mirror of
https://github.com/AntoineHX/smart_augmentation.git
synced 2025-05-04 12:10:45 +02:00
9938 lines
No EOL
166 KiB
JSON
Executable file
9938 lines
No EOL
166 KiB
JSON
Executable file
{
|
|
"Accuracy": 71.37,
|
|
"Time": [
|
|
264.56998236787814,
|
|
3.3598214914191424,
|
|
39796.110333392164
|
|
],
|
|
"Optimizer": {
|
|
"Meta": {
|
|
"optim": "Adam",
|
|
"lr": 0.01
|
|
},
|
|
"Inner": {
|
|
"optim": "SGD",
|
|
"lr": 0.1,
|
|
"momentum": 0.9
|
|
}
|
|
},
|
|
"Device": "Graphics Device",
|
|
"Param_names": [
|
|
"Identity",
|
|
"FlipUD",
|
|
"FlipLR",
|
|
"Rotate",
|
|
"TranslateX",
|
|
"TranslateY",
|
|
"ShearX",
|
|
"ShearY",
|
|
"Contrast",
|
|
"Color",
|
|
"Brightness",
|
|
"Sharpness",
|
|
"Posterize",
|
|
"Solarize"
|
|
],
|
|
"Log": [
|
|
{
|
|
"epoch": 1,
|
|
"train_loss": 4.5775146484375,
|
|
"val_loss": 2.3154547214508057,
|
|
"acc": 10.39,
|
|
"time": 224.6423524869606,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07146064192056656,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142085582017899,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144356518983841,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07135281711816788,
|
|
"m": 0.4432002007961273
|
|
},
|
|
{
|
|
"p": 0.07145640254020691,
|
|
"m": 0.5604116916656494
|
|
},
|
|
{
|
|
"p": 0.0714493989944458,
|
|
"m": 0.5597292184829712
|
|
},
|
|
{
|
|
"p": 0.07146672904491425,
|
|
"m": 0.5624340176582336
|
|
},
|
|
{
|
|
"p": 0.0714527815580368,
|
|
"m": 0.5625197291374207
|
|
},
|
|
{
|
|
"p": 0.07141759991645813,
|
|
"m": 0.45510241389274597
|
|
},
|
|
{
|
|
"p": 0.07145144790410995,
|
|
"m": 0.611365020275116
|
|
},
|
|
{
|
|
"p": 0.07139403373003006,
|
|
"m": 0.5671048760414124
|
|
},
|
|
{
|
|
"p": 0.07143008708953857,
|
|
"m": 0.5702012181282043
|
|
},
|
|
{
|
|
"p": 0.07136515527963638,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143848389387131,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 2,
|
|
"train_loss": 4.604106426239014,
|
|
"val_loss": 2.312929391860962,
|
|
"acc": 10.0,
|
|
"time": 264.7759515750222,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143054902553558,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141664624214172,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142046093940735,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144029438495636,
|
|
"m": 0.4363555312156677
|
|
},
|
|
{
|
|
"p": 0.07142581045627594,
|
|
"m": 0.5807852149009705
|
|
},
|
|
{
|
|
"p": 0.07143072783946991,
|
|
"m": 0.538265585899353
|
|
},
|
|
{
|
|
"p": 0.07142515480518341,
|
|
"m": 0.564336895942688
|
|
},
|
|
{
|
|
"p": 0.07142379879951477,
|
|
"m": 0.5583972930908203
|
|
},
|
|
{
|
|
"p": 0.07142943888902664,
|
|
"m": 0.5364934206008911
|
|
},
|
|
{
|
|
"p": 0.07143723219633102,
|
|
"m": 0.6754785180091858
|
|
},
|
|
{
|
|
"p": 0.07142968475818634,
|
|
"m": 0.6398535370826721
|
|
},
|
|
{
|
|
"p": 0.07142472267150879,
|
|
"m": 0.5875875353813171
|
|
},
|
|
{
|
|
"p": 0.07142937928438187,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714360699057579,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 3,
|
|
"train_loss": 4.600838661193848,
|
|
"val_loss": 2.298199415206909,
|
|
"acc": 10.0,
|
|
"time": 265.26969978492707,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142858952283859,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142864912748337,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142875343561172,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142873853445053,
|
|
"m": 0.45594868063926697
|
|
},
|
|
{
|
|
"p": 0.07142838835716248,
|
|
"m": 0.5800199508666992
|
|
},
|
|
{
|
|
"p": 0.07142847776412964,
|
|
"m": 0.5362414717674255
|
|
},
|
|
{
|
|
"p": 0.07142863422632217,
|
|
"m": 0.5718731880187988
|
|
},
|
|
{
|
|
"p": 0.07142849266529083,
|
|
"m": 0.5629379153251648
|
|
},
|
|
{
|
|
"p": 0.07142839580774307,
|
|
"m": 0.484120637178421
|
|
},
|
|
{
|
|
"p": 0.07142848521471024,
|
|
"m": 0.8071710467338562
|
|
},
|
|
{
|
|
"p": 0.071428582072258,
|
|
"m": 0.6264294385910034
|
|
},
|
|
{
|
|
"p": 0.07142846286296844,
|
|
"m": 0.6012570261955261
|
|
},
|
|
{
|
|
"p": 0.07142870128154755,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142864167690277,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 4,
|
|
"train_loss": 4.617534160614014,
|
|
"val_loss": 2.302929401397705,
|
|
"acc": 10.0,
|
|
"time": 264.77683721203357,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142864912748337,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142865657806396,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142849266529083,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142828404903412,
|
|
"m": 0.46383053064346313
|
|
},
|
|
{
|
|
"p": 0.07142873108386993,
|
|
"m": 0.5438218116760254
|
|
},
|
|
{
|
|
"p": 0.07142858952283859,
|
|
"m": 0.5345718860626221
|
|
},
|
|
{
|
|
"p": 0.07142846286296844,
|
|
"m": 0.5733518600463867
|
|
},
|
|
{
|
|
"p": 0.07142854481935501,
|
|
"m": 0.5487767457962036
|
|
},
|
|
{
|
|
"p": 0.07142850011587143,
|
|
"m": 0.41980311274528503
|
|
},
|
|
{
|
|
"p": 0.07142865657806396,
|
|
"m": 0.7649070620536804
|
|
},
|
|
{
|
|
"p": 0.07142864912748337,
|
|
"m": 0.5980201959609985
|
|
},
|
|
{
|
|
"p": 0.07142860442399979,
|
|
"m": 0.6374928951263428
|
|
},
|
|
{
|
|
"p": 0.07142861932516098,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714285671710968,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 5,
|
|
"train_loss": 4.597097396850586,
|
|
"val_loss": 2.2994537353515625,
|
|
"acc": 10.0,
|
|
"time": 264.7132463781163,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142846286296844,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142861187458038,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142875343561172,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142861187458038,
|
|
"m": 0.39404189586639404
|
|
},
|
|
{
|
|
"p": 0.07142851501703262,
|
|
"m": 0.3894651234149933
|
|
},
|
|
{
|
|
"p": 0.07142907381057739,
|
|
"m": 0.45378202199935913
|
|
},
|
|
{
|
|
"p": 0.07142829149961472,
|
|
"m": 0.5695717334747314
|
|
},
|
|
{
|
|
"p": 0.07142838090658188,
|
|
"m": 0.5041964650154114
|
|
},
|
|
{
|
|
"p": 0.07142870128154755,
|
|
"m": 0.25571149587631226
|
|
},
|
|
{
|
|
"p": 0.07142895460128784,
|
|
"m": 0.9363348484039307
|
|
},
|
|
{
|
|
"p": 0.07142826169729233,
|
|
"m": 0.47229352593421936
|
|
},
|
|
{
|
|
"p": 0.07142865657806396,
|
|
"m": 0.5190888047218323
|
|
},
|
|
{
|
|
"p": 0.07142829895019531,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142835855484009,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 6,
|
|
"train_loss": 4.595680236816406,
|
|
"val_loss": 2.3031907081604004,
|
|
"acc": 10.0,
|
|
"time": 264.35122371511534,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142844796180725,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142860442399979,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142847031354904,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142900675535202,
|
|
"m": 0.4113217890262604
|
|
},
|
|
{
|
|
"p": 0.07142874598503113,
|
|
"m": 0.3510258197784424
|
|
},
|
|
{
|
|
"p": 0.07142846286296844,
|
|
"m": 0.47667253017425537
|
|
},
|
|
{
|
|
"p": 0.07142846286296844,
|
|
"m": 0.5326322317123413
|
|
},
|
|
{
|
|
"p": 0.07142851501703262,
|
|
"m": 0.5193687081336975
|
|
},
|
|
{
|
|
"p": 0.07142835855484009,
|
|
"m": 0.10015638172626495
|
|
},
|
|
{
|
|
"p": 0.07142861932516098,
|
|
"m": 0.9565370082855225
|
|
},
|
|
{
|
|
"p": 0.07142855226993561,
|
|
"m": 0.3824046552181244
|
|
},
|
|
{
|
|
"p": 0.07142867892980576,
|
|
"m": 0.6006326079368591
|
|
},
|
|
{
|
|
"p": 0.07142858952283859,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142850756645203,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 7,
|
|
"train_loss": 4.6028523445129395,
|
|
"val_loss": 2.3089561462402344,
|
|
"acc": 10.0,
|
|
"time": 263.6766271828674,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142829895019531,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142843306064606,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142821699380875,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142843306064606,
|
|
"m": 0.41331881284713745
|
|
},
|
|
{
|
|
"p": 0.0714287981390953,
|
|
"m": 0.3248056173324585
|
|
},
|
|
{
|
|
"p": 0.07142861932516098,
|
|
"m": 0.48397520184516907
|
|
},
|
|
{
|
|
"p": 0.0714285671710968,
|
|
"m": 0.5360561609268188
|
|
},
|
|
{
|
|
"p": 0.07142886519432068,
|
|
"m": 0.5175555944442749
|
|
},
|
|
{
|
|
"p": 0.0714283287525177,
|
|
"m": 0.10023114085197449
|
|
},
|
|
{
|
|
"p": 0.07142899185419083,
|
|
"m": 0.9641597867012024
|
|
},
|
|
{
|
|
"p": 0.07142867892980576,
|
|
"m": 0.39438357949256897
|
|
},
|
|
{
|
|
"p": 0.07142830640077591,
|
|
"m": 0.6375881433486938
|
|
},
|
|
{
|
|
"p": 0.07142870128154755,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142875343561172,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 8,
|
|
"train_loss": 4.617978096008301,
|
|
"val_loss": 2.302769422531128,
|
|
"acc": 10.0,
|
|
"time": 263.92548421700485,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142841815948486,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142836600542068,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142870128154755,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142839580774307,
|
|
"m": 0.4535081386566162
|
|
},
|
|
{
|
|
"p": 0.07142851501703262,
|
|
"m": 0.30350759625434875
|
|
},
|
|
{
|
|
"p": 0.07142854481935501,
|
|
"m": 0.4099214971065521
|
|
},
|
|
{
|
|
"p": 0.07142863422632217,
|
|
"m": 0.5714549422264099
|
|
},
|
|
{
|
|
"p": 0.07142872363328934,
|
|
"m": 0.6035446524620056
|
|
},
|
|
{
|
|
"p": 0.07142852246761322,
|
|
"m": 0.10031300783157349
|
|
},
|
|
{
|
|
"p": 0.07142869383096695,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142861187458038,
|
|
"m": 0.6221107244491577
|
|
},
|
|
{
|
|
"p": 0.07142874598503113,
|
|
"m": 0.6383752226829529
|
|
},
|
|
{
|
|
"p": 0.07142860442399979,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 9,
|
|
"train_loss": 4.607280254364014,
|
|
"val_loss": 2.3023037910461426,
|
|
"acc": 10.0,
|
|
"time": 264.5618540989235,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142864912748337,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142867147922516,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142872363328934,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142847031354904,
|
|
"m": 0.4840760827064514
|
|
},
|
|
{
|
|
"p": 0.0714283436536789,
|
|
"m": 0.3076826333999634
|
|
},
|
|
{
|
|
"p": 0.0714283287525177,
|
|
"m": 0.3954881429672241
|
|
},
|
|
{
|
|
"p": 0.071428582072258,
|
|
"m": 0.589146614074707
|
|
},
|
|
{
|
|
"p": 0.07142847031354904,
|
|
"m": 0.582866907119751
|
|
},
|
|
{
|
|
"p": 0.07142870128154755,
|
|
"m": 0.10061133652925491
|
|
},
|
|
{
|
|
"p": 0.07142868638038635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142853736877441,
|
|
"m": 0.6738203763961792
|
|
},
|
|
{
|
|
"p": 0.0714288055896759,
|
|
"m": 0.664543867111206
|
|
},
|
|
{
|
|
"p": 0.07142859697341919,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142844796180725,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 10,
|
|
"train_loss": 4.60594367980957,
|
|
"val_loss": 2.305504560470581,
|
|
"acc": 10.0,
|
|
"time": 264.62622476601973,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142844051122665,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142841070890427,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142864912748337,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142864912748337,
|
|
"m": 0.4957491159439087
|
|
},
|
|
{
|
|
"p": 0.07142861187458038,
|
|
"m": 0.311084121465683
|
|
},
|
|
{
|
|
"p": 0.07142864912748337,
|
|
"m": 0.3992808163166046
|
|
},
|
|
{
|
|
"p": 0.07142862677574158,
|
|
"m": 0.5988528728485107
|
|
},
|
|
{
|
|
"p": 0.07142841815948486,
|
|
"m": 0.5953266620635986
|
|
},
|
|
{
|
|
"p": 0.07142850756645203,
|
|
"m": 0.10737984627485275
|
|
},
|
|
{
|
|
"p": 0.07142854481935501,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142861932516098,
|
|
"m": 0.6731231808662415
|
|
},
|
|
{
|
|
"p": 0.07142867147922516,
|
|
"m": 0.6936905980110168
|
|
},
|
|
{
|
|
"p": 0.07142850756645203,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142864167690277,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 11,
|
|
"train_loss": 4.59861946105957,
|
|
"val_loss": 2.3003463745117188,
|
|
"acc": 10.0,
|
|
"time": 265.17296918691136,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142858952283859,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142858952283859,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142843306064606,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142858952283859,
|
|
"m": 0.5077452659606934
|
|
},
|
|
{
|
|
"p": 0.07142848521471024,
|
|
"m": 0.3145124614238739
|
|
},
|
|
{
|
|
"p": 0.07142855226993561,
|
|
"m": 0.40171825885772705
|
|
},
|
|
{
|
|
"p": 0.07142852991819382,
|
|
"m": 0.6105296611785889
|
|
},
|
|
{
|
|
"p": 0.07142866402864456,
|
|
"m": 0.606262743473053
|
|
},
|
|
{
|
|
"p": 0.07142894715070724,
|
|
"m": 0.11425875127315521
|
|
},
|
|
{
|
|
"p": 0.07142870873212814,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714285597205162,
|
|
"m": 0.6738206744194031
|
|
},
|
|
{
|
|
"p": 0.07142843306064606,
|
|
"m": 0.7192519903182983
|
|
},
|
|
{
|
|
"p": 0.07142841070890427,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142852246761322,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 12,
|
|
"train_loss": 4.6154937744140625,
|
|
"val_loss": 2.3046653270721436,
|
|
"acc": 10.0,
|
|
"time": 263.94569011521526,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.071428582072258,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142862677574158,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142828404903412,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142854481935501,
|
|
"m": 0.5198284387588501
|
|
},
|
|
{
|
|
"p": 0.07142864167690277,
|
|
"m": 0.3174425959587097
|
|
},
|
|
{
|
|
"p": 0.07142815738916397,
|
|
"m": 0.4029795229434967
|
|
},
|
|
{
|
|
"p": 0.07142872363328934,
|
|
"m": 0.6189699769020081
|
|
},
|
|
{
|
|
"p": 0.07142861187458038,
|
|
"m": 0.6175042390823364
|
|
},
|
|
{
|
|
"p": 0.07142878323793411,
|
|
"m": 0.161928191781044
|
|
},
|
|
{
|
|
"p": 0.07142849266529083,
|
|
"m": 0.9999696016311646
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 0.6744171977043152
|
|
},
|
|
{
|
|
"p": 0.07142862677574158,
|
|
"m": 0.7415037155151367
|
|
},
|
|
{
|
|
"p": 0.07142868638038635,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142870128154755,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 13,
|
|
"train_loss": 4.493069648742676,
|
|
"val_loss": 2.1798112392425537,
|
|
"acc": 17.17,
|
|
"time": 263.7892846870236,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143363356590271,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142489403486252,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141506671905518,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144353538751602,
|
|
"m": 0.5406850576400757
|
|
},
|
|
{
|
|
"p": 0.07144249975681305,
|
|
"m": 0.3201635181903839
|
|
},
|
|
{
|
|
"p": 0.07143682986497879,
|
|
"m": 0.4054035246372223
|
|
},
|
|
{
|
|
"p": 0.0714389979839325,
|
|
"m": 0.6347626447677612
|
|
},
|
|
{
|
|
"p": 0.07142898440361023,
|
|
"m": 0.6287855505943298
|
|
},
|
|
{
|
|
"p": 0.0713861733675003,
|
|
"m": 0.16338840126991272
|
|
},
|
|
{
|
|
"p": 0.07144095003604889,
|
|
"m": 0.9951027035713196
|
|
},
|
|
{
|
|
"p": 0.0714195966720581,
|
|
"m": 0.6779710650444031
|
|
},
|
|
{
|
|
"p": 0.07144191116094589,
|
|
"m": 0.7822384834289551
|
|
},
|
|
{
|
|
"p": 0.07142793387174606,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141892611980438,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 14,
|
|
"train_loss": 4.362279891967773,
|
|
"val_loss": 2.1499149799346924,
|
|
"acc": 16.91,
|
|
"time": 265.7269277991727,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0714292824268341,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140399515628815,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714389756321907,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143312692642212,
|
|
"m": 0.5582865476608276
|
|
},
|
|
{
|
|
"p": 0.07144898176193237,
|
|
"m": 0.3234143555164337
|
|
},
|
|
{
|
|
"p": 0.07144089043140411,
|
|
"m": 0.4074302911758423
|
|
},
|
|
{
|
|
"p": 0.07143128663301468,
|
|
"m": 0.6512700319290161
|
|
},
|
|
{
|
|
"p": 0.07143713533878326,
|
|
"m": 0.6457117199897766
|
|
},
|
|
{
|
|
"p": 0.07139900326728821,
|
|
"m": 0.16427618265151978
|
|
},
|
|
{
|
|
"p": 0.071439228951931,
|
|
"m": 0.973586916923523
|
|
},
|
|
{
|
|
"p": 0.07143253087997437,
|
|
"m": 0.6858773231506348
|
|
},
|
|
{
|
|
"p": 0.07142593711614609,
|
|
"m": 0.8290001749992371
|
|
},
|
|
{
|
|
"p": 0.0714300125837326,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140965759754181,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 15,
|
|
"train_loss": 4.3075971603393555,
|
|
"val_loss": 2.11191987991333,
|
|
"acc": 17.45,
|
|
"time": 263.3533006780781,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142122089862823,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143301516771317,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144995778799057,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141553610563278,
|
|
"m": 0.5758623480796814
|
|
},
|
|
{
|
|
"p": 0.07143669575452805,
|
|
"m": 0.3289375901222229
|
|
},
|
|
{
|
|
"p": 0.07144339382648468,
|
|
"m": 0.4163232147693634
|
|
},
|
|
{
|
|
"p": 0.07142993807792664,
|
|
"m": 0.6693518161773682
|
|
},
|
|
{
|
|
"p": 0.07142924517393112,
|
|
"m": 0.6684836745262146
|
|
},
|
|
{
|
|
"p": 0.07142585515975952,
|
|
"m": 0.16325195133686066
|
|
},
|
|
{
|
|
"p": 0.07144267857074738,
|
|
"m": 0.943681001663208
|
|
},
|
|
{
|
|
"p": 0.07142183929681778,
|
|
"m": 0.6903518438339233
|
|
},
|
|
{
|
|
"p": 0.07142069935798645,
|
|
"m": 0.8940679430961609
|
|
},
|
|
{
|
|
"p": 0.07142800837755203,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140190154314041,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 16,
|
|
"train_loss": 4.390542507171631,
|
|
"val_loss": 2.0149636268615723,
|
|
"acc": 18.71,
|
|
"time": 264.11612528702244,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07141053676605225,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141987979412079,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714196041226387,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714140385389328,
|
|
"m": 0.5854756832122803
|
|
},
|
|
{
|
|
"p": 0.07140927016735077,
|
|
"m": 0.3332090675830841
|
|
},
|
|
{
|
|
"p": 0.0714166909456253,
|
|
"m": 0.4344621002674103
|
|
},
|
|
{
|
|
"p": 0.0714416354894638,
|
|
"m": 0.6911705136299133
|
|
},
|
|
{
|
|
"p": 0.07144182920455933,
|
|
"m": 0.6973945498466492
|
|
},
|
|
{
|
|
"p": 0.07144097983837128,
|
|
"m": 0.16199804842472076
|
|
},
|
|
{
|
|
"p": 0.07145813852548599,
|
|
"m": 0.9097923040390015
|
|
},
|
|
{
|
|
"p": 0.0714452713727951,
|
|
"m": 0.6973879933357239
|
|
},
|
|
{
|
|
"p": 0.07144493609666824,
|
|
"m": 0.9895674586296082
|
|
},
|
|
{
|
|
"p": 0.07143682986497879,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140033692121506,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 17,
|
|
"train_loss": 4.081629753112793,
|
|
"val_loss": 2.019618272781372,
|
|
"acc": 19.42,
|
|
"time": 264.5339470070321,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07141656428575516,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714268609881401,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144196331501007,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714096650481224,
|
|
"m": 0.5780680775642395
|
|
},
|
|
{
|
|
"p": 0.07140748202800751,
|
|
"m": 0.3324171304702759
|
|
},
|
|
{
|
|
"p": 0.07142464071512222,
|
|
"m": 0.4676847457885742
|
|
},
|
|
{
|
|
"p": 0.07146066427230835,
|
|
"m": 0.7017960548400879
|
|
},
|
|
{
|
|
"p": 0.0714416354894638,
|
|
"m": 0.7153275012969971
|
|
},
|
|
{
|
|
"p": 0.07144526392221451,
|
|
"m": 0.17229487001895905
|
|
},
|
|
{
|
|
"p": 0.07141552865505219,
|
|
"m": 0.9229311347007751
|
|
},
|
|
{
|
|
"p": 0.07144284248352051,
|
|
"m": 0.7000795006752014
|
|
},
|
|
{
|
|
"p": 0.07143104821443558,
|
|
"m": 0.9978235960006714
|
|
},
|
|
{
|
|
"p": 0.07144370675086975,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139209657907486,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 18,
|
|
"train_loss": 4.156006336212158,
|
|
"val_loss": 1.8821011781692505,
|
|
"acc": 28.78,
|
|
"time": 265.9588878629729,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07139437645673752,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07150589674711227,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139769941568375,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144874334335327,
|
|
"m": 0.5847562551498413
|
|
},
|
|
{
|
|
"p": 0.07151453197002411,
|
|
"m": 0.34426581859588623
|
|
},
|
|
{
|
|
"p": 0.07140239328145981,
|
|
"m": 0.4784001111984253
|
|
},
|
|
{
|
|
"p": 0.07141982018947601,
|
|
"m": 0.7165156602859497
|
|
},
|
|
{
|
|
"p": 0.07146038860082626,
|
|
"m": 0.73006272315979
|
|
},
|
|
{
|
|
"p": 0.07142248004674911,
|
|
"m": 0.20476451516151428
|
|
},
|
|
{
|
|
"p": 0.07144220918416977,
|
|
"m": 0.9234638214111328
|
|
},
|
|
{
|
|
"p": 0.07142231613397598,
|
|
"m": 0.6965722441673279
|
|
},
|
|
{
|
|
"p": 0.07140884548425674,
|
|
"m": 0.9883562922477722
|
|
},
|
|
{
|
|
"p": 0.07141614705324173,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07134415209293365,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 19,
|
|
"train_loss": 3.9663543701171875,
|
|
"val_loss": 1.7880204916000366,
|
|
"acc": 32.26,
|
|
"time": 263.7964410269633,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142222672700882,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138187438249588,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144631445407867,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142239063978195,
|
|
"m": 0.5978322625160217
|
|
},
|
|
{
|
|
"p": 0.07149511575698853,
|
|
"m": 0.3366580903530121
|
|
},
|
|
{
|
|
"p": 0.07143358886241913,
|
|
"m": 0.44811001420021057
|
|
},
|
|
{
|
|
"p": 0.071440689265728,
|
|
"m": 0.7307975888252258
|
|
},
|
|
{
|
|
"p": 0.07144679129123688,
|
|
"m": 0.745246410369873
|
|
},
|
|
{
|
|
"p": 0.07139184325933456,
|
|
"m": 0.20476314425468445
|
|
},
|
|
{
|
|
"p": 0.0713980495929718,
|
|
"m": 0.9599772691726685
|
|
},
|
|
{
|
|
"p": 0.07144337892532349,
|
|
"m": 0.698616623878479
|
|
},
|
|
{
|
|
"p": 0.07145048677921295,
|
|
"m": 0.9491603970527649
|
|
},
|
|
{
|
|
"p": 0.07144021987915039,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138703763484955,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 20,
|
|
"train_loss": 4.0907392501831055,
|
|
"val_loss": 1.6361750364303589,
|
|
"acc": 36.21,
|
|
"time": 265.87771566188894,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142046838998795,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07130651921033859,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145404815673828,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0713888630270958,
|
|
"m": 0.5213276743888855
|
|
},
|
|
{
|
|
"p": 0.07141206413507462,
|
|
"m": 0.25921690464019775
|
|
},
|
|
{
|
|
"p": 0.07147666811943054,
|
|
"m": 0.47128522396087646
|
|
},
|
|
{
|
|
"p": 0.07148642838001251,
|
|
"m": 0.6557340025901794
|
|
},
|
|
{
|
|
"p": 0.07148221135139465,
|
|
"m": 0.7421151995658875
|
|
},
|
|
{
|
|
"p": 0.07131373882293701,
|
|
"m": 0.198638454079628
|
|
},
|
|
{
|
|
"p": 0.07137912511825562,
|
|
"m": 0.7382587790489197
|
|
},
|
|
{
|
|
"p": 0.0714755579829216,
|
|
"m": 0.6932539343833923
|
|
},
|
|
{
|
|
"p": 0.07146167010068893,
|
|
"m": 0.9216172695159912
|
|
},
|
|
{
|
|
"p": 0.07152602821588516,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141655683517456,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 21,
|
|
"train_loss": 3.6192870140075684,
|
|
"val_loss": 1.6963348388671875,
|
|
"acc": 35.29,
|
|
"time": 263.9156623589806,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07144030928611755,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145734131336212,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.071430504322052,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142644375562668,
|
|
"m": 0.5610156655311584
|
|
},
|
|
{
|
|
"p": 0.07146452367305756,
|
|
"m": 0.26339730620384216
|
|
},
|
|
{
|
|
"p": 0.07142690569162369,
|
|
"m": 0.4815043807029724
|
|
},
|
|
{
|
|
"p": 0.0714276134967804,
|
|
"m": 0.6777032017707825
|
|
},
|
|
{
|
|
"p": 0.07142625749111176,
|
|
"m": 0.7267587184906006
|
|
},
|
|
{
|
|
"p": 0.07142916321754456,
|
|
"m": 0.19809257984161377
|
|
},
|
|
{
|
|
"p": 0.07142870873212814,
|
|
"m": 0.7446359992027283
|
|
},
|
|
{
|
|
"p": 0.07140171527862549,
|
|
"m": 0.6956713199615479
|
|
},
|
|
{
|
|
"p": 0.07148987799882889,
|
|
"m": 0.9415347576141357
|
|
},
|
|
{
|
|
"p": 0.07139992713928223,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07135070115327835,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 22,
|
|
"train_loss": 4.041895866394043,
|
|
"val_loss": 1.5577483177185059,
|
|
"acc": 40.59,
|
|
"time": 266.1009242378641,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0714494064450264,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07136832922697067,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07137727737426758,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714327022433281,
|
|
"m": 0.5945838093757629
|
|
},
|
|
{
|
|
"p": 0.07141397148370743,
|
|
"m": 0.28249919414520264
|
|
},
|
|
{
|
|
"p": 0.07142177224159241,
|
|
"m": 0.42883095145225525
|
|
},
|
|
{
|
|
"p": 0.0714760422706604,
|
|
"m": 0.6739218831062317
|
|
},
|
|
{
|
|
"p": 0.07149749994277954,
|
|
"m": 0.7465207576751709
|
|
},
|
|
{
|
|
"p": 0.07143692672252655,
|
|
"m": 0.20080585777759552
|
|
},
|
|
{
|
|
"p": 0.07132864743471146,
|
|
"m": 0.7344434261322021
|
|
},
|
|
{
|
|
"p": 0.07145627588033676,
|
|
"m": 0.699537456035614
|
|
},
|
|
{
|
|
"p": 0.07144870609045029,
|
|
"m": 0.9787429571151733
|
|
},
|
|
{
|
|
"p": 0.07147292047739029,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141949236392975,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 23,
|
|
"train_loss": 3.5807580947875977,
|
|
"val_loss": 1.65984308719635,
|
|
"acc": 38.69,
|
|
"time": 264.8482393960003,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07148686796426773,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0713939219713211,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07150043547153473,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142563164234161,
|
|
"m": 0.5281127691268921
|
|
},
|
|
{
|
|
"p": 0.07146137952804565,
|
|
"m": 0.2898772954940796
|
|
},
|
|
{
|
|
"p": 0.0714351236820221,
|
|
"m": 0.443689227104187
|
|
},
|
|
{
|
|
"p": 0.07145684957504272,
|
|
"m": 0.6722064018249512
|
|
},
|
|
{
|
|
"p": 0.07140353322029114,
|
|
"m": 0.7300426363945007
|
|
},
|
|
{
|
|
"p": 0.07136021554470062,
|
|
"m": 0.1966770887374878
|
|
},
|
|
{
|
|
"p": 0.07137646526098251,
|
|
"m": 0.7408247590065002
|
|
},
|
|
{
|
|
"p": 0.07141309976577759,
|
|
"m": 0.6894990801811218
|
|
},
|
|
{
|
|
"p": 0.07144618034362793,
|
|
"m": 0.9715893268585205
|
|
},
|
|
{
|
|
"p": 0.07142730057239532,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141301780939102,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 24,
|
|
"train_loss": 3.476665735244751,
|
|
"val_loss": 1.6181471347808838,
|
|
"acc": 40.19,
|
|
"time": 263.7505400320515,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07141657173633575,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141264528036118,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145395129919052,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140892744064331,
|
|
"m": 0.5104360580444336
|
|
},
|
|
{
|
|
"p": 0.07142028957605362,
|
|
"m": 0.31040453910827637
|
|
},
|
|
{
|
|
"p": 0.07141382247209549,
|
|
"m": 0.44409504532814026
|
|
},
|
|
{
|
|
"p": 0.07143599539995193,
|
|
"m": 0.6766209602355957
|
|
},
|
|
{
|
|
"p": 0.07145782560110092,
|
|
"m": 0.7228022217750549
|
|
},
|
|
{
|
|
"p": 0.07141237705945969,
|
|
"m": 0.20726771652698517
|
|
},
|
|
{
|
|
"p": 0.07144150137901306,
|
|
"m": 0.7293796539306641
|
|
},
|
|
{
|
|
"p": 0.07143726199865341,
|
|
"m": 0.6828744411468506
|
|
},
|
|
{
|
|
"p": 0.07144182175397873,
|
|
"m": 0.9166316986083984
|
|
},
|
|
{
|
|
"p": 0.07146714627742767,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0713798850774765,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 25,
|
|
"train_loss": 3.3335843086242676,
|
|
"val_loss": 1.5201056003570557,
|
|
"acc": 44.4,
|
|
"time": 265.0342061528936,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07148569822311401,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140734791755676,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07148075103759766,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07146743685007095,
|
|
"m": 0.4975973665714264
|
|
},
|
|
{
|
|
"p": 0.07139752805233002,
|
|
"m": 0.30981987714767456
|
|
},
|
|
{
|
|
"p": 0.07140739262104034,
|
|
"m": 0.46246641874313354
|
|
},
|
|
{
|
|
"p": 0.07144034653902054,
|
|
"m": 0.679868221282959
|
|
},
|
|
{
|
|
"p": 0.07142574340105057,
|
|
"m": 0.7205436825752258
|
|
},
|
|
{
|
|
"p": 0.07141981273889542,
|
|
"m": 0.2173767387866974
|
|
},
|
|
{
|
|
"p": 0.07144764810800552,
|
|
"m": 0.7370977401733398
|
|
},
|
|
{
|
|
"p": 0.07141842693090439,
|
|
"m": 0.682395339012146
|
|
},
|
|
{
|
|
"p": 0.07144799083471298,
|
|
"m": 0.9226426482200623
|
|
},
|
|
{
|
|
"p": 0.0714062750339508,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07134758681058884,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 26,
|
|
"train_loss": 3.3254940509796143,
|
|
"val_loss": 1.5613964796066284,
|
|
"acc": 41.72,
|
|
"time": 264.51725990581326,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07148294895887375,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07137490808963776,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07147003710269928,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145901769399643,
|
|
"m": 0.5066521763801575
|
|
},
|
|
{
|
|
"p": 0.07135383784770966,
|
|
"m": 0.28414973616600037
|
|
},
|
|
{
|
|
"p": 0.07138944417238235,
|
|
"m": 0.47306984663009644
|
|
},
|
|
{
|
|
"p": 0.07145813852548599,
|
|
"m": 0.66755211353302
|
|
},
|
|
{
|
|
"p": 0.07143449783325195,
|
|
"m": 0.7071129679679871
|
|
},
|
|
{
|
|
"p": 0.07132447510957718,
|
|
"m": 0.2242422252893448
|
|
},
|
|
{
|
|
"p": 0.07153914123773575,
|
|
"m": 0.7342154383659363
|
|
},
|
|
{
|
|
"p": 0.07142896950244904,
|
|
"m": 0.6900140047073364
|
|
},
|
|
{
|
|
"p": 0.07147594541311264,
|
|
"m": 0.8765156865119934
|
|
},
|
|
{
|
|
"p": 0.07146243751049042,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07134620100259781,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 27,
|
|
"train_loss": 3.6652450561523438,
|
|
"val_loss": 1.5113390684127808,
|
|
"acc": 43.67,
|
|
"time": 265.26262685796246,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07135747373104095,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07129043340682983,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138893008232117,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07148522883653641,
|
|
"m": 0.524591863155365
|
|
},
|
|
{
|
|
"p": 0.07140890508890152,
|
|
"m": 0.2741926908493042
|
|
},
|
|
{
|
|
"p": 0.07135502994060516,
|
|
"m": 0.44878682494163513
|
|
},
|
|
{
|
|
"p": 0.07146885991096497,
|
|
"m": 0.7057216763496399
|
|
},
|
|
{
|
|
"p": 0.07147872447967529,
|
|
"m": 0.7266979813575745
|
|
},
|
|
{
|
|
"p": 0.0713924989104271,
|
|
"m": 0.2300003618001938
|
|
},
|
|
{
|
|
"p": 0.07143557816743851,
|
|
"m": 0.7225098609924316
|
|
},
|
|
{
|
|
"p": 0.07150610536336899,
|
|
"m": 0.6948595643043518
|
|
},
|
|
{
|
|
"p": 0.07145749777555466,
|
|
"m": 0.8842639327049255
|
|
},
|
|
{
|
|
"p": 0.07149213552474976,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714825764298439,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 28,
|
|
"train_loss": 3.4478492736816406,
|
|
"val_loss": 1.4355230331420898,
|
|
"acc": 46.69,
|
|
"time": 265.22652799403295,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143621891736984,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0713292732834816,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07149957865476608,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714825987815857,
|
|
"m": 0.5275002121925354
|
|
},
|
|
{
|
|
"p": 0.07135488092899323,
|
|
"m": 0.2796611189842224
|
|
},
|
|
{
|
|
"p": 0.07141779363155365,
|
|
"m": 0.39699214696884155
|
|
},
|
|
{
|
|
"p": 0.07142026722431183,
|
|
"m": 0.7315395474433899
|
|
},
|
|
{
|
|
"p": 0.07142732292413712,
|
|
"m": 0.7405077815055847
|
|
},
|
|
{
|
|
"p": 0.07151773571968079,
|
|
"m": 0.226643368601799
|
|
},
|
|
{
|
|
"p": 0.07142962515354156,
|
|
"m": 0.7228081226348877
|
|
},
|
|
{
|
|
"p": 0.07143191248178482,
|
|
"m": 0.6971956491470337
|
|
},
|
|
{
|
|
"p": 0.07145950943231583,
|
|
"m": 0.8754517436027527
|
|
},
|
|
{
|
|
"p": 0.07146711647510529,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07132621109485626,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 29,
|
|
"train_loss": 3.3174235820770264,
|
|
"val_loss": 1.5229264497756958,
|
|
"acc": 46.32,
|
|
"time": 265.0152433901094,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07145408540964127,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140935212373734,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141947746276855,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07147575914859772,
|
|
"m": 0.5461184978485107
|
|
},
|
|
{
|
|
"p": 0.07143576443195343,
|
|
"m": 0.2741221487522125
|
|
},
|
|
{
|
|
"p": 0.07143501937389374,
|
|
"m": 0.37594836950302124
|
|
},
|
|
{
|
|
"p": 0.07137750834226608,
|
|
"m": 0.750216007232666
|
|
},
|
|
{
|
|
"p": 0.07144159823656082,
|
|
"m": 0.7502629160881042
|
|
},
|
|
{
|
|
"p": 0.07141619175672531,
|
|
"m": 0.2300703525543213
|
|
},
|
|
{
|
|
"p": 0.07143784314393997,
|
|
"m": 0.7074296474456787
|
|
},
|
|
{
|
|
"p": 0.071436308324337,
|
|
"m": 0.6995007991790771
|
|
},
|
|
{
|
|
"p": 0.07145173847675323,
|
|
"m": 0.8833171725273132
|
|
},
|
|
{
|
|
"p": 0.0714288279414177,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138050347566605,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 30,
|
|
"train_loss": 2.9847333431243896,
|
|
"val_loss": 1.3142011165618896,
|
|
"acc": 48.38,
|
|
"time": 263.81998577411287,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07146800309419632,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714181512594223,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07146808505058289,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07147680222988129,
|
|
"m": 0.6155396699905396
|
|
},
|
|
{
|
|
"p": 0.07143568992614746,
|
|
"m": 0.3060316741466522
|
|
},
|
|
{
|
|
"p": 0.07141457498073578,
|
|
"m": 0.3435288071632385
|
|
},
|
|
{
|
|
"p": 0.0714382603764534,
|
|
"m": 0.7424345016479492
|
|
},
|
|
{
|
|
"p": 0.07143562287092209,
|
|
"m": 0.7850608825683594
|
|
},
|
|
{
|
|
"p": 0.07142700254917145,
|
|
"m": 0.2283635139465332
|
|
},
|
|
{
|
|
"p": 0.07140276581048965,
|
|
"m": 0.6946137547492981
|
|
},
|
|
{
|
|
"p": 0.07142584025859833,
|
|
"m": 0.6978713870048523
|
|
},
|
|
{
|
|
"p": 0.07145194709300995,
|
|
"m": 0.8910943865776062
|
|
},
|
|
{
|
|
"p": 0.07143902033567429,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0712982788681984,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 31,
|
|
"train_loss": 3.331526756286621,
|
|
"val_loss": 1.4350146055221558,
|
|
"acc": 47.17,
|
|
"time": 264.31118905195035,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0714537501335144,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07136259227991104,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143442332744598,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07150015234947205,
|
|
"m": 0.6273146867752075
|
|
},
|
|
{
|
|
"p": 0.07144985347986221,
|
|
"m": 0.29279932379722595
|
|
},
|
|
{
|
|
"p": 0.07142573595046997,
|
|
"m": 0.36137235164642334
|
|
},
|
|
{
|
|
"p": 0.07143597304821014,
|
|
"m": 0.7698594927787781
|
|
},
|
|
{
|
|
"p": 0.0714138075709343,
|
|
"m": 0.7995051741600037
|
|
},
|
|
{
|
|
"p": 0.07149026542901993,
|
|
"m": 0.23684240877628326
|
|
},
|
|
{
|
|
"p": 0.07141077518463135,
|
|
"m": 0.7024964690208435
|
|
},
|
|
{
|
|
"p": 0.07140178978443146,
|
|
"m": 0.6982204914093018
|
|
},
|
|
{
|
|
"p": 0.07144618034362793,
|
|
"m": 0.9132499694824219
|
|
},
|
|
{
|
|
"p": 0.07140334695577621,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07137133181095123,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 32,
|
|
"train_loss": 3.384209632873535,
|
|
"val_loss": 1.5646641254425049,
|
|
"acc": 44.66,
|
|
"time": 263.41076523019,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07146961987018585,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07129741460084915,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07148458808660507,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07149434834718704,
|
|
"m": 0.6319372057914734
|
|
},
|
|
{
|
|
"p": 0.0713978037238121,
|
|
"m": 0.28961652517318726
|
|
},
|
|
{
|
|
"p": 0.07143814116716385,
|
|
"m": 0.3612765073776245
|
|
},
|
|
{
|
|
"p": 0.07141831517219543,
|
|
"m": 0.7973259091377258
|
|
},
|
|
{
|
|
"p": 0.07138822972774506,
|
|
"m": 0.8358513116836548
|
|
},
|
|
{
|
|
"p": 0.07142193615436554,
|
|
"m": 0.26174846291542053
|
|
},
|
|
{
|
|
"p": 0.07148890942335129,
|
|
"m": 0.7086988687515259
|
|
},
|
|
{
|
|
"p": 0.07142801582813263,
|
|
"m": 0.7064127922058105
|
|
},
|
|
{
|
|
"p": 0.07146885246038437,
|
|
"m": 0.9478400945663452
|
|
},
|
|
{
|
|
"p": 0.07145409286022186,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07134970277547836,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 33,
|
|
"train_loss": 2.9428913593292236,
|
|
"val_loss": 1.5261383056640625,
|
|
"acc": 49.98,
|
|
"time": 264.38314648508094,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07148795574903488,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140728086233139,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140328735113144,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142051309347153,
|
|
"m": 0.6237484812736511
|
|
},
|
|
{
|
|
"p": 0.07143193483352661,
|
|
"m": 0.2715790271759033
|
|
},
|
|
{
|
|
"p": 0.07146099954843521,
|
|
"m": 0.3566986322402954
|
|
},
|
|
{
|
|
"p": 0.07145366072654724,
|
|
"m": 0.8070181608200073
|
|
},
|
|
{
|
|
"p": 0.0714588314294815,
|
|
"m": 0.8464336395263672
|
|
},
|
|
{
|
|
"p": 0.07145499438047409,
|
|
"m": 0.27899372577667236
|
|
},
|
|
{
|
|
"p": 0.07146241515874863,
|
|
"m": 0.6639983654022217
|
|
},
|
|
{
|
|
"p": 0.07144629210233688,
|
|
"m": 0.7133030295372009
|
|
},
|
|
{
|
|
"p": 0.07135675847530365,
|
|
"m": 0.970563530921936
|
|
},
|
|
{
|
|
"p": 0.07145776599645615,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0712973102927208,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 34,
|
|
"train_loss": 3.2528679370880127,
|
|
"val_loss": 1.3217955827713013,
|
|
"acc": 52.85,
|
|
"time": 264.33130615693517,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0714813694357872,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07131577283143997,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07147093862295151,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07149998098611832,
|
|
"m": 0.6063101291656494
|
|
},
|
|
{
|
|
"p": 0.07143500447273254,
|
|
"m": 0.289074182510376
|
|
},
|
|
{
|
|
"p": 0.07132554054260254,
|
|
"m": 0.3584413230419159
|
|
},
|
|
{
|
|
"p": 0.07148900628089905,
|
|
"m": 0.8129903674125671
|
|
},
|
|
{
|
|
"p": 0.07141564786434174,
|
|
"m": 0.8350481390953064
|
|
},
|
|
{
|
|
"p": 0.0714162215590477,
|
|
"m": 0.29426059126853943
|
|
},
|
|
{
|
|
"p": 0.07146729528903961,
|
|
"m": 0.5983693599700928
|
|
},
|
|
{
|
|
"p": 0.071446992456913,
|
|
"m": 0.719684898853302
|
|
},
|
|
{
|
|
"p": 0.07141278684139252,
|
|
"m": 0.943622350692749
|
|
},
|
|
{
|
|
"p": 0.07146856188774109,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07135483622550964,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 35,
|
|
"train_loss": 3.1041548252105713,
|
|
"val_loss": 1.3577040433883667,
|
|
"acc": 52.7,
|
|
"time": 264.20252104103565,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07140903919935226,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143887877464294,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714598000049591,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07146512717008591,
|
|
"m": 0.6495734453201294
|
|
},
|
|
{
|
|
"p": 0.07142481207847595,
|
|
"m": 0.26027777791023254
|
|
},
|
|
{
|
|
"p": 0.07137036323547363,
|
|
"m": 0.36177390813827515
|
|
},
|
|
{
|
|
"p": 0.07143986970186234,
|
|
"m": 0.8118511438369751
|
|
},
|
|
{
|
|
"p": 0.07143068313598633,
|
|
"m": 0.8031663298606873
|
|
},
|
|
{
|
|
"p": 0.07136935740709305,
|
|
"m": 0.3046339452266693
|
|
},
|
|
{
|
|
"p": 0.07149675488471985,
|
|
"m": 0.5862196087837219
|
|
},
|
|
{
|
|
"p": 0.07144678384065628,
|
|
"m": 0.7287827730178833
|
|
},
|
|
{
|
|
"p": 0.07148906588554382,
|
|
"m": 0.9719773530960083
|
|
},
|
|
{
|
|
"p": 0.07140973955392838,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07134973257780075,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 36,
|
|
"train_loss": 2.9965639114379883,
|
|
"val_loss": 1.3641871213912964,
|
|
"acc": 52.72,
|
|
"time": 264.3611309239641,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.071468286216259,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07132147252559662,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145126909017563,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144589722156525,
|
|
"m": 0.7030554413795471
|
|
},
|
|
{
|
|
"p": 0.07145687192678452,
|
|
"m": 0.28684091567993164
|
|
},
|
|
{
|
|
"p": 0.07144275307655334,
|
|
"m": 0.34259140491485596
|
|
},
|
|
{
|
|
"p": 0.07145600020885468,
|
|
"m": 0.829266369342804
|
|
},
|
|
{
|
|
"p": 0.0714356005191803,
|
|
"m": 0.8579698204994202
|
|
},
|
|
{
|
|
"p": 0.07143336534500122,
|
|
"m": 0.31725257635116577
|
|
},
|
|
{
|
|
"p": 0.07142513990402222,
|
|
"m": 0.5893251895904541
|
|
},
|
|
{
|
|
"p": 0.07140155881643295,
|
|
"m": 0.7375330924987793
|
|
},
|
|
{
|
|
"p": 0.07148272544145584,
|
|
"m": 0.9462229609489441
|
|
},
|
|
{
|
|
"p": 0.07145687192678452,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07132221013307571,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 37,
|
|
"train_loss": 3.422959327697754,
|
|
"val_loss": 1.339030385017395,
|
|
"acc": 50.71,
|
|
"time": 265.3164398591034,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0713813379406929,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0713583379983902,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143326848745346,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145483046770096,
|
|
"m": 0.7627089619636536
|
|
},
|
|
{
|
|
"p": 0.07145591080188751,
|
|
"m": 0.25765490531921387
|
|
},
|
|
{
|
|
"p": 0.07143411040306091,
|
|
"m": 0.31843456625938416
|
|
},
|
|
{
|
|
"p": 0.07145097106695175,
|
|
"m": 0.8266919851303101
|
|
},
|
|
{
|
|
"p": 0.07142065465450287,
|
|
"m": 0.8313093185424805
|
|
},
|
|
{
|
|
"p": 0.07144635170698166,
|
|
"m": 0.33313629031181335
|
|
},
|
|
{
|
|
"p": 0.07148227840662003,
|
|
"m": 0.5865458250045776
|
|
},
|
|
{
|
|
"p": 0.07146061956882477,
|
|
"m": 0.7372658848762512
|
|
},
|
|
{
|
|
"p": 0.07151270657777786,
|
|
"m": 0.9989369511604309
|
|
},
|
|
{
|
|
"p": 0.07143750786781311,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0712711364030838,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 38,
|
|
"train_loss": 3.093256950378418,
|
|
"val_loss": 1.2881598472595215,
|
|
"acc": 53.89,
|
|
"time": 263.9160888530314,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07144953310489655,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142023742198944,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143663614988327,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141347229480743,
|
|
"m": 0.735220193862915
|
|
},
|
|
{
|
|
"p": 0.07147382199764252,
|
|
"m": 0.2699856758117676
|
|
},
|
|
{
|
|
"p": 0.07139301300048828,
|
|
"m": 0.26822271943092346
|
|
},
|
|
{
|
|
"p": 0.07142894715070724,
|
|
"m": 0.8035964369773865
|
|
},
|
|
{
|
|
"p": 0.07139399647712708,
|
|
"m": 0.7835533022880554
|
|
},
|
|
{
|
|
"p": 0.07146269083023071,
|
|
"m": 0.3546689450740814
|
|
},
|
|
{
|
|
"p": 0.07150626182556152,
|
|
"m": 0.609501302242279
|
|
},
|
|
{
|
|
"p": 0.07138821482658386,
|
|
"m": 0.7475385665893555
|
|
},
|
|
{
|
|
"p": 0.0714774802327156,
|
|
"m": 0.9979968667030334
|
|
},
|
|
{
|
|
"p": 0.07140687853097916,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07134883105754852,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 39,
|
|
"train_loss": 2.8739750385284424,
|
|
"val_loss": 1.298322081565857,
|
|
"acc": 54.41,
|
|
"time": 265.0787660398055,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07141731679439545,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138777524232864,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145864516496658,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138998806476593,
|
|
"m": 0.748814046382904
|
|
},
|
|
{
|
|
"p": 0.0714312493801117,
|
|
"m": 0.2693389654159546
|
|
},
|
|
{
|
|
"p": 0.07140631973743439,
|
|
"m": 0.23737090826034546
|
|
},
|
|
{
|
|
"p": 0.07142144441604614,
|
|
"m": 0.8004671931266785
|
|
},
|
|
{
|
|
"p": 0.07141461223363876,
|
|
"m": 0.8218274116516113
|
|
},
|
|
{
|
|
"p": 0.07152877748012543,
|
|
"m": 0.37431052327156067
|
|
},
|
|
{
|
|
"p": 0.07151353359222412,
|
|
"m": 0.623887300491333
|
|
},
|
|
{
|
|
"p": 0.07141174376010895,
|
|
"m": 0.7614064812660217
|
|
},
|
|
{
|
|
"p": 0.071487195789814,
|
|
"m": 0.9523938894271851
|
|
},
|
|
{
|
|
"p": 0.07140761613845825,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07132378965616226,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 40,
|
|
"train_loss": 2.8405966758728027,
|
|
"val_loss": 1.222973346710205,
|
|
"acc": 55.31,
|
|
"time": 266.5523799909279,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0715106949210167,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07133836299180984,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144483178853989,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07136257737874985,
|
|
"m": 0.7715877294540405
|
|
},
|
|
{
|
|
"p": 0.07142461091279984,
|
|
"m": 0.27195754647254944
|
|
},
|
|
{
|
|
"p": 0.07139644771814346,
|
|
"m": 0.24069726467132568
|
|
},
|
|
{
|
|
"p": 0.0714520514011383,
|
|
"m": 0.777213990688324
|
|
},
|
|
{
|
|
"p": 0.07143525779247284,
|
|
"m": 0.898105263710022
|
|
},
|
|
{
|
|
"p": 0.07138888537883759,
|
|
"m": 0.3724324405193329
|
|
},
|
|
{
|
|
"p": 0.07152578979730606,
|
|
"m": 0.5738784074783325
|
|
},
|
|
{
|
|
"p": 0.07143822312355042,
|
|
"m": 0.7672468423843384
|
|
},
|
|
{
|
|
"p": 0.07150278240442276,
|
|
"m": 0.9646015167236328
|
|
},
|
|
{
|
|
"p": 0.07144060730934143,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07133883982896805,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 41,
|
|
"train_loss": 2.6770951747894287,
|
|
"val_loss": 1.1744015216827393,
|
|
"acc": 57.11,
|
|
"time": 263.36698720999993,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0714750662446022,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142620533704758,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145460695028305,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141417264938354,
|
|
"m": 0.7496297359466553
|
|
},
|
|
{
|
|
"p": 0.07141879945993423,
|
|
"m": 0.30563321709632874
|
|
},
|
|
{
|
|
"p": 0.07140035927295685,
|
|
"m": 0.2543152868747711
|
|
},
|
|
{
|
|
"p": 0.07144686579704285,
|
|
"m": 0.8047493696212769
|
|
},
|
|
{
|
|
"p": 0.07140278071165085,
|
|
"m": 0.9049085378646851
|
|
},
|
|
{
|
|
"p": 0.07148293405771255,
|
|
"m": 0.39059439301490784
|
|
},
|
|
{
|
|
"p": 0.07143986970186234,
|
|
"m": 0.5740311741828918
|
|
},
|
|
{
|
|
"p": 0.07141080498695374,
|
|
"m": 0.7709780335426331
|
|
},
|
|
{
|
|
"p": 0.07143750786781311,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145313918590546,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07133685797452927,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 42,
|
|
"train_loss": 2.8354644775390625,
|
|
"val_loss": 1.2422369718551636,
|
|
"acc": 55.32,
|
|
"time": 264.91092448099516,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0713682547211647,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145214825868607,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07148805260658264,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0713542103767395,
|
|
"m": 0.7112133502960205
|
|
},
|
|
{
|
|
"p": 0.07151973247528076,
|
|
"m": 0.2645094692707062
|
|
},
|
|
{
|
|
"p": 0.07142721861600876,
|
|
"m": 0.28870889544487
|
|
},
|
|
{
|
|
"p": 0.07145662605762482,
|
|
"m": 0.8086632490158081
|
|
},
|
|
{
|
|
"p": 0.07142812013626099,
|
|
"m": 0.9081519246101379
|
|
},
|
|
{
|
|
"p": 0.07146287709474564,
|
|
"m": 0.4044860005378723
|
|
},
|
|
{
|
|
"p": 0.07146045565605164,
|
|
"m": 0.5719670057296753
|
|
},
|
|
{
|
|
"p": 0.0714455246925354,
|
|
"m": 0.7844117283821106
|
|
},
|
|
{
|
|
"p": 0.0713987946510315,
|
|
"m": 0.981708824634552
|
|
},
|
|
{
|
|
"p": 0.07141086459159851,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0713270902633667,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 43,
|
|
"train_loss": 2.9800615310668945,
|
|
"val_loss": 1.1443794965744019,
|
|
"acc": 56.24,
|
|
"time": 264.8353256818373,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07150638103485107,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142939418554306,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143011689186096,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.071469746530056,
|
|
"m": 0.7274351716041565
|
|
},
|
|
{
|
|
"p": 0.0714639350771904,
|
|
"m": 0.2473941147327423
|
|
},
|
|
{
|
|
"p": 0.07141721248626709,
|
|
"m": 0.310756653547287
|
|
},
|
|
{
|
|
"p": 0.0713934674859047,
|
|
"m": 0.7950575351715088
|
|
},
|
|
{
|
|
"p": 0.07141607999801636,
|
|
"m": 0.8972588777542114
|
|
},
|
|
{
|
|
"p": 0.07147155702114105,
|
|
"m": 0.41074466705322266
|
|
},
|
|
{
|
|
"p": 0.07139839231967926,
|
|
"m": 0.5276079773902893
|
|
},
|
|
{
|
|
"p": 0.07142961025238037,
|
|
"m": 0.7848473787307739
|
|
},
|
|
{
|
|
"p": 0.07140923291444778,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143965363502502,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07132523506879807,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 44,
|
|
"train_loss": 2.9364261627197266,
|
|
"val_loss": 1.168779969215393,
|
|
"acc": 55.89,
|
|
"time": 264.9736030420754,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07148268818855286,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143805176019669,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07150333374738693,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143593579530716,
|
|
"m": 0.8340557813644409
|
|
},
|
|
{
|
|
"p": 0.07150126248598099,
|
|
"m": 0.2744119167327881
|
|
},
|
|
{
|
|
"p": 0.0713111013174057,
|
|
"m": 0.31727561354637146
|
|
},
|
|
{
|
|
"p": 0.07140759378671646,
|
|
"m": 0.8107274770736694
|
|
},
|
|
{
|
|
"p": 0.07141678035259247,
|
|
"m": 0.9640524387359619
|
|
},
|
|
{
|
|
"p": 0.07142136245965958,
|
|
"m": 0.4299440383911133
|
|
},
|
|
{
|
|
"p": 0.07145607471466064,
|
|
"m": 0.5529839992523193
|
|
},
|
|
{
|
|
"p": 0.07142188400030136,
|
|
"m": 0.7868219017982483
|
|
},
|
|
{
|
|
"p": 0.07151243090629578,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07133262604475021,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07135884463787079,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 45,
|
|
"train_loss": 2.9773807525634766,
|
|
"val_loss": 1.3013602495193481,
|
|
"acc": 56.26,
|
|
"time": 265.91799134993926,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07149812579154968,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142440229654312,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138040661811829,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138369232416153,
|
|
"m": 0.7779504060745239
|
|
},
|
|
{
|
|
"p": 0.07149039953947067,
|
|
"m": 0.24746347963809967
|
|
},
|
|
{
|
|
"p": 0.07147106528282166,
|
|
"m": 0.2608701288700104
|
|
},
|
|
{
|
|
"p": 0.07135514169931412,
|
|
"m": 0.9097564220428467
|
|
},
|
|
{
|
|
"p": 0.07142765820026398,
|
|
"m": 0.9891377687454224
|
|
},
|
|
{
|
|
"p": 0.07151588797569275,
|
|
"m": 0.45588043332099915
|
|
},
|
|
{
|
|
"p": 0.07143252342939377,
|
|
"m": 0.5870524048805237
|
|
},
|
|
{
|
|
"p": 0.07135479152202606,
|
|
"m": 0.7871299982070923
|
|
},
|
|
{
|
|
"p": 0.07147514075040817,
|
|
"m": 0.9924576878547668
|
|
},
|
|
{
|
|
"p": 0.07140182703733444,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138893753290176,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 46,
|
|
"train_loss": 2.340987205505371,
|
|
"val_loss": 1.1459686756134033,
|
|
"acc": 57.69,
|
|
"time": 263.7487312860321,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07148154079914093,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07132361084222794,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714958906173706,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144353538751602,
|
|
"m": 0.7936777472496033
|
|
},
|
|
{
|
|
"p": 0.07144197821617126,
|
|
"m": 0.2712579667568207
|
|
},
|
|
{
|
|
"p": 0.07146261632442474,
|
|
"m": 0.34461456537246704
|
|
},
|
|
{
|
|
"p": 0.0713806077837944,
|
|
"m": 0.9219169616699219
|
|
},
|
|
{
|
|
"p": 0.0713793933391571,
|
|
"m": 0.9971277117729187
|
|
},
|
|
{
|
|
"p": 0.07147511094808578,
|
|
"m": 0.46078401803970337
|
|
},
|
|
{
|
|
"p": 0.07150053977966309,
|
|
"m": 0.5973891615867615
|
|
},
|
|
{
|
|
"p": 0.07137586176395416,
|
|
"m": 0.7825890183448792
|
|
},
|
|
{
|
|
"p": 0.07151088118553162,
|
|
"m": 0.9680496454238892
|
|
},
|
|
{
|
|
"p": 0.07143133133649826,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0712970644235611,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 47,
|
|
"train_loss": 2.7924132347106934,
|
|
"val_loss": 1.1356381177902222,
|
|
"acc": 57.24,
|
|
"time": 265.7709102591034,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07146622985601425,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07132487744092941,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145535945892334,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142177224159241,
|
|
"m": 0.9058229327201843
|
|
},
|
|
{
|
|
"p": 0.07151853293180466,
|
|
"m": 0.26972725987434387
|
|
},
|
|
{
|
|
"p": 0.07144342362880707,
|
|
"m": 0.3897826671600342
|
|
},
|
|
{
|
|
"p": 0.07142160832881927,
|
|
"m": 0.9501047134399414
|
|
},
|
|
{
|
|
"p": 0.07141879945993423,
|
|
"m": 0.9672691226005554
|
|
},
|
|
{
|
|
"p": 0.07146501541137695,
|
|
"m": 0.47628048062324524
|
|
},
|
|
{
|
|
"p": 0.07142679393291473,
|
|
"m": 0.6143344640731812
|
|
},
|
|
{
|
|
"p": 0.07141951471567154,
|
|
"m": 0.791933536529541
|
|
},
|
|
{
|
|
"p": 0.07151208072900772,
|
|
"m": 0.9831363558769226
|
|
},
|
|
{
|
|
"p": 0.07138457149267197,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07132142782211304,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 48,
|
|
"train_loss": 2.960125207901001,
|
|
"val_loss": 1.1484581232070923,
|
|
"acc": 57.18,
|
|
"time": 264.70985254622065,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07146476954221725,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07131380587816238,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07155503332614899,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714205950498581,
|
|
"m": 0.8842020034790039
|
|
},
|
|
{
|
|
"p": 0.07136453688144684,
|
|
"m": 0.27551648020744324
|
|
},
|
|
{
|
|
"p": 0.07139268517494202,
|
|
"m": 0.404295951128006
|
|
},
|
|
{
|
|
"p": 0.07144232839345932,
|
|
"m": 0.8898009061813354
|
|
},
|
|
{
|
|
"p": 0.07142134010791779,
|
|
"m": 0.9655745625495911
|
|
},
|
|
{
|
|
"p": 0.07148463279008865,
|
|
"m": 0.4798651337623596
|
|
},
|
|
{
|
|
"p": 0.07148004323244095,
|
|
"m": 0.6214861869812012
|
|
},
|
|
{
|
|
"p": 0.07140260189771652,
|
|
"m": 0.805164635181427
|
|
},
|
|
{
|
|
"p": 0.07151057571172714,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143913209438324,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07130787521600723,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 49,
|
|
"train_loss": 2.601698875427246,
|
|
"val_loss": 1.0504244565963745,
|
|
"acc": 59.69,
|
|
"time": 265.0100206390489,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07150063663721085,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143350690603256,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07136798650026321,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07131845504045486,
|
|
"m": 0.8566635847091675
|
|
},
|
|
{
|
|
"p": 0.07144711166620255,
|
|
"m": 0.18106010556221008
|
|
},
|
|
{
|
|
"p": 0.07142830640077591,
|
|
"m": 0.4076542258262634
|
|
},
|
|
{
|
|
"p": 0.07143333554267883,
|
|
"m": 0.8829693794250488
|
|
},
|
|
{
|
|
"p": 0.07140959799289703,
|
|
"m": 0.9724041223526001
|
|
},
|
|
{
|
|
"p": 0.07151646912097931,
|
|
"m": 0.5075830817222595
|
|
},
|
|
{
|
|
"p": 0.07156279683113098,
|
|
"m": 0.6513428092002869
|
|
},
|
|
{
|
|
"p": 0.07142994552850723,
|
|
"m": 0.8121734857559204
|
|
},
|
|
{
|
|
"p": 0.07148246467113495,
|
|
"m": 0.9989736080169678
|
|
},
|
|
{
|
|
"p": 0.07139027863740921,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07127907872200012,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 50,
|
|
"train_loss": 2.6524457931518555,
|
|
"val_loss": 1.0949045419692993,
|
|
"acc": 59.28,
|
|
"time": 264.32002737000585,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07151123136281967,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07128345966339111,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0715399757027626,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714244693517685,
|
|
"m": 0.8300443291664124
|
|
},
|
|
{
|
|
"p": 0.07138288766145706,
|
|
"m": 0.228427916765213
|
|
},
|
|
{
|
|
"p": 0.07135564088821411,
|
|
"m": 0.4087376892566681
|
|
},
|
|
{
|
|
"p": 0.07136490941047668,
|
|
"m": 0.9061555862426758
|
|
},
|
|
{
|
|
"p": 0.0713900551199913,
|
|
"m": 0.9476415514945984
|
|
},
|
|
{
|
|
"p": 0.07146832346916199,
|
|
"m": 0.5185904502868652
|
|
},
|
|
{
|
|
"p": 0.07165895402431488,
|
|
"m": 0.6722674369812012
|
|
},
|
|
{
|
|
"p": 0.0713300108909607,
|
|
"m": 0.8340049386024475
|
|
},
|
|
{
|
|
"p": 0.07148481160402298,
|
|
"m": 0.9925861954689026
|
|
},
|
|
{
|
|
"p": 0.0714917778968811,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07131347060203552,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 51,
|
|
"train_loss": 2.902855396270752,
|
|
"val_loss": 1.1568706035614014,
|
|
"acc": 59.96,
|
|
"time": 264.90383704099804,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07154867798089981,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07136714458465576,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07159850746393204,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145436108112335,
|
|
"m": 0.8336067199707031
|
|
},
|
|
{
|
|
"p": 0.07144121080636978,
|
|
"m": 0.2691519558429718
|
|
},
|
|
{
|
|
"p": 0.07135552912950516,
|
|
"m": 0.4732198417186737
|
|
},
|
|
{
|
|
"p": 0.07149356603622437,
|
|
"m": 0.9568254351615906
|
|
},
|
|
{
|
|
"p": 0.0714140310883522,
|
|
"m": 0.9258229732513428
|
|
},
|
|
{
|
|
"p": 0.07147126644849777,
|
|
"m": 0.5454300045967102
|
|
},
|
|
{
|
|
"p": 0.07124070823192596,
|
|
"m": 0.6619312167167664
|
|
},
|
|
{
|
|
"p": 0.0713706687092781,
|
|
"m": 0.8551375269889832
|
|
},
|
|
{
|
|
"p": 0.07146181166172028,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145699858665466,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07132550328969955,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 52,
|
|
"train_loss": 2.865455150604248,
|
|
"val_loss": 1.1419237852096558,
|
|
"acc": 59.84,
|
|
"time": 264.68737242906354,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07153448462486267,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139953225851059,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142706215381622,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07136453688144684,
|
|
"m": 0.8655853271484375
|
|
},
|
|
{
|
|
"p": 0.07137171179056168,
|
|
"m": 0.23500622808933258
|
|
},
|
|
{
|
|
"p": 0.07147068530321121,
|
|
"m": 0.5400681495666504
|
|
},
|
|
{
|
|
"p": 0.0713765099644661,
|
|
"m": 0.9766836762428284
|
|
},
|
|
{
|
|
"p": 0.07144095003604889,
|
|
"m": 0.935643196105957
|
|
},
|
|
{
|
|
"p": 0.07143093645572662,
|
|
"m": 0.559066891670227
|
|
},
|
|
{
|
|
"p": 0.07155569642782211,
|
|
"m": 0.651140034198761
|
|
},
|
|
{
|
|
"p": 0.07143594324588776,
|
|
"m": 0.8629403710365295
|
|
},
|
|
{
|
|
"p": 0.0714712142944336,
|
|
"m": 0.998978316783905
|
|
},
|
|
{
|
|
"p": 0.07142943143844604,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07129130512475967,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 53,
|
|
"train_loss": 2.6791772842407227,
|
|
"val_loss": 1.0922935009002686,
|
|
"acc": 61.3,
|
|
"time": 263.32723821583204,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143019139766693,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07134175300598145,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140100747346878,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07148568332195282,
|
|
"m": 0.8001691699028015
|
|
},
|
|
{
|
|
"p": 0.07151374220848083,
|
|
"m": 0.283216267824173
|
|
},
|
|
{
|
|
"p": 0.07143288105726242,
|
|
"m": 0.49003398418426514
|
|
},
|
|
{
|
|
"p": 0.07135472446680069,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140443474054337,
|
|
"m": 0.8931130170822144
|
|
},
|
|
{
|
|
"p": 0.07146330922842026,
|
|
"m": 0.5664557814598083
|
|
},
|
|
{
|
|
"p": 0.07140366733074188,
|
|
"m": 0.6323723196983337
|
|
},
|
|
{
|
|
"p": 0.0714198648929596,
|
|
"m": 0.8595905303955078
|
|
},
|
|
{
|
|
"p": 0.07157479971647263,
|
|
"m": 0.9777657985687256
|
|
},
|
|
{
|
|
"p": 0.07145153731107712,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07132233679294586,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 54,
|
|
"train_loss": 2.7439186573028564,
|
|
"val_loss": 1.0647400617599487,
|
|
"acc": 61.14,
|
|
"time": 266.1972780879587,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143792510032654,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07125766575336456,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0715436264872551,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145647704601288,
|
|
"m": 0.8090280294418335
|
|
},
|
|
{
|
|
"p": 0.071379154920578,
|
|
"m": 0.3701251149177551
|
|
},
|
|
{
|
|
"p": 0.07142052799463272,
|
|
"m": 0.4897909164428711
|
|
},
|
|
{
|
|
"p": 0.07145372778177261,
|
|
"m": 0.989199161529541
|
|
},
|
|
{
|
|
"p": 0.07134932279586792,
|
|
"m": 0.7851853966712952
|
|
},
|
|
{
|
|
"p": 0.07142765074968338,
|
|
"m": 0.5926833748817444
|
|
},
|
|
{
|
|
"p": 0.07151617109775543,
|
|
"m": 0.664754331111908
|
|
},
|
|
{
|
|
"p": 0.07142121344804764,
|
|
"m": 0.8439241647720337
|
|
},
|
|
{
|
|
"p": 0.07151767611503601,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145082205533981,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07136806845664978,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 55,
|
|
"train_loss": 2.9046266078948975,
|
|
"val_loss": 1.1187776327133179,
|
|
"acc": 60.98,
|
|
"time": 265.2128823499661,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142360508441925,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138515263795853,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0715431198477745,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07146333158016205,
|
|
"m": 0.8527334928512573
|
|
},
|
|
{
|
|
"p": 0.07160880416631699,
|
|
"m": 0.3092919588088989
|
|
},
|
|
{
|
|
"p": 0.07141336798667908,
|
|
"m": 0.5276543498039246
|
|
},
|
|
{
|
|
"p": 0.07137599587440491,
|
|
"m": 0.9667031764984131
|
|
},
|
|
{
|
|
"p": 0.071416474878788,
|
|
"m": 0.844334065914154
|
|
},
|
|
{
|
|
"p": 0.07145161181688309,
|
|
"m": 0.6148233413696289
|
|
},
|
|
{
|
|
"p": 0.07148052006959915,
|
|
"m": 0.7088252305984497
|
|
},
|
|
{
|
|
"p": 0.07144603133201599,
|
|
"m": 0.8449717164039612
|
|
},
|
|
{
|
|
"p": 0.07137525081634521,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148756831884384,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07112918049097061,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 56,
|
|
"train_loss": 2.5953779220581055,
|
|
"val_loss": 1.229666829109192,
|
|
"acc": 62.04,
|
|
"time": 264.87748608505353,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0716254711151123,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07125573605298996,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141945511102676,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145638763904572,
|
|
"m": 0.8686431050300598
|
|
},
|
|
{
|
|
"p": 0.07145273685455322,
|
|
"m": 0.3615899384021759
|
|
},
|
|
{
|
|
"p": 0.07126525789499283,
|
|
"m": 0.5037477612495422
|
|
},
|
|
{
|
|
"p": 0.07139040529727936,
|
|
"m": 0.9294646382331848
|
|
},
|
|
{
|
|
"p": 0.07141783088445663,
|
|
"m": 0.9021487832069397
|
|
},
|
|
{
|
|
"p": 0.07141110301017761,
|
|
"m": 0.6198018193244934
|
|
},
|
|
{
|
|
"p": 0.07159774750471115,
|
|
"m": 0.754397988319397
|
|
},
|
|
{
|
|
"p": 0.0715220719575882,
|
|
"m": 0.8529155850410461
|
|
},
|
|
{
|
|
"p": 0.07143504917621613,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141520828008652,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.071335569024086,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 57,
|
|
"train_loss": 2.514862537384033,
|
|
"val_loss": 1.1119630336761475,
|
|
"acc": 61.17,
|
|
"time": 264.45881027402356,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07141396403312683,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139383256435394,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07146157324314117,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07134415954351425,
|
|
"m": 0.8816244006156921
|
|
},
|
|
{
|
|
"p": 0.07146717607975006,
|
|
"m": 0.3508674204349518
|
|
},
|
|
{
|
|
"p": 0.0714285746216774,
|
|
"m": 0.39471641182899475
|
|
},
|
|
{
|
|
"p": 0.07143688201904297,
|
|
"m": 0.9353877902030945
|
|
},
|
|
{
|
|
"p": 0.0713743343949318,
|
|
"m": 0.9152755737304688
|
|
},
|
|
{
|
|
"p": 0.07148365676403046,
|
|
"m": 0.6488842964172363
|
|
},
|
|
{
|
|
"p": 0.07155255973339081,
|
|
"m": 0.7384976148605347
|
|
},
|
|
{
|
|
"p": 0.0713685005903244,
|
|
"m": 0.8657826781272888
|
|
},
|
|
{
|
|
"p": 0.071646548807621,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140163332223892,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.071226567029953,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 58,
|
|
"train_loss": 2.355276107788086,
|
|
"val_loss": 0.9246439933776855,
|
|
"acc": 62.9,
|
|
"time": 264.96045332192443,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0715222880244255,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07133358716964722,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07147227227687836,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07155834883451462,
|
|
"m": 0.9531694054603577
|
|
},
|
|
{
|
|
"p": 0.07147238403558731,
|
|
"m": 0.35954606533050537
|
|
},
|
|
{
|
|
"p": 0.07132391631603241,
|
|
"m": 0.372036874294281
|
|
},
|
|
{
|
|
"p": 0.07146658003330231,
|
|
"m": 0.9974868297576904
|
|
},
|
|
{
|
|
"p": 0.07142339646816254,
|
|
"m": 0.9253847599029541
|
|
},
|
|
{
|
|
"p": 0.07137757539749146,
|
|
"m": 0.6484925150871277
|
|
},
|
|
{
|
|
"p": 0.0715198963880539,
|
|
"m": 0.6971573829650879
|
|
},
|
|
{
|
|
"p": 0.07134183496236801,
|
|
"m": 0.8447162508964539
|
|
},
|
|
{
|
|
"p": 0.07148443162441254,
|
|
"m": 0.9995841979980469
|
|
},
|
|
{
|
|
"p": 0.07142279297113419,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07128070294857025,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 59,
|
|
"train_loss": 2.5897371768951416,
|
|
"val_loss": 1.163898229598999,
|
|
"acc": 60.87,
|
|
"time": 264.9856381008867,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07154781371355057,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07152338325977325,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07134450972080231,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142967730760574,
|
|
"m": 0.9352278113365173
|
|
},
|
|
{
|
|
"p": 0.07137612253427505,
|
|
"m": 0.3589029312133789
|
|
},
|
|
{
|
|
"p": 0.07137127220630646,
|
|
"m": 0.4322707951068878
|
|
},
|
|
{
|
|
"p": 0.0714382529258728,
|
|
"m": 0.994786262512207
|
|
},
|
|
{
|
|
"p": 0.07139270752668381,
|
|
"m": 0.9600157737731934
|
|
},
|
|
{
|
|
"p": 0.07152927666902542,
|
|
"m": 0.6534745097160339
|
|
},
|
|
{
|
|
"p": 0.07134730368852615,
|
|
"m": 0.801423192024231
|
|
},
|
|
{
|
|
"p": 0.0713900700211525,
|
|
"m": 0.8312661647796631
|
|
},
|
|
{
|
|
"p": 0.07154534012079239,
|
|
"m": 0.9972221851348877
|
|
},
|
|
{
|
|
"p": 0.07151465117931366,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07124965637922287,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 60,
|
|
"train_loss": 2.225513458251953,
|
|
"val_loss": 1.050039291381836,
|
|
"acc": 62.7,
|
|
"time": 266.94012815784663,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07141803205013275,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07134707272052765,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138955593109131,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07154682278633118,
|
|
"m": 0.9615591764450073
|
|
},
|
|
{
|
|
"p": 0.07145816087722778,
|
|
"m": 0.3662431836128235
|
|
},
|
|
{
|
|
"p": 0.07138420641422272,
|
|
"m": 0.4595271646976471
|
|
},
|
|
{
|
|
"p": 0.07145640254020691,
|
|
"m": 0.9656334519386292
|
|
},
|
|
{
|
|
"p": 0.07135514169931412,
|
|
"m": 0.8459897041320801
|
|
},
|
|
{
|
|
"p": 0.0714184120297432,
|
|
"m": 0.6582533121109009
|
|
},
|
|
{
|
|
"p": 0.07155513018369675,
|
|
"m": 0.8144699335098267
|
|
},
|
|
{
|
|
"p": 0.07141194492578506,
|
|
"m": 0.8300266861915588
|
|
},
|
|
{
|
|
"p": 0.0714515671133995,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147970050573349,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07132785767316818,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 61,
|
|
"train_loss": 2.746089458465576,
|
|
"val_loss": 1.0734069347381592,
|
|
"acc": 62.69,
|
|
"time": 264.66662901779637,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07156237214803696,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0712703987956047,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07149899005889893,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0715862438082695,
|
|
"m": 0.9921473860740662
|
|
},
|
|
{
|
|
"p": 0.07149742543697357,
|
|
"m": 0.3177247643470764
|
|
},
|
|
{
|
|
"p": 0.07140039652585983,
|
|
"m": 0.4728907644748688
|
|
},
|
|
{
|
|
"p": 0.07144808769226074,
|
|
"m": 0.998625636100769
|
|
},
|
|
{
|
|
"p": 0.07138390839099884,
|
|
"m": 0.8392369151115417
|
|
},
|
|
{
|
|
"p": 0.07127537578344345,
|
|
"m": 0.6489383578300476
|
|
},
|
|
{
|
|
"p": 0.0715360939502716,
|
|
"m": 0.8525540232658386
|
|
},
|
|
{
|
|
"p": 0.07139981538057327,
|
|
"m": 0.872979462146759
|
|
},
|
|
{
|
|
"p": 0.07154345512390137,
|
|
"m": 0.988258421421051
|
|
},
|
|
{
|
|
"p": 0.07138735055923462,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0712100937962532,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 62,
|
|
"train_loss": 2.1392745971679688,
|
|
"val_loss": 1.106260895729065,
|
|
"acc": 60.57,
|
|
"time": 264.0616497080773,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07156511396169662,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07126673310995102,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142993807792664,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07121770083904266,
|
|
"m": 0.9778772592544556
|
|
},
|
|
{
|
|
"p": 0.07133161276578903,
|
|
"m": 0.3577459454536438
|
|
},
|
|
{
|
|
"p": 0.07143144309520721,
|
|
"m": 0.4669073820114136
|
|
},
|
|
{
|
|
"p": 0.07144710421562195,
|
|
"m": 0.9763843417167664
|
|
},
|
|
{
|
|
"p": 0.07142657786607742,
|
|
"m": 0.8001977801322937
|
|
},
|
|
{
|
|
"p": 0.07156069576740265,
|
|
"m": 0.6321576833724976
|
|
},
|
|
{
|
|
"p": 0.07147634029388428,
|
|
"m": 0.8313150405883789
|
|
},
|
|
{
|
|
"p": 0.07144901156425476,
|
|
"m": 0.9418511986732483
|
|
},
|
|
{
|
|
"p": 0.07166941463947296,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148469239473343,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07124356180429459,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 63,
|
|
"train_loss": 2.4990735054016113,
|
|
"val_loss": 1.0209442377090454,
|
|
"acc": 63.26,
|
|
"time": 264.4019048169721,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07140117138624191,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07147980481386185,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07137490063905716,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07146970927715302,
|
|
"m": 0.9969316720962524
|
|
},
|
|
{
|
|
"p": 0.071348175406456,
|
|
"m": 0.4089081585407257
|
|
},
|
|
{
|
|
"p": 0.07153984159231186,
|
|
"m": 0.4480561316013336
|
|
},
|
|
{
|
|
"p": 0.07149553298950195,
|
|
"m": 0.9365748763084412
|
|
},
|
|
{
|
|
"p": 0.07143274694681168,
|
|
"m": 0.7633611559867859
|
|
},
|
|
{
|
|
"p": 0.07156245410442352,
|
|
"m": 0.6362473964691162
|
|
},
|
|
{
|
|
"p": 0.07132925093173981,
|
|
"m": 0.8402294516563416
|
|
},
|
|
{
|
|
"p": 0.0714481845498085,
|
|
"m": 0.9159359931945801
|
|
},
|
|
{
|
|
"p": 0.07146081328392029,
|
|
"m": 0.9969445466995239
|
|
},
|
|
{
|
|
"p": 0.07144022732973099,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07121715694665909,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 64,
|
|
"train_loss": 2.5127320289611816,
|
|
"val_loss": 1.0850214958190918,
|
|
"acc": 62.1,
|
|
"time": 265.10323816002347,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07166261970996857,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07119712978601456,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07161776721477509,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07160209864377975,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137239724397659,
|
|
"m": 0.41409236192703247
|
|
},
|
|
{
|
|
"p": 0.07138232886791229,
|
|
"m": 0.4865404963493347
|
|
},
|
|
{
|
|
"p": 0.07128109037876129,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143060117959976,
|
|
"m": 0.9495866298675537
|
|
},
|
|
{
|
|
"p": 0.07147262245416641,
|
|
"m": 0.6636340618133545
|
|
},
|
|
{
|
|
"p": 0.0713844820857048,
|
|
"m": 0.8455065488815308
|
|
},
|
|
{
|
|
"p": 0.07140886038541794,
|
|
"m": 0.9312310814857483
|
|
},
|
|
{
|
|
"p": 0.07138067483901978,
|
|
"m": 0.9995260834693909
|
|
},
|
|
{
|
|
"p": 0.07156985253095627,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0712374821305275,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 65,
|
|
"train_loss": 2.4115242958068848,
|
|
"val_loss": 1.01577627658844,
|
|
"acc": 62.9,
|
|
"time": 265.9144494871143,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07141492515802383,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0712941586971283,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141618430614471,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07152435928583145,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07158994674682617,
|
|
"m": 0.30841806530952454
|
|
},
|
|
{
|
|
"p": 0.0714787021279335,
|
|
"m": 0.5151662826538086
|
|
},
|
|
{
|
|
"p": 0.0713387057185173,
|
|
"m": 0.9648388624191284
|
|
},
|
|
{
|
|
"p": 0.07141310721635818,
|
|
"m": 0.9860642552375793
|
|
},
|
|
{
|
|
"p": 0.07151638716459274,
|
|
"m": 0.6820800304412842
|
|
},
|
|
{
|
|
"p": 0.0715324655175209,
|
|
"m": 0.7571691870689392
|
|
},
|
|
{
|
|
"p": 0.07138288021087646,
|
|
"m": 0.9267078638076782
|
|
},
|
|
{
|
|
"p": 0.07146680355072021,
|
|
"m": 0.9676579236984253
|
|
},
|
|
{
|
|
"p": 0.07143931090831757,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07119210064411163,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 66,
|
|
"train_loss": 2.2915940284729004,
|
|
"val_loss": 1.1557096242904663,
|
|
"acc": 63.65,
|
|
"time": 264.48178248712793,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0715540274977684,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07132567465305328,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0716170221567154,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143297046422958,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137173414230347,
|
|
"m": 0.281375914812088
|
|
},
|
|
{
|
|
"p": 0.07134254276752472,
|
|
"m": 0.5976533889770508
|
|
},
|
|
{
|
|
"p": 0.07149844616651535,
|
|
"m": 0.9199613332748413
|
|
},
|
|
{
|
|
"p": 0.07144290208816528,
|
|
"m": 0.9621880054473877
|
|
},
|
|
{
|
|
"p": 0.07146359980106354,
|
|
"m": 0.688087522983551
|
|
},
|
|
{
|
|
"p": 0.0715104192495346,
|
|
"m": 0.7508951425552368
|
|
},
|
|
{
|
|
"p": 0.0714036226272583,
|
|
"m": 0.9484424591064453
|
|
},
|
|
{
|
|
"p": 0.07142694294452667,
|
|
"m": 0.999430239200592
|
|
},
|
|
{
|
|
"p": 0.07138830423355103,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07122181355953217,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 67,
|
|
"train_loss": 2.4676930904388428,
|
|
"val_loss": 1.0049058198928833,
|
|
"acc": 64.81,
|
|
"time": 265.11652431683615,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07150246202945709,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07137835770845413,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07130511850118637,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07153549790382385,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715545043349266,
|
|
"m": 0.319778710603714
|
|
},
|
|
{
|
|
"p": 0.07132881879806519,
|
|
"m": 0.6771616339683533
|
|
},
|
|
{
|
|
"p": 0.07153650373220444,
|
|
"m": 0.9540475010871887
|
|
},
|
|
{
|
|
"p": 0.07136554270982742,
|
|
"m": 0.9707711935043335
|
|
},
|
|
{
|
|
"p": 0.0715579241514206,
|
|
"m": 0.6860772371292114
|
|
},
|
|
{
|
|
"p": 0.07135259360074997,
|
|
"m": 0.8056080341339111
|
|
},
|
|
{
|
|
"p": 0.07135555148124695,
|
|
"m": 0.9478057622909546
|
|
},
|
|
{
|
|
"p": 0.07143766433000565,
|
|
"m": 0.9761929512023926
|
|
},
|
|
{
|
|
"p": 0.07148629426956177,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07130315154790878,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 68,
|
|
"train_loss": 2.3357317447662354,
|
|
"val_loss": 0.9765550494194031,
|
|
"acc": 64.55,
|
|
"time": 264.230084347073,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07145844399929047,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07134269177913666,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07135524600744247,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143936306238174,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144743204116821,
|
|
"m": 0.3821955621242523
|
|
},
|
|
{
|
|
"p": 0.0715128481388092,
|
|
"m": 0.6778907775878906
|
|
},
|
|
{
|
|
"p": 0.07151477038860321,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07131948322057724,
|
|
"m": 0.9452522993087769
|
|
},
|
|
{
|
|
"p": 0.07134130597114563,
|
|
"m": 0.7054187059402466
|
|
},
|
|
{
|
|
"p": 0.07144547253847122,
|
|
"m": 0.8162370324134827
|
|
},
|
|
{
|
|
"p": 0.07147686928510666,
|
|
"m": 0.9258976578712463
|
|
},
|
|
{
|
|
"p": 0.07161638885736465,
|
|
"m": 0.9996731877326965
|
|
},
|
|
{
|
|
"p": 0.07145848870277405,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07127119600772858,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 69,
|
|
"train_loss": 2.231598377227783,
|
|
"val_loss": 0.8978623747825623,
|
|
"acc": 64.68,
|
|
"time": 265.1054326298181,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07145827263593674,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.071247398853302,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0713975802063942,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141592353582382,
|
|
"m": 0.9225970506668091
|
|
},
|
|
{
|
|
"p": 0.07165519148111343,
|
|
"m": 0.5217613577842712
|
|
},
|
|
{
|
|
"p": 0.0714840292930603,
|
|
"m": 0.6140322089195251
|
|
},
|
|
{
|
|
"p": 0.0715077593922615,
|
|
"m": 0.849719762802124
|
|
},
|
|
{
|
|
"p": 0.07128506153821945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07162699848413467,
|
|
"m": 0.7273579239845276
|
|
},
|
|
{
|
|
"p": 0.0714823305606842,
|
|
"m": 0.7845895886421204
|
|
},
|
|
{
|
|
"p": 0.07140699028968811,
|
|
"m": 0.9251234531402588
|
|
},
|
|
{
|
|
"p": 0.0713408812880516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148981094360352,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07120183855295181,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 70,
|
|
"train_loss": 2.3255813121795654,
|
|
"val_loss": 1.0585196018218994,
|
|
"acc": 65.5,
|
|
"time": 265.6226368199568,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0716528445482254,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07134857773780823,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714038610458374,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139182835817337,
|
|
"m": 0.8923039436340332
|
|
},
|
|
{
|
|
"p": 0.07136950641870499,
|
|
"m": 0.5028862357139587
|
|
},
|
|
{
|
|
"p": 0.07135827094316483,
|
|
"m": 0.6186119318008423
|
|
},
|
|
{
|
|
"p": 0.07140626013278961,
|
|
"m": 0.9146846532821655
|
|
},
|
|
{
|
|
"p": 0.07153242826461792,
|
|
"m": 0.9339554905891418
|
|
},
|
|
{
|
|
"p": 0.07135787606239319,
|
|
"m": 0.7406619191169739
|
|
},
|
|
{
|
|
"p": 0.07146059721708298,
|
|
"m": 0.7530240416526794
|
|
},
|
|
{
|
|
"p": 0.07143770903348923,
|
|
"m": 0.9373384714126587
|
|
},
|
|
{
|
|
"p": 0.07148545235395432,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07154694944620132,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07124780863523483,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 71,
|
|
"train_loss": 2.224942922592163,
|
|
"val_loss": 0.9256824851036072,
|
|
"acc": 64.87,
|
|
"time": 265.19802641286515,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07148432731628418,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07131695002317429,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07156914472579956,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144998013973236,
|
|
"m": 0.9455146789550781
|
|
},
|
|
{
|
|
"p": 0.07149206846952438,
|
|
"m": 0.5270049571990967
|
|
},
|
|
{
|
|
"p": 0.07102297991514206,
|
|
"m": 0.6474559903144836
|
|
},
|
|
{
|
|
"p": 0.07154349982738495,
|
|
"m": 0.9977102279663086
|
|
},
|
|
{
|
|
"p": 0.07138368487358093,
|
|
"m": 0.8956184387207031
|
|
},
|
|
{
|
|
"p": 0.07152146100997925,
|
|
"m": 0.7646400332450867
|
|
},
|
|
{
|
|
"p": 0.07151295989751816,
|
|
"m": 0.8223134875297546
|
|
},
|
|
{
|
|
"p": 0.07135632634162903,
|
|
"m": 0.9238151907920837
|
|
},
|
|
{
|
|
"p": 0.07163161039352417,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148147374391556,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07123349606990814,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 72,
|
|
"train_loss": 2.381622314453125,
|
|
"val_loss": 1.0358564853668213,
|
|
"acc": 64.33,
|
|
"time": 264.83167391479947,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07154407352209091,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07135800272226334,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07149707525968552,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138081640005112,
|
|
"m": 0.9134594202041626
|
|
},
|
|
{
|
|
"p": 0.071384958922863,
|
|
"m": 0.5660840272903442
|
|
},
|
|
{
|
|
"p": 0.07130295783281326,
|
|
"m": 0.6977863907814026
|
|
},
|
|
{
|
|
"p": 0.07147820293903351,
|
|
"m": 0.958875834941864
|
|
},
|
|
{
|
|
"p": 0.07135681062936783,
|
|
"m": 0.9255011677742004
|
|
},
|
|
{
|
|
"p": 0.07125339657068253,
|
|
"m": 0.7403804659843445
|
|
},
|
|
{
|
|
"p": 0.07163290679454803,
|
|
"m": 0.7971961498260498
|
|
},
|
|
{
|
|
"p": 0.07144170254468918,
|
|
"m": 0.903076708316803
|
|
},
|
|
{
|
|
"p": 0.07162080705165863,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140788435935974,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07134038954973221,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 73,
|
|
"train_loss": 2.1181163787841797,
|
|
"val_loss": 0.9886930584907532,
|
|
"acc": 65.1,
|
|
"time": 265.43445043079555,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07140368223190308,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.071425661444664,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141982018947601,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07159226387739182,
|
|
"m": 0.8780218362808228
|
|
},
|
|
{
|
|
"p": 0.07144572585821152,
|
|
"m": 0.4959616959095001
|
|
},
|
|
{
|
|
"p": 0.07143861800432205,
|
|
"m": 0.737302839756012
|
|
},
|
|
{
|
|
"p": 0.0714058130979538,
|
|
"m": 0.9817544221878052
|
|
},
|
|
{
|
|
"p": 0.07134644687175751,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07169017195701599,
|
|
"m": 0.7596426010131836
|
|
},
|
|
{
|
|
"p": 0.07131827622652054,
|
|
"m": 0.7838751673698425
|
|
},
|
|
{
|
|
"p": 0.0713188499212265,
|
|
"m": 0.9208309054374695
|
|
},
|
|
{
|
|
"p": 0.07146584242582321,
|
|
"m": 0.9840016961097717
|
|
},
|
|
{
|
|
"p": 0.07137711346149445,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07135167717933655,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 74,
|
|
"train_loss": 2.615769386291504,
|
|
"val_loss": 0.8325438499450684,
|
|
"acc": 65.57,
|
|
"time": 263.3843947041314,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07164399325847626,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07133054733276367,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07148664444684982,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07146798819303513,
|
|
"m": 0.9277798533439636
|
|
},
|
|
{
|
|
"p": 0.07145629823207855,
|
|
"m": 0.5255393385887146
|
|
},
|
|
{
|
|
"p": 0.071351058781147,
|
|
"m": 0.7593167424201965
|
|
},
|
|
{
|
|
"p": 0.07142902910709381,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145241647958755,
|
|
"m": 0.9994784593582153
|
|
},
|
|
{
|
|
"p": 0.07125965505838394,
|
|
"m": 0.7488571405410767
|
|
},
|
|
{
|
|
"p": 0.07147353887557983,
|
|
"m": 0.8131390810012817
|
|
},
|
|
{
|
|
"p": 0.07149576395750046,
|
|
"m": 0.9302547574043274
|
|
},
|
|
{
|
|
"p": 0.07157348841428757,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714007019996643,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07117889076471329,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 75,
|
|
"train_loss": 2.4059712886810303,
|
|
"val_loss": 0.9491103887557983,
|
|
"acc": 65.39,
|
|
"time": 264.6700393790379,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07170815020799637,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140138000249863,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141122221946716,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07165896147489548,
|
|
"m": 0.8388386964797974
|
|
},
|
|
{
|
|
"p": 0.07141958177089691,
|
|
"m": 0.6322945356369019
|
|
},
|
|
{
|
|
"p": 0.07122792303562164,
|
|
"m": 0.6698997020721436
|
|
},
|
|
{
|
|
"p": 0.07155753672122955,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07130519300699234,
|
|
"m": 0.9620733261108398
|
|
},
|
|
{
|
|
"p": 0.07146193832159042,
|
|
"m": 0.745563268661499
|
|
},
|
|
{
|
|
"p": 0.07137744128704071,
|
|
"m": 0.8735193610191345
|
|
},
|
|
{
|
|
"p": 0.07148739695549011,
|
|
"m": 0.9244416356086731
|
|
},
|
|
{
|
|
"p": 0.07147689163684845,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142354547977448,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07108286023139954,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 76,
|
|
"train_loss": 2.2286202907562256,
|
|
"val_loss": 0.8613799214363098,
|
|
"acc": 66.76,
|
|
"time": 265.01270097400993,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07149914652109146,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0712900310754776,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07136715203523636,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07156850397586823,
|
|
"m": 0.8331895470619202
|
|
},
|
|
{
|
|
"p": 0.0714297741651535,
|
|
"m": 0.7118367552757263
|
|
},
|
|
{
|
|
"p": 0.07145947962999344,
|
|
"m": 0.7188715934753418
|
|
},
|
|
{
|
|
"p": 0.07131006568670273,
|
|
"m": 0.941474199295044
|
|
},
|
|
{
|
|
"p": 0.07142437249422073,
|
|
"m": 0.9854293465614319
|
|
},
|
|
{
|
|
"p": 0.07158135622739792,
|
|
"m": 0.7858402132987976
|
|
},
|
|
{
|
|
"p": 0.07173106074333191,
|
|
"m": 0.8315233588218689
|
|
},
|
|
{
|
|
"p": 0.0713467001914978,
|
|
"m": 0.9262903332710266
|
|
},
|
|
{
|
|
"p": 0.07147171348333359,
|
|
"m": 0.9907453060150146
|
|
},
|
|
{
|
|
"p": 0.07134853303432465,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0711720883846283,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 77,
|
|
"train_loss": 2.427598237991333,
|
|
"val_loss": 0.8902848362922668,
|
|
"acc": 64.22,
|
|
"time": 265.5713956321124,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07159452140331268,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139609754085541,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139646261930466,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0713873952627182,
|
|
"m": 0.9027460217475891
|
|
},
|
|
{
|
|
"p": 0.07129029184579849,
|
|
"m": 0.5328973531723022
|
|
},
|
|
{
|
|
"p": 0.07138639688491821,
|
|
"m": 0.798950731754303
|
|
},
|
|
{
|
|
"p": 0.07126548141241074,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149546593427658,
|
|
"m": 0.9837595820426941
|
|
},
|
|
{
|
|
"p": 0.07156545668840408,
|
|
"m": 0.8000940680503845
|
|
},
|
|
{
|
|
"p": 0.07137420028448105,
|
|
"m": 0.8081091046333313
|
|
},
|
|
{
|
|
"p": 0.07155271619558334,
|
|
"m": 0.9170442223548889
|
|
},
|
|
{
|
|
"p": 0.07147965580224991,
|
|
"m": 0.9961351752281189
|
|
},
|
|
{
|
|
"p": 0.07162391394376755,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0711919441819191,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 78,
|
|
"train_loss": 2.637202739715576,
|
|
"val_loss": 0.9901944398880005,
|
|
"acc": 65.83,
|
|
"time": 265.47819819301367,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07159169018268585,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07156360149383545,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143256068229675,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07134796679019928,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139510661363602,
|
|
"m": 0.5492230653762817
|
|
},
|
|
{
|
|
"p": 0.0714997723698616,
|
|
"m": 0.7327010035514832
|
|
},
|
|
{
|
|
"p": 0.07135644555091858,
|
|
"m": 0.9812639355659485
|
|
},
|
|
{
|
|
"p": 0.07146956026554108,
|
|
"m": 0.997721791267395
|
|
},
|
|
{
|
|
"p": 0.07155437022447586,
|
|
"m": 0.8236338496208191
|
|
},
|
|
{
|
|
"p": 0.07155222445726395,
|
|
"m": 0.902182400226593
|
|
},
|
|
{
|
|
"p": 0.07132867723703384,
|
|
"m": 0.9342791438102722
|
|
},
|
|
{
|
|
"p": 0.07141314446926117,
|
|
"m": 0.9990136027336121
|
|
},
|
|
{
|
|
"p": 0.0715320035815239,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07096283882856369,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 79,
|
|
"train_loss": 1.8477866649627686,
|
|
"val_loss": 0.9354210495948792,
|
|
"acc": 66.53,
|
|
"time": 265.58014104305767,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07158444821834564,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07126955687999725,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0715351551771164,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141148298978806,
|
|
"m": 0.9704272747039795
|
|
},
|
|
{
|
|
"p": 0.07136710733175278,
|
|
"m": 0.609029233455658
|
|
},
|
|
{
|
|
"p": 0.07129736244678497,
|
|
"m": 0.8003225326538086
|
|
},
|
|
{
|
|
"p": 0.07145688682794571,
|
|
"m": 0.9821613430976868
|
|
},
|
|
{
|
|
"p": 0.07143555581569672,
|
|
"m": 0.8273429870605469
|
|
},
|
|
{
|
|
"p": 0.07147388905286789,
|
|
"m": 0.8417763710021973
|
|
},
|
|
{
|
|
"p": 0.07140275835990906,
|
|
"m": 0.8388605117797852
|
|
},
|
|
{
|
|
"p": 0.07143836468458176,
|
|
"m": 0.9427473545074463
|
|
},
|
|
{
|
|
"p": 0.07148584723472595,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07152138650417328,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07132025063037872,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 80,
|
|
"train_loss": 2.0618069171905518,
|
|
"val_loss": 1.0162417888641357,
|
|
"acc": 65.97,
|
|
"time": 265.4045174929779,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07161761820316315,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07133577018976212,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07150860875844955,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07117971777915955,
|
|
"m": 0.9480224847793579
|
|
},
|
|
{
|
|
"p": 0.07147819548845291,
|
|
"m": 0.7235967516899109
|
|
},
|
|
{
|
|
"p": 0.071334607899189,
|
|
"m": 0.8736831545829773
|
|
},
|
|
{
|
|
"p": 0.07139579206705093,
|
|
"m": 0.9881376624107361
|
|
},
|
|
{
|
|
"p": 0.07150434702634811,
|
|
"m": 0.9246947169303894
|
|
},
|
|
{
|
|
"p": 0.07145755738019943,
|
|
"m": 0.8218880891799927
|
|
},
|
|
{
|
|
"p": 0.07155332714319229,
|
|
"m": 0.9061388969421387
|
|
},
|
|
{
|
|
"p": 0.07144107669591904,
|
|
"m": 0.9149271845817566
|
|
},
|
|
{
|
|
"p": 0.07148183137178421,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07157942652702332,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07113214582204819,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 81,
|
|
"train_loss": 2.297006607055664,
|
|
"val_loss": 0.9604666829109192,
|
|
"acc": 66.08,
|
|
"time": 264.5420930699911,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07148821651935577,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0712893083691597,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07148926705121994,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142281532287598,
|
|
"m": 0.9162867069244385
|
|
},
|
|
{
|
|
"p": 0.07148246467113495,
|
|
"m": 0.6827117800712585
|
|
},
|
|
{
|
|
"p": 0.07122640311717987,
|
|
"m": 0.8611624836921692
|
|
},
|
|
{
|
|
"p": 0.07140320539474487,
|
|
"m": 0.9700706601142883
|
|
},
|
|
{
|
|
"p": 0.07134471088647842,
|
|
"m": 0.9680935144424438
|
|
},
|
|
{
|
|
"p": 0.07152803242206573,
|
|
"m": 0.8532760739326477
|
|
},
|
|
{
|
|
"p": 0.07142835110425949,
|
|
"m": 0.9645226001739502
|
|
},
|
|
{
|
|
"p": 0.07148922979831696,
|
|
"m": 0.9336920380592346
|
|
},
|
|
{
|
|
"p": 0.07173829525709152,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143977284431458,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.071229949593544,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 82,
|
|
"train_loss": 2.2376301288604736,
|
|
"val_loss": 0.8030934929847717,
|
|
"acc": 67.79,
|
|
"time": 265.3295446061529,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0714384913444519,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07129843533039093,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07158160954713821,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145704329013824,
|
|
"m": 0.986081600189209
|
|
},
|
|
{
|
|
"p": 0.07146400213241577,
|
|
"m": 0.5357140898704529
|
|
},
|
|
{
|
|
"p": 0.07120256125926971,
|
|
"m": 0.8357599377632141
|
|
},
|
|
{
|
|
"p": 0.07143566012382507,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142410427331924,
|
|
"m": 0.9909512996673584
|
|
},
|
|
{
|
|
"p": 0.07150128483772278,
|
|
"m": 0.8203757405281067
|
|
},
|
|
{
|
|
"p": 0.0714036151766777,
|
|
"m": 0.9001611471176147
|
|
},
|
|
{
|
|
"p": 0.07144933193922043,
|
|
"m": 0.9164095520973206
|
|
},
|
|
{
|
|
"p": 0.07156191021203995,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143240422010422,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07134951651096344,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 83,
|
|
"train_loss": 2.0959529876708984,
|
|
"val_loss": 0.9011943936347961,
|
|
"acc": 66.25,
|
|
"time": 265.35624511912465,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07149478048086166,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07136715948581696,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07167703658342361,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07131784409284592,
|
|
"m": 0.9016904830932617
|
|
},
|
|
{
|
|
"p": 0.07136429846286774,
|
|
"m": 0.5869364142417908
|
|
},
|
|
{
|
|
"p": 0.07163271307945251,
|
|
"m": 0.8633535504341125
|
|
},
|
|
{
|
|
"p": 0.07135945558547974,
|
|
"m": 0.9536718130111694
|
|
},
|
|
{
|
|
"p": 0.07122906297445297,
|
|
"m": 0.9752333164215088
|
|
},
|
|
{
|
|
"p": 0.07139213383197784,
|
|
"m": 0.8377817273139954
|
|
},
|
|
{
|
|
"p": 0.0714397206902504,
|
|
"m": 0.8409810662269592
|
|
},
|
|
{
|
|
"p": 0.07141296565532684,
|
|
"m": 0.8773533701896667
|
|
},
|
|
{
|
|
"p": 0.07144183665513992,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146789878606796,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140311598777771,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 84,
|
|
"train_loss": 2.227344274520874,
|
|
"val_loss": 0.9695692658424377,
|
|
"acc": 66.62,
|
|
"time": 265.436076534912,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0715399757027626,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07136055827140808,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07164307683706284,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07153399288654327,
|
|
"m": 0.9482478499412537
|
|
},
|
|
{
|
|
"p": 0.07145354896783829,
|
|
"m": 0.4613300561904907
|
|
},
|
|
{
|
|
"p": 0.07123144716024399,
|
|
"m": 0.9140384793281555
|
|
},
|
|
{
|
|
"p": 0.0713568776845932,
|
|
"m": 0.970557451248169
|
|
},
|
|
{
|
|
"p": 0.07146985828876495,
|
|
"m": 0.9502515196800232
|
|
},
|
|
{
|
|
"p": 0.07143230736255646,
|
|
"m": 0.8667461276054382
|
|
},
|
|
{
|
|
"p": 0.07159671187400818,
|
|
"m": 0.8183095455169678
|
|
},
|
|
{
|
|
"p": 0.07152420282363892,
|
|
"m": 0.8958300948143005
|
|
},
|
|
{
|
|
"p": 0.0714431032538414,
|
|
"m": 0.9640332460403442
|
|
},
|
|
{
|
|
"p": 0.0712532177567482,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07116115093231201,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 85,
|
|
"train_loss": 1.8329440355300903,
|
|
"val_loss": 1.0021319389343262,
|
|
"acc": 67.26,
|
|
"time": 263.7521420759149,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07141629606485367,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07108213752508163,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07152984291315079,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07149916887283325,
|
|
"m": 0.9778773188591003
|
|
},
|
|
{
|
|
"p": 0.07146913558244705,
|
|
"m": 0.4274804890155792
|
|
},
|
|
{
|
|
"p": 0.07144424319267273,
|
|
"m": 0.9534956216812134
|
|
},
|
|
{
|
|
"p": 0.07145549356937408,
|
|
"m": 0.9011625051498413
|
|
},
|
|
{
|
|
"p": 0.07152929902076721,
|
|
"m": 0.998366117477417
|
|
},
|
|
{
|
|
"p": 0.07155124843120575,
|
|
"m": 0.7919246554374695
|
|
},
|
|
{
|
|
"p": 0.07142984867095947,
|
|
"m": 0.7628943920135498
|
|
},
|
|
{
|
|
"p": 0.07158494740724564,
|
|
"m": 0.8637557625770569
|
|
},
|
|
{
|
|
"p": 0.07141372561454773,
|
|
"m": 0.9854640364646912
|
|
},
|
|
{
|
|
"p": 0.0714620053768158,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07113263010978699,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 86,
|
|
"train_loss": 2.015904664993286,
|
|
"val_loss": 0.9595730304718018,
|
|
"acc": 65.68,
|
|
"time": 264.6554966419935,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07159009575843811,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0712786465883255,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145439833402634,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07148241996765137,
|
|
"m": 0.8433095216751099
|
|
},
|
|
{
|
|
"p": 0.07133346050977707,
|
|
"m": 0.2867105007171631
|
|
},
|
|
{
|
|
"p": 0.0712631493806839,
|
|
"m": 0.9753941893577576
|
|
},
|
|
{
|
|
"p": 0.07145202159881592,
|
|
"m": 0.9086195230484009
|
|
},
|
|
{
|
|
"p": 0.07153735309839249,
|
|
"m": 0.9960545897483826
|
|
},
|
|
{
|
|
"p": 0.07164955139160156,
|
|
"m": 0.756759524345398
|
|
},
|
|
{
|
|
"p": 0.07134640961885452,
|
|
"m": 0.8101980090141296
|
|
},
|
|
{
|
|
"p": 0.07149059325456619,
|
|
"m": 0.8292027115821838
|
|
},
|
|
{
|
|
"p": 0.0716545358300209,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714539885520935,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07101336121559143,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 87,
|
|
"train_loss": 1.9016133546829224,
|
|
"val_loss": 0.9597960710525513,
|
|
"acc": 66.51,
|
|
"time": 264.49235269706696,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07169775664806366,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.071204274892807,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07153429090976715,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07132961601018906,
|
|
"m": 0.7477356791496277
|
|
},
|
|
{
|
|
"p": 0.07148171961307526,
|
|
"m": 0.2139737606048584
|
|
},
|
|
{
|
|
"p": 0.0713692456483841,
|
|
"m": 0.9784244894981384
|
|
},
|
|
{
|
|
"p": 0.0713958665728569,
|
|
"m": 0.9337790608406067
|
|
},
|
|
{
|
|
"p": 0.07155339419841766,
|
|
"m": 0.8660808205604553
|
|
},
|
|
{
|
|
"p": 0.0714377611875534,
|
|
"m": 0.7371622323989868
|
|
},
|
|
{
|
|
"p": 0.07143645733594894,
|
|
"m": 0.7904403209686279
|
|
},
|
|
{
|
|
"p": 0.07139340043067932,
|
|
"m": 0.825537919998169
|
|
},
|
|
{
|
|
"p": 0.07150541990995407,
|
|
"m": 0.9711065888404846
|
|
},
|
|
{
|
|
"p": 0.07141958177089691,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07124114781618118,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 88,
|
|
"train_loss": 2.2302281856536865,
|
|
"val_loss": 0.9167085886001587,
|
|
"acc": 67.0,
|
|
"time": 264.9788804692216,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07137655466794968,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0711815357208252,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07147650420665741,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141577452421188,
|
|
"m": 0.7295926809310913
|
|
},
|
|
{
|
|
"p": 0.07135702669620514,
|
|
"m": 0.3840085566043854
|
|
},
|
|
{
|
|
"p": 0.07141545414924622,
|
|
"m": 0.9494613409042358
|
|
},
|
|
{
|
|
"p": 0.07144390046596527,
|
|
"m": 0.9572352766990662
|
|
},
|
|
{
|
|
"p": 0.07146455347537994,
|
|
"m": 0.9239949584007263
|
|
},
|
|
{
|
|
"p": 0.07142795622348785,
|
|
"m": 0.7394837141036987
|
|
},
|
|
{
|
|
"p": 0.07169687002897263,
|
|
"m": 0.7214569449424744
|
|
},
|
|
{
|
|
"p": 0.07143425196409225,
|
|
"m": 0.8323715329170227
|
|
},
|
|
{
|
|
"p": 0.07140164077281952,
|
|
"m": 0.9720956683158875
|
|
},
|
|
{
|
|
"p": 0.07156675308942795,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07134121656417847,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 89,
|
|
"train_loss": 2.2064476013183594,
|
|
"val_loss": 1.0298436880111694,
|
|
"acc": 66.98,
|
|
"time": 264.20017665810883,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07161498069763184,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07124871760606766,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141938805580139,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07155730575323105,
|
|
"m": 0.7741590142250061
|
|
},
|
|
{
|
|
"p": 0.07140105217695236,
|
|
"m": 0.4140729308128357
|
|
},
|
|
{
|
|
"p": 0.07153268903493881,
|
|
"m": 0.9319337010383606
|
|
},
|
|
{
|
|
"p": 0.0713621973991394,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141632586717606,
|
|
"m": 0.9976956248283386
|
|
},
|
|
{
|
|
"p": 0.07142698764801025,
|
|
"m": 0.7472468018531799
|
|
},
|
|
{
|
|
"p": 0.07156255096197128,
|
|
"m": 0.7278063297271729
|
|
},
|
|
{
|
|
"p": 0.07119382172822952,
|
|
"m": 0.8044688105583191
|
|
},
|
|
{
|
|
"p": 0.07139085978269577,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07160390168428421,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0712691992521286,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 90,
|
|
"train_loss": 1.9953781366348267,
|
|
"val_loss": 1.0424885749816895,
|
|
"acc": 67.4,
|
|
"time": 263.9924217800144,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07148028165102005,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07125717401504517,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07155371457338333,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07130488008260727,
|
|
"m": 0.7443451285362244
|
|
},
|
|
{
|
|
"p": 0.07136549055576324,
|
|
"m": 0.5378547310829163
|
|
},
|
|
{
|
|
"p": 0.0713142678141594,
|
|
"m": 0.9412044286727905
|
|
},
|
|
{
|
|
"p": 0.07136502116918564,
|
|
"m": 0.9740222692489624
|
|
},
|
|
{
|
|
"p": 0.07151886075735092,
|
|
"m": 0.8098128437995911
|
|
},
|
|
{
|
|
"p": 0.07153800129890442,
|
|
"m": 0.7385687232017517
|
|
},
|
|
{
|
|
"p": 0.0715152695775032,
|
|
"m": 0.7178729176521301
|
|
},
|
|
{
|
|
"p": 0.07159874588251114,
|
|
"m": 0.8707908987998962
|
|
},
|
|
{
|
|
"p": 0.07152458280324936,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713624656200409,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0713011771440506,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 91,
|
|
"train_loss": 1.9684275388717651,
|
|
"val_loss": 0.9608795642852783,
|
|
"acc": 67.6,
|
|
"time": 265.0446575018577,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0715276300907135,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714484229683876,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07155784219503403,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07150127738714218,
|
|
"m": 0.724956214427948
|
|
},
|
|
{
|
|
"p": 0.07160317152738571,
|
|
"m": 0.541856050491333
|
|
},
|
|
{
|
|
"p": 0.0713391900062561,
|
|
"m": 0.9094555377960205
|
|
},
|
|
{
|
|
"p": 0.07142040878534317,
|
|
"m": 0.9803878664970398
|
|
},
|
|
{
|
|
"p": 0.07120415568351746,
|
|
"m": 0.7568596005439758
|
|
},
|
|
{
|
|
"p": 0.07125111669301987,
|
|
"m": 0.7781224250793457
|
|
},
|
|
{
|
|
"p": 0.07143890857696533,
|
|
"m": 0.7963029742240906
|
|
},
|
|
{
|
|
"p": 0.07138097286224365,
|
|
"m": 0.9128968715667725
|
|
},
|
|
{
|
|
"p": 0.07145396620035172,
|
|
"m": 0.9507870078086853
|
|
},
|
|
{
|
|
"p": 0.07160130143165588,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0712716281414032,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 92,
|
|
"train_loss": 2.1465437412261963,
|
|
"val_loss": 1.0570836067199707,
|
|
"acc": 67.15,
|
|
"time": 264.37990255793557,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07168596237897873,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07128430902957916,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07129384577274323,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07148974388837814,
|
|
"m": 0.8682693839073181
|
|
},
|
|
{
|
|
"p": 0.07125623524188995,
|
|
"m": 0.5626976490020752
|
|
},
|
|
{
|
|
"p": 0.07108554989099503,
|
|
"m": 0.9701219201087952
|
|
},
|
|
{
|
|
"p": 0.07148722559213638,
|
|
"m": 0.9496570825576782
|
|
},
|
|
{
|
|
"p": 0.07133784890174866,
|
|
"m": 0.8478186726570129
|
|
},
|
|
{
|
|
"p": 0.07152318954467773,
|
|
"m": 0.7508276700973511
|
|
},
|
|
{
|
|
"p": 0.0715259239077568,
|
|
"m": 0.9051029086112976
|
|
},
|
|
{
|
|
"p": 0.07147829979658127,
|
|
"m": 0.9228863716125488
|
|
},
|
|
{
|
|
"p": 0.07152128219604492,
|
|
"m": 0.9616008996963501
|
|
},
|
|
{
|
|
"p": 0.07164216786623001,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138843089342117,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 93,
|
|
"train_loss": 2.024836540222168,
|
|
"val_loss": 1.0440243482589722,
|
|
"acc": 66.84,
|
|
"time": 264.92621713411063,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07163471728563309,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07127311080694199,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07156964391469955,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07127053290605545,
|
|
"m": 0.8038881421089172
|
|
},
|
|
{
|
|
"p": 0.07132523506879807,
|
|
"m": 0.6207648515701294
|
|
},
|
|
{
|
|
"p": 0.07130877673625946,
|
|
"m": 0.9929896593093872
|
|
},
|
|
{
|
|
"p": 0.07146202772855759,
|
|
"m": 0.9499120712280273
|
|
},
|
|
{
|
|
"p": 0.07131853699684143,
|
|
"m": 0.8563518524169922
|
|
},
|
|
{
|
|
"p": 0.07149074226617813,
|
|
"m": 0.7925592660903931
|
|
},
|
|
{
|
|
"p": 0.07168462127447128,
|
|
"m": 0.9423567056655884
|
|
},
|
|
{
|
|
"p": 0.07145419716835022,
|
|
"m": 0.9057237505912781
|
|
},
|
|
{
|
|
"p": 0.0716795027256012,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07130847871303558,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07121984660625458,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 94,
|
|
"train_loss": 2.0056278705596924,
|
|
"val_loss": 0.9002382755279541,
|
|
"acc": 67.09,
|
|
"time": 264.667437289143,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142143696546555,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07120399922132492,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07151807844638824,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07170572131872177,
|
|
"m": 0.8032404780387878
|
|
},
|
|
{
|
|
"p": 0.07149092853069305,
|
|
"m": 0.6066014766693115
|
|
},
|
|
{
|
|
"p": 0.07113813608884811,
|
|
"m": 0.9342027306556702
|
|
},
|
|
{
|
|
"p": 0.07141861319541931,
|
|
"m": 0.9413129687309265
|
|
},
|
|
{
|
|
"p": 0.07135066390037537,
|
|
"m": 0.755946159362793
|
|
},
|
|
{
|
|
"p": 0.0716259554028511,
|
|
"m": 0.8702523708343506
|
|
},
|
|
{
|
|
"p": 0.07136794924736023,
|
|
"m": 0.9671337604522705
|
|
},
|
|
{
|
|
"p": 0.07138524204492569,
|
|
"m": 0.9580711722373962
|
|
},
|
|
{
|
|
"p": 0.07154558598995209,
|
|
"m": 0.9947120547294617
|
|
},
|
|
{
|
|
"p": 0.07153361290693283,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0712941363453865,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 95,
|
|
"train_loss": 2.098393201828003,
|
|
"val_loss": 1.0349986553192139,
|
|
"acc": 67.16,
|
|
"time": 264.2388168950565,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07161492854356766,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07118535786867142,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07154250144958496,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140880078077316,
|
|
"m": 0.8721147775650024
|
|
},
|
|
{
|
|
"p": 0.07146143168210983,
|
|
"m": 0.5835710763931274
|
|
},
|
|
{
|
|
"p": 0.07132717221975327,
|
|
"m": 0.8533862829208374
|
|
},
|
|
{
|
|
"p": 0.07133878767490387,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137052714824677,
|
|
"m": 0.9070490598678589
|
|
},
|
|
{
|
|
"p": 0.07156338542699814,
|
|
"m": 0.9142579436302185
|
|
},
|
|
{
|
|
"p": 0.07158457487821579,
|
|
"m": 0.9476707577705383
|
|
},
|
|
{
|
|
"p": 0.07153468579053879,
|
|
"m": 0.9948020577430725
|
|
},
|
|
{
|
|
"p": 0.07154539972543716,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147204875946045,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07105038315057755,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 96,
|
|
"train_loss": 2.1082921028137207,
|
|
"val_loss": 0.9990437030792236,
|
|
"acc": 67.6,
|
|
"time": 265.710625750944,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07156767696142197,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07137823849916458,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07154054939746857,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144047319889069,
|
|
"m": 0.8439494967460632
|
|
},
|
|
{
|
|
"p": 0.07126352936029434,
|
|
"m": 0.6981358528137207
|
|
},
|
|
{
|
|
"p": 0.07124422490596771,
|
|
"m": 0.7359579205513
|
|
},
|
|
{
|
|
"p": 0.07144002616405487,
|
|
"m": 0.9890492558479309
|
|
},
|
|
{
|
|
"p": 0.07163697481155396,
|
|
"m": 0.9788851737976074
|
|
},
|
|
{
|
|
"p": 0.07148592919111252,
|
|
"m": 0.8855695128440857
|
|
},
|
|
{
|
|
"p": 0.07139658182859421,
|
|
"m": 0.9466734528541565
|
|
},
|
|
{
|
|
"p": 0.07145947217941284,
|
|
"m": 0.9710486531257629
|
|
},
|
|
{
|
|
"p": 0.07148072868585587,
|
|
"m": 0.9981767535209656
|
|
},
|
|
{
|
|
"p": 0.07143957167863846,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07122600823640823,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 97,
|
|
"train_loss": 2.1505186557769775,
|
|
"val_loss": 1.0063778162002563,
|
|
"acc": 67.46,
|
|
"time": 263.67062404891476,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07158289104700089,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0715295821428299,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145462930202484,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714605301618576,
|
|
"m": 0.8714385032653809
|
|
},
|
|
{
|
|
"p": 0.07122040539979935,
|
|
"m": 0.7053265571594238
|
|
},
|
|
{
|
|
"p": 0.07125706970691681,
|
|
"m": 0.774153470993042
|
|
},
|
|
{
|
|
"p": 0.0714004784822464,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145508378744125,
|
|
"m": 0.9973515868186951
|
|
},
|
|
{
|
|
"p": 0.07145722955465317,
|
|
"m": 0.8963844180107117
|
|
},
|
|
{
|
|
"p": 0.0713871642947197,
|
|
"m": 0.9924090504646301
|
|
},
|
|
{
|
|
"p": 0.07139492779970169,
|
|
"m": 0.9916457533836365
|
|
},
|
|
{
|
|
"p": 0.07151874154806137,
|
|
"m": 0.9926438331604004
|
|
},
|
|
{
|
|
"p": 0.07145733386278152,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714239627122879,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 98,
|
|
"train_loss": 2.240419864654541,
|
|
"val_loss": 0.9786521792411804,
|
|
"acc": 67.45,
|
|
"time": 264.3621853350196,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07145988196134567,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0710749700665474,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07134737074375153,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07187777757644653,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07119348645210266,
|
|
"m": 0.6789750456809998
|
|
},
|
|
{
|
|
"p": 0.07090502977371216,
|
|
"m": 0.8638061881065369
|
|
},
|
|
{
|
|
"p": 0.07142771035432816,
|
|
"m": 0.9987165331840515
|
|
},
|
|
{
|
|
"p": 0.07172023504972458,
|
|
"m": 0.8629580736160278
|
|
},
|
|
{
|
|
"p": 0.07145702093839645,
|
|
"m": 0.9356781840324402
|
|
},
|
|
{
|
|
"p": 0.07184069603681564,
|
|
"m": 0.9361488223075867
|
|
},
|
|
{
|
|
"p": 0.0717473104596138,
|
|
"m": 0.9104161858558655
|
|
},
|
|
{
|
|
"p": 0.07159004360437393,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07159174978733063,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07076667249202728,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 99,
|
|
"train_loss": 1.9669084548950195,
|
|
"val_loss": 0.8015121221542358,
|
|
"acc": 67.74,
|
|
"time": 264.7785235871561,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0714011862874031,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07127305120229721,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07152745872735977,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141179591417313,
|
|
"m": 0.9920876622200012
|
|
},
|
|
{
|
|
"p": 0.07129788398742676,
|
|
"m": 0.747974693775177
|
|
},
|
|
{
|
|
"p": 0.07139719277620316,
|
|
"m": 0.8327158093452454
|
|
},
|
|
{
|
|
"p": 0.07143093645572662,
|
|
"m": 0.9629294276237488
|
|
},
|
|
{
|
|
"p": 0.07138737291097641,
|
|
"m": 0.6890501976013184
|
|
},
|
|
{
|
|
"p": 0.07166358083486557,
|
|
"m": 0.9636693000793457
|
|
},
|
|
{
|
|
"p": 0.07146161794662476,
|
|
"m": 0.9960638880729675
|
|
},
|
|
{
|
|
"p": 0.07145607471466064,
|
|
"m": 0.9870830774307251
|
|
},
|
|
{
|
|
"p": 0.07152945548295975,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146016508340836,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07130222022533417,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 100,
|
|
"train_loss": 1.8943135738372803,
|
|
"val_loss": 0.8593941330909729,
|
|
"acc": 66.59,
|
|
"time": 264.538134515984,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07136023044586182,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07159788906574249,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07122118771076202,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07151516526937485,
|
|
"m": 0.9511945843696594
|
|
},
|
|
{
|
|
"p": 0.07140971720218658,
|
|
"m": 0.7743223309516907
|
|
},
|
|
{
|
|
"p": 0.07107765227556229,
|
|
"m": 0.7880532145500183
|
|
},
|
|
{
|
|
"p": 0.07168100029230118,
|
|
"m": 0.9004496932029724
|
|
},
|
|
{
|
|
"p": 0.07149863988161087,
|
|
"m": 0.7189162373542786
|
|
},
|
|
{
|
|
"p": 0.0715598315000534,
|
|
"m": 0.9311437010765076
|
|
},
|
|
{
|
|
"p": 0.07128281146287918,
|
|
"m": 0.9247457385063171
|
|
},
|
|
{
|
|
"p": 0.07131339609622955,
|
|
"m": 0.9062003493309021
|
|
},
|
|
{
|
|
"p": 0.07160112261772156,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07164677232503891,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0712345689535141,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 101,
|
|
"train_loss": 2.1183934211730957,
|
|
"val_loss": 0.9856420755386353,
|
|
"acc": 67.79,
|
|
"time": 264.3091857309919,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07169616222381592,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07135231792926788,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07123129069805145,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07152163982391357,
|
|
"m": 0.9557331800460815
|
|
},
|
|
{
|
|
"p": 0.07172510772943497,
|
|
"m": 0.8141570687294006
|
|
},
|
|
{
|
|
"p": 0.07111822813749313,
|
|
"m": 0.8511921167373657
|
|
},
|
|
{
|
|
"p": 0.07125342637300491,
|
|
"m": 0.9239301681518555
|
|
},
|
|
{
|
|
"p": 0.07125655561685562,
|
|
"m": 0.8337439298629761
|
|
},
|
|
{
|
|
"p": 0.0715978667140007,
|
|
"m": 0.9244961738586426
|
|
},
|
|
{
|
|
"p": 0.07159986346960068,
|
|
"m": 0.9994716048240662
|
|
},
|
|
{
|
|
"p": 0.07154558598995209,
|
|
"m": 0.8802312016487122
|
|
},
|
|
{
|
|
"p": 0.07124914973974228,
|
|
"m": 0.9855431318283081
|
|
},
|
|
{
|
|
"p": 0.07162877917289734,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07122403383255005,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 102,
|
|
"train_loss": 1.9632242918014526,
|
|
"val_loss": 0.8726339936256409,
|
|
"acc": 68.06,
|
|
"time": 265.17836479702964,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07157992571592331,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07106579095125198,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07164245843887329,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140451669692993,
|
|
"m": 0.9024583697319031
|
|
},
|
|
{
|
|
"p": 0.07138672471046448,
|
|
"m": 0.8792396783828735
|
|
},
|
|
{
|
|
"p": 0.07135551422834396,
|
|
"m": 0.8140823841094971
|
|
},
|
|
{
|
|
"p": 0.07149674743413925,
|
|
"m": 0.958850085735321
|
|
},
|
|
{
|
|
"p": 0.07129910588264465,
|
|
"m": 0.8005024790763855
|
|
},
|
|
{
|
|
"p": 0.07141832262277603,
|
|
"m": 0.8717545866966248
|
|
},
|
|
{
|
|
"p": 0.07142923772335052,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150410115718842,
|
|
"m": 0.8553029894828796
|
|
},
|
|
{
|
|
"p": 0.07173820585012436,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146558910608292,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07121378183364868,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 103,
|
|
"train_loss": 2.015328884124756,
|
|
"val_loss": 0.9792740941047668,
|
|
"acc": 68.7,
|
|
"time": 264.2896843091585,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07150989025831223,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07125253230333328,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07164422422647476,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07135684788227081,
|
|
"m": 0.9783585667610168
|
|
},
|
|
{
|
|
"p": 0.07118605822324753,
|
|
"m": 0.8899068832397461
|
|
},
|
|
{
|
|
"p": 0.0714191347360611,
|
|
"m": 0.7511681914329529
|
|
},
|
|
{
|
|
"p": 0.07138330489397049,
|
|
"m": 0.9239425659179688
|
|
},
|
|
{
|
|
"p": 0.07141763716936111,
|
|
"m": 0.9147650003433228
|
|
},
|
|
{
|
|
"p": 0.07142023742198944,
|
|
"m": 0.8065721392631531
|
|
},
|
|
{
|
|
"p": 0.07164070755243301,
|
|
"m": 0.9518033862113953
|
|
},
|
|
{
|
|
"p": 0.07147867977619171,
|
|
"m": 0.8765386939048767
|
|
},
|
|
{
|
|
"p": 0.07148324698209763,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07165937125682831,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07114807516336441,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 104,
|
|
"train_loss": 1.9553219079971313,
|
|
"val_loss": 0.9227862358093262,
|
|
"acc": 67.13,
|
|
"time": 265.13004723913036,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07150018960237503,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07132319360971451,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07148901373147964,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07129443436861038,
|
|
"m": 0.9594451189041138
|
|
},
|
|
{
|
|
"p": 0.07099591940641403,
|
|
"m": 0.8625453114509583
|
|
},
|
|
{
|
|
"p": 0.071379654109478,
|
|
"m": 0.7610114216804504
|
|
},
|
|
{
|
|
"p": 0.07144477218389511,
|
|
"m": 0.8555306196212769
|
|
},
|
|
{
|
|
"p": 0.07138845324516296,
|
|
"m": 0.949706494808197
|
|
},
|
|
{
|
|
"p": 0.0717150866985321,
|
|
"m": 0.7500031590461731
|
|
},
|
|
{
|
|
"p": 0.0716518834233284,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150457799434662,
|
|
"m": 0.851394534111023
|
|
},
|
|
{
|
|
"p": 0.07133492827415466,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07151570916175842,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07146219909191132,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 105,
|
|
"train_loss": 1.6909542083740234,
|
|
"val_loss": 0.889690101146698,
|
|
"acc": 68.08,
|
|
"time": 264.68519559898414,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07142344862222672,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07125373929738998,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07152203470468521,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145189493894577,
|
|
"m": 0.8525590896606445
|
|
},
|
|
{
|
|
"p": 0.07135368138551712,
|
|
"m": 0.921833872795105
|
|
},
|
|
{
|
|
"p": 0.07133109867572784,
|
|
"m": 0.8445783853530884
|
|
},
|
|
{
|
|
"p": 0.07153656333684921,
|
|
"m": 0.9343817234039307
|
|
},
|
|
{
|
|
"p": 0.07147543877363205,
|
|
"m": 0.8718922734260559
|
|
},
|
|
{
|
|
"p": 0.07148744910955429,
|
|
"m": 0.74822998046875
|
|
},
|
|
{
|
|
"p": 0.07144879549741745,
|
|
"m": 0.916492760181427
|
|
},
|
|
{
|
|
"p": 0.07142689824104309,
|
|
"m": 0.8755673170089722
|
|
},
|
|
{
|
|
"p": 0.07152848690748215,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146165519952774,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07129882276058197,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 106,
|
|
"train_loss": 1.7118356227874756,
|
|
"val_loss": 0.8871737122535706,
|
|
"acc": 69.15,
|
|
"time": 264.11278872191906,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07150659710168839,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07133231312036514,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07148176431655884,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07131882756948471,
|
|
"m": 0.8956641554832458
|
|
},
|
|
{
|
|
"p": 0.07132076472043991,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07123880833387375,
|
|
"m": 0.7083431482315063
|
|
},
|
|
{
|
|
"p": 0.0715215653181076,
|
|
"m": 0.9276342988014221
|
|
},
|
|
{
|
|
"p": 0.0715106725692749,
|
|
"m": 0.9603731036186218
|
|
},
|
|
{
|
|
"p": 0.07159683853387833,
|
|
"m": 0.8354140520095825
|
|
},
|
|
{
|
|
"p": 0.07160791009664536,
|
|
"m": 0.8833725452423096
|
|
},
|
|
{
|
|
"p": 0.07137683033943176,
|
|
"m": 0.9086372256278992
|
|
},
|
|
{
|
|
"p": 0.07142188400030136,
|
|
"m": 0.9769774079322815
|
|
},
|
|
{
|
|
"p": 0.07148735225200653,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07127794623374939,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 107,
|
|
"train_loss": 2.043450355529785,
|
|
"val_loss": 0.9024907350540161,
|
|
"acc": 68.83,
|
|
"time": 265.70642408309504,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0714099258184433,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0713634341955185,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07150678336620331,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07111844420433044,
|
|
"m": 0.8797277212142944
|
|
},
|
|
{
|
|
"p": 0.07133359462022781,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07119179517030716,
|
|
"m": 0.7228783369064331
|
|
},
|
|
{
|
|
"p": 0.07142791897058487,
|
|
"m": 0.8354815244674683
|
|
},
|
|
{
|
|
"p": 0.07149814814329147,
|
|
"m": 0.9493181705474854
|
|
},
|
|
{
|
|
"p": 0.07162225246429443,
|
|
"m": 0.9342915415763855
|
|
},
|
|
{
|
|
"p": 0.07156672328710556,
|
|
"m": 0.9930649995803833
|
|
},
|
|
{
|
|
"p": 0.0714811235666275,
|
|
"m": 0.921349287033081
|
|
},
|
|
{
|
|
"p": 0.07154858112335205,
|
|
"m": 0.9759686589241028
|
|
},
|
|
{
|
|
"p": 0.07161375135183334,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07131750136613846,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 108,
|
|
"train_loss": 1.8662954568862915,
|
|
"val_loss": 0.9109758734703064,
|
|
"acc": 68.63,
|
|
"time": 264.6076375870034,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07136822491884232,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07125113159418106,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07153214514255524,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07147860527038574,
|
|
"m": 0.9236285090446472
|
|
},
|
|
{
|
|
"p": 0.07131442427635193,
|
|
"m": 0.9439700245857239
|
|
},
|
|
{
|
|
"p": 0.07133910804986954,
|
|
"m": 0.6601765751838684
|
|
},
|
|
{
|
|
"p": 0.07149021327495575,
|
|
"m": 0.8392714262008667
|
|
},
|
|
{
|
|
"p": 0.07144857943058014,
|
|
"m": 0.9597296118736267
|
|
},
|
|
{
|
|
"p": 0.07151149958372116,
|
|
"m": 0.9270886778831482
|
|
},
|
|
{
|
|
"p": 0.07165375351905823,
|
|
"m": 0.987978458404541
|
|
},
|
|
{
|
|
"p": 0.07149326801300049,
|
|
"m": 0.8966301679611206
|
|
},
|
|
{
|
|
"p": 0.07126379758119583,
|
|
"m": 0.9972392320632935
|
|
},
|
|
{
|
|
"p": 0.07155332714319229,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07130197435617447,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 109,
|
|
"train_loss": 1.9520587921142578,
|
|
"val_loss": 0.8534442186355591,
|
|
"acc": 69.0,
|
|
"time": 264.77514718519524,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07152808457612991,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07148706912994385,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07168322056531906,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07133498042821884,
|
|
"m": 0.9111161231994629
|
|
},
|
|
{
|
|
"p": 0.07095593959093094,
|
|
"m": 0.9275686144828796
|
|
},
|
|
{
|
|
"p": 0.07108554244041443,
|
|
"m": 0.5844904780387878
|
|
},
|
|
{
|
|
"p": 0.07138840109109879,
|
|
"m": 0.8531484603881836
|
|
},
|
|
{
|
|
"p": 0.07159898430109024,
|
|
"m": 0.9542052149772644
|
|
},
|
|
{
|
|
"p": 0.07153255492448807,
|
|
"m": 0.8852120041847229
|
|
},
|
|
{
|
|
"p": 0.07154161483049393,
|
|
"m": 0.8694630861282349
|
|
},
|
|
{
|
|
"p": 0.07157421112060547,
|
|
"m": 0.7792919278144836
|
|
},
|
|
{
|
|
"p": 0.07146571576595306,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07167770713567734,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07114598900079727,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 110,
|
|
"train_loss": 2.15474271774292,
|
|
"val_loss": 0.8540980815887451,
|
|
"acc": 67.46,
|
|
"time": 265.551822520094,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07163909077644348,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07123228907585144,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07119804620742798,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07152726501226425,
|
|
"m": 0.8877826929092407
|
|
},
|
|
{
|
|
"p": 0.07101882249116898,
|
|
"m": 0.8972806334495544
|
|
},
|
|
{
|
|
"p": 0.07172849774360657,
|
|
"m": 0.5044942498207092
|
|
},
|
|
{
|
|
"p": 0.07136448472738266,
|
|
"m": 0.8390887379646301
|
|
},
|
|
{
|
|
"p": 0.07131199538707733,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0716465562582016,
|
|
"m": 0.8828220963478088
|
|
},
|
|
{
|
|
"p": 0.07158983498811722,
|
|
"m": 0.8113599419593811
|
|
},
|
|
{
|
|
"p": 0.07144042104482651,
|
|
"m": 0.7315576076507568
|
|
},
|
|
{
|
|
"p": 0.07132124900817871,
|
|
"m": 0.9973394274711609
|
|
},
|
|
{
|
|
"p": 0.07167807221412659,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07130330055952072,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 111,
|
|
"train_loss": 1.9414911270141602,
|
|
"val_loss": 0.9662473797798157,
|
|
"acc": 69.53,
|
|
"time": 266.94825871195644,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07157426327466965,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07104305177927017,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07149232923984528,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07149410247802734,
|
|
"m": 0.9636200666427612
|
|
},
|
|
{
|
|
"p": 0.07153889536857605,
|
|
"m": 0.8240119814872742
|
|
},
|
|
{
|
|
"p": 0.07146216928958893,
|
|
"m": 0.6199585795402527
|
|
},
|
|
{
|
|
"p": 0.07153592258691788,
|
|
"m": 0.7941621541976929
|
|
},
|
|
{
|
|
"p": 0.07113786041736603,
|
|
"m": 0.8880730867385864
|
|
},
|
|
{
|
|
"p": 0.07123620808124542,
|
|
"m": 0.8609243631362915
|
|
},
|
|
{
|
|
"p": 0.07146569341421127,
|
|
"m": 0.8432747721672058
|
|
},
|
|
{
|
|
"p": 0.0715278685092926,
|
|
"m": 0.7578672170639038
|
|
},
|
|
{
|
|
"p": 0.07146608084440231,
|
|
"m": 0.9608535766601562
|
|
},
|
|
{
|
|
"p": 0.07155217230319977,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07147333770990372,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 112,
|
|
"train_loss": 2.3087849617004395,
|
|
"val_loss": 0.8809995055198669,
|
|
"acc": 68.48,
|
|
"time": 265.7030931271147,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07128763943910599,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07125826179981232,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07146626710891724,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.071175217628479,
|
|
"m": 0.9668110609054565
|
|
},
|
|
{
|
|
"p": 0.07163496315479279,
|
|
"m": 0.6937459111213684
|
|
},
|
|
{
|
|
"p": 0.07170026749372482,
|
|
"m": 0.3992328941822052
|
|
},
|
|
{
|
|
"p": 0.07171083241701126,
|
|
"m": 0.8271178603172302
|
|
},
|
|
{
|
|
"p": 0.07117287069559097,
|
|
"m": 0.8954756855964661
|
|
},
|
|
{
|
|
"p": 0.07135019451379776,
|
|
"m": 0.7664926648139954
|
|
},
|
|
{
|
|
"p": 0.07141456007957458,
|
|
"m": 0.7960124611854553
|
|
},
|
|
{
|
|
"p": 0.07144725322723389,
|
|
"m": 0.700454592704773
|
|
},
|
|
{
|
|
"p": 0.07153849303722382,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145816832780838,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0713849738240242,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 113,
|
|
"train_loss": 2.2807745933532715,
|
|
"val_loss": 0.9341385364532471,
|
|
"acc": 68.51,
|
|
"time": 263.6051703009289,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07160642743110657,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07132675498723984,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07133546471595764,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0715014860033989,
|
|
"m": 0.9823344945907593
|
|
},
|
|
{
|
|
"p": 0.07133873552083969,
|
|
"m": 0.6764888763427734
|
|
},
|
|
{
|
|
"p": 0.07129672169685364,
|
|
"m": 0.5575177669525146
|
|
},
|
|
{
|
|
"p": 0.07129313051700592,
|
|
"m": 0.7530373930931091
|
|
},
|
|
{
|
|
"p": 0.07151628285646439,
|
|
"m": 0.9739146828651428
|
|
},
|
|
{
|
|
"p": 0.0715949758887291,
|
|
"m": 0.7948008179664612
|
|
},
|
|
{
|
|
"p": 0.07116519659757614,
|
|
"m": 0.8865337371826172
|
|
},
|
|
{
|
|
"p": 0.07151274383068085,
|
|
"m": 0.7983738780021667
|
|
},
|
|
{
|
|
"p": 0.07158279418945312,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714612528681755,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07146798819303513,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 114,
|
|
"train_loss": 1.9051045179367065,
|
|
"val_loss": 0.9016690850257874,
|
|
"acc": 69.33,
|
|
"time": 266.2422412461601,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07149545848369598,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.071109838783741,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07148659229278564,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07130523771047592,
|
|
"m": 0.9770460724830627
|
|
},
|
|
{
|
|
"p": 0.07163986563682556,
|
|
"m": 0.615672767162323
|
|
},
|
|
{
|
|
"p": 0.07147780060768127,
|
|
"m": 0.46634960174560547
|
|
},
|
|
{
|
|
"p": 0.07153108716011047,
|
|
"m": 0.7697399854660034
|
|
},
|
|
{
|
|
"p": 0.07138238847255707,
|
|
"m": 0.9994088411331177
|
|
},
|
|
{
|
|
"p": 0.07138846814632416,
|
|
"m": 0.7787532806396484
|
|
},
|
|
{
|
|
"p": 0.07145590335130692,
|
|
"m": 0.904127836227417
|
|
},
|
|
{
|
|
"p": 0.07132895290851593,
|
|
"m": 0.7616931796073914
|
|
},
|
|
{
|
|
"p": 0.07155092060565948,
|
|
"m": 0.9978664517402649
|
|
},
|
|
{
|
|
"p": 0.07154925167560577,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07129818946123123,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 115,
|
|
"train_loss": 1.9894517660140991,
|
|
"val_loss": 0.826585590839386,
|
|
"acc": 70.11,
|
|
"time": 264.4535134669859,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07153210788965225,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142892479896545,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139607518911362,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07149387896060944,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137330621480942,
|
|
"m": 0.5678719878196716
|
|
},
|
|
{
|
|
"p": 0.07133545726537704,
|
|
"m": 0.6745824217796326
|
|
},
|
|
{
|
|
"p": 0.07132097333669662,
|
|
"m": 0.8900209665298462
|
|
},
|
|
{
|
|
"p": 0.07144322991371155,
|
|
"m": 0.9567468762397766
|
|
},
|
|
{
|
|
"p": 0.07170720398426056,
|
|
"m": 0.7730952501296997
|
|
},
|
|
{
|
|
"p": 0.07136979699134827,
|
|
"m": 0.8856869339942932
|
|
},
|
|
{
|
|
"p": 0.07155056297779083,
|
|
"m": 0.6920083165168762
|
|
},
|
|
{
|
|
"p": 0.07144936919212341,
|
|
"m": 0.9833620190620422
|
|
},
|
|
{
|
|
"p": 0.07150760293006897,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07109156996011734,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 116,
|
|
"train_loss": 1.7316405773162842,
|
|
"val_loss": 0.8586817979812622,
|
|
"acc": 67.86,
|
|
"time": 263.9090674659237,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07160268723964691,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144547998905182,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07125231623649597,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07120528817176819,
|
|
"m": 0.9520971179008484
|
|
},
|
|
{
|
|
"p": 0.07146920263767242,
|
|
"m": 0.3943050503730774
|
|
},
|
|
{
|
|
"p": 0.07154984772205353,
|
|
"m": 0.6388508081436157
|
|
},
|
|
{
|
|
"p": 0.07133031636476517,
|
|
"m": 0.9775404930114746
|
|
},
|
|
{
|
|
"p": 0.07126868516206741,
|
|
"m": 0.9423497915267944
|
|
},
|
|
{
|
|
"p": 0.0717616006731987,
|
|
"m": 0.7290133237838745
|
|
},
|
|
{
|
|
"p": 0.07152534276247025,
|
|
"m": 0.9217928647994995
|
|
},
|
|
{
|
|
"p": 0.07133744657039642,
|
|
"m": 0.6926586627960205
|
|
},
|
|
{
|
|
"p": 0.07152806967496872,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145991176366806,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07126378268003464,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 117,
|
|
"train_loss": 2.1919448375701904,
|
|
"val_loss": 0.9338764548301697,
|
|
"acc": 68.76,
|
|
"time": 265.3471487190109,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07165481150150299,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0712960958480835,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07152648270130157,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138743251562119,
|
|
"m": 0.9384298920631409
|
|
},
|
|
{
|
|
"p": 0.07133182883262634,
|
|
"m": 0.21760493516921997
|
|
},
|
|
{
|
|
"p": 0.07150871306657791,
|
|
"m": 0.5264180898666382
|
|
},
|
|
{
|
|
"p": 0.07145801186561584,
|
|
"m": 0.995337963104248
|
|
},
|
|
{
|
|
"p": 0.07146941125392914,
|
|
"m": 0.8696159720420837
|
|
},
|
|
{
|
|
"p": 0.07144862413406372,
|
|
"m": 0.8126664161682129
|
|
},
|
|
{
|
|
"p": 0.0715290755033493,
|
|
"m": 0.8877571225166321
|
|
},
|
|
{
|
|
"p": 0.07153073698282242,
|
|
"m": 0.6340952515602112
|
|
},
|
|
{
|
|
"p": 0.07154424488544464,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713590607047081,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07095544785261154,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 118,
|
|
"train_loss": 1.6058509349822998,
|
|
"val_loss": 0.9669822454452515,
|
|
"acc": 68.97,
|
|
"time": 265.1691807061434,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07156676054000854,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07123105227947235,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07137805223464966,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139604538679123,
|
|
"m": 0.9885218739509583
|
|
},
|
|
{
|
|
"p": 0.07110162824392319,
|
|
"m": 0.2948872148990631
|
|
},
|
|
{
|
|
"p": 0.0713820531964302,
|
|
"m": 0.5198338627815247
|
|
},
|
|
{
|
|
"p": 0.07147862017154694,
|
|
"m": 0.9442027807235718
|
|
},
|
|
{
|
|
"p": 0.07145990431308746,
|
|
"m": 0.8764498233795166
|
|
},
|
|
{
|
|
"p": 0.07161910086870193,
|
|
"m": 0.9212086200714111
|
|
},
|
|
{
|
|
"p": 0.07171300053596497,
|
|
"m": 0.8032972812652588
|
|
},
|
|
{
|
|
"p": 0.07144839316606522,
|
|
"m": 0.7656069397926331
|
|
},
|
|
{
|
|
"p": 0.07146038115024567,
|
|
"m": 0.9842070937156677
|
|
},
|
|
{
|
|
"p": 0.07160216569900513,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07116290926933289,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 119,
|
|
"train_loss": 1.9841549396514893,
|
|
"val_loss": 0.8619943261146545,
|
|
"acc": 70.17,
|
|
"time": 264.1151645369828,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07146746665239334,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.071417897939682,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07150793820619583,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07161232084035873,
|
|
"m": 0.9727988839149475
|
|
},
|
|
{
|
|
"p": 0.07118802517652512,
|
|
"m": 0.36225149035453796
|
|
},
|
|
{
|
|
"p": 0.07135874778032303,
|
|
"m": 0.45371636748313904
|
|
},
|
|
{
|
|
"p": 0.07140790671110153,
|
|
"m": 0.9591813087463379
|
|
},
|
|
{
|
|
"p": 0.07113522291183472,
|
|
"m": 0.7658330202102661
|
|
},
|
|
{
|
|
"p": 0.07167019695043564,
|
|
"m": 0.9314349293708801
|
|
},
|
|
{
|
|
"p": 0.07138524204492569,
|
|
"m": 0.7621682286262512
|
|
},
|
|
{
|
|
"p": 0.0715244933962822,
|
|
"m": 0.7817244529724121
|
|
},
|
|
{
|
|
"p": 0.07134310901165009,
|
|
"m": 0.9937698841094971
|
|
},
|
|
{
|
|
"p": 0.07146362960338593,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07151778787374496,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 120,
|
|
"train_loss": 1.7717108726501465,
|
|
"val_loss": 0.8188028931617737,
|
|
"acc": 70.04,
|
|
"time": 264.75199961010367,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07148196548223495,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0713389441370964,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07171095162630081,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07153037935495377,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715910941362381,
|
|
"m": 0.3588714301586151
|
|
},
|
|
{
|
|
"p": 0.0711844339966774,
|
|
"m": 0.3855862319469452
|
|
},
|
|
{
|
|
"p": 0.07134635001420975,
|
|
"m": 0.9878561496734619
|
|
},
|
|
{
|
|
"p": 0.07118593156337738,
|
|
"m": 0.8172679543495178
|
|
},
|
|
{
|
|
"p": 0.0714084580540657,
|
|
"m": 0.9035232663154602
|
|
},
|
|
{
|
|
"p": 0.0715278834104538,
|
|
"m": 0.8006093502044678
|
|
},
|
|
{
|
|
"p": 0.07134725153446198,
|
|
"m": 0.7940111756324768
|
|
},
|
|
{
|
|
"p": 0.07140164822340012,
|
|
"m": 0.9926888942718506
|
|
},
|
|
{
|
|
"p": 0.07163706421852112,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0713077038526535,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 121,
|
|
"train_loss": 1.6262118816375732,
|
|
"val_loss": 0.8173348307609558,
|
|
"acc": 69.59,
|
|
"time": 264.7863197259139,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07140722870826721,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07150819897651672,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144766300916672,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07157108187675476,
|
|
"m": 0.9369255900382996
|
|
},
|
|
{
|
|
"p": 0.07134655863046646,
|
|
"m": 0.4159207046031952
|
|
},
|
|
{
|
|
"p": 0.07138945162296295,
|
|
"m": 0.3421289622783661
|
|
},
|
|
{
|
|
"p": 0.07140602171421051,
|
|
"m": 0.9871944785118103
|
|
},
|
|
{
|
|
"p": 0.07150643318891525,
|
|
"m": 0.8831537961959839
|
|
},
|
|
{
|
|
"p": 0.07127662003040314,
|
|
"m": 0.8516374230384827
|
|
},
|
|
{
|
|
"p": 0.07166224718093872,
|
|
"m": 0.9181072115898132
|
|
},
|
|
{
|
|
"p": 0.07159516960382462,
|
|
"m": 0.771364152431488
|
|
},
|
|
{
|
|
"p": 0.07156010717153549,
|
|
"m": 0.9976790547370911
|
|
},
|
|
{
|
|
"p": 0.07133080810308456,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07099241763353348,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 122,
|
|
"train_loss": 1.5826988220214844,
|
|
"val_loss": 0.9598495960235596,
|
|
"acc": 69.72,
|
|
"time": 264.04565735301003,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07136785984039307,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07125052064657211,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07155107706785202,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07156815379858017,
|
|
"m": 0.9143353700637817
|
|
},
|
|
{
|
|
"p": 0.07137110829353333,
|
|
"m": 0.46257999539375305
|
|
},
|
|
{
|
|
"p": 0.071227066218853,
|
|
"m": 0.2538316249847412
|
|
},
|
|
{
|
|
"p": 0.07125570625066757,
|
|
"m": 0.9507036805152893
|
|
},
|
|
{
|
|
"p": 0.07153697311878204,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149842381477356,
|
|
"m": 0.8994311094284058
|
|
},
|
|
{
|
|
"p": 0.07139479368925095,
|
|
"m": 0.9596824049949646
|
|
},
|
|
{
|
|
"p": 0.07153396308422089,
|
|
"m": 0.6592329144477844
|
|
},
|
|
{
|
|
"p": 0.0716627687215805,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143910229206085,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07134246081113815,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 123,
|
|
"train_loss": 1.8840129375457764,
|
|
"val_loss": 0.935842752456665,
|
|
"acc": 69.34,
|
|
"time": 264.7157263441477,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07148511707782745,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07093925774097443,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07130927592515945,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07153069227933884,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146602869033813,
|
|
"m": 0.5934052467346191
|
|
},
|
|
{
|
|
"p": 0.07157158851623535,
|
|
"m": 0.25249746441841125
|
|
},
|
|
{
|
|
"p": 0.07150708138942719,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07155328243970871,
|
|
"m": 0.9992902874946594
|
|
},
|
|
{
|
|
"p": 0.07166368514299393,
|
|
"m": 0.8834559321403503
|
|
},
|
|
{
|
|
"p": 0.07149415463209152,
|
|
"m": 0.8167161345481873
|
|
},
|
|
{
|
|
"p": 0.07137981802225113,
|
|
"m": 0.6446751952171326
|
|
},
|
|
{
|
|
"p": 0.07151293754577637,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07125505059957504,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07133202254772186,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 124,
|
|
"train_loss": 1.7320582866668701,
|
|
"val_loss": 0.8304422497749329,
|
|
"acc": 70.08,
|
|
"time": 264.28743869508617,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07161716371774673,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139433175325394,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143200933933258,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138684391975403,
|
|
"m": 0.8565165400505066
|
|
},
|
|
{
|
|
"p": 0.07140681892633438,
|
|
"m": 0.6714696884155273
|
|
},
|
|
{
|
|
"p": 0.07138676196336746,
|
|
"m": 0.4468894600868225
|
|
},
|
|
{
|
|
"p": 0.07131195813417435,
|
|
"m": 0.9940964579582214
|
|
},
|
|
{
|
|
"p": 0.07156676054000854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07127043604850769,
|
|
"m": 0.9828106760978699
|
|
},
|
|
{
|
|
"p": 0.07155150175094604,
|
|
"m": 0.8333351612091064
|
|
},
|
|
{
|
|
"p": 0.07157707214355469,
|
|
"m": 0.7179023623466492
|
|
},
|
|
{
|
|
"p": 0.07142335176467896,
|
|
"m": 0.9971785545349121
|
|
},
|
|
{
|
|
"p": 0.07128604501485825,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138892263174057,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 125,
|
|
"train_loss": 1.7579553127288818,
|
|
"val_loss": 0.9280403852462769,
|
|
"acc": 70.15,
|
|
"time": 264.9145373599604,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07156598567962646,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07121171802282333,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139335572719574,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07152818888425827,
|
|
"m": 0.8360167145729065
|
|
},
|
|
{
|
|
"p": 0.07124993205070496,
|
|
"m": 0.6102030277252197
|
|
},
|
|
{
|
|
"p": 0.07145445048809052,
|
|
"m": 0.36782681941986084
|
|
},
|
|
{
|
|
"p": 0.07156822085380554,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714239552617073,
|
|
"m": 0.932436466217041
|
|
},
|
|
{
|
|
"p": 0.07142724841833115,
|
|
"m": 0.9683704376220703
|
|
},
|
|
{
|
|
"p": 0.07154490053653717,
|
|
"m": 0.8566212058067322
|
|
},
|
|
{
|
|
"p": 0.07120315730571747,
|
|
"m": 0.8147448301315308
|
|
},
|
|
{
|
|
"p": 0.07146333903074265,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07158318907022476,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138235867023468,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 126,
|
|
"train_loss": 2.155189275741577,
|
|
"val_loss": 0.8487634658813477,
|
|
"acc": 70.59,
|
|
"time": 264.9115698710084,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07164566963911057,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07120944559574127,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07128164917230606,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07134142518043518,
|
|
"m": 0.9396750926971436
|
|
},
|
|
{
|
|
"p": 0.0714934915304184,
|
|
"m": 0.5932619571685791
|
|
},
|
|
{
|
|
"p": 0.0715583860874176,
|
|
"m": 0.29487961530685425
|
|
},
|
|
{
|
|
"p": 0.07147721946239471,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07151142507791519,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07123503088951111,
|
|
"m": 0.8651695251464844
|
|
},
|
|
{
|
|
"p": 0.07148121297359467,
|
|
"m": 0.8964223265647888
|
|
},
|
|
{
|
|
"p": 0.0714302659034729,
|
|
"m": 0.8920519948005676
|
|
},
|
|
{
|
|
"p": 0.07148976624011993,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146725803613663,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07137775421142578,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 127,
|
|
"train_loss": 1.5972747802734375,
|
|
"val_loss": 0.9277869462966919,
|
|
"acc": 70.29,
|
|
"time": 263.5756600419991,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07108768075704575,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141420245170593,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07151293754577637,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145926356315613,
|
|
"m": 0.9809349775314331
|
|
},
|
|
{
|
|
"p": 0.07117252796888351,
|
|
"m": 0.5402932167053223
|
|
},
|
|
{
|
|
"p": 0.07126810401678085,
|
|
"m": 0.23751384019851685
|
|
},
|
|
{
|
|
"p": 0.0714518129825592,
|
|
"m": 0.986510694026947
|
|
},
|
|
{
|
|
"p": 0.07163398712873459,
|
|
"m": 0.9176089763641357
|
|
},
|
|
{
|
|
"p": 0.07134196162223816,
|
|
"m": 0.9593716859817505
|
|
},
|
|
{
|
|
"p": 0.07152370363473892,
|
|
"m": 0.9880646467208862
|
|
},
|
|
{
|
|
"p": 0.0715755894780159,
|
|
"m": 0.9949280023574829
|
|
},
|
|
{
|
|
"p": 0.0715753436088562,
|
|
"m": 0.9724894165992737
|
|
},
|
|
{
|
|
"p": 0.0716511607170105,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0713316947221756,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 128,
|
|
"train_loss": 1.8411717414855957,
|
|
"val_loss": 0.911961019039154,
|
|
"acc": 66.65,
|
|
"time": 267.1257389539387,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07147075980901718,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07130293548107147,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138270884752274,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07147159427404404,
|
|
"m": 0.9356426000595093
|
|
},
|
|
{
|
|
"p": 0.07160474359989166,
|
|
"m": 0.5041347742080688
|
|
},
|
|
{
|
|
"p": 0.0715017095208168,
|
|
"m": 0.34872159361839294
|
|
},
|
|
{
|
|
"p": 0.07150650024414062,
|
|
"m": 0.7508782744407654
|
|
},
|
|
{
|
|
"p": 0.0713038295507431,
|
|
"m": 0.9199050068855286
|
|
},
|
|
{
|
|
"p": 0.07142326235771179,
|
|
"m": 0.9027032256126404
|
|
},
|
|
{
|
|
"p": 0.0713411271572113,
|
|
"m": 0.9290256500244141
|
|
},
|
|
{
|
|
"p": 0.0715242475271225,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150071114301682,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07151501625776291,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07115088403224945,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 129,
|
|
"train_loss": 1.8981444835662842,
|
|
"val_loss": 0.9256861805915833,
|
|
"acc": 69.4,
|
|
"time": 264.91493540187366,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07135939598083496,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138577103614807,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07148048281669617,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07122234255075455,
|
|
"m": 0.9118735790252686
|
|
},
|
|
{
|
|
"p": 0.07142521440982819,
|
|
"m": 0.38725826144218445
|
|
},
|
|
{
|
|
"p": 0.07142174243927002,
|
|
"m": 0.47661763429641724
|
|
},
|
|
{
|
|
"p": 0.07163707911968231,
|
|
"m": 0.7605337500572205
|
|
},
|
|
{
|
|
"p": 0.07151539623737335,
|
|
"m": 0.9565094113349915
|
|
},
|
|
{
|
|
"p": 0.0714925080537796,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143492251634598,
|
|
"m": 0.963697612285614
|
|
},
|
|
{
|
|
"p": 0.07148976624011993,
|
|
"m": 0.9391444325447083
|
|
},
|
|
{
|
|
"p": 0.07153152674436569,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07132536172866821,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07127847522497177,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 130,
|
|
"train_loss": 1.877759575843811,
|
|
"val_loss": 0.8594701290130615,
|
|
"acc": 69.89,
|
|
"time": 266.2203297619708,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07144702225923538,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07112809270620346,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145604491233826,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07129444181919098,
|
|
"m": 0.9018241763114929
|
|
},
|
|
{
|
|
"p": 0.07124467194080353,
|
|
"m": 0.5405540466308594
|
|
},
|
|
{
|
|
"p": 0.07152126729488373,
|
|
"m": 0.5366644263267517
|
|
},
|
|
{
|
|
"p": 0.07157575339078903,
|
|
"m": 0.8380889892578125
|
|
},
|
|
{
|
|
"p": 0.07137040048837662,
|
|
"m": 0.964380145072937
|
|
},
|
|
{
|
|
"p": 0.0715792328119278,
|
|
"m": 0.9653422236442566
|
|
},
|
|
{
|
|
"p": 0.07148492336273193,
|
|
"m": 0.8640095591545105
|
|
},
|
|
{
|
|
"p": 0.07159722596406937,
|
|
"m": 0.9187533259391785
|
|
},
|
|
{
|
|
"p": 0.07146651297807693,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07157120853662491,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07126320153474808,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 131,
|
|
"train_loss": 1.8329530954360962,
|
|
"val_loss": 0.7511725425720215,
|
|
"acc": 69.45,
|
|
"time": 266.5845527087804,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07161754369735718,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07135522365570068,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0713445395231247,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07136045396327972,
|
|
"m": 0.898710310459137
|
|
},
|
|
{
|
|
"p": 0.07142272591590881,
|
|
"m": 0.4171350300312042
|
|
},
|
|
{
|
|
"p": 0.0713590681552887,
|
|
"m": 0.542970597743988
|
|
},
|
|
{
|
|
"p": 0.0713806003332138,
|
|
"m": 0.8242925405502319
|
|
},
|
|
{
|
|
"p": 0.0715867429971695,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07132314145565033,
|
|
"m": 0.9928010106086731
|
|
},
|
|
{
|
|
"p": 0.07152087241411209,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141365855932236,
|
|
"m": 0.9067113995552063
|
|
},
|
|
{
|
|
"p": 0.07140124589204788,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07162676751613617,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07128746062517166,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 132,
|
|
"train_loss": 1.7026137113571167,
|
|
"val_loss": 0.8144132494926453,
|
|
"acc": 71.06,
|
|
"time": 264.84615558292717,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07137588411569595,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0709884911775589,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07160424441099167,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07146891206502914,
|
|
"m": 0.9356101751327515
|
|
},
|
|
{
|
|
"p": 0.07156281918287277,
|
|
"m": 0.3357219696044922
|
|
},
|
|
{
|
|
"p": 0.07137373834848404,
|
|
"m": 0.5543433427810669
|
|
},
|
|
{
|
|
"p": 0.07148648053407669,
|
|
"m": 0.7989057302474976
|
|
},
|
|
{
|
|
"p": 0.07165641337633133,
|
|
"m": 0.8730708956718445
|
|
},
|
|
{
|
|
"p": 0.07166021317243576,
|
|
"m": 0.8007258176803589
|
|
},
|
|
{
|
|
"p": 0.07138390094041824,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137645781040192,
|
|
"m": 0.840198278427124
|
|
},
|
|
{
|
|
"p": 0.07140209525823593,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148744910955429,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07117294520139694,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 133,
|
|
"train_loss": 1.7426974773406982,
|
|
"val_loss": 0.8986451029777527,
|
|
"acc": 69.64,
|
|
"time": 264.357905525947,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07154905050992966,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07127227634191513,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07156503945589066,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07170780003070831,
|
|
"m": 0.9377659559249878
|
|
},
|
|
{
|
|
"p": 0.07110105454921722,
|
|
"m": 0.39095816016197205
|
|
},
|
|
{
|
|
"p": 0.07136975973844528,
|
|
"m": 0.6334360837936401
|
|
},
|
|
{
|
|
"p": 0.07147170603275299,
|
|
"m": 0.7009410262107849
|
|
},
|
|
{
|
|
"p": 0.0713488906621933,
|
|
"m": 0.8707046508789062
|
|
},
|
|
{
|
|
"p": 0.07146158814430237,
|
|
"m": 0.6775123476982117
|
|
},
|
|
{
|
|
"p": 0.07127616554498672,
|
|
"m": 0.9867329001426697
|
|
},
|
|
{
|
|
"p": 0.07145072519779205,
|
|
"m": 0.9174124598503113
|
|
},
|
|
{
|
|
"p": 0.07131263613700867,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07177390903234482,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07133947312831879,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 134,
|
|
"train_loss": 1.9505354166030884,
|
|
"val_loss": 0.8621821403503418,
|
|
"acc": 69.31,
|
|
"time": 264.8255544730928,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07139738649129868,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07124456763267517,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0716673880815506,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07193957269191742,
|
|
"m": 0.9278197288513184
|
|
},
|
|
{
|
|
"p": 0.07169976830482483,
|
|
"m": 0.37010884284973145
|
|
},
|
|
{
|
|
"p": 0.07140856981277466,
|
|
"m": 0.6849022507667542
|
|
},
|
|
{
|
|
"p": 0.07117635011672974,
|
|
"m": 0.7637081146240234
|
|
},
|
|
{
|
|
"p": 0.0713970810174942,
|
|
"m": 0.8459121584892273
|
|
},
|
|
{
|
|
"p": 0.07151161879301071,
|
|
"m": 0.6397272944450378
|
|
},
|
|
{
|
|
"p": 0.07152596116065979,
|
|
"m": 0.8862084150314331
|
|
},
|
|
{
|
|
"p": 0.07122652977705002,
|
|
"m": 0.8864151835441589
|
|
},
|
|
{
|
|
"p": 0.07132989168167114,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07130548357963562,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07116984575986862,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 135,
|
|
"train_loss": 2.250532865524292,
|
|
"val_loss": 0.8504316806793213,
|
|
"acc": 69.94,
|
|
"time": 265.2637681600172,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07157015055418015,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07123049348592758,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143989205360413,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714891254901886,
|
|
"m": 0.8026793003082275
|
|
},
|
|
{
|
|
"p": 0.07102414965629578,
|
|
"m": 0.2778245508670807
|
|
},
|
|
{
|
|
"p": 0.07129813730716705,
|
|
"m": 0.6622741222381592
|
|
},
|
|
{
|
|
"p": 0.07160279899835587,
|
|
"m": 0.8063415884971619
|
|
},
|
|
{
|
|
"p": 0.07162567228078842,
|
|
"m": 0.9296289682388306
|
|
},
|
|
{
|
|
"p": 0.07142690569162369,
|
|
"m": 0.6344861388206482
|
|
},
|
|
{
|
|
"p": 0.07172149419784546,
|
|
"m": 0.9214991927146912
|
|
},
|
|
{
|
|
"p": 0.07162313908338547,
|
|
"m": 0.800676167011261
|
|
},
|
|
{
|
|
"p": 0.0712994709610939,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140448689460754,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07124410569667816,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 136,
|
|
"train_loss": 1.5218429565429688,
|
|
"val_loss": 0.8976584076881409,
|
|
"acc": 70.2,
|
|
"time": 265.1291245990433,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07150162756443024,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07108791917562485,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07152625918388367,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0710085853934288,
|
|
"m": 0.6021741628646851
|
|
},
|
|
{
|
|
"p": 0.07143262028694153,
|
|
"m": 0.20277376472949982
|
|
},
|
|
{
|
|
"p": 0.07137559354305267,
|
|
"m": 0.43538719415664673
|
|
},
|
|
{
|
|
"p": 0.07126683741807938,
|
|
"m": 0.7817866802215576
|
|
},
|
|
{
|
|
"p": 0.07159842550754547,
|
|
"m": 0.9662171602249146
|
|
},
|
|
{
|
|
"p": 0.07146730273962021,
|
|
"m": 0.5761671662330627
|
|
},
|
|
{
|
|
"p": 0.07150132954120636,
|
|
"m": 0.970205545425415
|
|
},
|
|
{
|
|
"p": 0.07160215824842453,
|
|
"m": 0.9662867784500122
|
|
},
|
|
{
|
|
"p": 0.07166323065757751,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143524289131165,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07153287529945374,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 137,
|
|
"train_loss": 1.7151545286178589,
|
|
"val_loss": 0.9325653314590454,
|
|
"acc": 69.95,
|
|
"time": 265.9133026029449,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07126057147979736,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07118361443281174,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07149483263492584,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07156340032815933,
|
|
"m": 0.6915104389190674
|
|
},
|
|
{
|
|
"p": 0.07186023890972137,
|
|
"m": 0.35065343976020813
|
|
},
|
|
{
|
|
"p": 0.07120324671268463,
|
|
"m": 0.2814801037311554
|
|
},
|
|
{
|
|
"p": 0.07146631926298141,
|
|
"m": 0.7093814015388489
|
|
},
|
|
{
|
|
"p": 0.07127343118190765,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715944841504097,
|
|
"m": 0.6143254041671753
|
|
},
|
|
{
|
|
"p": 0.07128702104091644,
|
|
"m": 0.8926775455474854
|
|
},
|
|
{
|
|
"p": 0.07156304270029068,
|
|
"m": 0.9915844798088074
|
|
},
|
|
{
|
|
"p": 0.07141827791929245,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147344946861267,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07135804742574692,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 138,
|
|
"train_loss": 1.4424736499786377,
|
|
"val_loss": 0.9365655779838562,
|
|
"acc": 69.54,
|
|
"time": 265.19365362101234,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07136550545692444,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143174111843109,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07161229848861694,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0712830051779747,
|
|
"m": 0.7786447405815125
|
|
},
|
|
{
|
|
"p": 0.07129284739494324,
|
|
"m": 0.4513446092605591
|
|
},
|
|
{
|
|
"p": 0.07169168442487717,
|
|
"m": 0.3034844398498535
|
|
},
|
|
{
|
|
"p": 0.07146032899618149,
|
|
"m": 0.8536723256111145
|
|
},
|
|
{
|
|
"p": 0.07135682553052902,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138511538505554,
|
|
"m": 0.6694042086601257
|
|
},
|
|
{
|
|
"p": 0.071369968354702,
|
|
"m": 0.8571820259094238
|
|
},
|
|
{
|
|
"p": 0.07137012481689453,
|
|
"m": 0.9885173439979553
|
|
},
|
|
{
|
|
"p": 0.07155560702085495,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07156341522932053,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07126147300004959,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 139,
|
|
"train_loss": 1.8096565008163452,
|
|
"val_loss": 0.9727588891983032,
|
|
"acc": 68.19,
|
|
"time": 264.2879057819955,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07126736640930176,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07134341448545456,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07157845795154572,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07144204527139664,
|
|
"m": 0.9338207244873047
|
|
},
|
|
{
|
|
"p": 0.0713382139801979,
|
|
"m": 0.432323694229126
|
|
},
|
|
{
|
|
"p": 0.07135467231273651,
|
|
"m": 0.37315669655799866
|
|
},
|
|
{
|
|
"p": 0.07150345295667648,
|
|
"m": 0.9600616097450256
|
|
},
|
|
{
|
|
"p": 0.07160553336143494,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146131992340088,
|
|
"m": 0.722521960735321
|
|
},
|
|
{
|
|
"p": 0.07157774269580841,
|
|
"m": 0.8851359486579895
|
|
},
|
|
{
|
|
"p": 0.07134537398815155,
|
|
"m": 0.9479794502258301
|
|
},
|
|
{
|
|
"p": 0.07160918414592743,
|
|
"m": 0.9945800304412842
|
|
},
|
|
{
|
|
"p": 0.07143177837133408,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07114143669605255,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 140,
|
|
"train_loss": 1.704987645149231,
|
|
"val_loss": 1.0108277797698975,
|
|
"acc": 68.44,
|
|
"time": 264.92276299605146,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07166872173547745,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07130751758813858,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07130494713783264,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07161030173301697,
|
|
"m": 0.8410586714744568
|
|
},
|
|
{
|
|
"p": 0.07129372656345367,
|
|
"m": 0.3944278359413147
|
|
},
|
|
{
|
|
"p": 0.07126805931329727,
|
|
"m": 0.42922061681747437
|
|
},
|
|
{
|
|
"p": 0.07131283730268478,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713983103632927,
|
|
"m": 0.9155614972114563
|
|
},
|
|
{
|
|
"p": 0.0717073604464531,
|
|
"m": 0.7440272569656372
|
|
},
|
|
{
|
|
"p": 0.07150261104106903,
|
|
"m": 0.9588684439659119
|
|
},
|
|
{
|
|
"p": 0.07154577225446701,
|
|
"m": 0.9324976205825806
|
|
},
|
|
{
|
|
"p": 0.07135193794965744,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150035351514816,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0712275430560112,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 141,
|
|
"train_loss": 1.487634301185608,
|
|
"val_loss": 0.8420329689979553,
|
|
"acc": 69.29,
|
|
"time": 265.5304859899916,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143700867891312,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07135318964719772,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07128987461328506,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07151559740304947,
|
|
"m": 0.9380243420600891
|
|
},
|
|
{
|
|
"p": 0.07139456272125244,
|
|
"m": 0.40661704540252686
|
|
},
|
|
{
|
|
"p": 0.07122619450092316,
|
|
"m": 0.36021149158477783
|
|
},
|
|
{
|
|
"p": 0.07124824076890945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146061211824417,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07160939276218414,
|
|
"m": 0.724684476852417
|
|
},
|
|
{
|
|
"p": 0.0713890790939331,
|
|
"m": 0.9964624643325806
|
|
},
|
|
{
|
|
"p": 0.07181750982999802,
|
|
"m": 0.8199301362037659
|
|
},
|
|
{
|
|
"p": 0.07175980508327484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07132269442081451,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07117623090744019,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 142,
|
|
"train_loss": 1.6381065845489502,
|
|
"val_loss": 0.7923765778541565,
|
|
"acc": 70.77,
|
|
"time": 264.1452035950497,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07151642441749573,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07152340561151505,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145246118307114,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07130496948957443,
|
|
"m": 0.9717103838920593
|
|
},
|
|
{
|
|
"p": 0.07129224389791489,
|
|
"m": 0.49139100313186646
|
|
},
|
|
{
|
|
"p": 0.07144510000944138,
|
|
"m": 0.38982096314430237
|
|
},
|
|
{
|
|
"p": 0.07138281315565109,
|
|
"m": 0.9395864605903625
|
|
},
|
|
{
|
|
"p": 0.07150226831436157,
|
|
"m": 0.9697147607803345
|
|
},
|
|
{
|
|
"p": 0.07132038474082947,
|
|
"m": 0.8628198504447937
|
|
},
|
|
{
|
|
"p": 0.07159826904535294,
|
|
"m": 0.9994330406188965
|
|
},
|
|
{
|
|
"p": 0.07137908041477203,
|
|
"m": 0.9100784659385681
|
|
},
|
|
{
|
|
"p": 0.07154123485088348,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07143709808588028,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07130417972803116,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 143,
|
|
"train_loss": 1.6062977313995361,
|
|
"val_loss": 0.7642372250556946,
|
|
"acc": 69.61,
|
|
"time": 264.73901200597174,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07141554355621338,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07121220231056213,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07157040387392044,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0711703896522522,
|
|
"m": 0.9994180798530579
|
|
},
|
|
{
|
|
"p": 0.07137586921453476,
|
|
"m": 0.4211541414260864
|
|
},
|
|
{
|
|
"p": 0.07143180072307587,
|
|
"m": 0.4107103645801544
|
|
},
|
|
{
|
|
"p": 0.0715121254324913,
|
|
"m": 0.939143717288971
|
|
},
|
|
{
|
|
"p": 0.07144677639007568,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07152702659368515,
|
|
"m": 0.9858115315437317
|
|
},
|
|
{
|
|
"p": 0.07125359773635864,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07173272967338562,
|
|
"m": 0.8227622509002686
|
|
},
|
|
{
|
|
"p": 0.0712432786822319,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0716932937502861,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714149922132492,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 144,
|
|
"train_loss": 1.7832598686218262,
|
|
"val_loss": 0.8015933036804199,
|
|
"acc": 71.37,
|
|
"time": 264.4854203010909,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07146229594945908,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07123494148254395,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07131677120923996,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07153039425611496,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714540183544159,
|
|
"m": 0.2183503359556198
|
|
},
|
|
{
|
|
"p": 0.0714319720864296,
|
|
"m": 0.47242072224617004
|
|
},
|
|
{
|
|
"p": 0.0712917372584343,
|
|
"m": 0.9568029642105103
|
|
},
|
|
{
|
|
"p": 0.07135898619890213,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07174859195947647,
|
|
"m": 0.974894106388092
|
|
},
|
|
{
|
|
"p": 0.0714610368013382,
|
|
"m": 0.9640163779258728
|
|
},
|
|
{
|
|
"p": 0.07131078094244003,
|
|
"m": 0.8062732219696045
|
|
},
|
|
{
|
|
"p": 0.07150238752365112,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07156872004270554,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07132735103368759,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 145,
|
|
"train_loss": 1.9004180431365967,
|
|
"val_loss": 0.8179453015327454,
|
|
"acc": 70.06,
|
|
"time": 265.21341572189704,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07152832299470901,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07148152589797974,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07141045480966568,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714196115732193,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07156001776456833,
|
|
"m": 0.31024521589279175
|
|
},
|
|
{
|
|
"p": 0.0713677778840065,
|
|
"m": 0.5318183898925781
|
|
},
|
|
{
|
|
"p": 0.07151725888252258,
|
|
"m": 0.9673849940299988
|
|
},
|
|
{
|
|
"p": 0.0712582916021347,
|
|
"m": 0.9217328429222107
|
|
},
|
|
{
|
|
"p": 0.07132209092378616,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146570086479187,
|
|
"m": 0.9400779008865356
|
|
},
|
|
{
|
|
"p": 0.07154989242553711,
|
|
"m": 0.7625947594642639
|
|
},
|
|
{
|
|
"p": 0.07145471125841141,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714457780122757,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0712185800075531,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 146,
|
|
"train_loss": 1.69843590259552,
|
|
"val_loss": 0.8804279565811157,
|
|
"acc": 71.04,
|
|
"time": 264.5380146049429,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07141941040754318,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139571756124496,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07170303165912628,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145054638385773,
|
|
"m": 0.9503133893013
|
|
},
|
|
{
|
|
"p": 0.07151970267295837,
|
|
"m": 0.3898334801197052
|
|
},
|
|
{
|
|
"p": 0.07138128578662872,
|
|
"m": 0.6172226071357727
|
|
},
|
|
{
|
|
"p": 0.07131660729646683,
|
|
"m": 0.9919558763504028
|
|
},
|
|
{
|
|
"p": 0.07136879861354828,
|
|
"m": 0.9976581335067749
|
|
},
|
|
{
|
|
"p": 0.07141966372728348,
|
|
"m": 0.9666589498519897
|
|
},
|
|
{
|
|
"p": 0.07142069935798645,
|
|
"m": 0.9518787860870361
|
|
},
|
|
{
|
|
"p": 0.07129183411598206,
|
|
"m": 0.7147098183631897
|
|
},
|
|
{
|
|
"p": 0.07142586261034012,
|
|
"m": 0.9882530570030212
|
|
},
|
|
{
|
|
"p": 0.07148244231939316,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07140440493822098,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 147,
|
|
"train_loss": 1.6874581575393677,
|
|
"val_loss": 0.8687497973442078,
|
|
"acc": 69.76,
|
|
"time": 266.29606541711837,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07143142819404602,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138728350400925,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07149667292833328,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07155902683734894,
|
|
"m": 0.9770878553390503
|
|
},
|
|
{
|
|
"p": 0.07148592174053192,
|
|
"m": 0.4425560235977173
|
|
},
|
|
{
|
|
"p": 0.0712243914604187,
|
|
"m": 0.7264652252197266
|
|
},
|
|
{
|
|
"p": 0.07151995599269867,
|
|
"m": 0.9088350534439087
|
|
},
|
|
{
|
|
"p": 0.07099074870347977,
|
|
"m": 0.9731096029281616
|
|
},
|
|
{
|
|
"p": 0.07135071605443954,
|
|
"m": 0.9525595903396606
|
|
},
|
|
{
|
|
"p": 0.07155847549438477,
|
|
"m": 0.9739795923233032
|
|
},
|
|
{
|
|
"p": 0.07144170254468918,
|
|
"m": 0.7430493831634521
|
|
},
|
|
{
|
|
"p": 0.0716293454170227,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715806633234024,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07134363800287247,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 148,
|
|
"train_loss": 1.5499467849731445,
|
|
"val_loss": 0.939594566822052,
|
|
"acc": 70.45,
|
|
"time": 264.41887704189867,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07177183032035828,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07135941088199615,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138870656490326,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07143057882785797,
|
|
"m": 0.9695998430252075
|
|
},
|
|
{
|
|
"p": 0.07131987810134888,
|
|
"m": 0.358018159866333
|
|
},
|
|
{
|
|
"p": 0.07115963846445084,
|
|
"m": 0.8153653740882874
|
|
},
|
|
{
|
|
"p": 0.07167023420333862,
|
|
"m": 0.9986727237701416
|
|
},
|
|
{
|
|
"p": 0.07140172272920609,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148154824972153,
|
|
"m": 0.9999040961265564
|
|
},
|
|
{
|
|
"p": 0.07149195671081543,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144387066364288,
|
|
"m": 0.914909303188324
|
|
},
|
|
{
|
|
"p": 0.0713920071721077,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07121417671442032,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07147441804409027,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 149,
|
|
"train_loss": 1.7584877014160156,
|
|
"val_loss": 0.7596403360366821,
|
|
"acc": 70.52,
|
|
"time": 266.6340172230266,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07154800742864609,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07134075462818146,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714031234383583,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07154117524623871,
|
|
"m": 0.9832581281661987
|
|
},
|
|
{
|
|
"p": 0.07154104858636856,
|
|
"m": 0.35801753401756287
|
|
},
|
|
{
|
|
"p": 0.07118748873472214,
|
|
"m": 0.8340784907341003
|
|
},
|
|
{
|
|
"p": 0.07151366025209427,
|
|
"m": 0.9588810205459595
|
|
},
|
|
{
|
|
"p": 0.07151869684457779,
|
|
"m": 0.9822575449943542
|
|
},
|
|
{
|
|
"p": 0.07152176648378372,
|
|
"m": 0.9005341529846191
|
|
},
|
|
{
|
|
"p": 0.07149939984083176,
|
|
"m": 0.9747816324234009
|
|
},
|
|
{
|
|
"p": 0.07142041623592377,
|
|
"m": 0.9457651376724243
|
|
},
|
|
{
|
|
"p": 0.07150156050920486,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713970735669136,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07106582820415497,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 150,
|
|
"train_loss": 1.8364938497543335,
|
|
"val_loss": 0.7667209506034851,
|
|
"acc": 70.93,
|
|
"time": 264.69944542995654,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07172323763370514,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0713152065873146,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07182226330041885,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07155122607946396,
|
|
"m": 0.9999155402183533
|
|
},
|
|
{
|
|
"p": 0.07134298235177994,
|
|
"m": 0.4497332274913788
|
|
},
|
|
{
|
|
"p": 0.07130274176597595,
|
|
"m": 0.818425714969635
|
|
},
|
|
{
|
|
"p": 0.07136166840791702,
|
|
"m": 0.9770293235778809
|
|
},
|
|
{
|
|
"p": 0.07123444229364395,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071326345205307,
|
|
"m": 0.8453012108802795
|
|
},
|
|
{
|
|
"p": 0.071549192070961,
|
|
"m": 0.9960069060325623
|
|
},
|
|
{
|
|
"p": 0.07159066945314407,
|
|
"m": 0.8900504112243652
|
|
},
|
|
{
|
|
"p": 0.07133222371339798,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144538313150406,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07110238075256348,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
}
|
|
]
|
|
} |