0015255790203809738,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.001991058001294732,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.001075547537766397,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 8.653800614411011e-05,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06933309137821198,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.002508156467229128,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07032272964715958,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3360133469104767,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 49,
|
|
"train_loss": 1.3583641052246094,
|
|
"val_loss": 0.9844446778297424,
|
|
"acc": 60.62,
|
|
"time": 126.59806603519246,
|
|
"param": [
|
|
{
|
|
"p": 0.18771812319755554,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.31573784351348877,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008313268423080444,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.001548877451568842,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012718207202851772,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.003172404132783413,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0009283421677537262,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06540213525295258,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008196975104510784,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06492254883050919,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3312656879425049,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 7.555998308816925e-05,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 50,
|
|
"train_loss": 1.5897051095962524,
|
|
"val_loss": 1.017679214477539,
|
|
"acc": 61.5,
|
|
"time": 124.36442597676069,
|
|
"param": [
|
|
{
|
|
"p": 0.1794940084218979,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.29618778824806213,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017433250322937965,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0030894812662154436,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02459927648305893,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009692097082734108,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0013111853040754795,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0703415721654892,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015191822312772274,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07530637085437775,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.30198660492897034,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005366551224142313,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 51,
|
|
"train_loss": 1.4402419328689575,
|
|
"val_loss": 1.134545922279358,
|
|
"acc": 62.06,
|
|
"time": 120.47260445728898,
|
|
"param": [
|
|
{
|
|
"p": 0.17357860505580902,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2910052239894867,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01513290498405695,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00011335869203321636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0123064573854208,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02419975958764553,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02070527896285057,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07399369776248932,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010995503515005112,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08666280657052994,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2913064658641815,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 52,
|
|
"train_loss": 1.5645413398742676,
|
|
"val_loss": 1.079359531402588,
|
|
"acc": 60.41,
|
|
"time": 133.6373100648634,
|
|
"param": [
|
|
{
|
|
"p": 0.17546340823173523,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.30384325981140137,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0056212907657027245,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014869076199829578,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016947761178016663,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01779891923069954,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06944174319505692,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007651686202734709,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0955788716673851,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2927839159965515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 53,
|
|
"train_loss": 1.330058217048645,
|
|
"val_loss": 1.1089026927947998,
|
|
"acc": 60.68,
|
|
"time": 130.81710803834721,
|
|
"param": [
|
|
{
|
|
"p": 0.18737198412418365,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.34062618017196655,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009614476934075356,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0020682341419160366,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00041591841727495193,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04630880430340767,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09670718759298325,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3168872594833374,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 54,
|
|
"train_loss": 1.4725850820541382,
|
|
"val_loss": 1.0783854722976685,
|
|
"acc": 61.82,
|
|
"time": 122.74346805503592,
|
|
"param": [
|
|
{
|
|
"p": 0.18568100035190582,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3427727520465851,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0021575791761279106,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016588706523180008,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005843703635036945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.035642243921756744,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0007496956968680024,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09741847217082977,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.31314581632614136,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 55,
|
|
"train_loss": 1.3333446979522705,
|
|
"val_loss": 1.0971089601516724,
|
|
"acc": 62.28,
|
|
"time": 126.77064801892266,
|
|
"param": [
|
|
{
|
|
"p": 0.18122340738773346,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.33848336338996887,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0005022689001634717,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013174903579056263,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0009322951664216816,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.002283055568113923,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01973148249089718,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.033915065228939056,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09814668446779251,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3116074502468109,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 56,
|
|
"train_loss": 1.2694098949432373,
|
|
"val_loss": 1.061829924583435,
|
|
"acc": 63.09,
|
|
"time": 121.31642318936065,
|
|
"param": [
|
|
{
|
|
"p": 0.17768946290016174,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3591419756412506,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012570909224450588,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02709140069782734,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09047198295593262,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.33303430676460266,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 57,
|
|
"train_loss": 1.2874119281768799,
|
|
"val_loss": 1.0303194522857666,
|
|
"acc": 62.6,
|
|
"time": 120.83802041364834,
|
|
"param": [
|
|
{
|
|
"p": 0.1717773973941803,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.38232728838920593,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.001523885177448392,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08133135735988617,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.36304011940956116,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 58,
|
|
"train_loss": 1.4779199361801147,
|
|
"val_loss": 1.1064424514770508,
|
|
"acc": 61.59,
|
|
"time": 122.08916757209226,
|
|
"param": [
|
|
{
|
|
"p": 0.16585588455200195,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3622063100337982,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.001084937248378992,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0023322298657149076,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00417347764596343,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004674733616411686,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005316860042512417,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0023000736255198717,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.003564275335520506,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.002769214566797018,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09022655338048935,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3554953932762146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 59,
|
|
"train_loss": 1.359123706817627,
|
|
"val_loss": 1.1940783262252808,
|
|
"acc": 63.57,
|
|
"time": 123.82000318542123,
|
|
"param": [
|
|
{
|
|
"p": 0.1563796103000641,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0006840931018814445,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3268532454967499,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0037342351861298084,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008087387308478355,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009982328861951828,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009803537279367447,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016472576186060905,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015104232355952263,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.018180249258875847,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0118640111759305,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09928182512521744,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.32212063670158386,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.001451966818422079,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 60,
|
|
"train_loss": 1.3621947765350342,
|
|
"val_loss": 0.9542237520217896,
|
|
"acc": 63.86,
|
|
"time": 135.1231980472803,
|
|
"param": [
|
|
{
|
|
"p": 0.14863954484462738,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.29216790199279785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016130998730659485,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.018450060859322548,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017520494759082794,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02014179900288582,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.032323163002729416,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.034769054502248764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03155381232500076,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1076839491724968,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.28061914443969727,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 61,
|
|
"train_loss": 1.6114578247070312,
|
|
"val_loss": 0.9612913727760315,
|
|
"acc": 64.7,
|
|
"time": 125.87643978698179,
|
|
"param": [
|
|
{
|
|
"p": 0.14475668966770172,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.28527161478996277,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 7.550056034233421e-05,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01062094233930111,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021849213168025017,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02740602195262909,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.018770258873701096,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03578319028019905,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03401689603924751,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040785837918519974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10887660831212997,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.27079519629478455,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0009921096498146653,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 62,
|
|
"train_loss": 1.4685006141662598,
|
|
"val_loss": 0.9219160079956055,
|
|
"acc": 63.93,
|
|
"time": 127.44071215810254,
|
|
"param": [
|
|
{
|
|
"p": 0.14700958132743835,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.27828118205070496,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006994268856942654,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02209208719432354,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028341835364699364,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009411673061549664,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.036841388791799545,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03562973439693451,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050490010529756546,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11243470758199692,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2724735140800476,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 63,
|
|
"train_loss": 1.5262192487716675,
|
|
"val_loss": 0.9857102632522583,
|
|
"acc": 63.36,
|
|
"time": 122.77930047828704,
|
|
"param": [
|
|
{
|
|
"p": 0.14216700196266174,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2549780309200287,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006124430801719427,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013868691399693489,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.031185727566480637,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027306124567985535,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010703318752348423,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0424831248819828,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0461031012237072,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05481543764472008,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11264026165008545,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.25498437881469727,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.002640453400090337,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 64,
|
|
"train_loss": 1.5505871772766113,
|
|
"val_loss": 0.9922148585319519,
|
|
"acc": 65.81,
|
|
"time": 123.25644686305895,
|
|
"param": [
|
|
{
|
|
"p": 0.14769303798675537,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.24363739788532257,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021917758509516716,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.037156712263822556,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.023864220827817917,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0010355152189731598,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046929746866226196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046854306012392044,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06434182077646255,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12001584470272064,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.24655373394489288,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 65,
|
|
"train_loss": 1.451682209968567,
|
|
"val_loss": 1.0289939641952515,
|
|
"acc": 65.56,
|
|
"time": 122.64378132391721,
|
|
"param": [
|
|
{
|
|
"p": 0.148935005068779,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004315335303544998,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.24139522016048431,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0007142307586036623,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019989686086773872,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04315662384033203,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019145691767334938,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04756182059645653,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04775341600179672,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058472879230976105,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12221813946962357,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.24338431656360626,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0029577608220279217,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 66,
|
|
"train_loss": 1.387534737586975,
|
|
"val_loss": 1.1008453369140625,
|
|
"acc": 65.22,
|
|
"time": 122.67357784090564,
|
|
"param": [
|
|
{
|
|
"p": 0.15272657573223114,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.000797333603259176,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2385442554950714,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0014053051127120852,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02244643308222294,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04304017499089241,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020505230873823166,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.003614075481891632,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05185316503047943,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04949094355106354,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05725308135151863,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12343297153711319,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.23103347420692444,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00385697977617383,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 67,
|
|
"train_loss": 1.3911421298980713,
|
|
"val_loss": 0.9962632060050964,
|
|
"acc": 65.08,
|
|
"time": 137.1251717088744,
|
|
"param": [
|
|
{
|
|
"p": 0.15671691298484802,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.23475487530231476,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.002132018795236945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028293294832110405,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02880341373383999,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03265247493982315,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005061735399067402,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0520457960665226,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05504138022661209,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04905037581920624,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12771569192409515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2226753979921341,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00505663501098752,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 68,
|
|
"train_loss": 1.4748948812484741,
|
|
"val_loss": 0.9659777879714966,
|
|
"acc": 65.64,
|
|
"time": 129.38154485728592,
|
|
"param": [
|
|
{
|
|
"p": 0.17853336036205292,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.26869457960128784,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014519501477479935,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020883722230792046,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044708359986543655,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055669475346803665,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03208885341882706,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13542920351028442,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.24947288632392883,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 69,
|
|
"train_loss": 1.3224214315414429,
|
|
"val_loss": 0.9132235646247864,
|
|
"acc": 65.45,
|
|
"time": 136.07861339580268,
|
|
"param": [
|
|
{
|
|
"p": 0.18713122606277466,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.275129109621048,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0060677179135382175,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014370307326316833,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0009129166719503701,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.037180569022893906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061104170978069305,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01969893090426922,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13406485319137573,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2643401324748993,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 70,
|
|
"train_loss": 1.2630337476730347,
|
|
"val_loss": 1.0276312828063965,
|
|
"acc": 65.44,
|
|
"time": 133.10109194088727,
|
|
"param": [
|
|
{
|
|
"p": 0.19810442626476288,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2765599489212036,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01073459256440401,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025559410452842712,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07312731444835663,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0071097868494689465,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13193054497241974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.27687397599220276,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 71,
|
|
"train_loss": 1.2839815616607666,
|
|
"val_loss": 0.9566190838813782,
|
|
"acc": 66.54,
|
|
"time": 125.39021836966276,
|
|
"param": [
|
|
{
|
|
"p": 0.18917956948280334,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2560921311378479,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006456034258008003,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00518580200150609,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01657835952937603,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008840862661600113,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.036650218069553375,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08793531358242035,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011907778680324554,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11974780261516571,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.25996431708335876,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.001461743377149105,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 72,
|
|
"train_loss": 1.5387331247329712,
|
|
"val_loss": 1.0805493593215942,
|
|
"acc": 66.03,
|
|
"time": 122.59110321803018,
|
|
"param": [
|
|
{
|
|
"p": 0.1831081658601761,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.24295197427272797,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005298086442053318,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008597888983786106,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0026289892848581076,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007043665740638971,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011575940996408463,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05472870543599129,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09919052571058273,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017146604135632515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11858883500099182,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.24914059042930603,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 73,
|
|
"train_loss": 1.2011994123458862,
|
|
"val_loss": 1.0317282676696777,
|
|
"acc": 66.66,
|
|
"time": 126.50443942891434,
|
|
"param": [
|
|
{
|
|
"p": 0.15999187529087067,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2258514165878296,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0029184853192418814,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014944324269890785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011561159044504166,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01843413896858692,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013994055800139904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06419996172189713,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10178115963935852,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0275111086666584,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11868254095315933,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.23956049978733063,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0005692897248081863,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 74,
|
|
"train_loss": 1.4631792306900024,
|
|
"val_loss": 0.9710781574249268,
|
|
"acc": 67.05,
|
|
"time": 126.84325286513194,
|
|
"param": [
|
|
{
|
|
"p": 0.14922627806663513,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2177949696779251,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014862200245261192,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006231092382222414,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.024026403203606606,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012635604478418827,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0675659328699112,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1008811667561531,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0332280695438385,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12568165361881256,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2462576925754547,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0016089770942926407,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 75,
|
|
"train_loss": 1.2658295631408691,
|
|
"val_loss": 0.9072606563568115,
|
|
"acc": 67.32,
|
|
"time": 135.37493297597393,
|
|
"param": [
|
|
{
|
|
"p": 0.1527736932039261,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.20724138617515564,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0006126281805336475,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012103048153221607,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02729545161128044,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011100607924163342,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06184070557355881,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09701996296644211,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04874337092041969,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1326100379228592,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.24865908920764923,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 76,
|
|
"train_loss": 1.3109694719314575,
|
|
"val_loss": 0.9357501268386841,
|
|
"acc": 66.2,
|
|
"time": 127.5383482449688,
|
|
"param": [
|
|
{
|
|
"p": 0.15442156791687012,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19211389124393463,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009242399595677853,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03989711403846741,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013089112937450409,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05378242954611778,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09818308800458908,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06437366455793381,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1369948834180832,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2376977652311325,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00020412828598637134,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 77,
|
|
"train_loss": 1.4346446990966797,
|
|
"val_loss": 0.9215596318244934,
|
|
"acc": 67.02,
|
|
"time": 130.53527926281095,
|
|
"param": [
|
|
{
|
|
"p": 0.16258037090301514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17971310019493103,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015012224204838276,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.037625666707754135,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015962842851877213,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05314946174621582,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09085914492607117,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07131361216306686,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13772989809513092,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.23605361580848694,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 78,
|
|
"train_loss": 1.2461273670196533,
|
|
"val_loss": 0.9959602952003479,
|
|
"acc": 67.76,
|
|
"time": 126.67870800103992,
|
|
"param": [
|
|
{
|
|
"p": 0.17649099230766296,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1684045046567917,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014334403909742832,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03563731908798218,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008949530310928822,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03685330972075462,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08277526497840881,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07919318974018097,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14273019134998322,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2546313405036926,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 79,
|
|
"train_loss": 1.2241240739822388,
|
|
"val_loss": 0.862689197063446,
|
|
"acc": 68.1,
|
|
"time": 129.6132026067935,
|
|
"param": [
|
|
{
|
|
"p": 0.18949563801288605,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16859976947307587,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008487127721309662,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02401569113135338,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.003255742834880948,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028190338984131813,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07234402745962143,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07131819427013397,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15364721417427063,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2806462049484253,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 80,
|
|
"train_loss": 1.4741621017456055,
|
|
"val_loss": 0.9344403147697449,
|
|
"acc": 68.79,
|
|
"time": 133.8763110227883,
|
|
"param": [
|
|
{
|
|
"p": 0.19717355072498322,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16797137260437012,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.003353571519255638,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0017540516564622521,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00825479719787836,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.018295036628842354,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.000887292146217078,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01845855452120304,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06377702951431274,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06172454357147217,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15363116562366486,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3026409447193146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0020781103521585464,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 81,
|
|
"train_loss": 1.606156826019287,
|
|
"val_loss": 0.8299147486686707,
|
|
"acc": 67.98,
|
|
"time": 124.30380597617477,
|
|
"param": [
|
|
{
|
|
"p": 0.20970392227172852,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1774662733078003,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005292602349072695,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014386860653758049,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019852349534630775,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05084904655814171,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046833913773298264,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15266387164592743,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.32196155190467834,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0009895963594317436,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 82,
|
|
"train_loss": 1.1241337060928345,
|
|
"val_loss": 0.8860214352607727,
|
|
"acc": 68.2,
|
|
"time": 126.15458918828517,
|
|
"param": [
|
|
{
|
|
"p": 0.21627050638198853,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18336917459964752,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015373384580016136,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04541965201497078,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021774770691990852,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15509004890918732,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.36270245909690857,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 83,
|
|
"train_loss": 1.2381681203842163,
|
|
"val_loss": 0.9153934717178345,
|
|
"acc": 67.71,
|
|
"time": 122.29935525078326,
|
|
"param": [
|
|
{
|
|
"p": 0.20383618772029877,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16820155084133148,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006478264927864075,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010830963961780071,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004266573116183281,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.023650221526622772,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05123789608478546,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.023716453462839127,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15078788995742798,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3563489615917206,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0006450137007050216,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 84,
|
|
"train_loss": 1.521500825881958,
|
|
"val_loss": 0.8410043716430664,
|
|
"acc": 67.83,
|
|
"time": 124.64874532399699,
|
|
"param": [
|
|
{
|
|
"p": 0.20840513706207275,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15538328886032104,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011677507311105728,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00595115777105093,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025757674127817154,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05737042427062988,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020794838666915894,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14029107987880707,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3721441924571991,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00222461367957294,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 85,
|
|
"train_loss": 1.3871700763702393,
|
|
"val_loss": 0.9105552434921265,
|
|
"acc": 67.79,
|
|
"time": 131.60236346814781,
|
|
"param": [
|
|
{
|
|
"p": 0.1848846673965454,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13776929676532745,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011760341003537178,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012132675386965275,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027904054149985313,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004373304545879364,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02051558718085289,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.031380295753479004,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07308649271726608,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.023701654747128487,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12874364852905273,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.33585071563720703,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007897249422967434,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 86,
|
|
"train_loss": 1.279065489768982,
|
|
"val_loss": 0.9827480912208557,
|
|
"acc": 66.59,
|
|
"time": 124.98173793172464,
|
|
"param": [
|
|
{
|
|
"p": 0.17094358801841736,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12204543501138687,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005745091009885073,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027822744101285934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03298363462090492,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0035760244354605675,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.032538775354623795,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040086887776851654,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07855314016342163,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027541199699044228,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12926998734474182,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.32889339327812195,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 87,
|
|
"train_loss": 1.5435770750045776,
|
|
"val_loss": 0.9219523072242737,
|
|
"acc": 68.35,
|
|
"time": 121.79126672865823,
|
|
"param": [
|
|
{
|
|
"p": 0.17872656881809235,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10974227637052536,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0029785940423607826,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030428074300289154,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03598104417324066,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03561989590525627,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04517475515604019,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07468445599079132,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.024603549391031265,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13783569633960724,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.323551207780838,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0006739893578924239,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 88,
|
|
"train_loss": 1.3172963857650757,
|
|
"val_loss": 0.846405565738678,
|
|
"acc": 66.83,
|
|
"time": 122.7680799541995,
|
|
"param": [
|
|
{
|
|
"p": 0.1798829585313797,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09654247015714645,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.039804019033908844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0480511449277401,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0029106889851391315,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04058863967657089,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03969810903072357,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07625565677881241,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019369620829820633,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13773056864738464,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3191660940647125,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 89,
|
|
"train_loss": 1.198284387588501,
|
|
"val_loss": 0.8730214238166809,
|
|
"acc": 67.73,
|
|
"time": 122.32794881705195,
|
|
"param": [
|
|
{
|
|
"p": 0.1727820783853531,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08381958305835724,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04416194558143616,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057239290326833725,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01473142672330141,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03692254796624184,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03661450371146202,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08679904788732529,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027721993625164032,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13301722705364227,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3058810830116272,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00030922400765120983,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 90,
|
|
"train_loss": 1.4021259546279907,
|
|
"val_loss": 0.903733491897583,
|
|
"acc": 67.99,
|
|
"time": 136.96007621800527,
|
|
"param": [
|
|
{
|
|
"p": 0.16610899567604065,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07289882004261017,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.001619015820324421,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03950809687376022,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05729220062494278,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01627003401517868,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02934507466852665,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040293704718351364,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09359648823738098,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043056439608335495,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13356710970401764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3064439594745636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 91,
|
|
"train_loss": 1.223792552947998,
|
|
"val_loss": 0.9094069600105286,
|
|
"acc": 68.71,
|
|
"time": 125.72882513096556,
|
|
"param": [
|
|
{
|
|
"p": 0.15689246356487274,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06589412689208984,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03628917783498764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05893070250749588,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017802786082029343,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.018264325335621834,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04314519464969635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09824945777654648,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047249145805835724,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13233256340026855,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.32495003938674927,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 92,
|
|
"train_loss": 1.2600661516189575,
|
|
"val_loss": 0.899292528629303,
|
|
"acc": 68.4,
|
|
"time": 123.03644225280732,
|
|
"param": [
|
|
{
|
|
"p": 0.14721505343914032,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07208356261253357,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00099142175167799,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03930789977312088,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057944901287555695,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03253166377544403,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026927543804049492,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043708641082048416,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09227385371923447,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05641459301114082,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1262490153312683,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2974100112915039,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0069417874328792095,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 93,
|
|
"train_loss": 1.2635916471481323,
|
|
"val_loss": 0.807939350605011,
|
|
"acc": 69.33,
|
|
"time": 122.054070440121,
|
|
"param": [
|
|
{
|
|
"p": 0.1416715830564499,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07349114865064621,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.039099644869565964,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05576004087924957,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04878043010830879,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030879542231559753,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048963241279125214,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0918520987033844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062192562967538834,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12547948956489563,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.28092628717422485,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0009039153228513896,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 94,
|
|
"train_loss": 1.4397457838058472,
|
|
"val_loss": 0.8058633208274841,
|
|
"acc": 69.85,
|
|
"time": 122.49951714416966,
|
|
"param": [
|
|
{
|
|
"p": 0.14278629422187805,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06225956603884697,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021626310423016548,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06117039918899536,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04536264389753342,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027878500521183014,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05795241519808769,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09851741790771484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07563181221485138,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11719159036874771,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.28962305188179016,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 95,
|
|
"train_loss": 1.2348201274871826,
|
|
"val_loss": 0.8564662933349609,
|
|
"acc": 68.39,
|
|
"time": 134.27561253868043,
|
|
"param": [
|
|
{
|
|
"p": 0.14320525527000427,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0567803718149662,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013009807094931602,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06046318635344505,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026893645524978638,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019100474193692207,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06702672690153122,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10584330558776855,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07574524730443954,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11607112735509872,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3158608675003052,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 96,
|
|
"train_loss": 1.3230931758880615,
|
|
"val_loss": 0.8256240487098694,
|
|
"acc": 69.91,
|
|
"time": 131.33798386482522,
|
|
"param": [
|
|
{
|
|
"p": 0.14519838988780975,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057185836136341095,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012129485607147217,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04861855506896973,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0032562301494181156,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01166369765996933,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07598622888326645,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1269056349992752,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06560344994068146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10912037640810013,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3443320691585541,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 97,
|
|
"train_loss": 1.248966932296753,
|
|
"val_loss": 0.8280611634254456,
|
|
"acc": 69.07,
|
|
"time": 124.02172011788934,
|
|
"param": [
|
|
{
|
|
"p": 0.14944890141487122,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04251209273934364,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.024425199255347252,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08647855371236801,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13896572589874268,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053001321852207184,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10864566266536713,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.39652249217033386,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 98,
|
|
"train_loss": 1.2857753038406372,
|
|
"val_loss": 0.8124058842658997,
|
|
"acc": 69.44,
|
|
"time": 121.00535689806566,
|
|
"param": [
|
|
{
|
|
"p": 0.13922840356826782,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02298554591834545,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0026378787588328123,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0005424906848929822,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08237986266613007,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15735581517219543,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03741976246237755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11926468461751938,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.4381856322288513,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 99,
|
|
"train_loss": 1.2915962934494019,
|
|
"val_loss": 0.8709565997123718,
|
|
"acc": 69.3,
|
|
"time": 124.96373161720112,
|
|
"param": [
|
|
{
|
|
"p": 0.13555601239204407,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017396623268723488,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004691095557063818,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0001711649529170245,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0014946934534236789,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011080720461905003,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.002551070647314191,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07891520857810974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1587352454662323,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04278464987874031,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13124294579029083,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.4153805077075958,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 100,
|
|
"train_loss": 1.2592065334320068,
|
|
"val_loss": 0.9038751125335693,
|
|
"acc": 68.77,
|
|
"time": 122.267981399782,
|
|
"param": [
|
|
{
|
|
"p": 0.14250242710113525,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0044806827791035175,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009596400894224644,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08003480732440948,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16334006190299988,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044998686760663986,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1300545036792755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.4249924421310425,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 101,
|
|
"train_loss": 1.1004741191864014,
|
|
"val_loss": 0.9247128367424011,
|
|
"acc": 68.97,
|
|
"time": 120.80870689591393,
|
|
"param": [
|
|
{
|
|
"p": 0.1406533420085907,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0038254212122410536,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007739135064184666,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0012547326041385531,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005846030544489622,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008137785829603672,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02690546028316021,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01706903614103794,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07770070433616638,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16062483191490173,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05076964572072029,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11683646589517593,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3820802867412567,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.000557156337890774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 102,
|
|
"train_loss": 1.432576060295105,
|
|
"val_loss": 0.9340829253196716,
|
|
"acc": 69.02,
|
|
"time": 127.64358127070591,
|
|
"param": [
|
|
{
|
|
"p": 0.14524638652801514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022664964199066162,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0021816068328917027,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021196071058511734,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025589587166905403,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029226290062069893,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03135068342089653,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07414593547582626,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15296415984630585,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04857521131634712,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1010245680809021,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3458344638347626,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 103,
|
|
"train_loss": 1.0470558404922485,
|
|
"val_loss": 0.8146156668663025,
|
|
"acc": 69.47,
|
|
"time": 134.06421273807064,
|
|
"param": [
|
|
{
|
|
"p": 0.14114965498447418,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.036078352481126785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005922224838286638,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03816678002476692,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03839168697595596,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03576640412211418,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0332019105553627,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0760248526930809,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13376925885677338,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05454014241695404,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.099373459815979,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3031739294528961,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004441327881067991,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 104,
|
|
"train_loss": 1.4448570013046265,
|
|
"val_loss": 0.9229288697242737,
|
|
"acc": 69.32,
|
|
"time": 137.53033199999481,
|
|
"param": [
|
|
{
|
|
"p": 0.13686946034431458,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04451452195644379,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0013813619734719396,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04371095821261406,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04306771606206894,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049724046140909195,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03210446611046791,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08577552437782288,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11933986097574234,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06299415230751038,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09827055782079697,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.28078386187553406,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0014634880935773253,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 105,
|
|
"train_loss": 1.1303768157958984,
|
|
"val_loss": 0.744186520576477,
|
|
"acc": 70.81,
|
|
"time": 132.56493205204606,
|
|
"param": [
|
|
{
|
|
"p": 0.13069483637809753,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06323886662721634,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04239261522889137,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04671991989016533,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06163393706083298,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03319336473941803,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08739612996578217,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11337786912918091,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06698434054851532,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0950847715139389,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.25928327441215515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 106,
|
|
"train_loss": 1.5171293020248413,
|
|
"val_loss": 0.8824771046638489,
|
|
"acc": 70.18,
|
|
"time": 129.2317344858311,
|
|
"param": [
|
|
{
|
|
"p": 0.1292991042137146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060350336134433746,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004249734338372946,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041160665452480316,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04732819274067879,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06596490740776062,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.037590451538562775,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08795856684446335,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11311304569244385,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06859607249498367,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09249718487262726,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2557165324687958,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 107,
|
|
"train_loss": 1.5135879516601562,
|
|
"val_loss": 0.9567411541938782,
|
|
"acc": 68.16,
|
|
"time": 138.31552153173834,
|
|
"param": [
|
|
{
|
|
"p": 0.1265501230955124,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05131828412413597,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04092266410589218,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05226289480924606,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05641552060842514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038598909974098206,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09660475701093674,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11935427784919739,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138840854167938,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08379757404327393,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2627865672111511,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 108,
|
|
"train_loss": 1.0984439849853516,
|
|
"val_loss": 0.9832134246826172,
|
|
"acc": 69.99,
|
|
"time": 130.62760878168046,
|
|
"param": [
|
|
{
|
|
"p": 0.1484428197145462,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04262040555477142,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044036392122507095,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03599369525909424,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05040673911571503,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04060368239879608,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10351968556642532,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12259871512651443,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06185039505362511,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0755593553185463,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2743680477142334,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 109,
|
|
"train_loss": 1.1556891202926636,
|
|
"val_loss": 0.9087633490562439,
|
|
"acc": 69.89,
|
|
"time": 129.0678685880266,
|
|
"param": [
|
|
{
|
|
"p": 0.17085935175418854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04475879296660423,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03160925209522247,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020141543820500374,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04510211572051048,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047136273235082626,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10049430280923843,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12509606778621674,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053672440350055695,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141028344631195,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2897195518016815,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 110,
|
|
"train_loss": 1.0757501125335693,
|
|
"val_loss": 0.7747605443000793,
|
|
"acc": 70.07,
|
|
"time": 122.84871985390782,
|
|
"param": [
|
|
{
|
|
"p": 0.17369119822978973,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054846666753292084,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009013907052576542,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025455793365836143,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005086114630103111,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04773816466331482,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04527220129966736,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09819519519805908,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12048882991075516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05815635621547699,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07543963938951492,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.28661593794822693,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 111,
|
|
"train_loss": 1.2413557767868042,
|
|
"val_loss": 0.8353822231292725,
|
|
"acc": 70.28,
|
|
"time": 121.0068390937522,
|
|
"param": [
|
|
{
|
|
"p": 0.17838452756404877,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06655662506818771,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007069867104291916,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01819544844329357,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04311065375804901,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03670915588736534,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09842982143163681,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11627992242574692,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06861596554517746,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07456344366073608,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.29208454489707947,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 112,
|
|
"train_loss": 1.0175182819366455,
|
|
"val_loss": 0.7264772057533264,
|
|
"acc": 70.44,
|
|
"time": 122.73999274615198,
|
|
"param": [
|
|
{
|
|
"p": 0.1699373424053192,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07513923197984695,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010181446559727192,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015198557637631893,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00900717917829752,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03375862166285515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03372957184910774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10038430988788605,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11395293474197388,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07330121099948883,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08170831948518753,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.28027406334877014,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.003427262417972088,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 113,
|
|
"train_loss": 1.0849063396453857,
|
|
"val_loss": 0.8696345090866089,
|
|
"acc": 69.78,
|
|
"time": 130.52556116413325,
|
|
"param": [
|
|
{
|
|
"p": 0.17376437783241272,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07940924912691116,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 4.412063935888e-05,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009389640763401985,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.018014678731560707,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02833584137260914,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10386449843645096,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11458530277013779,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06406351923942566,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10604508221149445,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3024836778640747,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 114,
|
|
"train_loss": 1.5363556146621704,
|
|
"val_loss": 0.7840169668197632,
|
|
"acc": 69.97,
|
|
"time": 120.42785016680136,
|
|
"param": [
|
|
{
|
|
"p": 0.17347164452075958,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0723075270652771,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010057699866592884,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013423297554254532,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013732202351093292,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10937977582216263,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10892773419618607,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05369668826460838,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10886336863040924,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.33614009618759155,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 115,
|
|
"train_loss": 1.0176708698272705,
|
|
"val_loss": 0.8113948702812195,
|
|
"acc": 69.91,
|
|
"time": 130.64273245679215,
|
|
"param": [
|
|
{
|
|
"p": 0.16343463957309723,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06280916184186935,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013568739406764507,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004222998861223459,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11900030076503754,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11337614059448242,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0353737473487854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10291384905576706,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3853003978729248,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 116,
|
|
"train_loss": 1.301358938217163,
|
|
"val_loss": 0.8560036420822144,
|
|
"acc": 70.77,
|
|
"time": 133.4252826711163,
|
|
"param": [
|
|
{
|
|
"p": 0.15857534110546112,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05795566365122795,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0009011358488351107,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0007828510133549571,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1198842003941536,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12007404863834381,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01036869641393423,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09645572304725647,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.43500232696533203,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 117,
|
|
"train_loss": 1.114343523979187,
|
|
"val_loss": 0.8275712728500366,
|
|
"acc": 70.31,
|
|
"time": 125.5336794257164,
|
|
"param": [
|
|
{
|
|
"p": 0.1472063958644867,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05310562252998352,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0019648908637464046,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0027482761070132256,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1136319562792778,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12459191679954529,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09461821615695953,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.4621327519416809,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 118,
|
|
"train_loss": 1.2506753206253052,
|
|
"val_loss": 0.935772180557251,
|
|
"acc": 69.35,
|
|
"time": 136.94202400464565,
|
|
"param": [
|
|
{
|
|
"p": 0.14004456996917725,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06262654811143875,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0009129742393270135,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004205786681268364,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.003369731130078435,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005099007859826088,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09910019487142563,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11200201511383057,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008730188012123108,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08400220423936844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.4813927710056305,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0022992263548076153,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 119,
|
|
"train_loss": 1.2090470790863037,
|
|
"val_loss": 0.7389025092124939,
|
|
"acc": 70.81,
|
|
"time": 134.60778944799677,
|
|
"param": [
|
|
{
|
|
"p": 0.12262475490570068,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08573105186223984,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0013878743629902601,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0051144822500646114,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016770659014582634,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007726736832410097,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016436820849776268,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09078255295753479,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09639094769954681,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.035460952669382095,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07515913993120193,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.4344726502895355,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011941366828978062,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 120,
|
|
"train_loss": 1.3621160984039307,
|
|
"val_loss": 0.8716948628425598,
|
|
"acc": 71.09,
|
|
"time": 126.1251479210332,
|
|
"param": [
|
|
{
|
|
"p": 0.11901628971099854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0932176262140274,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004638569429516792,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029059145599603653,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011916272342205048,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027900155633687973,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09107588976621628,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09124349802732468,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04787210375070572,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06940975040197372,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3973708152770996,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017279814928770065,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 121,
|
|
"train_loss": 0.9916872382164001,
|
|
"val_loss": 0.7624834775924683,
|
|
"acc": 70.73,
|
|
"time": 121.85125119285658,
|
|
"param": [
|
|
{
|
|
"p": 0.13013696670532227,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0890599712729454,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016590053215622902,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00538978585973382,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02770378440618515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08895271271467209,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08968605101108551,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04965275153517723,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04022858664393425,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.4551243782043457,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007474921643733978,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 122,
|
|
"train_loss": 1.2484266757965088,
|
|
"val_loss": 0.8224794268608093,
|
|
"acc": 70.91,
|
|
"time": 120.33365800324827,
|
|
"param": [
|
|
{
|
|
"p": 0.13515399396419525,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08138441294431686,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005479591898620129,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015213306993246078,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08552445471286774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09082510322332382,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05127522721886635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.018113423138856888,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.5170304775238037,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 123,
|
|
"train_loss": 1.2808172702789307,
|
|
"val_loss": 0.8653700947761536,
|
|
"acc": 70.94,
|
|
"time": 120.18452934315428,
|
|
"param": [
|
|
{
|
|
"p": 0.13101418316364288,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08684893697500229,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.003280532779172063,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007860600017011166,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00034410657826811075,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006560743320733309,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07912999391555786,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09408311545848846,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06147899106144905,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0025074349250644445,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.5268913507461548,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 124,
|
|
"train_loss": 1.0879464149475098,
|
|
"val_loss": 0.6367286443710327,
|
|
"acc": 70.3,
|
|
"time": 124.1199684930034,
|
|
"param": [
|
|
{
|
|
"p": 0.1261424571275711,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09549155831336975,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.000432359374826774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014205154031515121,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009380126371979713,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0035589816980063915,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009728673845529556,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07276739925146103,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09240888804197311,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07001141458749771,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0019810860976576805,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.5006349682807922,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0032569868490099907,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 125,
|
|
"train_loss": 1.2222687005996704,
|
|
"val_loss": 0.8093733787536621,
|
|
"acc": 72.37,
|
|
"time": 133.45243382593617,
|
|
"param": [
|
|
{
|
|
"p": 0.12551474571228027,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10136248916387558,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02038179524242878,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004203152377158403,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07554390281438828,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09059089422225952,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06836659461259842,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.5140364766120911,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 126,
|
|
"train_loss": 1.1659365892410278,
|
|
"val_loss": 0.8833237886428833,
|
|
"acc": 71.39,
|
|
"time": 120.51806643605232,
|
|
"param": [
|
|
{
|
|
"p": 0.13346900045871735,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10754600912332535,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0010594333289191127,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02181793749332428,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0021754319313913584,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012971117161214352,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07296542078256607,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08821645379066467,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06122313812375069,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0057274214923381805,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.4913327097892761,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0014959861291572452,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 127,
|
|
"train_loss": 1.2169899940490723,
|
|
"val_loss": 0.8081468939781189,
|
|
"acc": 70.94,
|
|
"time": 124.79064966319129,
|
|
"param": [
|
|
{
|
|
"p": 0.14049546420574188,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11312907189130783,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004143999889492989,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01658191718161106,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005209147464483976,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014829636551439762,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07628225535154343,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09311659634113312,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04743973910808563,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0087870042771101,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.4799851179122925,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 128,
|
|
"train_loss": 1.0352152585983276,
|
|
"val_loss": 0.7524275183677673,
|
|
"acc": 70.89,
|
|
"time": 120.88499940140173,
|
|
"param": [
|
|
{
|
|
"p": 0.13922394812107086,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0027709617279469967,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10843490809202194,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01109839603304863,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025183942168951035,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010414418764412403,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015387146733701229,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006699581164866686,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08720999211072922,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09103973954916,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043611619621515274,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007288037799298763,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.4455853998661041,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006051951088011265,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 129,
|
|
"train_loss": 1.262359619140625,
|
|
"val_loss": 0.8095115423202515,
|
|
"acc": 71.19,
|
|
"time": 122.81883682915941,
|
|
"param": [
|
|
{
|
|
"p": 0.1367405354976654,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11261492967605591,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01072013285011053,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027471128851175308,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017680563032627106,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01662708818912506,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009781145490705967,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08967196941375732,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08185229450464249,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04979488253593445,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017252331599593163,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.4196893274784088,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010103699751198292,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 130,
|
|
"train_loss": 1.2381646633148193,
|
|
"val_loss": 0.7162474393844604,
|
|
"acc": 71.76,
|
|
"time": 130.4370958409272,
|
|
"param": [
|
|
{
|
|
"p": 0.1388600915670395,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11934256553649902,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016051584854722023,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021031778305768967,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012653027661144733,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01431063562631607,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01990765519440174,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07830321788787842,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08452452719211578,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05063467472791672,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017175232991576195,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.41933727264404297,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007867749780416489,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 131,
|
|
"train_loss": 1.230372428894043,
|
|
"val_loss": 0.7505749464035034,
|
|
"acc": 71.64,
|
|
"time": 121.86535054072738,
|
|
"param": [
|
|
{
|
|
"p": 0.144217386841774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13094231486320496,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.002702816855162382,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005587747786194086,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01335322018712759,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07709129899740219,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0927266925573349,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044410280883312225,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.48896825313568115,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 132,
|
|
"train_loss": 1.1042554378509521,
|
|
"val_loss": 0.7878039479255676,
|
|
"acc": 71.54,
|
|
"time": 126.23911440791562,
|
|
"param": [
|
|
{
|
|
"p": 0.14241516590118408,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1298931986093521,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048901330679655075,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08729889243841171,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013963642530143261,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.5775277614593506,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 133,
|
|
"train_loss": 1.0123502016067505,
|
|
"val_loss": 0.8094140887260437,
|
|
"acc": 70.5,
|
|
"time": 134.88599693076685,
|
|
"param": [
|
|
{
|
|
"p": 0.12014483660459518,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12546716630458832,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008965127170085907,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09114771336317062,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00035119388485327363,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.6539239883422852,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 134,
|
|
"train_loss": 1.0204018354415894,
|
|
"val_loss": 0.8234107494354248,
|
|
"acc": 71.25,
|
|
"time": 129.2182454126887,
|
|
"param": [
|
|
{
|
|
"p": 0.10822686553001404,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.002660527592524886,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12414289265871048,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009516717866063118,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008574624545872211,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012817147187888622,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014514620415866375,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007624703925102949,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0910077691078186,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019796377047896385,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02729051560163498,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.559607982635498,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014219271950423717,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 135,
|
|
"train_loss": 0.9664108157157898,
|
|
"val_loss": 0.8751021027565002,
|
|
"acc": 71.51,
|
|
"time": 126.86288864398375,
|
|
"param": [
|
|
{
|
|
"p": 0.10537269711494446,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11763588339090347,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0019245989387854934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017936883494257927,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014716125093400478,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027490349486470222,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0025409350637346506,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08885280787944794,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.036369141191244125,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05108541622757912,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.5178195834159851,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.018255634233355522,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 136,
|
|
"train_loss": 0.9974543452262878,
|
|
"val_loss": 0.8394523859024048,
|
|
"acc": 71.6,
|
|
"time": 122.915076978039,
|
|
"param": [
|
|
{
|
|
"p": 0.10007326304912567,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1184578537940979,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021262207999825478,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007164529524743557,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020716072991490364,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0768805742263794,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04528883099555969,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06806030124425888,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.5301845669746399,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011911784298717976,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 137,
|
|
"train_loss": 1.049207329750061,
|
|
"val_loss": 0.900765597820282,
|
|
"acc": 71.41,
|
|
"time": 123.5787195507437,
|
|
"param": [
|
|
{
|
|
"p": 0.10378101468086243,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11534684151411057,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00017276740982197225,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01645035110414028,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00048527761828154325,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.002251705154776573,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0035207937471568584,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07333827018737793,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04317693039774895,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07605466991662979,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.5654213428497314,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 138,
|
|
"train_loss": 1.4293670654296875,
|
|
"val_loss": 0.9165321588516235,
|
|
"acc": 71.36,
|
|
"time": 123.8169359806925,
|
|
"param": [
|
|
{
|
|
"p": 0.10309404134750366,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11043743044137955,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0009197409963235259,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03504607826471329,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.001422089640982449,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0026070706080645323,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008447753265500069,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06539274007081985,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04718003049492836,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08586033433675766,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.5296237468719482,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009969033300876617,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 139,
|
|
"train_loss": 1.079619288444519,
|
|
"val_loss": 0.8937126398086548,
|
|
"acc": 72.27,
|
|
"time": 121.91742747230455,
|
|
"param": [
|
|
{
|
|
"p": 0.10385684669017792,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09256314486265182,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01792553998529911,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04641514644026756,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006811481900513172,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014651424251496792,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020960483700037003,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08320670574903488,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05563080310821533,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08457651734352112,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.4525614082813263,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020840588957071304,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 140,
|
|
"train_loss": 1.1469682455062866,
|
|
"val_loss": 0.7289924621582031,
|
|
"acc": 72.06,
|
|
"time": 123.72493433393538,
|
|
"param": [
|
|
{
|
|
"p": 0.11388330906629562,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07956558465957642,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026934538036584854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04793799668550491,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.024211404845118523,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03641759976744652,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09695278108119965,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04916832596063614,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08913902193307877,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.41563111543655396,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02015828527510166,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 141,
|
|
"train_loss": 0.9642454981803894,
|
|
"val_loss": 0.7436008453369141,
|
|
"acc": 72.67,
|
|
"time": 121.87795833172277,
|
|
"param": [
|
|
{
|
|
"p": 0.12603753805160522,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07355380058288574,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0022369695361703634,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030100123956799507,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0380462110042572,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 4.700785575550981e-05,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026846501976251602,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04865263029932976,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10618050396442413,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04546930640935898,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.098326675593853,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3990696966648102,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005432991310954094,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 142,
|
|
"train_loss": 1.1217021942138672,
|
|
"val_loss": 0.8071892857551575,
|
|
"acc": 72.37,
|
|
"time": 121.91982700116932,
|
|
"param": [
|
|
{
|
|
"p": 0.13166359066963196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0008503482677042484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08019555360078812,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.002034810371696949,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03432481363415718,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.034301575273275375,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00808640569448471,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.036959558725357056,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05842304974794388,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10540284961462021,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05435720831155777,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09829790890216827,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3542480170726776,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.000854317971970886,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 143,
|
|
"train_loss": 1.385000467300415,
|
|
"val_loss": 0.7276915907859802,
|
|
"acc": 71.64,
|
|
"time": 126.05048498697579,
|
|
"param": [
|
|
{
|
|
"p": 0.1315222829580307,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0003277113428339362,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08554430305957794,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006471123080700636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03923153504729271,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04165458306670189,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02088957279920578,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049619678407907486,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06454724073410034,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09550060331821442,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06489501148462296,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08950285613536835,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3015921711921692,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008701360784471035,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 144,
|
|
"train_loss": 1.2328011989593506,
|
|
"val_loss": 0.9331700801849365,
|
|
"acc": 71.88,
|
|
"time": 136.40728622302413,
|
|
"param": [
|
|
{
|
|
"p": 0.12589077651500702,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08340389281511307,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04112790897488594,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04655379801988602,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025258805602788925,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05592622235417366,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06189080700278282,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09543459862470627,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07449124753475189,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09421312808990479,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2958087623119354,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 145,
|
|
"train_loss": 1.0852409601211548,
|
|
"val_loss": 0.6902427673339844,
|
|
"acc": 71.84,
|
|
"time": 120.40844980673864,
|
|
"param": [
|
|
{
|
|
"p": 0.11570959538221359,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0837249606847763,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04534422978758812,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049972034990787506,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02693583071231842,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06059589609503746,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04632861912250519,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10753947496414185,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07626612484455109,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1036924198269844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2838907837867737,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 146,
|
|
"train_loss": 1.1460965871810913,
|
|
"val_loss": 0.8514387011528015,
|
|
"acc": 72.62,
|
|
"time": 122.87347958795726,
|
|
"param": [
|
|
{
|
|
"p": 0.1116614043712616,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08388499170541763,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0408933125436306,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054087284952402115,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020452309399843216,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06922472268342972,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.024937234818935394,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11745806783437729,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08160965889692307,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10586215555667877,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2899288535118103,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 147,
|
|
"train_loss": 1.1819119453430176,
|
|
"val_loss": 0.7753853797912598,
|
|
"acc": 72.68,
|
|
"time": 132.05644431104884,
|
|
"param": [
|
|
{
|
|
"p": 0.11674856394529343,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08393140882253647,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029670337215065956,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057899776846170425,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06810642778873444,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006991461385041475,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1162235215306282,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08625616133213043,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11813748627901077,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.31603488326072693,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 148,
|
|
"train_loss": 1.0388092994689941,
|
|
"val_loss": 0.8459054827690125,
|
|
"acc": 71.2,
|
|
"time": 120.63574082311243,
|
|
"param": [
|
|
{
|
|
"p": 0.11395902931690216,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09100872278213501,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009047378785908222,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06726376712322235,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06884921342134476,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0006512071122415364,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09493754059076309,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08880265057086945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1276131123304367,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3378674387931824,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 149,
|
|
"train_loss": 1.003090739250183,
|
|
"val_loss": 0.8386880159378052,
|
|
"acc": 72.27,
|
|
"time": 128.49974007718265,
|
|
"param": [
|
|
{
|
|
"p": 0.10845102369785309,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08502774685621262,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0013417562004178762,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07262204587459564,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.000506215263158083,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06020929291844368,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0003391348582226783,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.081834577023983,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09144812077283859,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13821953535079956,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3600005507469177,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 150,
|
|
"train_loss": 1.090494155883789,
|
|
"val_loss": 0.7893029451370239,
|
|
"acc": 73.09,
|
|
"time": 122.4803708801046,
|
|
"param": [
|
|
{
|
|
"p": 0.11277878284454346,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0014076088555157185,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08801736682653427,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016182703897356987,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014159093610942364,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07114232331514359,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008145985193550587,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06270451098680496,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028307244181632996,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0697028860449791,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.082396499812603,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12309730798006058,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.29860854148864746,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0233492162078619,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
}
|
|
]
|
|
} |