mirror of
https://github.com/AntoineHX/smart_augmentation.git
synced 2025-05-04 12:10:45 +02:00
10147 lines
No EOL
170 KiB
JSON
Executable file
10147 lines
No EOL
170 KiB
JSON
Executable file
{
|
|
"Accuracy": 70.64,
|
|
"Time": [
|
|
132.64680541125,
|
|
1.875418904535215,
|
|
13389.244081066001
|
|
],
|
|
"Optimizer": {
|
|
"Meta": {
|
|
"optim": "Adam",
|
|
"lr": 0.01
|
|
},
|
|
"Inner": {
|
|
"optim": "SGD",
|
|
"lr": 0.01,
|
|
"momentum": 0.9
|
|
}
|
|
},
|
|
"Device": "GeForce GTX 1080 Ti",
|
|
"Param_names": [
|
|
"Identity",
|
|
"FlipUD",
|
|
"FlipLR",
|
|
"Rotate",
|
|
"TranslateX",
|
|
"TranslateY",
|
|
"ShearX",
|
|
"ShearY",
|
|
"Contrast",
|
|
"Color",
|
|
"Brightness",
|
|
"Sharpness",
|
|
"Posterize",
|
|
"Solarize",
|
|
"BShearX",
|
|
"BShearY",
|
|
"BTranslateX-",
|
|
"BTranslateY",
|
|
"BTranslateY-",
|
|
"BadContrast",
|
|
"BadBrightness",
|
|
"Random",
|
|
"RandBlend"
|
|
],
|
|
"Log": [
|
|
{
|
|
"epoch": 1,
|
|
"train_loss": 4.398157119750977,
|
|
"val_loss": 2.1475937366485596,
|
|
"acc": 23.12,
|
|
"time": 138.730348668,
|
|
"param": [
|
|
{
|
|
"p": 0.0848049595952034,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.020277682691812515,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0684441551566124,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07691789418458939,
|
|
"m": 0.30413806438446045
|
|
},
|
|
{
|
|
"p": 0.022671159356832504,
|
|
"m": 0.28223419189453125
|
|
},
|
|
{
|
|
"p": 0.09139756858348846,
|
|
"m": 0.14367160201072693
|
|
},
|
|
{
|
|
"p": 0.03147347271442413,
|
|
"m": 0.3534786105155945
|
|
},
|
|
{
|
|
"p": 0.006637956015765667,
|
|
"m": 0.26910942792892456
|
|
},
|
|
{
|
|
"p": 0.10884501785039902,
|
|
"m": 0.7425764203071594
|
|
},
|
|
{
|
|
"p": 0.050997231155633926,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04971357434988022,
|
|
"m": 0.6913753747940063
|
|
},
|
|
{
|
|
"p": 0.11425797641277313,
|
|
"m": 0.42385777831077576
|
|
},
|
|
{
|
|
"p": 0.07742619514465332,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00047428172547370195,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03508450463414192,
|
|
"m": 0.21287190914154053
|
|
},
|
|
{
|
|
"p": 0.03455225005745888,
|
|
"m": 0.22797779738903046
|
|
},
|
|
{
|
|
"p": 0.06257502734661102,
|
|
"m": 0.49771395325660706
|
|
},
|
|
{
|
|
"p": 0.00047428172547370195,
|
|
"m": 0.5658813714981079
|
|
},
|
|
{
|
|
"p": 0.00047428172547370195,
|
|
"m": 0.6793479323387146
|
|
},
|
|
{
|
|
"p": 0.00047428172547370195,
|
|
"m": 0.18577329814434052
|
|
},
|
|
{
|
|
"p": 0.03522975742816925,
|
|
"m": 0.24267788231372833
|
|
},
|
|
{
|
|
"p": 0.00858896691352129,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01820766180753708,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 2,
|
|
"train_loss": 3.9769628047943115,
|
|
"val_loss": 1.9282715320587158,
|
|
"acc": 32.84,
|
|
"time": 136.93140878199998,
|
|
"param": [
|
|
{
|
|
"p": 0.10676198452711105,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07103035598993301,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.019394617527723312,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.013246058486402035,
|
|
"m": 0.4626948833465576
|
|
},
|
|
{
|
|
"p": 0.019505254924297333,
|
|
"m": 0.2668384313583374
|
|
},
|
|
{
|
|
"p": 0.013777240179479122,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03576238080859184,
|
|
"m": 0.3810577690601349
|
|
},
|
|
{
|
|
"p": 0.017957739531993866,
|
|
"m": 0.19097238779067993
|
|
},
|
|
{
|
|
"p": 0.042287666350603104,
|
|
"m": 0.6098156571388245
|
|
},
|
|
{
|
|
"p": 0.04363217204809189,
|
|
"m": 0.9176986813545227
|
|
},
|
|
{
|
|
"p": 0.07194695621728897,
|
|
"m": 0.6339307427406311
|
|
},
|
|
{
|
|
"p": 0.20858803391456604,
|
|
"m": 0.6803286075592041
|
|
},
|
|
{
|
|
"p": 0.0800926685333252,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043357929098419845,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014597601257264614,
|
|
"m": 0.18321847915649414
|
|
},
|
|
{
|
|
"p": 0.01747668720781803,
|
|
"m": 0.2971096634864807
|
|
},
|
|
{
|
|
"p": 0.0730280801653862,
|
|
"m": 0.6399784684181213
|
|
},
|
|
{
|
|
"p": 0.014798848889768124,
|
|
"m": 0.20681186020374298
|
|
},
|
|
{
|
|
"p": 0.012383983470499516,
|
|
"m": 0.8894111514091492
|
|
},
|
|
{
|
|
"p": 0.016179174184799194,
|
|
"m": 0.11694695800542831
|
|
},
|
|
{
|
|
"p": 0.07675360143184662,
|
|
"m": 0.17360131442546844
|
|
},
|
|
{
|
|
"p": 0.006798277143388987,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.023567087948322296,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 3,
|
|
"train_loss": 3.9411940574645996,
|
|
"val_loss": 1.728942632675171,
|
|
"acc": 39.13,
|
|
"time": 133.11782397499996,
|
|
"param": [
|
|
{
|
|
"p": 0.10699629038572311,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.004070630297064781,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04415922239422798,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04439389333128929,
|
|
"m": 0.3493855893611908
|
|
},
|
|
{
|
|
"p": 0.04148415848612785,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.047460198402404785,
|
|
"m": 0.12177321314811707
|
|
},
|
|
{
|
|
"p": 0.07128210365772247,
|
|
"m": 0.10471367090940475
|
|
},
|
|
{
|
|
"p": 0.020037146285176277,
|
|
"m": 0.28329718112945557
|
|
},
|
|
{
|
|
"p": 0.025830039754509926,
|
|
"m": 0.4986158013343811
|
|
},
|
|
{
|
|
"p": 0.025776289403438568,
|
|
"m": 0.913291871547699
|
|
},
|
|
{
|
|
"p": 0.055777233093976974,
|
|
"m": 0.6359222531318665
|
|
},
|
|
{
|
|
"p": 0.11918408423662186,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09889708459377289,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043911815737374127,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03970951586961746,
|
|
"m": 0.4518745243549347
|
|
},
|
|
{
|
|
"p": 0.11650881916284561,
|
|
"m": 0.2290625274181366
|
|
},
|
|
{
|
|
"p": 0.055865515023469925,
|
|
"m": 0.7156999707221985
|
|
},
|
|
{
|
|
"p": 0.0014052606420591474,
|
|
"m": 0.17345932126045227
|
|
},
|
|
{
|
|
"p": 0.00043911815737374127,
|
|
"m": 0.9792277216911316
|
|
},
|
|
{
|
|
"p": 0.0007247212342917919,
|
|
"m": 0.12390308082103729
|
|
},
|
|
{
|
|
"p": 0.05931627005338669,
|
|
"m": 0.1113184466958046
|
|
},
|
|
{
|
|
"p": 0.00043911815737374127,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.019804267212748528,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 4,
|
|
"train_loss": 3.9501214027404785,
|
|
"val_loss": 1.6509727239608765,
|
|
"acc": 42.22,
|
|
"time": 140.431412674,
|
|
"param": [
|
|
{
|
|
"p": 0.08814122527837753,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004352547985035926,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.040846068412065506,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05899437144398689,
|
|
"m": 0.16350243985652924
|
|
},
|
|
{
|
|
"p": 0.04030374810099602,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03564491495490074,
|
|
"m": 0.30925750732421875
|
|
},
|
|
{
|
|
"p": 0.06759503483772278,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.036637235432863235,
|
|
"m": 0.11250883340835571
|
|
},
|
|
{
|
|
"p": 0.0643877387046814,
|
|
"m": 0.5472390055656433
|
|
},
|
|
{
|
|
"p": 0.03463822230696678,
|
|
"m": 0.832443118095398
|
|
},
|
|
{
|
|
"p": 0.02640148252248764,
|
|
"m": 0.6382373571395874
|
|
},
|
|
{
|
|
"p": 0.16042591631412506,
|
|
"m": 0.9977611899375916
|
|
},
|
|
{
|
|
"p": 0.09633510559797287,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004352547985035926,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028276843950152397,
|
|
"m": 0.5783695578575134
|
|
},
|
|
{
|
|
"p": 0.08574829250574112,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0024859991390258074,
|
|
"m": 0.805885910987854
|
|
},
|
|
{
|
|
"p": 0.02034147083759308,
|
|
"m": 0.228444442152977
|
|
},
|
|
{
|
|
"p": 0.0004352547985035926,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016828425228595734,
|
|
"m": 0.18286114931106567
|
|
},
|
|
{
|
|
"p": 0.03546415641903877,
|
|
"m": 0.15402011573314667
|
|
},
|
|
{
|
|
"p": 0.0306527279317379,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.028545204550027847,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 5,
|
|
"train_loss": 3.630547046661377,
|
|
"val_loss": 1.4770256280899048,
|
|
"acc": 47.66,
|
|
"time": 137.4692888190001,
|
|
"param": [
|
|
{
|
|
"p": 0.08614160120487213,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.021780289709568024,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.030731581151485443,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06992874294519424,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.047833316028118134,
|
|
"m": 0.10024742782115936
|
|
},
|
|
{
|
|
"p": 0.026350727304816246,
|
|
"m": 0.3174619972705841
|
|
},
|
|
{
|
|
"p": 0.06438680738210678,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.040163394063711166,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.039239950478076935,
|
|
"m": 0.6554132103919983
|
|
},
|
|
{
|
|
"p": 0.06288241595029831,
|
|
"m": 0.6157164573669434
|
|
},
|
|
{
|
|
"p": 0.062296487390995026,
|
|
"m": 0.8250056505203247
|
|
},
|
|
{
|
|
"p": 0.16204579174518585,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058464448899030685,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0012348477030172944,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02150346152484417,
|
|
"m": 0.5003675222396851
|
|
},
|
|
{
|
|
"p": 0.08456914126873016,
|
|
"m": 0.10645411908626556
|
|
},
|
|
{
|
|
"p": 0.0004321225278545171,
|
|
"m": 0.8036811947822571
|
|
},
|
|
{
|
|
"p": 0.0004321225278545171,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0004321225278545171,
|
|
"m": 0.9842206239700317
|
|
},
|
|
{
|
|
"p": 0.0004321225278545171,
|
|
"m": 0.3417452871799469
|
|
},
|
|
{
|
|
"p": 0.06942810863256454,
|
|
"m": 0.26900583505630493
|
|
},
|
|
{
|
|
"p": 0.028742803260684013,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.020547637715935707,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 6,
|
|
"train_loss": 3.552682876586914,
|
|
"val_loss": 1.532899022102356,
|
|
"acc": 47.67,
|
|
"time": 135.79812239199998,
|
|
"param": [
|
|
{
|
|
"p": 0.10193811357021332,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004621256666723639,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.037871576845645905,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.075158029794693,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.07556534558534622,
|
|
"m": 0.1758887618780136
|
|
},
|
|
{
|
|
"p": 0.024004748091101646,
|
|
"m": 0.40672922134399414
|
|
},
|
|
{
|
|
"p": 0.06111527979373932,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.05047474801540375,
|
|
"m": 0.1497616171836853
|
|
},
|
|
{
|
|
"p": 0.05552762746810913,
|
|
"m": 0.6427069902420044
|
|
},
|
|
{
|
|
"p": 0.07002487033605576,
|
|
"m": 0.37095358967781067
|
|
},
|
|
{
|
|
"p": 0.06891269981861115,
|
|
"m": 0.8611541986465454
|
|
},
|
|
{
|
|
"p": 0.10136032849550247,
|
|
"m": 0.9940593242645264
|
|
},
|
|
{
|
|
"p": 0.0874519869685173,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02298557572066784,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017879096791148186,
|
|
"m": 0.5219420790672302
|
|
},
|
|
{
|
|
"p": 0.0471203476190567,
|
|
"m": 0.19123674929141998
|
|
},
|
|
{
|
|
"p": 0.0004334544937592,
|
|
"m": 0.876128077507019
|
|
},
|
|
{
|
|
"p": 0.011499013751745224,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0004334544937592,
|
|
"m": 0.9291287064552307
|
|
},
|
|
{
|
|
"p": 0.011642645113170147,
|
|
"m": 0.34024977684020996
|
|
},
|
|
{
|
|
"p": 0.0679096058011055,
|
|
"m": 0.3044127821922302
|
|
},
|
|
{
|
|
"p": 0.005879068747162819,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.004350178875029087,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 7,
|
|
"train_loss": 3.095400810241699,
|
|
"val_loss": 1.4343863725662231,
|
|
"acc": 47.84,
|
|
"time": 134.53976760700004,
|
|
"param": [
|
|
{
|
|
"p": 0.11571641266345978,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004319586150813848,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.058569762855768204,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08991368114948273,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.069867342710495,
|
|
"m": 0.19179995357990265
|
|
},
|
|
{
|
|
"p": 0.0004319586150813848,
|
|
"m": 0.33522751927375793
|
|
},
|
|
{
|
|
"p": 0.05994221195578575,
|
|
"m": 0.10161493718624115
|
|
},
|
|
{
|
|
"p": 0.06747616827487946,
|
|
"m": 0.10551420599222183
|
|
},
|
|
{
|
|
"p": 0.06646179407835007,
|
|
"m": 0.7049867510795593
|
|
},
|
|
{
|
|
"p": 0.0339624248445034,
|
|
"m": 0.17454572021961212
|
|
},
|
|
{
|
|
"p": 0.072319395840168,
|
|
"m": 0.9624345898628235
|
|
},
|
|
{
|
|
"p": 0.1937359869480133,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0994686633348465,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0016541925724595785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004319586150813848,
|
|
"m": 0.6053014993667603
|
|
},
|
|
{
|
|
"p": 0.0016302536241710186,
|
|
"m": 0.13836534321308136
|
|
},
|
|
{
|
|
"p": 0.0004319586150813848,
|
|
"m": 0.8419393301010132
|
|
},
|
|
{
|
|
"p": 0.002693286631256342,
|
|
"m": 0.10203231871128082
|
|
},
|
|
{
|
|
"p": 0.0004319586150813848,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004319586150813848,
|
|
"m": 0.28113746643066406
|
|
},
|
|
{
|
|
"p": 0.049970876425504684,
|
|
"m": 0.2674560844898224
|
|
},
|
|
{
|
|
"p": 0.0004319586150813848,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01359403133392334,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 8,
|
|
"train_loss": 3.092359781265259,
|
|
"val_loss": 1.395318865776062,
|
|
"acc": 51.75,
|
|
"time": 135.980171358,
|
|
"param": [
|
|
{
|
|
"p": 0.12775494158267975,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043636426562443376,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.043678633868694305,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07446103543043137,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0510488897562027,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.04205020144581795,
|
|
"m": 0.34272128343582153
|
|
},
|
|
{
|
|
"p": 0.05705215781927109,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0691625326871872,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.07996803522109985,
|
|
"m": 0.7406960129737854
|
|
},
|
|
{
|
|
"p": 0.08323252201080322,
|
|
"m": 0.1756979078054428
|
|
},
|
|
{
|
|
"p": 0.06050697714090347,
|
|
"m": 0.9575873613357544
|
|
},
|
|
{
|
|
"p": 0.20311826467514038,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08477184921503067,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043636426562443376,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0021901018917560577,
|
|
"m": 0.6109820604324341
|
|
},
|
|
{
|
|
"p": 0.00043636426562443376,
|
|
"m": 0.1073663979768753
|
|
},
|
|
{
|
|
"p": 0.00043636426562443376,
|
|
"m": 0.8517132997512817
|
|
},
|
|
{
|
|
"p": 0.003415720071643591,
|
|
"m": 0.4257206618785858
|
|
},
|
|
{
|
|
"p": 0.00043636426562443376,
|
|
"m": 0.955399215221405
|
|
},
|
|
{
|
|
"p": 0.014097260311245918,
|
|
"m": 0.21961690485477448
|
|
},
|
|
{
|
|
"p": 0.00043636426562443376,
|
|
"m": 0.27941635251045227
|
|
},
|
|
{
|
|
"p": 0.00043636426562443376,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043636426562443376,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 9,
|
|
"train_loss": 3.2102975845336914,
|
|
"val_loss": 1.4097669124603271,
|
|
"acc": 52.55,
|
|
"time": 131.70541632900017,
|
|
"param": [
|
|
{
|
|
"p": 0.1133754700422287,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043013220420107245,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.072920061647892,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08470530062913895,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.055642545223236084,
|
|
"m": 0.10050033777952194
|
|
},
|
|
{
|
|
"p": 0.00043013220420107245,
|
|
"m": 0.40877994894981384
|
|
},
|
|
{
|
|
"p": 0.06477416306734085,
|
|
"m": 0.2723486125469208
|
|
},
|
|
{
|
|
"p": 0.05502855405211449,
|
|
"m": 0.24635185301303864
|
|
},
|
|
{
|
|
"p": 0.08115798234939575,
|
|
"m": 0.973913311958313
|
|
},
|
|
{
|
|
"p": 0.017856743186712265,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.011129312217235565,
|
|
"m": 0.9642221331596375
|
|
},
|
|
{
|
|
"p": 0.18800532817840576,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10427653044462204,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043013220420107245,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043013220420107245,
|
|
"m": 0.6392896771430969
|
|
},
|
|
{
|
|
"p": 0.00043013220420107245,
|
|
"m": 0.13800224661827087
|
|
},
|
|
{
|
|
"p": 0.00043013220420107245,
|
|
"m": 0.8505517244338989
|
|
},
|
|
{
|
|
"p": 0.00043013220420107245,
|
|
"m": 0.5690550804138184
|
|
},
|
|
{
|
|
"p": 0.00043013220420107245,
|
|
"m": 0.9449488520622253
|
|
},
|
|
{
|
|
"p": 0.00043013220420107245,
|
|
"m": 0.17276163399219513
|
|
},
|
|
{
|
|
"p": 0.06852676719427109,
|
|
"m": 0.18602383136749268
|
|
},
|
|
{
|
|
"p": 0.03333476558327675,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04539550095796585,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 10,
|
|
"train_loss": 2.871016502380371,
|
|
"val_loss": 1.3620790243148804,
|
|
"acc": 53.36,
|
|
"time": 135.62924878000013,
|
|
"param": [
|
|
{
|
|
"p": 0.14382526278495789,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.008149291388690472,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.036089856177568436,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05700754374265671,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.08426553010940552,
|
|
"m": 0.14183774590492249
|
|
},
|
|
{
|
|
"p": 0.015683351084589958,
|
|
"m": 0.4215187728404999
|
|
},
|
|
{
|
|
"p": 0.08087360858917236,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.051551539450883865,
|
|
"m": 0.3000872731208801
|
|
},
|
|
{
|
|
"p": 0.05032431706786156,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06292903423309326,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.026863375678658485,
|
|
"m": 0.9900513291358948
|
|
},
|
|
{
|
|
"p": 0.20481644570827484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11246365308761597,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043412367813289165,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020273372530937195,
|
|
"m": 0.6503143310546875
|
|
},
|
|
{
|
|
"p": 0.00043412367813289165,
|
|
"m": 0.10149763524532318
|
|
},
|
|
{
|
|
"p": 0.00043412367813289165,
|
|
"m": 0.8677424788475037
|
|
},
|
|
{
|
|
"p": 0.00043412367813289165,
|
|
"m": 0.5259348154067993
|
|
},
|
|
{
|
|
"p": 0.00043412367813289165,
|
|
"m": 0.8568241596221924
|
|
},
|
|
{
|
|
"p": 0.00043412367813289165,
|
|
"m": 0.15126410126686096
|
|
},
|
|
{
|
|
"p": 0.0362093448638916,
|
|
"m": 0.20775170624256134
|
|
},
|
|
{
|
|
"p": 0.00043412367813289165,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.005635889712721109,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 11,
|
|
"train_loss": 2.997297763824463,
|
|
"val_loss": 1.339898943901062,
|
|
"acc": 53.44,
|
|
"time": 135.89416508,
|
|
"param": [
|
|
{
|
|
"p": 0.11371712386608124,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00042442913400009274,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.049078211188316345,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09048239886760712,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.055578865110874176,
|
|
"m": 0.1083751991391182
|
|
},
|
|
{
|
|
"p": 0.027102800086140633,
|
|
"m": 0.43948325514793396
|
|
},
|
|
{
|
|
"p": 0.0868903398513794,
|
|
"m": 0.17136289179325104
|
|
},
|
|
{
|
|
"p": 0.0467350035905838,
|
|
"m": 0.35728365182876587
|
|
},
|
|
{
|
|
"p": 0.05305718630552292,
|
|
"m": 0.9998772740364075
|
|
},
|
|
{
|
|
"p": 0.033971574157476425,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.00989953801035881,
|
|
"m": 0.9799741506576538
|
|
},
|
|
{
|
|
"p": 0.20928722620010376,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10318925976753235,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00042442913400009274,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00042442913400009274,
|
|
"m": 0.6475501656532288
|
|
},
|
|
{
|
|
"p": 0.01424822025001049,
|
|
"m": 0.10167456418275833
|
|
},
|
|
{
|
|
"p": 0.00042442913400009274,
|
|
"m": 0.9108957648277283
|
|
},
|
|
{
|
|
"p": 0.00042442913400009274,
|
|
"m": 0.5830472707748413
|
|
},
|
|
{
|
|
"p": 0.00042442913400009274,
|
|
"m": 0.9386523365974426
|
|
},
|
|
{
|
|
"p": 0.023521149531006813,
|
|
"m": 0.12006267160177231
|
|
},
|
|
{
|
|
"p": 0.040168099105358124,
|
|
"m": 0.16800694167613983
|
|
},
|
|
{
|
|
"p": 0.004562176298350096,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.035964351147413254,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 12,
|
|
"train_loss": 2.948908805847168,
|
|
"val_loss": 1.2668308019638062,
|
|
"acc": 57.5,
|
|
"time": 135.15331711499994,
|
|
"param": [
|
|
{
|
|
"p": 0.12180933356285095,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.007344391662627459,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06819356232881546,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09608335047960281,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0734146311879158,
|
|
"m": 0.10158830881118774
|
|
},
|
|
{
|
|
"p": 0.028014548122882843,
|
|
"m": 0.37192028760910034
|
|
},
|
|
{
|
|
"p": 0.0644029825925827,
|
|
"m": 0.16097821295261383
|
|
},
|
|
{
|
|
"p": 0.05429219454526901,
|
|
"m": 0.45444053411483765
|
|
},
|
|
{
|
|
"p": 0.054863933473825455,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03736028075218201,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.060996636748313904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15945708751678467,
|
|
"m": 0.9994741082191467
|
|
},
|
|
{
|
|
"p": 0.08351455628871918,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043015580740757287,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008409088477492332,
|
|
"m": 0.6229771375656128
|
|
},
|
|
{
|
|
"p": 0.005113714374601841,
|
|
"m": 0.1208295226097107
|
|
},
|
|
{
|
|
"p": 0.00043015580740757287,
|
|
"m": 0.8751670122146606
|
|
},
|
|
{
|
|
"p": 0.00043015580740757287,
|
|
"m": 0.6157236099243164
|
|
},
|
|
{
|
|
"p": 0.00043015580740757287,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006452884059399366,
|
|
"m": 0.18259936571121216
|
|
},
|
|
{
|
|
"p": 0.051370538771152496,
|
|
"m": 0.24009200930595398
|
|
},
|
|
{
|
|
"p": 0.00043015580740757287,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.016755642369389534,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 13,
|
|
"train_loss": 2.743088722229004,
|
|
"val_loss": 1.1083134412765503,
|
|
"acc": 57.18,
|
|
"time": 135.5200264969999,
|
|
"param": [
|
|
{
|
|
"p": 0.14117039740085602,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043448215001262724,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.062184568494558334,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08534938842058182,
|
|
"m": 0.10016340762376785
|
|
},
|
|
{
|
|
"p": 0.048462193459272385,
|
|
"m": 0.17111599445343018
|
|
},
|
|
{
|
|
"p": 0.005772093776613474,
|
|
"m": 0.40821194648742676
|
|
},
|
|
{
|
|
"p": 0.08100032061338425,
|
|
"m": 0.2576570212841034
|
|
},
|
|
{
|
|
"p": 0.05275509133934975,
|
|
"m": 0.5285272598266602
|
|
},
|
|
{
|
|
"p": 0.07102660834789276,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04319512099027634,
|
|
"m": 0.10306525975465775
|
|
},
|
|
{
|
|
"p": 0.054498106241226196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14204458892345428,
|
|
"m": 0.9993364810943604
|
|
},
|
|
{
|
|
"p": 0.09468766301870346,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043448215001262724,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014845767058432102,
|
|
"m": 0.5238839387893677
|
|
},
|
|
{
|
|
"p": 0.00043448215001262724,
|
|
"m": 0.17704461514949799
|
|
},
|
|
{
|
|
"p": 0.009202994406223297,
|
|
"m": 0.8436245918273926
|
|
},
|
|
{
|
|
"p": 0.0004605996364261955,
|
|
"m": 0.6388758420944214
|
|
},
|
|
{
|
|
"p": 0.00043448215001262724,
|
|
"m": 0.8904027938842773
|
|
},
|
|
{
|
|
"p": 0.007097944151610136,
|
|
"m": 0.19993601739406586
|
|
},
|
|
{
|
|
"p": 0.05860618129372597,
|
|
"m": 0.3160339295864105
|
|
},
|
|
{
|
|
"p": 0.00043448215001262724,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.025468075647950172,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 14,
|
|
"train_loss": 2.81817364692688,
|
|
"val_loss": 1.2029802799224854,
|
|
"acc": 59.1,
|
|
"time": 134.106598996,
|
|
"param": [
|
|
{
|
|
"p": 0.1629401594400406,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.022971155121922493,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.051342785358428955,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08234979957342148,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.051953863352537155,
|
|
"m": 0.20479057729244232
|
|
},
|
|
{
|
|
"p": 0.04541483148932457,
|
|
"m": 0.45562663674354553
|
|
},
|
|
{
|
|
"p": 0.061999186873435974,
|
|
"m": 0.26637908816337585
|
|
},
|
|
{
|
|
"p": 0.019671019166707993,
|
|
"m": 0.608461856842041
|
|
},
|
|
{
|
|
"p": 0.07608764618635178,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0723092257976532,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.02917635813355446,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19420532882213593,
|
|
"m": 0.9990488886833191
|
|
},
|
|
{
|
|
"p": 0.08805199712514877,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043141894275322556,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00882963091135025,
|
|
"m": 0.5768372416496277
|
|
},
|
|
{
|
|
"p": 0.004829721990972757,
|
|
"m": 0.11839748173952103
|
|
},
|
|
{
|
|
"p": 0.00043141894275322556,
|
|
"m": 0.9536848664283752
|
|
},
|
|
{
|
|
"p": 0.00043141894275322556,
|
|
"m": 0.6777215600013733
|
|
},
|
|
{
|
|
"p": 0.00043141894275322556,
|
|
"m": 0.875730037689209
|
|
},
|
|
{
|
|
"p": 0.00043141894275322556,
|
|
"m": 0.26040348410606384
|
|
},
|
|
{
|
|
"p": 0.00043141894275322556,
|
|
"m": 0.4137268364429474
|
|
},
|
|
{
|
|
"p": 0.00043141894275322556,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.024847576394677162,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 15,
|
|
"train_loss": 2.95430064201355,
|
|
"val_loss": 1.1845126152038574,
|
|
"acc": 59.57,
|
|
"time": 131.92308202599997,
|
|
"param": [
|
|
{
|
|
"p": 0.15286831557750702,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004338425351306796,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03185485675930977,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08593686670064926,
|
|
"m": 0.20332704484462738
|
|
},
|
|
{
|
|
"p": 0.038839079439640045,
|
|
"m": 0.15722112357616425
|
|
},
|
|
{
|
|
"p": 0.0150147071108222,
|
|
"m": 0.3074842393398285
|
|
},
|
|
{
|
|
"p": 0.07142505794763565,
|
|
"m": 0.3244229257106781
|
|
},
|
|
{
|
|
"p": 0.05361467972397804,
|
|
"m": 0.5310434699058533
|
|
},
|
|
{
|
|
"p": 0.09286952763795853,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04132598266005516,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.041448917239904404,
|
|
"m": 0.9719192385673523
|
|
},
|
|
{
|
|
"p": 0.2035122811794281,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.106041319668293,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004338425351306796,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010597995482385159,
|
|
"m": 0.5399889945983887
|
|
},
|
|
{
|
|
"p": 0.0030367602594196796,
|
|
"m": 0.15276391804218292
|
|
},
|
|
{
|
|
"p": 0.0004338425351306796,
|
|
"m": 0.9822118282318115
|
|
},
|
|
{
|
|
"p": 0.0004338425351306796,
|
|
"m": 0.6642330288887024
|
|
},
|
|
{
|
|
"p": 0.0004338425351306796,
|
|
"m": 0.8116041421890259
|
|
},
|
|
{
|
|
"p": 0.0004338425351306796,
|
|
"m": 0.26894333958625793
|
|
},
|
|
{
|
|
"p": 0.017893707379698753,
|
|
"m": 0.42718157172203064
|
|
},
|
|
{
|
|
"p": 0.0004338425351306796,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03068326599895954,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 16,
|
|
"train_loss": 3.052506923675537,
|
|
"val_loss": 1.2418980598449707,
|
|
"acc": 60.39,
|
|
"time": 133.5095098400002,
|
|
"param": [
|
|
{
|
|
"p": 0.13689391314983368,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004334194818511605,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.027574867010116577,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08572417497634888,
|
|
"m": 0.2156655639410019
|
|
},
|
|
{
|
|
"p": 0.045789606869220734,
|
|
"m": 0.12281908094882965
|
|
},
|
|
{
|
|
"p": 0.026568513363599777,
|
|
"m": 0.2522585093975067
|
|
},
|
|
{
|
|
"p": 0.06761547178030014,
|
|
"m": 0.2506493628025055
|
|
},
|
|
{
|
|
"p": 0.03717705234885216,
|
|
"m": 0.611045777797699
|
|
},
|
|
{
|
|
"p": 0.09206870198249817,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08882275223731995,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.04162152484059334,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1425318419933319,
|
|
"m": 0.9993984699249268
|
|
},
|
|
{
|
|
"p": 0.1227358803153038,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004334194818511605,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016466422006487846,
|
|
"m": 0.6094913482666016
|
|
},
|
|
{
|
|
"p": 0.0004334194818511605,
|
|
"m": 0.22048820555210114
|
|
},
|
|
{
|
|
"p": 0.0004334194818511605,
|
|
"m": 0.8476679921150208
|
|
},
|
|
{
|
|
"p": 0.0004334194818511605,
|
|
"m": 0.728301465511322
|
|
},
|
|
{
|
|
"p": 0.0004334194818511605,
|
|
"m": 0.9249691963195801
|
|
},
|
|
{
|
|
"p": 0.0004334194818511605,
|
|
"m": 0.2386859953403473
|
|
},
|
|
{
|
|
"p": 0.04444842040538788,
|
|
"m": 0.4126712679862976
|
|
},
|
|
{
|
|
"p": 0.0004334194818511605,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.020493725314736366,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 17,
|
|
"train_loss": 2.731410026550293,
|
|
"val_loss": 1.1027294397354126,
|
|
"acc": 61.07,
|
|
"time": 131.26316231500005,
|
|
"param": [
|
|
{
|
|
"p": 0.12577979266643524,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004262757138349116,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0516393780708313,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05041487142443657,
|
|
"m": 0.2730715870857239
|
|
},
|
|
{
|
|
"p": 0.05393758416175842,
|
|
"m": 0.11198105663061142
|
|
},
|
|
{
|
|
"p": 0.021031184121966362,
|
|
"m": 0.26844215393066406
|
|
},
|
|
{
|
|
"p": 0.07818387448787689,
|
|
"m": 0.16791583597660065
|
|
},
|
|
{
|
|
"p": 0.04361836612224579,
|
|
"m": 0.7837362289428711
|
|
},
|
|
{
|
|
"p": 0.07261347025632858,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06172522157430649,
|
|
"m": 0.10006607323884964
|
|
},
|
|
{
|
|
"p": 0.044363874942064285,
|
|
"m": 0.9986045360565186
|
|
},
|
|
{
|
|
"p": 0.17535026371479034,
|
|
"m": 0.9985963702201843
|
|
},
|
|
{
|
|
"p": 0.10509949177503586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0019875483121722937,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008998323231935501,
|
|
"m": 0.6227413415908813
|
|
},
|
|
{
|
|
"p": 0.003893146989867091,
|
|
"m": 0.24647358059883118
|
|
},
|
|
{
|
|
"p": 0.0004262757138349116,
|
|
"m": 0.7502495050430298
|
|
},
|
|
{
|
|
"p": 0.007755350787192583,
|
|
"m": 0.6720184087753296
|
|
},
|
|
{
|
|
"p": 0.0004262757138349116,
|
|
"m": 0.6715391874313354
|
|
},
|
|
{
|
|
"p": 0.013876959681510925,
|
|
"m": 0.18575531244277954
|
|
},
|
|
{
|
|
"p": 0.0405719093978405,
|
|
"m": 0.428623765707016
|
|
},
|
|
{
|
|
"p": 0.0004262757138349116,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03745429590344429,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 18,
|
|
"train_loss": 2.5284461975097656,
|
|
"val_loss": 1.107028603553772,
|
|
"acc": 61.0,
|
|
"time": 132.12766645500005,
|
|
"param": [
|
|
{
|
|
"p": 0.12879890203475952,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00041876049363054335,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06376197934150696,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06919478625059128,
|
|
"m": 0.30576053261756897
|
|
},
|
|
{
|
|
"p": 0.04899384453892708,
|
|
"m": 0.12477469444274902
|
|
},
|
|
{
|
|
"p": 0.02845771610736847,
|
|
"m": 0.38663384318351746
|
|
},
|
|
{
|
|
"p": 0.06731414794921875,
|
|
"m": 0.3000870645046234
|
|
},
|
|
{
|
|
"p": 0.05341574549674988,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08265343308448792,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07051176577806473,
|
|
"m": 0.12569692730903625
|
|
},
|
|
{
|
|
"p": 0.04206565394997597,
|
|
"m": 0.9716008305549622
|
|
},
|
|
{
|
|
"p": 0.16562232375144958,
|
|
"m": 0.9968582987785339
|
|
},
|
|
{
|
|
"p": 0.10294046252965927,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.001712550176307559,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011542055755853653,
|
|
"m": 0.6260801553726196
|
|
},
|
|
{
|
|
"p": 0.023121219128370285,
|
|
"m": 0.25889578461647034
|
|
},
|
|
{
|
|
"p": 0.00041876049363054335,
|
|
"m": 0.8265416026115417
|
|
},
|
|
{
|
|
"p": 0.0032196659594774246,
|
|
"m": 0.5372843742370605
|
|
},
|
|
{
|
|
"p": 0.00041876049363054335,
|
|
"m": 0.908385694026947
|
|
},
|
|
{
|
|
"p": 0.002194003202021122,
|
|
"m": 0.22196927666664124
|
|
},
|
|
{
|
|
"p": 0.004418447148054838,
|
|
"m": 0.3871566653251648
|
|
},
|
|
{
|
|
"p": 0.003041844116523862,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.025763122364878654,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 19,
|
|
"train_loss": 2.6522490978240967,
|
|
"val_loss": 1.1043879985809326,
|
|
"acc": 60.94,
|
|
"time": 132.38604311100016,
|
|
"param": [
|
|
{
|
|
"p": 0.14848855137825012,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.002793890656903386,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07365887612104416,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07943833619356155,
|
|
"m": 0.31532639265060425
|
|
},
|
|
{
|
|
"p": 0.053494445979595184,
|
|
"m": 0.10004863142967224
|
|
},
|
|
{
|
|
"p": 0.002129574539139867,
|
|
"m": 0.28842028975486755
|
|
},
|
|
{
|
|
"p": 0.08661439269781113,
|
|
"m": 0.3507165014743805
|
|
},
|
|
{
|
|
"p": 0.06010758876800537,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06873919814825058,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05341694876551628,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.036660417914390564,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17953957617282867,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10456842929124832,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.003618995426222682,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010051514953374863,
|
|
"m": 0.7664521932601929
|
|
},
|
|
{
|
|
"p": 0.00043265832937322557,
|
|
"m": 0.3343698978424072
|
|
},
|
|
{
|
|
"p": 0.00043265832937322557,
|
|
"m": 0.7732976675033569
|
|
},
|
|
{
|
|
"p": 0.00043265832937322557,
|
|
"m": 0.5687800645828247
|
|
},
|
|
{
|
|
"p": 0.00043265832937322557,
|
|
"m": 0.7743220329284668
|
|
},
|
|
{
|
|
"p": 0.013089989311993122,
|
|
"m": 0.2739052474498749
|
|
},
|
|
{
|
|
"p": 0.00043265832937322557,
|
|
"m": 0.4000563621520996
|
|
},
|
|
{
|
|
"p": 0.00043265832937322557,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.020993398502469063,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 20,
|
|
"train_loss": 2.4209976196289062,
|
|
"val_loss": 1.2370305061340332,
|
|
"acc": 62.0,
|
|
"time": 132.96475695000026,
|
|
"param": [
|
|
{
|
|
"p": 0.13177664577960968,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00042334897443652153,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05488752946257591,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0782608836889267,
|
|
"m": 0.2674166262149811
|
|
},
|
|
{
|
|
"p": 0.062018342316150665,
|
|
"m": 0.14589989185333252
|
|
},
|
|
{
|
|
"p": 0.006821899674832821,
|
|
"m": 0.30609968304634094
|
|
},
|
|
{
|
|
"p": 0.06674962490797043,
|
|
"m": 0.3521459698677063
|
|
},
|
|
{
|
|
"p": 0.036689817905426025,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07091706991195679,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07600823789834976,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.04181821644306183,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1762404590845108,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11546449363231659,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.002671751193702221,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.003669222816824913,
|
|
"m": 0.8443259000778198
|
|
},
|
|
{
|
|
"p": 0.002454891335219145,
|
|
"m": 0.22895018756389618
|
|
},
|
|
{
|
|
"p": 0.00042334897443652153,
|
|
"m": 0.8154433369636536
|
|
},
|
|
{
|
|
"p": 0.0014994965167716146,
|
|
"m": 0.5110465288162231
|
|
},
|
|
{
|
|
"p": 0.0031514333095401525,
|
|
"m": 0.739695131778717
|
|
},
|
|
{
|
|
"p": 0.00075911806197837,
|
|
"m": 0.27761515974998474
|
|
},
|
|
{
|
|
"p": 0.03813354671001434,
|
|
"m": 0.4611586630344391
|
|
},
|
|
{
|
|
"p": 0.00042334897443652153,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02873724140226841,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 21,
|
|
"train_loss": 2.6436524391174316,
|
|
"val_loss": 1.0737723112106323,
|
|
"acc": 62.3,
|
|
"time": 134.72855482899968,
|
|
"param": [
|
|
{
|
|
"p": 0.15101352334022522,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004332070529926568,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05868102237582207,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06603698432445526,
|
|
"m": 0.2825239598751068
|
|
},
|
|
{
|
|
"p": 0.06261571496725082,
|
|
"m": 0.18385308980941772
|
|
},
|
|
{
|
|
"p": 0.023084919899702072,
|
|
"m": 0.2761823236942291
|
|
},
|
|
{
|
|
"p": 0.06348153948783875,
|
|
"m": 0.17830336093902588
|
|
},
|
|
{
|
|
"p": 0.044627800583839417,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06461665034294128,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07321201264858246,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.01917117089033127,
|
|
"m": 0.9924856424331665
|
|
},
|
|
{
|
|
"p": 0.19374200701713562,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10217145085334778,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004332070529926568,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01602575182914734,
|
|
"m": 0.8932952284812927
|
|
},
|
|
{
|
|
"p": 0.0004332070529926568,
|
|
"m": 0.28047165274620056
|
|
},
|
|
{
|
|
"p": 0.0004332070529926568,
|
|
"m": 0.8293591737747192
|
|
},
|
|
{
|
|
"p": 0.0004332070529926568,
|
|
"m": 0.5331558585166931
|
|
},
|
|
{
|
|
"p": 0.013272923417389393,
|
|
"m": 0.7818611264228821
|
|
},
|
|
{
|
|
"p": 0.0004332070529926568,
|
|
"m": 0.18407191336154938
|
|
},
|
|
{
|
|
"p": 0.017022747546434402,
|
|
"m": 0.49420344829559326
|
|
},
|
|
{
|
|
"p": 0.0004332070529926568,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02819138765335083,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 22,
|
|
"train_loss": 2.6355414390563965,
|
|
"val_loss": 1.0800590515136719,
|
|
"acc": 63.58,
|
|
"time": 132.038129433,
|
|
"param": [
|
|
{
|
|
"p": 0.11992588639259338,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.004950154107064009,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05519463121891022,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07254241406917572,
|
|
"m": 0.2634449303150177
|
|
},
|
|
{
|
|
"p": 0.05286434665322304,
|
|
"m": 0.30189064145088196
|
|
},
|
|
{
|
|
"p": 0.02745020017027855,
|
|
"m": 0.23917101323604584
|
|
},
|
|
{
|
|
"p": 0.0734858512878418,
|
|
"m": 0.22907723486423492
|
|
},
|
|
{
|
|
"p": 0.04074862599372864,
|
|
"m": 0.9370354413986206
|
|
},
|
|
{
|
|
"p": 0.04497678205370903,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05769965797662735,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03752019628882408,
|
|
"m": 0.9966813921928406
|
|
},
|
|
{
|
|
"p": 0.15795546770095825,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10916191339492798,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01853235997259617,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.018019134178757668,
|
|
"m": 0.8575173616409302
|
|
},
|
|
{
|
|
"p": 0.013352950103580952,
|
|
"m": 0.1819007694721222
|
|
},
|
|
{
|
|
"p": 0.00042245324584655464,
|
|
"m": 0.9234145283699036
|
|
},
|
|
{
|
|
"p": 0.00042245324584655464,
|
|
"m": 0.4978620409965515
|
|
},
|
|
{
|
|
"p": 0.00042245324584655464,
|
|
"m": 0.9192035794258118
|
|
},
|
|
{
|
|
"p": 0.014811510220170021,
|
|
"m": 0.33089473843574524
|
|
},
|
|
{
|
|
"p": 0.05280041694641113,
|
|
"m": 0.4728446304798126
|
|
},
|
|
{
|
|
"p": 0.00042245324584655464,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.026317665353417397,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 23,
|
|
"train_loss": 2.2144041061401367,
|
|
"val_loss": 1.0503238439559937,
|
|
"acc": 63.48,
|
|
"time": 132.5304415149999,
|
|
"param": [
|
|
{
|
|
"p": 0.1280573308467865,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043030251981690526,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.023945188149809837,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07841170579195023,
|
|
"m": 0.3596428334712982
|
|
},
|
|
{
|
|
"p": 0.053560804575681686,
|
|
"m": 0.271476149559021
|
|
},
|
|
{
|
|
"p": 0.017896028235554695,
|
|
"m": 0.2494206428527832
|
|
},
|
|
{
|
|
"p": 0.09821822494268417,
|
|
"m": 0.1800600290298462
|
|
},
|
|
{
|
|
"p": 0.04098540544509888,
|
|
"m": 0.9770625233650208
|
|
},
|
|
{
|
|
"p": 0.07428620010614395,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0684245303273201,
|
|
"m": 0.10224295407533646
|
|
},
|
|
{
|
|
"p": 0.05236263945698738,
|
|
"m": 0.9965428113937378
|
|
},
|
|
{
|
|
"p": 0.2061796635389328,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11799463629722595,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043030251981690526,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026750868186354637,
|
|
"m": 0.922241747379303
|
|
},
|
|
{
|
|
"p": 0.00043030251981690526,
|
|
"m": 0.10126274824142456
|
|
},
|
|
{
|
|
"p": 0.00043030251981690526,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009054218418896198,
|
|
"m": 0.5218188166618347
|
|
},
|
|
{
|
|
"p": 0.00043030251981690526,
|
|
"m": 0.9859554171562195
|
|
},
|
|
{
|
|
"p": 0.00043030251981690526,
|
|
"m": 0.3618505895137787
|
|
},
|
|
{
|
|
"p": 0.00043030251981690526,
|
|
"m": 0.48738643527030945
|
|
},
|
|
{
|
|
"p": 0.00043030251981690526,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043030251981690526,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 24,
|
|
"train_loss": 2.490868091583252,
|
|
"val_loss": 1.008812427520752,
|
|
"acc": 64.35,
|
|
"time": 131.24870775199997,
|
|
"param": [
|
|
{
|
|
"p": 0.13691622018814087,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043141975766047835,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05956440418958664,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08386723697185516,
|
|
"m": 0.4054749011993408
|
|
},
|
|
{
|
|
"p": 0.06275177001953125,
|
|
"m": 0.14577580988407135
|
|
},
|
|
{
|
|
"p": 0.019278237596154213,
|
|
"m": 0.20490747690200806
|
|
},
|
|
{
|
|
"p": 0.050522252917289734,
|
|
"m": 0.16548755764961243
|
|
},
|
|
{
|
|
"p": 0.04753408581018448,
|
|
"m": 0.9970001578330994
|
|
},
|
|
{
|
|
"p": 0.08785334974527359,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05572968348860741,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.026996804401278496,
|
|
"m": 0.9854242205619812
|
|
},
|
|
{
|
|
"p": 0.17541974782943726,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10104434937238693,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.003814181312918663,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020697174593806267,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.002961629768833518,
|
|
"m": 0.15244925022125244
|
|
},
|
|
{
|
|
"p": 0.00043141975766047835,
|
|
"m": 0.900015115737915
|
|
},
|
|
{
|
|
"p": 0.00043141975766047835,
|
|
"m": 0.6784796118736267
|
|
},
|
|
{
|
|
"p": 0.00043141975766047835,
|
|
"m": 0.9756832122802734
|
|
},
|
|
{
|
|
"p": 0.00043141975766047835,
|
|
"m": 0.32476985454559326
|
|
},
|
|
{
|
|
"p": 0.029808809980750084,
|
|
"m": 0.47498634457588196
|
|
},
|
|
{
|
|
"p": 0.00043141975766047835,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03265165910124779,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 25,
|
|
"train_loss": 2.5125255584716797,
|
|
"val_loss": 1.0009939670562744,
|
|
"acc": 63.11,
|
|
"time": 133.0964906940003,
|
|
"param": [
|
|
{
|
|
"p": 0.13607288897037506,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.009398631751537323,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06278455257415771,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06093505024909973,
|
|
"m": 0.27326372265815735
|
|
},
|
|
{
|
|
"p": 0.0631875991821289,
|
|
"m": 0.13402578234672546
|
|
},
|
|
{
|
|
"p": 0.024530893191695213,
|
|
"m": 0.10889940708875656
|
|
},
|
|
{
|
|
"p": 0.05720016732811928,
|
|
"m": 0.11243259161710739
|
|
},
|
|
{
|
|
"p": 0.0425519123673439,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07516124844551086,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055027350783348083,
|
|
"m": 0.10033200681209564
|
|
},
|
|
{
|
|
"p": 0.042996522039175034,
|
|
"m": 0.9989023804664612
|
|
},
|
|
{
|
|
"p": 0.1678939163684845,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09710743278265,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00042866403236985207,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01796911098062992,
|
|
"m": 0.9444991946220398
|
|
},
|
|
{
|
|
"p": 0.006708026397973299,
|
|
"m": 0.13409098982810974
|
|
},
|
|
{
|
|
"p": 0.00042866403236985207,
|
|
"m": 0.7819113731384277
|
|
},
|
|
{
|
|
"p": 0.013254613615572453,
|
|
"m": 0.6476495265960693
|
|
},
|
|
{
|
|
"p": 0.008843112736940384,
|
|
"m": 0.7776854634284973
|
|
},
|
|
{
|
|
"p": 0.00042866403236985207,
|
|
"m": 0.31304964423179626
|
|
},
|
|
{
|
|
"p": 0.02320602536201477,
|
|
"m": 0.4728328585624695
|
|
},
|
|
{
|
|
"p": 0.00042866403236985207,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.033456407487392426,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 26,
|
|
"train_loss": 2.4856040477752686,
|
|
"val_loss": 0.972196638584137,
|
|
"acc": 64.7,
|
|
"time": 133.31237947599993,
|
|
"param": [
|
|
{
|
|
"p": 0.136239156126976,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01641964353621006,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0592103935778141,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06124567985534668,
|
|
"m": 0.29925259947776794
|
|
},
|
|
{
|
|
"p": 0.046240366995334625,
|
|
"m": 0.24847760796546936
|
|
},
|
|
{
|
|
"p": 0.03509177267551422,
|
|
"m": 0.15283319354057312
|
|
},
|
|
{
|
|
"p": 0.05908183008432388,
|
|
"m": 0.35020938515663147
|
|
},
|
|
{
|
|
"p": 0.05305446311831474,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0724824070930481,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07232386618852615,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.05333261936903,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14151746034622192,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10941049456596375,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00408159988000989,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010452047921717167,
|
|
"m": 0.8607970476150513
|
|
},
|
|
{
|
|
"p": 0.00911026168614626,
|
|
"m": 0.1447010189294815
|
|
},
|
|
{
|
|
"p": 0.00042539980495348573,
|
|
"m": 0.8037487268447876
|
|
},
|
|
{
|
|
"p": 0.00042539980495348573,
|
|
"m": 0.7405916452407837
|
|
},
|
|
{
|
|
"p": 0.00042539980495348573,
|
|
"m": 0.9580888748168945
|
|
},
|
|
{
|
|
"p": 0.01137421652674675,
|
|
"m": 0.3404858410358429
|
|
},
|
|
{
|
|
"p": 0.03383130580186844,
|
|
"m": 0.48237574100494385
|
|
},
|
|
{
|
|
"p": 0.00042539980495348573,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.013798980973660946,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 27,
|
|
"train_loss": 2.4618122577667236,
|
|
"val_loss": 1.0241272449493408,
|
|
"acc": 63.79,
|
|
"time": 133.4246693539999,
|
|
"param": [
|
|
{
|
|
"p": 0.15168310701847076,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.004242853261530399,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.030558332800865173,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06743977218866348,
|
|
"m": 0.31856435537338257
|
|
},
|
|
{
|
|
"p": 0.043153587728738785,
|
|
"m": 0.22863584756851196
|
|
},
|
|
{
|
|
"p": 0.03545408695936203,
|
|
"m": 0.24253828823566437
|
|
},
|
|
{
|
|
"p": 0.08344520628452301,
|
|
"m": 0.4370919167995453
|
|
},
|
|
{
|
|
"p": 0.03742734342813492,
|
|
"m": 0.9747648239135742
|
|
},
|
|
{
|
|
"p": 0.056341372430324554,
|
|
"m": 0.9997174739837646
|
|
},
|
|
{
|
|
"p": 0.07390610128641129,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03097093664109707,
|
|
"m": 0.9892139434814453
|
|
},
|
|
{
|
|
"p": 0.15631107985973358,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11925720423460007,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013626129366457462,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004296705301385373,
|
|
"m": 0.6845877170562744
|
|
},
|
|
{
|
|
"p": 0.012206843122839928,
|
|
"m": 0.26213788986206055
|
|
},
|
|
{
|
|
"p": 0.0004296705301385373,
|
|
"m": 0.8018814921379089
|
|
},
|
|
{
|
|
"p": 0.0037090328987687826,
|
|
"m": 0.73536217212677
|
|
},
|
|
{
|
|
"p": 0.0004296705301385373,
|
|
"m": 0.9898858070373535
|
|
},
|
|
{
|
|
"p": 0.011269752867519855,
|
|
"m": 0.3074094355106354
|
|
},
|
|
{
|
|
"p": 0.03942153602838516,
|
|
"m": 0.4659569263458252
|
|
},
|
|
{
|
|
"p": 0.00044838618487119675,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.027838384732604027,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 28,
|
|
"train_loss": 2.2677464485168457,
|
|
"val_loss": 1.1550095081329346,
|
|
"acc": 65.46,
|
|
"time": 132.13520794199985,
|
|
"param": [
|
|
{
|
|
"p": 0.12871627509593964,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.018805718049407005,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05893814191222191,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07791142910718918,
|
|
"m": 0.3587089478969574
|
|
},
|
|
{
|
|
"p": 0.04891029745340347,
|
|
"m": 0.16674332320690155
|
|
},
|
|
{
|
|
"p": 0.035135988146066666,
|
|
"m": 0.22276008129119873
|
|
},
|
|
{
|
|
"p": 0.08594972640275955,
|
|
"m": 0.4029282331466675
|
|
},
|
|
{
|
|
"p": 0.03454159200191498,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05286221578717232,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0579267255961895,
|
|
"m": 0.1562432050704956
|
|
},
|
|
{
|
|
"p": 0.05374421551823616,
|
|
"m": 0.9985668659210205
|
|
},
|
|
{
|
|
"p": 0.16142617166042328,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09016099572181702,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013657072558999062,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007165654096752405,
|
|
"m": 0.708271861076355
|
|
},
|
|
{
|
|
"p": 0.01630072295665741,
|
|
"m": 0.2767049968242645
|
|
},
|
|
{
|
|
"p": 0.00043143838411197066,
|
|
"m": 0.8615901470184326
|
|
},
|
|
{
|
|
"p": 0.00043143838411197066,
|
|
"m": 0.7460730671882629
|
|
},
|
|
{
|
|
"p": 0.00043143838411197066,
|
|
"m": 0.9735345840454102
|
|
},
|
|
{
|
|
"p": 0.01801217719912529,
|
|
"m": 0.27773553133010864
|
|
},
|
|
{
|
|
"p": 0.03335948288440704,
|
|
"m": 0.4493129551410675
|
|
},
|
|
{
|
|
"p": 0.004749616142362356,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043143838411197066,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 29,
|
|
"train_loss": 1.986095666885376,
|
|
"val_loss": 1.1169699430465698,
|
|
"acc": 65.16,
|
|
"time": 137.00749954699995,
|
|
"param": [
|
|
{
|
|
"p": 0.1584823876619339,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043122057104483247,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06428971141576767,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08390986919403076,
|
|
"m": 0.5052648782730103
|
|
},
|
|
{
|
|
"p": 0.05528507009148598,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03077707812190056,
|
|
"m": 0.37883585691452026
|
|
},
|
|
{
|
|
"p": 0.07429782301187515,
|
|
"m": 0.37799808382987976
|
|
},
|
|
{
|
|
"p": 0.01575072668492794,
|
|
"m": 0.9843671917915344
|
|
},
|
|
{
|
|
"p": 0.09500991553068161,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06117519363760948,
|
|
"m": 0.10895628482103348
|
|
},
|
|
{
|
|
"p": 0.039530299603939056,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15730208158493042,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10890811681747437,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006883679423481226,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0006922603934071958,
|
|
"m": 0.7529414296150208
|
|
},
|
|
{
|
|
"p": 0.001924120238982141,
|
|
"m": 0.3749642074108124
|
|
},
|
|
{
|
|
"p": 0.00043122057104483247,
|
|
"m": 0.7840428948402405
|
|
},
|
|
{
|
|
"p": 0.00043122057104483247,
|
|
"m": 0.7285747528076172
|
|
},
|
|
{
|
|
"p": 0.00043122057104483247,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043122057104483247,
|
|
"m": 0.20457100868225098
|
|
},
|
|
{
|
|
"p": 0.013260416686534882,
|
|
"m": 0.4115951955318451
|
|
},
|
|
{
|
|
"p": 0.00043122057104483247,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.029934026300907135,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 30,
|
|
"train_loss": 2.535111427307129,
|
|
"val_loss": 1.0816212892532349,
|
|
"acc": 65.53,
|
|
"time": 135.60109136100027,
|
|
"param": [
|
|
{
|
|
"p": 0.15697422623634338,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.004527650773525238,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06841440498828888,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07912013679742813,
|
|
"m": 0.6380910873413086
|
|
},
|
|
{
|
|
"p": 0.05659467726945877,
|
|
"m": 0.16081464290618896
|
|
},
|
|
{
|
|
"p": 0.0004364528285805136,
|
|
"m": 0.6189804077148438
|
|
},
|
|
{
|
|
"p": 0.07668333500623703,
|
|
"m": 0.5073752403259277
|
|
},
|
|
{
|
|
"p": 0.02755536139011383,
|
|
"m": 0.9984864592552185
|
|
},
|
|
{
|
|
"p": 0.07112477719783783,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05509699881076813,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.037630919367074966,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16444839537143707,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1251230686903,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019447214901447296,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015332316979765892,
|
|
"m": 0.6392436623573303
|
|
},
|
|
{
|
|
"p": 0.0004364528285805136,
|
|
"m": 0.5346288084983826
|
|
},
|
|
{
|
|
"p": 0.0004364528285805136,
|
|
"m": 0.7832634449005127
|
|
},
|
|
{
|
|
"p": 0.0007253154180943966,
|
|
"m": 0.7548645734786987
|
|
},
|
|
{
|
|
"p": 0.0004364528285805136,
|
|
"m": 0.9901869893074036
|
|
},
|
|
{
|
|
"p": 0.0004364528285805136,
|
|
"m": 0.20091448724269867
|
|
},
|
|
{
|
|
"p": 0.02345569245517254,
|
|
"m": 0.30947932600975037
|
|
},
|
|
{
|
|
"p": 0.0004364528285805136,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.015126938000321388,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 31,
|
|
"train_loss": 2.171473979949951,
|
|
"val_loss": 1.208225131034851,
|
|
"acc": 65.73,
|
|
"time": 134.78393488500024,
|
|
"param": [
|
|
{
|
|
"p": 0.16112366318702698,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004235983651597053,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05728796124458313,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0592292845249176,
|
|
"m": 0.49087709188461304
|
|
},
|
|
{
|
|
"p": 0.06622550636529922,
|
|
"m": 0.22510159015655518
|
|
},
|
|
{
|
|
"p": 0.0004235983651597053,
|
|
"m": 0.6337438821792603
|
|
},
|
|
{
|
|
"p": 0.07499607652425766,
|
|
"m": 0.39855384826660156
|
|
},
|
|
{
|
|
"p": 0.055089060217142105,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0566803477704525,
|
|
"m": 0.9899740219116211
|
|
},
|
|
{
|
|
"p": 0.03541432321071625,
|
|
"m": 0.10094861686229706
|
|
},
|
|
{
|
|
"p": 0.0464957170188427,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1522899866104126,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10640957206487656,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00969963613897562,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017128825187683105,
|
|
"m": 0.6036936044692993
|
|
},
|
|
{
|
|
"p": 0.0025309924967586994,
|
|
"m": 0.558323323726654
|
|
},
|
|
{
|
|
"p": 0.0012055175611749291,
|
|
"m": 0.8206794261932373
|
|
},
|
|
{
|
|
"p": 0.004419151693582535,
|
|
"m": 0.946622908115387
|
|
},
|
|
{
|
|
"p": 0.015780843794345856,
|
|
"m": 0.9009147882461548
|
|
},
|
|
{
|
|
"p": 0.02281615510582924,
|
|
"m": 0.1550583690404892
|
|
},
|
|
{
|
|
"p": 0.03350997343659401,
|
|
"m": 0.21998068690299988
|
|
},
|
|
{
|
|
"p": 0.005274351220577955,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.015545792877674103,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 32,
|
|
"train_loss": 2.332226037979126,
|
|
"val_loss": 0.971651017665863,
|
|
"acc": 65.89,
|
|
"time": 133.49679105500036,
|
|
"param": [
|
|
{
|
|
"p": 0.1267634481191635,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.000422848534071818,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.058280352503061295,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05989567190408707,
|
|
"m": 0.5219858288764954
|
|
},
|
|
{
|
|
"p": 0.06703696399927139,
|
|
"m": 0.17180219292640686
|
|
},
|
|
{
|
|
"p": 0.02470097690820694,
|
|
"m": 0.5908783674240112
|
|
},
|
|
{
|
|
"p": 0.05664138123393059,
|
|
"m": 0.3773200809955597
|
|
},
|
|
{
|
|
"p": 0.04400157183408737,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06944410502910614,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0688672587275505,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.02350621670484543,
|
|
"m": 0.995993435382843
|
|
},
|
|
{
|
|
"p": 0.16109445691108704,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13111156225204468,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.000422848534071818,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008364270441234112,
|
|
"m": 0.49725469946861267
|
|
},
|
|
{
|
|
"p": 0.000422848534071818,
|
|
"m": 0.6310426592826843
|
|
},
|
|
{
|
|
"p": 0.007330775260925293,
|
|
"m": 0.8567971587181091
|
|
},
|
|
{
|
|
"p": 0.0028576895128935575,
|
|
"m": 0.8367167711257935
|
|
},
|
|
{
|
|
"p": 0.003639345755800605,
|
|
"m": 0.9646531343460083
|
|
},
|
|
{
|
|
"p": 0.00591687299311161,
|
|
"m": 0.10461705923080444
|
|
},
|
|
{
|
|
"p": 0.03240838274359703,
|
|
"m": 0.2738967835903168
|
|
},
|
|
{
|
|
"p": 0.000422848534071818,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04644743725657463,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 33,
|
|
"train_loss": 2.3547589778900146,
|
|
"val_loss": 0.9151127338409424,
|
|
"acc": 65.95,
|
|
"time": 133.78080351900007,
|
|
"param": [
|
|
{
|
|
"p": 0.11353389918804169,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.007674943655729294,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06534850597381592,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06846053898334503,
|
|
"m": 0.47399988770484924
|
|
},
|
|
{
|
|
"p": 0.0572817362844944,
|
|
"m": 0.22160114347934723
|
|
},
|
|
{
|
|
"p": 0.022074777632951736,
|
|
"m": 0.6174819469451904
|
|
},
|
|
{
|
|
"p": 0.0651998296380043,
|
|
"m": 0.33314478397369385
|
|
},
|
|
{
|
|
"p": 0.04296242818236351,
|
|
"m": 0.9441623091697693
|
|
},
|
|
{
|
|
"p": 0.0783941000699997,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07008928060531616,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.04224938526749611,
|
|
"m": 0.9746230840682983
|
|
},
|
|
{
|
|
"p": 0.14117197692394257,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10302562266588211,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014448017813265324,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0007324927137233317,
|
|
"m": 0.5067272186279297
|
|
},
|
|
{
|
|
"p": 0.019675057381391525,
|
|
"m": 0.6767938733100891
|
|
},
|
|
{
|
|
"p": 0.0004172962508164346,
|
|
"m": 0.8027688264846802
|
|
},
|
|
{
|
|
"p": 0.009184698574244976,
|
|
"m": 0.9364324808120728
|
|
},
|
|
{
|
|
"p": 0.0004172962508164346,
|
|
"m": 0.9815318584442139
|
|
},
|
|
{
|
|
"p": 0.009431635960936546,
|
|
"m": 0.2754116952419281
|
|
},
|
|
{
|
|
"p": 0.038179803639650345,
|
|
"m": 0.31383392214775085
|
|
},
|
|
{
|
|
"p": 0.0004172962508164346,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02962939441204071,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 34,
|
|
"train_loss": 2.1894288063049316,
|
|
"val_loss": 1.0058112144470215,
|
|
"acc": 65.27,
|
|
"time": 136.1714032079999,
|
|
"param": [
|
|
{
|
|
"p": 0.1329052895307541,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.027916723862290382,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06411410868167877,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08459334075450897,
|
|
"m": 0.4761720895767212
|
|
},
|
|
{
|
|
"p": 0.06058225408196449,
|
|
"m": 0.1403052657842636
|
|
},
|
|
{
|
|
"p": 0.013198197819292545,
|
|
"m": 0.6461538076400757
|
|
},
|
|
{
|
|
"p": 0.07690224796533585,
|
|
"m": 0.3600635230541229
|
|
},
|
|
{
|
|
"p": 0.04411327466368675,
|
|
"m": 0.9999135732650757
|
|
},
|
|
{
|
|
"p": 0.07607048749923706,
|
|
"m": 0.9419363141059875
|
|
},
|
|
{
|
|
"p": 0.05737126246094704,
|
|
"m": 0.12368813157081604
|
|
},
|
|
{
|
|
"p": 0.01633133925497532,
|
|
"m": 0.9709005951881409
|
|
},
|
|
{
|
|
"p": 0.15736530721187592,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11135490238666534,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004224434669595212,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026697508990764618,
|
|
"m": 0.4003601372241974
|
|
},
|
|
{
|
|
"p": 0.0004224434669595212,
|
|
"m": 0.5718851685523987
|
|
},
|
|
{
|
|
"p": 0.0004224434669595212,
|
|
"m": 0.7684813737869263
|
|
},
|
|
{
|
|
"p": 0.0004224434669595212,
|
|
"m": 0.9688498377799988
|
|
},
|
|
{
|
|
"p": 0.0004224434669595212,
|
|
"m": 0.8506843447685242
|
|
},
|
|
{
|
|
"p": 0.005373706575483084,
|
|
"m": 0.1854732781648636
|
|
},
|
|
{
|
|
"p": 0.0421530157327652,
|
|
"m": 0.3358358144760132
|
|
},
|
|
{
|
|
"p": 0.0004224434669595212,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004224434669595212,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 35,
|
|
"train_loss": 2.2435338497161865,
|
|
"val_loss": 0.9790552854537964,
|
|
"acc": 66.57,
|
|
"time": 131.89003898700048,
|
|
"param": [
|
|
{
|
|
"p": 0.13636048138141632,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004331221280153841,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0685400441288948,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10575753450393677,
|
|
"m": 0.5778350830078125
|
|
},
|
|
{
|
|
"p": 0.013981275260448456,
|
|
"m": 0.2881471812725067
|
|
},
|
|
{
|
|
"p": 0.016505086794495583,
|
|
"m": 0.7830272912979126
|
|
},
|
|
{
|
|
"p": 0.07741393148899078,
|
|
"m": 0.35214361548423767
|
|
},
|
|
{
|
|
"p": 0.05359027534723282,
|
|
"m": 0.8857653141021729
|
|
},
|
|
{
|
|
"p": 0.046382080763578415,
|
|
"m": 0.9990900158882141
|
|
},
|
|
{
|
|
"p": 0.08235548436641693,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0280388742685318,
|
|
"m": 0.9614180326461792
|
|
},
|
|
{
|
|
"p": 0.10732637345790863,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1318289190530777,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012512005865573883,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02878502383828163,
|
|
"m": 0.6078125834465027
|
|
},
|
|
{
|
|
"p": 0.0004331221280153841,
|
|
"m": 0.5950539708137512
|
|
},
|
|
{
|
|
"p": 0.0004331221280153841,
|
|
"m": 0.817907989025116
|
|
},
|
|
{
|
|
"p": 0.013302436098456383,
|
|
"m": 0.9285969734191895
|
|
},
|
|
{
|
|
"p": 0.0004331221280153841,
|
|
"m": 0.891535758972168
|
|
},
|
|
{
|
|
"p": 0.004759424831718206,
|
|
"m": 0.11895518004894257
|
|
},
|
|
{
|
|
"p": 0.038904204964637756,
|
|
"m": 0.23810246586799622
|
|
},
|
|
{
|
|
"p": 0.0016466075321659446,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.030277544632554054,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 36,
|
|
"train_loss": 2.2121472358703613,
|
|
"val_loss": 1.0289788246154785,
|
|
"acc": 65.18,
|
|
"time": 130.72166122,
|
|
"param": [
|
|
{
|
|
"p": 0.11803275346755981,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0045265089720487595,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.051986612379550934,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0793452262878418,
|
|
"m": 0.5176681876182556
|
|
},
|
|
{
|
|
"p": 0.04082167521119118,
|
|
"m": 0.3165731132030487
|
|
},
|
|
{
|
|
"p": 0.0028303631115704775,
|
|
"m": 0.8432337045669556
|
|
},
|
|
{
|
|
"p": 0.08476518094539642,
|
|
"m": 0.30082452297210693
|
|
},
|
|
{
|
|
"p": 0.06106657534837723,
|
|
"m": 0.8282634615898132
|
|
},
|
|
{
|
|
"p": 0.0875222235918045,
|
|
"m": 0.997856855392456
|
|
},
|
|
{
|
|
"p": 0.06586291640996933,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.06048901751637459,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15322580933570862,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1304258406162262,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019532587379217148,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.003839769633486867,
|
|
"m": 0.6809452772140503
|
|
},
|
|
{
|
|
"p": 0.0004246359458193183,
|
|
"m": 0.6390772461891174
|
|
},
|
|
{
|
|
"p": 0.0004246359458193183,
|
|
"m": 0.9060719013214111
|
|
},
|
|
{
|
|
"p": 0.0004246359458193183,
|
|
"m": 0.9595422744750977
|
|
},
|
|
{
|
|
"p": 0.0016177194193005562,
|
|
"m": 0.9563069343566895
|
|
},
|
|
{
|
|
"p": 0.008784143254160881,
|
|
"m": 0.31025493144989014
|
|
},
|
|
{
|
|
"p": 0.008756344206631184,
|
|
"m": 0.2875548303127289
|
|
},
|
|
{
|
|
"p": 0.0029947059229016304,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.012300161644816399,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 37,
|
|
"train_loss": 2.2542779445648193,
|
|
"val_loss": 0.8710752129554749,
|
|
"acc": 66.29,
|
|
"time": 131.54914370299957,
|
|
"param": [
|
|
{
|
|
"p": 0.09119591116905212,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004304737376514822,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04732464626431465,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08728042244911194,
|
|
"m": 0.5325022339820862
|
|
},
|
|
{
|
|
"p": 0.041954439133405685,
|
|
"m": 0.3368857502937317
|
|
},
|
|
{
|
|
"p": 0.01776198297739029,
|
|
"m": 0.7428786158561707
|
|
},
|
|
{
|
|
"p": 0.07012788951396942,
|
|
"m": 0.45620566606521606
|
|
},
|
|
{
|
|
"p": 0.06770462542772293,
|
|
"m": 0.8887378573417664
|
|
},
|
|
{
|
|
"p": 0.06142699345946312,
|
|
"m": 0.9758538007736206
|
|
},
|
|
{
|
|
"p": 0.07333893328905106,
|
|
"m": 0.10546018928289413
|
|
},
|
|
{
|
|
"p": 0.04464713856577873,
|
|
"m": 0.9916608929634094
|
|
},
|
|
{
|
|
"p": 0.1704619973897934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12332429736852646,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008574893698096275,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.018150631338357925,
|
|
"m": 0.628763735294342
|
|
},
|
|
{
|
|
"p": 0.0004304737376514822,
|
|
"m": 0.6943988800048828
|
|
},
|
|
{
|
|
"p": 0.0022389681544154882,
|
|
"m": 0.8933771848678589
|
|
},
|
|
{
|
|
"p": 0.0004304737376514822,
|
|
"m": 0.9312801361083984
|
|
},
|
|
{
|
|
"p": 0.012018529698252678,
|
|
"m": 0.9569749236106873
|
|
},
|
|
{
|
|
"p": 0.0071098944172263145,
|
|
"m": 0.29556265473365784
|
|
},
|
|
{
|
|
"p": 0.033739641308784485,
|
|
"m": 0.23929709196090698
|
|
},
|
|
{
|
|
"p": 0.0004304737376514822,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01989632099866867,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 38,
|
|
"train_loss": 1.8875939846038818,
|
|
"val_loss": 1.0472464561462402,
|
|
"acc": 65.48,
|
|
"time": 131.76074535299995,
|
|
"param": [
|
|
{
|
|
"p": 0.1452622264623642,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00044007616816088557,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06164328381419182,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06817054748535156,
|
|
"m": 0.4650077819824219
|
|
},
|
|
{
|
|
"p": 0.05329802632331848,
|
|
"m": 0.37265312671661377
|
|
},
|
|
{
|
|
"p": 0.025407105684280396,
|
|
"m": 0.7147732377052307
|
|
},
|
|
{
|
|
"p": 0.09234961867332458,
|
|
"m": 0.48978686332702637
|
|
},
|
|
{
|
|
"p": 0.053279995918273926,
|
|
"m": 0.8943547010421753
|
|
},
|
|
{
|
|
"p": 0.045424479991197586,
|
|
"m": 0.9966213703155518
|
|
},
|
|
{
|
|
"p": 0.05292848125100136,
|
|
"m": 0.10290689766407013
|
|
},
|
|
{
|
|
"p": 0.025580666959285736,
|
|
"m": 0.9755746126174927
|
|
},
|
|
{
|
|
"p": 0.17501331865787506,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1178908571600914,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010296521708369255,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00044007616816088557,
|
|
"m": 0.5582895874977112
|
|
},
|
|
{
|
|
"p": 0.00044007616816088557,
|
|
"m": 0.6879115104675293
|
|
},
|
|
{
|
|
"p": 0.00044007616816088557,
|
|
"m": 0.9150875210762024
|
|
},
|
|
{
|
|
"p": 0.00044007616816088557,
|
|
"m": 0.9779438972473145
|
|
},
|
|
{
|
|
"p": 0.00044007616816088557,
|
|
"m": 0.9228932857513428
|
|
},
|
|
{
|
|
"p": 0.005323618650436401,
|
|
"m": 0.3238604664802551
|
|
},
|
|
{
|
|
"p": 0.04292701184749603,
|
|
"m": 0.29630279541015625
|
|
},
|
|
{
|
|
"p": 0.00044007616816088557,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.022123949602246284,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 39,
|
|
"train_loss": 1.9958981275558472,
|
|
"val_loss": 0.9569290280342102,
|
|
"acc": 66.81,
|
|
"time": 132.39873072299997,
|
|
"param": [
|
|
{
|
|
"p": 0.14377428591251373,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004365189524833113,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08616451174020767,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07821393013000488,
|
|
"m": 0.4744417071342468
|
|
},
|
|
{
|
|
"p": 0.0004365189524833113,
|
|
"m": 0.5246242880821228
|
|
},
|
|
{
|
|
"p": 0.0004365189524833113,
|
|
"m": 0.6554721593856812
|
|
},
|
|
{
|
|
"p": 0.08597663044929504,
|
|
"m": 0.41783949732780457
|
|
},
|
|
{
|
|
"p": 0.07572299242019653,
|
|
"m": 0.9996337294578552
|
|
},
|
|
{
|
|
"p": 0.07432536035776138,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04962284117937088,
|
|
"m": 0.10708294063806534
|
|
},
|
|
{
|
|
"p": 0.029262565076351166,
|
|
"m": 0.8999684453010559
|
|
},
|
|
{
|
|
"p": 0.15882882475852966,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11752123385667801,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01473113801330328,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008032608777284622,
|
|
"m": 0.5246215462684631
|
|
},
|
|
{
|
|
"p": 0.0004365189524833113,
|
|
"m": 0.7658889889717102
|
|
},
|
|
{
|
|
"p": 0.0004365189524833113,
|
|
"m": 0.9788698554039001
|
|
},
|
|
{
|
|
"p": 0.0004365189524833113,
|
|
"m": 0.9451961517333984
|
|
},
|
|
{
|
|
"p": 0.0004365189524833113,
|
|
"m": 0.6863351464271545
|
|
},
|
|
{
|
|
"p": 0.0004365189524833113,
|
|
"m": 0.3369665741920471
|
|
},
|
|
{
|
|
"p": 0.04015782102942467,
|
|
"m": 0.27934500575065613
|
|
},
|
|
{
|
|
"p": 0.0004365189524833113,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03373675420880318,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 40,
|
|
"train_loss": 2.078219175338745,
|
|
"val_loss": 0.9270641803741455,
|
|
"acc": 66.85,
|
|
"time": 132.14920397599963,
|
|
"param": [
|
|
{
|
|
"p": 0.14188574254512787,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.012856747955083847,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04090524837374687,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09434084594249725,
|
|
"m": 0.47981157898902893
|
|
},
|
|
{
|
|
"p": 0.030910378322005272,
|
|
"m": 0.6063429117202759
|
|
},
|
|
{
|
|
"p": 0.018320541828870773,
|
|
"m": 0.6043838262557983
|
|
},
|
|
{
|
|
"p": 0.05996844545006752,
|
|
"m": 0.564337968826294
|
|
},
|
|
{
|
|
"p": 0.031269971281290054,
|
|
"m": 0.8680006861686707
|
|
},
|
|
{
|
|
"p": 0.09761282056570053,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07820617407560349,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.05389118567109108,
|
|
"m": 0.9987131953239441
|
|
},
|
|
{
|
|
"p": 0.16162972152233124,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0867706760764122,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007166075054556131,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00042972652590833604,
|
|
"m": 0.46103644371032715
|
|
},
|
|
{
|
|
"p": 0.00042972652590833604,
|
|
"m": 0.6846644282341003
|
|
},
|
|
{
|
|
"p": 0.00042972652590833604,
|
|
"m": 0.9312020540237427
|
|
},
|
|
{
|
|
"p": 0.00042972652590833604,
|
|
"m": 0.9715538620948792
|
|
},
|
|
{
|
|
"p": 0.00042972652590833604,
|
|
"m": 0.8519228100776672
|
|
},
|
|
{
|
|
"p": 0.0010631915647536516,
|
|
"m": 0.20894645154476166
|
|
},
|
|
{
|
|
"p": 0.04023759439587593,
|
|
"m": 0.2242952287197113
|
|
},
|
|
{
|
|
"p": 0.001295194262638688,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.039521023631095886,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 41,
|
|
"train_loss": 2.0954699516296387,
|
|
"val_loss": 0.9589186310768127,
|
|
"acc": 67.02,
|
|
"time": 133.45242145599968,
|
|
"param": [
|
|
{
|
|
"p": 0.1270710974931717,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0011678991140797734,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08814046531915665,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0893445760011673,
|
|
"m": 0.5037738680839539
|
|
},
|
|
{
|
|
"p": 0.009496314451098442,
|
|
"m": 0.5580054521560669
|
|
},
|
|
{
|
|
"p": 0.010238341055810452,
|
|
"m": 0.6258173584938049
|
|
},
|
|
{
|
|
"p": 0.06389787048101425,
|
|
"m": 0.5502272844314575
|
|
},
|
|
{
|
|
"p": 0.055131107568740845,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07271226495504379,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05127967521548271,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.04952926188707352,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16548773646354675,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11896990984678268,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0031408192589879036,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004249368794262409,
|
|
"m": 0.5546378493309021
|
|
},
|
|
{
|
|
"p": 0.000586152367759496,
|
|
"m": 0.7123883366584778
|
|
},
|
|
{
|
|
"p": 0.0004249368794262409,
|
|
"m": 0.9888952374458313
|
|
},
|
|
{
|
|
"p": 0.0004249368794262409,
|
|
"m": 0.9764573574066162
|
|
},
|
|
{
|
|
"p": 0.0004249368794262409,
|
|
"m": 0.8759538531303406
|
|
},
|
|
{
|
|
"p": 0.017736349254846573,
|
|
"m": 0.1879453957080841
|
|
},
|
|
{
|
|
"p": 0.04822942614555359,
|
|
"m": 0.3183446228504181
|
|
},
|
|
{
|
|
"p": 0.0004249368794262409,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.025716163218021393,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 42,
|
|
"train_loss": 2.14007830619812,
|
|
"val_loss": 0.959930956363678,
|
|
"acc": 66.87,
|
|
"time": 133.09028927800045,
|
|
"param": [
|
|
{
|
|
"p": 0.14535881578922272,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0063431221060454845,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.013569280505180359,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0717739462852478,
|
|
"m": 0.4322027862071991
|
|
},
|
|
{
|
|
"p": 0.03587034344673157,
|
|
"m": 0.37493640184402466
|
|
},
|
|
{
|
|
"p": 0.029584713280200958,
|
|
"m": 0.641955554485321
|
|
},
|
|
{
|
|
"p": 0.08832418918609619,
|
|
"m": 0.4126293659210205
|
|
},
|
|
{
|
|
"p": 0.05203380435705185,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06550329178571701,
|
|
"m": 0.9996486306190491
|
|
},
|
|
{
|
|
"p": 0.05927611514925957,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.054517459124326706,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16495256125926971,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10803472250699997,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017720762640237808,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009432976134121418,
|
|
"m": 0.596228301525116
|
|
},
|
|
{
|
|
"p": 0.00041699453140608966,
|
|
"m": 0.7282266616821289
|
|
},
|
|
{
|
|
"p": 0.00041699453140608966,
|
|
"m": 0.925994873046875
|
|
},
|
|
{
|
|
"p": 0.0010749526554718614,
|
|
"m": 0.8942475318908691
|
|
},
|
|
{
|
|
"p": 0.0037469281814992428,
|
|
"m": 0.8542070388793945
|
|
},
|
|
{
|
|
"p": 0.021226052194833755,
|
|
"m": 0.22812946140766144
|
|
},
|
|
{
|
|
"p": 0.026176178827881813,
|
|
"m": 0.25469353795051575
|
|
},
|
|
{
|
|
"p": 0.013003104366362095,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01164274848997593,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 43,
|
|
"train_loss": 2.3188400268554688,
|
|
"val_loss": 0.9855414628982544,
|
|
"acc": 65.79,
|
|
"time": 133.55926103000002,
|
|
"param": [
|
|
{
|
|
"p": 0.11845692247152328,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00042398477671667933,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.057892438024282455,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06200815737247467,
|
|
"m": 0.5485173463821411
|
|
},
|
|
{
|
|
"p": 0.0037501181941479445,
|
|
"m": 0.38725316524505615
|
|
},
|
|
{
|
|
"p": 0.028694137930870056,
|
|
"m": 0.6819038987159729
|
|
},
|
|
{
|
|
"p": 0.08648894727230072,
|
|
"m": 0.2940201759338379
|
|
},
|
|
{
|
|
"p": 0.0645751878619194,
|
|
"m": 0.9981303811073303
|
|
},
|
|
{
|
|
"p": 0.07235366851091385,
|
|
"m": 0.9969231486320496
|
|
},
|
|
{
|
|
"p": 0.0835924744606018,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.035396233201026917,
|
|
"m": 0.99957275390625
|
|
},
|
|
{
|
|
"p": 0.12025906890630722,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13801990449428558,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010945817455649376,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009241079911589622,
|
|
"m": 0.6637672185897827
|
|
},
|
|
{
|
|
"p": 0.006003662012517452,
|
|
"m": 0.6142427325248718
|
|
},
|
|
{
|
|
"p": 0.00042398477671667933,
|
|
"m": 0.923887312412262
|
|
},
|
|
{
|
|
"p": 0.0028757459949702024,
|
|
"m": 0.8780081272125244
|
|
},
|
|
{
|
|
"p": 0.00042398477671667933,
|
|
"m": 0.8585302233695984
|
|
},
|
|
{
|
|
"p": 0.023003874346613884,
|
|
"m": 0.1821044236421585
|
|
},
|
|
{
|
|
"p": 0.041347432881593704,
|
|
"m": 0.3281932771205902
|
|
},
|
|
{
|
|
"p": 0.004114443436264992,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.029708776623010635,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 44,
|
|
"train_loss": 2.3802318572998047,
|
|
"val_loss": 0.9993830323219299,
|
|
"acc": 67.31,
|
|
"time": 131.7228115199996,
|
|
"param": [
|
|
{
|
|
"p": 0.14173537492752075,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00968098733574152,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03420356661081314,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08015525341033936,
|
|
"m": 0.5023094415664673
|
|
},
|
|
{
|
|
"p": 0.05096011608839035,
|
|
"m": 0.3836252987384796
|
|
},
|
|
{
|
|
"p": 0.004348226357251406,
|
|
"m": 0.5459815263748169
|
|
},
|
|
{
|
|
"p": 0.08364596962928772,
|
|
"m": 0.4708338975906372
|
|
},
|
|
{
|
|
"p": 0.043648429214954376,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06710643321275711,
|
|
"m": 0.9682683944702148
|
|
},
|
|
{
|
|
"p": 0.06969272345304489,
|
|
"m": 0.1340029388666153
|
|
},
|
|
{
|
|
"p": 0.05240980163216591,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12987758219242096,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12025679647922516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.018999356776475906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.018944770097732544,
|
|
"m": 0.4489601254463196
|
|
},
|
|
{
|
|
"p": 0.016308318823575974,
|
|
"m": 0.374352365732193
|
|
},
|
|
{
|
|
"p": 0.009864967316389084,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00042447017040103674,
|
|
"m": 0.8250837326049805
|
|
},
|
|
{
|
|
"p": 0.0017465059645473957,
|
|
"m": 0.8293203115463257
|
|
},
|
|
{
|
|
"p": 0.004078169818967581,
|
|
"m": 0.11861968785524368
|
|
},
|
|
{
|
|
"p": 0.035109009593725204,
|
|
"m": 0.2009703516960144
|
|
},
|
|
{
|
|
"p": 0.00042447017040103674,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.006378809921443462,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 45,
|
|
"train_loss": 1.6415557861328125,
|
|
"val_loss": 1.0099990367889404,
|
|
"acc": 66.66,
|
|
"time": 133.0649655799998,
|
|
"param": [
|
|
{
|
|
"p": 0.1441086381673813,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0035474486649036407,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05689417943358421,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0524856261909008,
|
|
"m": 0.4752108156681061
|
|
},
|
|
{
|
|
"p": 0.03013736568391323,
|
|
"m": 0.38234713673591614
|
|
},
|
|
{
|
|
"p": 0.017189597710967064,
|
|
"m": 0.5622547268867493
|
|
},
|
|
{
|
|
"p": 0.08087734133005142,
|
|
"m": 0.4272412061691284
|
|
},
|
|
{
|
|
"p": 0.035796307027339935,
|
|
"m": 0.9727050065994263
|
|
},
|
|
{
|
|
"p": 0.08272631466388702,
|
|
"m": 0.9941626787185669
|
|
},
|
|
{
|
|
"p": 0.05613031983375549,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.04070981219410896,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1543188989162445,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10945110768079758,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014123460277915001,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027020886540412903,
|
|
"m": 0.42297473549842834
|
|
},
|
|
{
|
|
"p": 0.0022376845590770245,
|
|
"m": 0.36575695872306824
|
|
},
|
|
{
|
|
"p": 0.0004169396997895092,
|
|
"m": 0.9409245252609253
|
|
},
|
|
{
|
|
"p": 0.0004169396997895092,
|
|
"m": 0.7506372928619385
|
|
},
|
|
{
|
|
"p": 0.0004169396997895092,
|
|
"m": 0.8468814492225647
|
|
},
|
|
{
|
|
"p": 0.030272042378783226,
|
|
"m": 0.1330612450838089
|
|
},
|
|
{
|
|
"p": 0.02770824544131756,
|
|
"m": 0.2641425132751465
|
|
},
|
|
{
|
|
"p": 0.007163440342992544,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02585040032863617,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 46,
|
|
"train_loss": 2.1669886112213135,
|
|
"val_loss": 1.050434947013855,
|
|
"acc": 66.98,
|
|
"time": 131.21668937699997,
|
|
"param": [
|
|
{
|
|
"p": 0.15539835393428802,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.007440452929586172,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07201293855905533,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07787410914897919,
|
|
"m": 0.5225738286972046
|
|
},
|
|
{
|
|
"p": 0.0014395222533494234,
|
|
"m": 0.32505330443382263
|
|
},
|
|
{
|
|
"p": 0.01894550211727619,
|
|
"m": 0.4848027229309082
|
|
},
|
|
{
|
|
"p": 0.040223557502031326,
|
|
"m": 0.4695386588573456
|
|
},
|
|
{
|
|
"p": 0.0627291277050972,
|
|
"m": 0.9935325980186462
|
|
},
|
|
{
|
|
"p": 0.08360786736011505,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07840557396411896,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.06480348855257034,
|
|
"m": 0.9880570769309998
|
|
},
|
|
{
|
|
"p": 0.1236397922039032,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1122727245092392,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010446969419717789,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004377381876111031,
|
|
"m": 0.48998358845710754
|
|
},
|
|
{
|
|
"p": 0.005210018716752529,
|
|
"m": 0.24836307764053345
|
|
},
|
|
{
|
|
"p": 0.004550943151116371,
|
|
"m": 0.8973356485366821
|
|
},
|
|
{
|
|
"p": 0.003572982968762517,
|
|
"m": 0.6896619200706482
|
|
},
|
|
{
|
|
"p": 0.00043040348100475967,
|
|
"m": 0.7061544060707092
|
|
},
|
|
{
|
|
"p": 0.007204093504697084,
|
|
"m": 0.10116920620203018
|
|
},
|
|
{
|
|
"p": 0.0362619087100029,
|
|
"m": 0.170409694314003
|
|
},
|
|
{
|
|
"p": 0.00043040348100475967,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.028721943497657776,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 47,
|
|
"train_loss": 2.1473727226257324,
|
|
"val_loss": 1.0310949087142944,
|
|
"acc": 67.19,
|
|
"time": 131.8997155119996,
|
|
"param": [
|
|
{
|
|
"p": 0.1453850269317627,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00042604905320331454,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07402227073907852,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07395869493484497,
|
|
"m": 0.3987268805503845
|
|
},
|
|
{
|
|
"p": 0.03759406879544258,
|
|
"m": 0.32757604122161865
|
|
},
|
|
{
|
|
"p": 0.00042604905320331454,
|
|
"m": 0.5279776453971863
|
|
},
|
|
{
|
|
"p": 0.06460461020469666,
|
|
"m": 0.3314673900604248
|
|
},
|
|
{
|
|
"p": 0.034800540655851364,
|
|
"m": 0.957566499710083
|
|
},
|
|
{
|
|
"p": 0.05700910836458206,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060474567115306854,
|
|
"m": 0.12632127106189728
|
|
},
|
|
{
|
|
"p": 0.0516715832054615,
|
|
"m": 0.933373212814331
|
|
},
|
|
{
|
|
"p": 0.13656388223171234,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12916630506515503,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03452339023351669,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01118664350360632,
|
|
"m": 0.5540406703948975
|
|
},
|
|
{
|
|
"p": 0.014548544771969318,
|
|
"m": 0.11720835417509079
|
|
},
|
|
{
|
|
"p": 0.009758330881595612,
|
|
"m": 0.8276817202568054
|
|
},
|
|
{
|
|
"p": 0.011074907146394253,
|
|
"m": 0.7320576906204224
|
|
},
|
|
{
|
|
"p": 0.0018764662090688944,
|
|
"m": 0.7885602712631226
|
|
},
|
|
{
|
|
"p": 0.017622070387005806,
|
|
"m": 0.11069990694522858
|
|
},
|
|
{
|
|
"p": 0.030855100601911545,
|
|
"m": 0.17177700996398926
|
|
},
|
|
{
|
|
"p": 0.0020258519798517227,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00042604905320331454,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 48,
|
|
"train_loss": 2.1505942344665527,
|
|
"val_loss": 1.0397602319717407,
|
|
"acc": 67.83,
|
|
"time": 131.17371475900018,
|
|
"param": [
|
|
{
|
|
"p": 0.11332898586988449,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.000421028642449528,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07510758191347122,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07684490084648132,
|
|
"m": 0.48760485649108887
|
|
},
|
|
{
|
|
"p": 0.006821125280112028,
|
|
"m": 0.15094472467899323
|
|
},
|
|
{
|
|
"p": 0.012796889059245586,
|
|
"m": 0.41809317469596863
|
|
},
|
|
{
|
|
"p": 0.07591575384140015,
|
|
"m": 0.40426963567733765
|
|
},
|
|
{
|
|
"p": 0.07111185789108276,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08914598822593689,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.037393976002931595,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.034129492938518524,
|
|
"m": 0.973410964012146
|
|
},
|
|
{
|
|
"p": 0.15751630067825317,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11852016299962997,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028617441654205322,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010981789790093899,
|
|
"m": 0.6001076102256775
|
|
},
|
|
{
|
|
"p": 0.008843565359711647,
|
|
"m": 0.1026720404624939
|
|
},
|
|
{
|
|
"p": 0.0031743417493999004,
|
|
"m": 0.7559627294540405
|
|
},
|
|
{
|
|
"p": 0.0041733188554644585,
|
|
"m": 0.7862550616264343
|
|
},
|
|
{
|
|
"p": 0.000421028642449528,
|
|
"m": 0.6888465881347656
|
|
},
|
|
{
|
|
"p": 0.000421028642449528,
|
|
"m": 0.10506509989500046
|
|
},
|
|
{
|
|
"p": 0.03882760927081108,
|
|
"m": 0.2161107212305069
|
|
},
|
|
{
|
|
"p": 0.011041521094739437,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.024444425478577614,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 49,
|
|
"train_loss": 1.948472261428833,
|
|
"val_loss": 0.9977872967720032,
|
|
"acc": 67.9,
|
|
"time": 132.5953805549998,
|
|
"param": [
|
|
{
|
|
"p": 0.14755184948444366,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.010530366562306881,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06695066392421722,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07689254730939865,
|
|
"m": 0.4158698618412018
|
|
},
|
|
{
|
|
"p": 0.045183148235082626,
|
|
"m": 0.10098902136087418
|
|
},
|
|
{
|
|
"p": 0.021802639588713646,
|
|
"m": 0.5762205719947815
|
|
},
|
|
{
|
|
"p": 0.050694771111011505,
|
|
"m": 0.40356186032295227
|
|
},
|
|
{
|
|
"p": 0.036038145422935486,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0910056084394455,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06777530908584595,
|
|
"m": 0.10855942964553833
|
|
},
|
|
{
|
|
"p": 0.0004363372572697699,
|
|
"m": 0.9865556955337524
|
|
},
|
|
{
|
|
"p": 0.1470867395401001,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11674817651510239,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028563113883137703,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.003933784086257219,
|
|
"m": 0.6571129560470581
|
|
},
|
|
{
|
|
"p": 0.018220484256744385,
|
|
"m": 0.35919785499572754
|
|
},
|
|
{
|
|
"p": 0.0004363372572697699,
|
|
"m": 0.661927342414856
|
|
},
|
|
{
|
|
"p": 0.0004363372572697699,
|
|
"m": 0.7976287603378296
|
|
},
|
|
{
|
|
"p": 0.0024304783437401056,
|
|
"m": 0.6205583214759827
|
|
},
|
|
{
|
|
"p": 0.013231556862592697,
|
|
"m": 0.2038743495941162
|
|
},
|
|
{
|
|
"p": 0.02576626092195511,
|
|
"m": 0.2750965356826782
|
|
},
|
|
{
|
|
"p": 0.013153156265616417,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.015132211148738861,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 50,
|
|
"train_loss": 2.184648275375366,
|
|
"val_loss": 1.0325158834457397,
|
|
"acc": 67.28,
|
|
"time": 131.32586808700034,
|
|
"param": [
|
|
{
|
|
"p": 0.1218583956360817,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004252934886608273,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.057608574628829956,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06395816057920456,
|
|
"m": 0.24780146777629852
|
|
},
|
|
{
|
|
"p": 0.017675267532467842,
|
|
"m": 0.10315298289060593
|
|
},
|
|
{
|
|
"p": 0.02153754234313965,
|
|
"m": 0.5888162851333618
|
|
},
|
|
{
|
|
"p": 0.07889549434185028,
|
|
"m": 0.33450838923454285
|
|
},
|
|
{
|
|
"p": 0.040561407804489136,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07647638767957687,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07517211884260178,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.04651734605431557,
|
|
"m": 0.9997460246086121
|
|
},
|
|
{
|
|
"p": 0.13571393489837646,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11688051372766495,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010617727413773537,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01903463900089264,
|
|
"m": 0.6872976422309875
|
|
},
|
|
{
|
|
"p": 0.01454979833215475,
|
|
"m": 0.5241302847862244
|
|
},
|
|
{
|
|
"p": 0.0004252934886608273,
|
|
"m": 0.6706485748291016
|
|
},
|
|
{
|
|
"p": 0.006281355861574411,
|
|
"m": 0.731646716594696
|
|
},
|
|
{
|
|
"p": 0.014608719386160374,
|
|
"m": 0.7931286096572876
|
|
},
|
|
{
|
|
"p": 0.021793482825160027,
|
|
"m": 0.14824563264846802
|
|
},
|
|
{
|
|
"p": 0.041910070925951004,
|
|
"m": 0.17244501411914825
|
|
},
|
|
{
|
|
"p": 0.0004252934886608273,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.017073240131139755,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 51,
|
|
"train_loss": 2.019388198852539,
|
|
"val_loss": 0.9235090017318726,
|
|
"acc": 66.44,
|
|
"time": 131.06979313099964,
|
|
"param": [
|
|
{
|
|
"p": 0.09847737103700638,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0014769633999094367,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07126404345035553,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0758509710431099,
|
|
"m": 0.28217145800590515
|
|
},
|
|
{
|
|
"p": 0.02423584833741188,
|
|
"m": 0.2277931571006775
|
|
},
|
|
{
|
|
"p": 0.027729138731956482,
|
|
"m": 0.5931158661842346
|
|
},
|
|
{
|
|
"p": 0.10220109671354294,
|
|
"m": 0.2983110547065735
|
|
},
|
|
{
|
|
"p": 0.050363048911094666,
|
|
"m": 0.9851564764976501
|
|
},
|
|
{
|
|
"p": 0.07982795685529709,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07177380472421646,
|
|
"m": 0.11269403994083405
|
|
},
|
|
{
|
|
"p": 0.042410749942064285,
|
|
"m": 0.9910417795181274
|
|
},
|
|
{
|
|
"p": 0.11024177074432373,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11650223284959793,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012575614266097546,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026324547827243805,
|
|
"m": 0.7277588248252869
|
|
},
|
|
{
|
|
"p": 0.007078440859913826,
|
|
"m": 0.4419429898262024
|
|
},
|
|
{
|
|
"p": 0.000422407261794433,
|
|
"m": 0.860500156879425
|
|
},
|
|
{
|
|
"p": 0.007518105674535036,
|
|
"m": 0.7024723887443542
|
|
},
|
|
{
|
|
"p": 0.000422407261794433,
|
|
"m": 0.7817752957344055
|
|
},
|
|
{
|
|
"p": 0.014490167610347271,
|
|
"m": 0.13586333394050598
|
|
},
|
|
{
|
|
"p": 0.03152545168995857,
|
|
"m": 0.24070701003074646
|
|
},
|
|
{
|
|
"p": 0.0006569937104359269,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.026630932465195656,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 52,
|
|
"train_loss": 1.6547517776489258,
|
|
"val_loss": 1.114617109298706,
|
|
"acc": 67.11,
|
|
"time": 131.4937968459999,
|
|
"param": [
|
|
{
|
|
"p": 0.12182676047086716,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004294816462788731,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06244882196187973,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04996612295508385,
|
|
"m": 0.21695417165756226
|
|
},
|
|
{
|
|
"p": 0.030967477709054947,
|
|
"m": 0.33636367321014404
|
|
},
|
|
{
|
|
"p": 0.0004294816462788731,
|
|
"m": 0.5835424065589905
|
|
},
|
|
{
|
|
"p": 0.09619247168302536,
|
|
"m": 0.31791985034942627
|
|
},
|
|
{
|
|
"p": 0.07394428551197052,
|
|
"m": 0.9363023638725281
|
|
},
|
|
{
|
|
"p": 0.09408513456583023,
|
|
"m": 0.9601954817771912
|
|
},
|
|
{
|
|
"p": 0.07515232264995575,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.050068046897649765,
|
|
"m": 0.9873056411743164
|
|
},
|
|
{
|
|
"p": 0.14036963880062103,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1343107670545578,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.003994307480752468,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007834232412278652,
|
|
"m": 0.6561275720596313
|
|
},
|
|
{
|
|
"p": 0.016850877553224564,
|
|
"m": 0.3532547950744629
|
|
},
|
|
{
|
|
"p": 0.0004294816462788731,
|
|
"m": 0.920572817325592
|
|
},
|
|
{
|
|
"p": 0.0004294816462788731,
|
|
"m": 0.7163452506065369
|
|
},
|
|
{
|
|
"p": 0.0004294816462788731,
|
|
"m": 0.8932091593742371
|
|
},
|
|
{
|
|
"p": 0.0004294816462788731,
|
|
"m": 0.1712077558040619
|
|
},
|
|
{
|
|
"p": 0.029508136212825775,
|
|
"m": 0.22050149738788605
|
|
},
|
|
{
|
|
"p": 0.009474361315369606,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004294816462788731,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 53,
|
|
"train_loss": 1.9466025829315186,
|
|
"val_loss": 0.8872408270835876,
|
|
"acc": 68.33,
|
|
"time": 131.28171773900067,
|
|
"param": [
|
|
{
|
|
"p": 0.11733342707157135,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00041608576430007815,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04377017542719841,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0844382494688034,
|
|
"m": 0.2598412036895752
|
|
},
|
|
{
|
|
"p": 0.03170434385538101,
|
|
"m": 0.41819465160369873
|
|
},
|
|
{
|
|
"p": 0.01911456137895584,
|
|
"m": 0.5127816796302795
|
|
},
|
|
{
|
|
"p": 0.09744831919670105,
|
|
"m": 0.3441815674304962
|
|
},
|
|
{
|
|
"p": 0.051428284496068954,
|
|
"m": 0.9251753091812134
|
|
},
|
|
{
|
|
"p": 0.061499472707509995,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07751212269067764,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.051884669810533524,
|
|
"m": 0.9598060846328735
|
|
},
|
|
{
|
|
"p": 0.14045019447803497,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09240077435970306,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02495405822992325,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015739714726805687,
|
|
"m": 0.5586462616920471
|
|
},
|
|
{
|
|
"p": 0.0020582356955856085,
|
|
"m": 0.332078754901886
|
|
},
|
|
{
|
|
"p": 0.00041608576430007815,
|
|
"m": 0.999146044254303
|
|
},
|
|
{
|
|
"p": 0.00041608576430007815,
|
|
"m": 0.6774114966392517
|
|
},
|
|
{
|
|
"p": 0.00041608576430007815,
|
|
"m": 0.8370791673660278
|
|
},
|
|
{
|
|
"p": 0.021672872826457024,
|
|
"m": 0.10413593053817749
|
|
},
|
|
{
|
|
"p": 0.03721025213599205,
|
|
"m": 0.39219698309898376
|
|
},
|
|
{
|
|
"p": 0.00041608576430007815,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.027299992740154266,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 54,
|
|
"train_loss": 2.1079912185668945,
|
|
"val_loss": 1.0497753620147705,
|
|
"acc": 68.21,
|
|
"time": 130.69694350900045,
|
|
"param": [
|
|
{
|
|
"p": 0.13863345980644226,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004265820316504687,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05096744745969772,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05300639569759369,
|
|
"m": 0.1498262584209442
|
|
},
|
|
{
|
|
"p": 0.03958109766244888,
|
|
"m": 0.45156723260879517
|
|
},
|
|
{
|
|
"p": 0.026640260592103004,
|
|
"m": 0.529695451259613
|
|
},
|
|
{
|
|
"p": 0.08513711392879486,
|
|
"m": 0.48205795884132385
|
|
},
|
|
{
|
|
"p": 0.05577811598777771,
|
|
"m": 0.9380950927734375
|
|
},
|
|
{
|
|
"p": 0.07455133646726608,
|
|
"m": 0.976150393486023
|
|
},
|
|
{
|
|
"p": 0.057476263493299484,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.017209697514772415,
|
|
"m": 0.9702089428901672
|
|
},
|
|
{
|
|
"p": 0.12047721445560455,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12201706320047379,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.024417342618107796,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.018610326573252678,
|
|
"m": 0.5232406258583069
|
|
},
|
|
{
|
|
"p": 0.0004265820316504687,
|
|
"m": 0.25092917680740356
|
|
},
|
|
{
|
|
"p": 0.0011206167982891202,
|
|
"m": 0.9901363253593445
|
|
},
|
|
{
|
|
"p": 0.008208474144339561,
|
|
"m": 0.6902419924736023
|
|
},
|
|
{
|
|
"p": 0.0004265820316504687,
|
|
"m": 0.8817187547683716
|
|
},
|
|
{
|
|
"p": 0.02542703039944172,
|
|
"m": 0.16215473413467407
|
|
},
|
|
{
|
|
"p": 0.04188329726457596,
|
|
"m": 0.34470295906066895
|
|
},
|
|
{
|
|
"p": 0.015871992334723473,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02170581743121147,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 55,
|
|
"train_loss": 1.6702673435211182,
|
|
"val_loss": 0.8747783303260803,
|
|
"acc": 68.56,
|
|
"time": 130.4195864200001,
|
|
"param": [
|
|
{
|
|
"p": 0.14170312881469727,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.014575367793440819,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06844272464513779,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.055758409202098846,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.026455271989107132,
|
|
"m": 0.4381720721721649
|
|
},
|
|
{
|
|
"p": 0.014190621674060822,
|
|
"m": 0.524705708026886
|
|
},
|
|
{
|
|
"p": 0.09319420903921127,
|
|
"m": 0.4238733649253845
|
|
},
|
|
{
|
|
"p": 0.06536157429218292,
|
|
"m": 0.8597855567932129
|
|
},
|
|
{
|
|
"p": 0.08026546984910965,
|
|
"m": 0.955954372882843
|
|
},
|
|
{
|
|
"p": 0.038636643439531326,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.04132358357310295,
|
|
"m": 0.9592848420143127
|
|
},
|
|
{
|
|
"p": 0.14855048060417175,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.101252980530262,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028362378478050232,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004256611573509872,
|
|
"m": 0.5136359333992004
|
|
},
|
|
{
|
|
"p": 0.02457757294178009,
|
|
"m": 0.25469568371772766
|
|
},
|
|
{
|
|
"p": 0.002906492678448558,
|
|
"m": 0.9861747622489929
|
|
},
|
|
{
|
|
"p": 0.0004256611573509872,
|
|
"m": 0.6465516686439514
|
|
},
|
|
{
|
|
"p": 0.003121378365904093,
|
|
"m": 0.9863393902778625
|
|
},
|
|
{
|
|
"p": 0.0091135548427701,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.037159986793994904,
|
|
"m": 0.25120821595191956
|
|
},
|
|
{
|
|
"p": 0.0004256611573509872,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0037711397744715214,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 56,
|
|
"train_loss": 1.9439469575881958,
|
|
"val_loss": 0.8720895648002625,
|
|
"acc": 68.36,
|
|
"time": 130.96504615100002,
|
|
"param": [
|
|
{
|
|
"p": 0.08073831349611282,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.012393557466566563,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.053956545889377594,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.043675560504198074,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03603111580014229,
|
|
"m": 0.40075987577438354
|
|
},
|
|
{
|
|
"p": 0.034108664840459824,
|
|
"m": 0.48190176486968994
|
|
},
|
|
{
|
|
"p": 0.0612729974091053,
|
|
"m": 0.3635452389717102
|
|
},
|
|
{
|
|
"p": 0.05578569695353508,
|
|
"m": 0.8450390100479126
|
|
},
|
|
{
|
|
"p": 0.06804946064949036,
|
|
"m": 0.8886984586715698
|
|
},
|
|
{
|
|
"p": 0.06942024827003479,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.04909973964095116,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14517471194267273,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12344743311405182,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004245070740580559,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026790181174874306,
|
|
"m": 0.5097171664237976
|
|
},
|
|
{
|
|
"p": 0.019975248724222183,
|
|
"m": 0.12484890222549438
|
|
},
|
|
{
|
|
"p": 0.0004245070740580559,
|
|
"m": 0.9833924770355225
|
|
},
|
|
{
|
|
"p": 0.012008169665932655,
|
|
"m": 0.6997827291488647
|
|
},
|
|
{
|
|
"p": 0.0004245070740580559,
|
|
"m": 0.9887207746505737
|
|
},
|
|
{
|
|
"p": 0.027361277490854263,
|
|
"m": 0.1368507742881775
|
|
},
|
|
{
|
|
"p": 0.03934398666024208,
|
|
"m": 0.18379636108875275
|
|
},
|
|
{
|
|
"p": 0.0004245070740580559,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03966924548149109,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 57,
|
|
"train_loss": 2.096925735473633,
|
|
"val_loss": 0.8884815573692322,
|
|
"acc": 68.14,
|
|
"time": 131.2062333240001,
|
|
"param": [
|
|
{
|
|
"p": 0.13290654122829437,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01483062468469143,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09236831963062286,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.051158227026462555,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.031328730285167694,
|
|
"m": 0.3732523024082184
|
|
},
|
|
{
|
|
"p": 0.02204919420182705,
|
|
"m": 0.48694413900375366
|
|
},
|
|
{
|
|
"p": 0.07250124216079712,
|
|
"m": 0.32236480712890625
|
|
},
|
|
{
|
|
"p": 0.003652848768979311,
|
|
"m": 0.9483461380004883
|
|
},
|
|
{
|
|
"p": 0.1079198345541954,
|
|
"m": 0.9333425164222717
|
|
},
|
|
{
|
|
"p": 0.06061558797955513,
|
|
"m": 0.1276676058769226
|
|
},
|
|
{
|
|
"p": 0.08058623969554901,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12177608907222748,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12903210520744324,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01688568666577339,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.003499362152069807,
|
|
"m": 0.5424871444702148
|
|
},
|
|
{
|
|
"p": 0.00042719230987131596,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.00042719230987131596,
|
|
"m": 0.9323957562446594
|
|
},
|
|
{
|
|
"p": 0.01957610994577408,
|
|
"m": 0.5771469473838806
|
|
},
|
|
{
|
|
"p": 0.00042719230987131596,
|
|
"m": 0.9738323092460632
|
|
},
|
|
{
|
|
"p": 0.00042719230987131596,
|
|
"m": 0.1318233162164688
|
|
},
|
|
{
|
|
"p": 0.015984458848834038,
|
|
"m": 0.10237177461385727
|
|
},
|
|
{
|
|
"p": 0.00042719230987131596,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.021192993968725204,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 58,
|
|
"train_loss": 2.037553071975708,
|
|
"val_loss": 1.040004014968872,
|
|
"acc": 68.77,
|
|
"time": 131.12625653899977,
|
|
"param": [
|
|
{
|
|
"p": 0.1023571789264679,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.017913177609443665,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.047713492065668106,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08485563844442368,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.029283244162797928,
|
|
"m": 0.26998797059059143
|
|
},
|
|
{
|
|
"p": 0.0004183188721071929,
|
|
"m": 0.5698240995407104
|
|
},
|
|
{
|
|
"p": 0.0811900794506073,
|
|
"m": 0.46353861689567566
|
|
},
|
|
{
|
|
"p": 0.06489963829517365,
|
|
"m": 0.8786265254020691
|
|
},
|
|
{
|
|
"p": 0.08983300626277924,
|
|
"m": 0.9967715740203857
|
|
},
|
|
{
|
|
"p": 0.04204948991537094,
|
|
"m": 0.18284361064434052
|
|
},
|
|
{
|
|
"p": 0.05280093103647232,
|
|
"m": 0.9999968409538269
|
|
},
|
|
{
|
|
"p": 0.11385837197303772,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10620592534542084,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015582175925374031,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015496243722736835,
|
|
"m": 0.4914127290248871
|
|
},
|
|
{
|
|
"p": 0.02656705304980278,
|
|
"m": 0.11559242755174637
|
|
},
|
|
{
|
|
"p": 0.0006554860738106072,
|
|
"m": 0.9032910466194153
|
|
},
|
|
{
|
|
"p": 0.006677248049527407,
|
|
"m": 0.6246718168258667
|
|
},
|
|
{
|
|
"p": 0.0027417868841439486,
|
|
"m": 0.8763266205787659
|
|
},
|
|
{
|
|
"p": 0.044086311012506485,
|
|
"m": 0.17105139791965485
|
|
},
|
|
{
|
|
"p": 0.04516411945223808,
|
|
"m": 0.25367993116378784
|
|
},
|
|
{
|
|
"p": 0.0004183188721071929,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00923287682235241,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 59,
|
|
"train_loss": 2.0387141704559326,
|
|
"val_loss": 1.0096070766448975,
|
|
"acc": 67.6,
|
|
"time": 131.11112009299995,
|
|
"param": [
|
|
{
|
|
"p": 0.10526865720748901,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.007818811573088169,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05017642676830292,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0880264937877655,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03587373346090317,
|
|
"m": 0.32292085886001587
|
|
},
|
|
{
|
|
"p": 0.022173326462507248,
|
|
"m": 0.6071731448173523
|
|
},
|
|
{
|
|
"p": 0.0702296793460846,
|
|
"m": 0.44393861293792725
|
|
},
|
|
{
|
|
"p": 0.05122796446084976,
|
|
"m": 0.8200575113296509
|
|
},
|
|
{
|
|
"p": 0.07203246653079987,
|
|
"m": 0.9911568760871887
|
|
},
|
|
{
|
|
"p": 0.040157709270715714,
|
|
"m": 0.15398092567920685
|
|
},
|
|
{
|
|
"p": 0.05607984960079193,
|
|
"m": 0.9832329154014587
|
|
},
|
|
{
|
|
"p": 0.13604238629341125,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10891100764274597,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02187255769968033,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010734017938375473,
|
|
"m": 0.5354546308517456
|
|
},
|
|
{
|
|
"p": 0.01621057838201523,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.00041797911399044096,
|
|
"m": 0.9132503271102905
|
|
},
|
|
{
|
|
"p": 0.00041797911399044096,
|
|
"m": 0.6385155916213989
|
|
},
|
|
{
|
|
"p": 0.00041797911399044096,
|
|
"m": 0.9968869686126709
|
|
},
|
|
{
|
|
"p": 0.011531420052051544,
|
|
"m": 0.13727407157421112
|
|
},
|
|
{
|
|
"p": 0.046384550631046295,
|
|
"m": 0.24695347249507904
|
|
},
|
|
{
|
|
"p": 0.01610461249947548,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.031889911741018295,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 60,
|
|
"train_loss": 2.0422544479370117,
|
|
"val_loss": 1.0968035459518433,
|
|
"acc": 67.5,
|
|
"time": 131.4156228390002,
|
|
"param": [
|
|
{
|
|
"p": 0.11388228833675385,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.021779749542474747,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06830933690071106,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03349021077156067,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.019930768758058548,
|
|
"m": 0.22588205337524414
|
|
},
|
|
{
|
|
"p": 0.011558705940842628,
|
|
"m": 0.5431482791900635
|
|
},
|
|
{
|
|
"p": 0.06750135868787766,
|
|
"m": 0.5378643870353699
|
|
},
|
|
{
|
|
"p": 0.05750493332743645,
|
|
"m": 0.8135529160499573
|
|
},
|
|
{
|
|
"p": 0.0693407952785492,
|
|
"m": 0.9111345410346985
|
|
},
|
|
{
|
|
"p": 0.05755915865302086,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.05487920716404915,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1415172964334488,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08948063850402832,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03172796592116356,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.032819997519254684,
|
|
"m": 0.490839421749115
|
|
},
|
|
{
|
|
"p": 0.020283160731196404,
|
|
"m": 0.15203672647476196
|
|
},
|
|
{
|
|
"p": 0.007857546210289001,
|
|
"m": 0.7888398766517639
|
|
},
|
|
{
|
|
"p": 0.013917201198637486,
|
|
"m": 0.5571885108947754
|
|
},
|
|
{
|
|
"p": 0.0036195837892591953,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011841527186334133,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.05054928734898567,
|
|
"m": 0.29397687315940857
|
|
},
|
|
{
|
|
"p": 0.00753805274143815,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.013111217878758907,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 61,
|
|
"train_loss": 2.0925588607788086,
|
|
"val_loss": 0.998052179813385,
|
|
"acc": 69.08,
|
|
"time": 130.8285081290005,
|
|
"param": [
|
|
{
|
|
"p": 0.1471211463212967,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.009028002619743347,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0622546412050724,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06747633963823318,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.01997878961265087,
|
|
"m": 0.22551004588603973
|
|
},
|
|
{
|
|
"p": 0.021903764456510544,
|
|
"m": 0.4717909097671509
|
|
},
|
|
{
|
|
"p": 0.07357952743768692,
|
|
"m": 0.3043147623538971
|
|
},
|
|
{
|
|
"p": 0.048372603952884674,
|
|
"m": 0.8577314019203186
|
|
},
|
|
{
|
|
"p": 0.06715811789035797,
|
|
"m": 0.9113888740539551
|
|
},
|
|
{
|
|
"p": 0.06599186360836029,
|
|
"m": 0.1384199559688568
|
|
},
|
|
{
|
|
"p": 0.02256004698574543,
|
|
"m": 0.9938888549804688
|
|
},
|
|
{
|
|
"p": 0.12631872296333313,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11617781221866608,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0386442169547081,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007473008241504431,
|
|
"m": 0.4368661046028137
|
|
},
|
|
{
|
|
"p": 0.009710833430290222,
|
|
"m": 0.1899268478155136
|
|
},
|
|
{
|
|
"p": 0.0004299302236177027,
|
|
"m": 0.48955830931663513
|
|
},
|
|
{
|
|
"p": 0.00382383749820292,
|
|
"m": 0.6034554243087769
|
|
},
|
|
{
|
|
"p": 0.003394494066014886,
|
|
"m": 0.8726916313171387
|
|
},
|
|
{
|
|
"p": 0.024632340297102928,
|
|
"m": 0.10009128600358963
|
|
},
|
|
{
|
|
"p": 0.05751776695251465,
|
|
"m": 0.19030393660068512
|
|
},
|
|
{
|
|
"p": 0.0027282966766506433,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0037238632794469595,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 62,
|
|
"train_loss": 2.3512704372406006,
|
|
"val_loss": 1.1086136102676392,
|
|
"acc": 67.91,
|
|
"time": 131.84594491899952,
|
|
"param": [
|
|
{
|
|
"p": 0.12071193009614944,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.015493480488657951,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07111469656229019,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09063605964183807,
|
|
"m": 0.10020158439874649
|
|
},
|
|
{
|
|
"p": 0.026248523965477943,
|
|
"m": 0.16097047924995422
|
|
},
|
|
{
|
|
"p": 0.020881446078419685,
|
|
"m": 0.39242181181907654
|
|
},
|
|
{
|
|
"p": 0.06697224080562592,
|
|
"m": 0.4148995578289032
|
|
},
|
|
{
|
|
"p": 0.05431738123297691,
|
|
"m": 0.7458617091178894
|
|
},
|
|
{
|
|
"p": 0.05926366522908211,
|
|
"m": 0.9024520516395569
|
|
},
|
|
{
|
|
"p": 0.05877749249339104,
|
|
"m": 0.17593957483768463
|
|
},
|
|
{
|
|
"p": 0.07552468776702881,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07206042110919952,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09048958122730255,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01579395681619644,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029714087024331093,
|
|
"m": 0.43494927883148193
|
|
},
|
|
{
|
|
"p": 0.008156119845807552,
|
|
"m": 0.3046432435512543
|
|
},
|
|
{
|
|
"p": 0.00042420931276865304,
|
|
"m": 0.4876031279563904
|
|
},
|
|
{
|
|
"p": 0.00042420931276865304,
|
|
"m": 0.36895838379859924
|
|
},
|
|
{
|
|
"p": 0.003475576639175415,
|
|
"m": 0.9131253361701965
|
|
},
|
|
{
|
|
"p": 0.024199025705456734,
|
|
"m": 0.11102795600891113
|
|
},
|
|
{
|
|
"p": 0.040500394999980927,
|
|
"m": 0.10284549742937088
|
|
},
|
|
{
|
|
"p": 0.017736928537487984,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03708383068442345,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 63,
|
|
"train_loss": 2.0030198097229004,
|
|
"val_loss": 0.92630535364151,
|
|
"acc": 68.34,
|
|
"time": 131.77803960299934,
|
|
"param": [
|
|
{
|
|
"p": 0.1114305779337883,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.013537302613258362,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.043154276907444,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07816921919584274,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.02686287648975849,
|
|
"m": 0.20494824647903442
|
|
},
|
|
{
|
|
"p": 0.02193315140902996,
|
|
"m": 0.48559799790382385
|
|
},
|
|
{
|
|
"p": 0.056285761296749115,
|
|
"m": 0.38356053829193115
|
|
},
|
|
{
|
|
"p": 0.07346457242965698,
|
|
"m": 0.7958422899246216
|
|
},
|
|
{
|
|
"p": 0.07458293437957764,
|
|
"m": 0.968209445476532
|
|
},
|
|
{
|
|
"p": 0.08003973960876465,
|
|
"m": 0.1431623250246048
|
|
},
|
|
{
|
|
"p": 0.05590099096298218,
|
|
"m": 0.8903791904449463
|
|
},
|
|
{
|
|
"p": 0.1112024337053299,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11185957491397858,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025714654475450516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004331024829298258,
|
|
"m": 0.1787560135126114
|
|
},
|
|
{
|
|
"p": 0.0004331024829298258,
|
|
"m": 0.29001912474632263
|
|
},
|
|
{
|
|
"p": 0.020324183627963066,
|
|
"m": 0.5230678915977478
|
|
},
|
|
{
|
|
"p": 0.010203664191067219,
|
|
"m": 0.2289634495973587
|
|
},
|
|
{
|
|
"p": 0.0004331024829298258,
|
|
"m": 0.9503820538520813
|
|
},
|
|
{
|
|
"p": 0.022706663236021996,
|
|
"m": 0.11323706805706024
|
|
},
|
|
{
|
|
"p": 0.03808097913861275,
|
|
"m": 0.18032899498939514
|
|
},
|
|
{
|
|
"p": 0.016987670212984085,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.006259698420763016,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 64,
|
|
"train_loss": 1.8855936527252197,
|
|
"val_loss": 1.0024535655975342,
|
|
"acc": 68.04,
|
|
"time": 131.85830075899867,
|
|
"param": [
|
|
{
|
|
"p": 0.10894832760095596,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02448626048862934,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.052442967891693115,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08594106137752533,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.031030166894197464,
|
|
"m": 0.2171325385570526
|
|
},
|
|
{
|
|
"p": 0.008142411708831787,
|
|
"m": 0.5651743412017822
|
|
},
|
|
{
|
|
"p": 0.08334697037935257,
|
|
"m": 0.5190847516059875
|
|
},
|
|
{
|
|
"p": 0.04235732555389404,
|
|
"m": 0.9417709112167358
|
|
},
|
|
{
|
|
"p": 0.10100199282169342,
|
|
"m": 0.9812935590744019
|
|
},
|
|
{
|
|
"p": 0.0764007568359375,
|
|
"m": 0.11004416644573212
|
|
},
|
|
{
|
|
"p": 0.051251355558633804,
|
|
"m": 0.8322962522506714
|
|
},
|
|
{
|
|
"p": 0.10230784863233566,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09359876811504364,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015054700896143913,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0011525244917720556,
|
|
"m": 0.21342609822750092
|
|
},
|
|
{
|
|
"p": 0.014474263414740562,
|
|
"m": 0.32824596762657166
|
|
},
|
|
{
|
|
"p": 0.0004276643740013242,
|
|
"m": 0.5352507829666138
|
|
},
|
|
{
|
|
"p": 0.0029151567723602057,
|
|
"m": 0.27015817165374756
|
|
},
|
|
{
|
|
"p": 0.0004276643740013242,
|
|
"m": 0.9238704442977905
|
|
},
|
|
{
|
|
"p": 0.026291728019714355,
|
|
"m": 0.18653622269630432
|
|
},
|
|
{
|
|
"p": 0.0409967377781868,
|
|
"m": 0.11204057186841965
|
|
},
|
|
{
|
|
"p": 0.010040060617029667,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.026963358744978905,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 65,
|
|
"train_loss": 2.0388998985290527,
|
|
"val_loss": 0.9372259378433228,
|
|
"acc": 68.58,
|
|
"time": 131.18822864199865,
|
|
"param": [
|
|
{
|
|
"p": 0.1372937709093094,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0022516485769301653,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0723179429769516,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0570346973836422,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.026758525520563126,
|
|
"m": 0.2444079965353012
|
|
},
|
|
{
|
|
"p": 0.04216563329100609,
|
|
"m": 0.5815250277519226
|
|
},
|
|
{
|
|
"p": 0.05295749008655548,
|
|
"m": 0.3385356664657593
|
|
},
|
|
{
|
|
"p": 0.060143791139125824,
|
|
"m": 0.8081368207931519
|
|
},
|
|
{
|
|
"p": 0.06237484887242317,
|
|
"m": 0.9993966221809387
|
|
},
|
|
{
|
|
"p": 0.04703184962272644,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.06856265664100647,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11278475075960159,
|
|
"m": 0.9992977976799011
|
|
},
|
|
{
|
|
"p": 0.12130419164896011,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014387048780918121,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01923420839011669,
|
|
"m": 0.44048982858657837
|
|
},
|
|
{
|
|
"p": 0.025152552872896194,
|
|
"m": 0.3316948115825653
|
|
},
|
|
{
|
|
"p": 0.0028687804006040096,
|
|
"m": 0.5711844563484192
|
|
},
|
|
{
|
|
"p": 0.00043263385305181146,
|
|
"m": 0.3144652843475342
|
|
},
|
|
{
|
|
"p": 0.00043263385305181146,
|
|
"m": 0.955170750617981
|
|
},
|
|
{
|
|
"p": 0.014306063763797283,
|
|
"m": 0.24915187060832977
|
|
},
|
|
{
|
|
"p": 0.036386873573064804,
|
|
"m": 0.11037292331457138
|
|
},
|
|
{
|
|
"p": 0.0010113732423633337,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02280609682202339,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 66,
|
|
"train_loss": 2.1141552925109863,
|
|
"val_loss": 0.9848398566246033,
|
|
"acc": 68.94,
|
|
"time": 131.37438028600081,
|
|
"param": [
|
|
{
|
|
"p": 0.11850377917289734,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004428774700500071,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0691993236541748,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08941749483346939,
|
|
"m": 0.10404500365257263
|
|
},
|
|
{
|
|
"p": 0.010241253301501274,
|
|
"m": 0.27123284339904785
|
|
},
|
|
{
|
|
"p": 0.021593458950519562,
|
|
"m": 0.6783774495124817
|
|
},
|
|
{
|
|
"p": 0.0854126587510109,
|
|
"m": 0.4292570948600769
|
|
},
|
|
{
|
|
"p": 0.0646633729338646,
|
|
"m": 0.9809874296188354
|
|
},
|
|
{
|
|
"p": 0.06662294268608093,
|
|
"m": 0.9716189503669739
|
|
},
|
|
{
|
|
"p": 0.053290534764528275,
|
|
"m": 0.10380446910858154
|
|
},
|
|
{
|
|
"p": 0.06106886640191078,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08645305037498474,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12299790978431702,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04217832535505295,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03330178186297417,
|
|
"m": 0.5429636836051941
|
|
},
|
|
{
|
|
"p": 0.008667963556945324,
|
|
"m": 0.4986363649368286
|
|
},
|
|
{
|
|
"p": 0.0004428774700500071,
|
|
"m": 0.5715773701667786
|
|
},
|
|
{
|
|
"p": 0.00294943293556571,
|
|
"m": 0.4884446859359741
|
|
},
|
|
{
|
|
"p": 0.0004428774700500071,
|
|
"m": 0.9310832023620605
|
|
},
|
|
{
|
|
"p": 0.02381862886250019,
|
|
"m": 0.18544436991214752
|
|
},
|
|
{
|
|
"p": 0.024453654885292053,
|
|
"m": 0.18645130097866058
|
|
},
|
|
{
|
|
"p": 0.0004428774700500071,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.013394198380410671,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 67,
|
|
"train_loss": 1.788938045501709,
|
|
"val_loss": 0.9460968971252441,
|
|
"acc": 68.91,
|
|
"time": 131.21824261099937,
|
|
"param": [
|
|
{
|
|
"p": 0.08821608126163483,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0037796630058437586,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07368654012680054,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.043524302542209625,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.029301544651389122,
|
|
"m": 0.32477274537086487
|
|
},
|
|
{
|
|
"p": 0.027450308203697205,
|
|
"m": 0.7651636004447937
|
|
},
|
|
{
|
|
"p": 0.05582588165998459,
|
|
"m": 0.37667322158813477
|
|
},
|
|
{
|
|
"p": 0.05342133343219757,
|
|
"m": 0.9713852405548096
|
|
},
|
|
{
|
|
"p": 0.10180138051509857,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06745941936969757,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.052135515958070755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13610492646694183,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15442325174808502,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010383307933807373,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004251755017321557,
|
|
"m": 0.5001289248466492
|
|
},
|
|
{
|
|
"p": 0.018472151830792427,
|
|
"m": 0.5547538995742798
|
|
},
|
|
{
|
|
"p": 0.012032525613904,
|
|
"m": 0.5877797603607178
|
|
},
|
|
{
|
|
"p": 0.0004251755017321557,
|
|
"m": 0.5699843764305115
|
|
},
|
|
{
|
|
"p": 0.0004251755017321557,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02161560021340847,
|
|
"m": 0.20602858066558838
|
|
},
|
|
{
|
|
"p": 0.03968970105051994,
|
|
"m": 0.1880674958229065
|
|
},
|
|
{
|
|
"p": 0.0004251755017321557,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.008975911885499954,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 68,
|
|
"train_loss": 1.5260310173034668,
|
|
"val_loss": 0.9062884449958801,
|
|
"acc": 68.81,
|
|
"time": 130.83699959399928,
|
|
"param": [
|
|
{
|
|
"p": 0.136504128575325,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00042974206735379994,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07940329611301422,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0755964145064354,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.005378196015954018,
|
|
"m": 0.268420547246933
|
|
},
|
|
{
|
|
"p": 0.002945021027699113,
|
|
"m": 0.8463817834854126
|
|
},
|
|
{
|
|
"p": 0.08671402186155319,
|
|
"m": 0.25184038281440735
|
|
},
|
|
{
|
|
"p": 0.08103208243846893,
|
|
"m": 0.9381210803985596
|
|
},
|
|
{
|
|
"p": 0.10147562623023987,
|
|
"m": 0.9250949025154114
|
|
},
|
|
{
|
|
"p": 0.0578358955681324,
|
|
"m": 0.1105039194226265
|
|
},
|
|
{
|
|
"p": 0.04786592721939087,
|
|
"m": 0.9584527611732483
|
|
},
|
|
{
|
|
"p": 0.07113351672887802,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12741366028785706,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027725568041205406,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008587649092078209,
|
|
"m": 0.6359660029411316
|
|
},
|
|
{
|
|
"p": 0.00042974206735379994,
|
|
"m": 0.530262291431427
|
|
},
|
|
{
|
|
"p": 0.00042974206735379994,
|
|
"m": 0.6172597408294678
|
|
},
|
|
{
|
|
"p": 0.0031259271781891584,
|
|
"m": 0.5930652022361755
|
|
},
|
|
{
|
|
"p": 0.00042974206735379994,
|
|
"m": 0.9815636873245239
|
|
},
|
|
{
|
|
"p": 0.022359639406204224,
|
|
"m": 0.12779949605464935
|
|
},
|
|
{
|
|
"p": 0.04860517010092735,
|
|
"m": 0.19824381172657013
|
|
},
|
|
{
|
|
"p": 0.00042974206735379994,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.014149637892842293,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 69,
|
|
"train_loss": 1.8420937061309814,
|
|
"val_loss": 0.8723536133766174,
|
|
"acc": 68.68,
|
|
"time": 130.75528980200033,
|
|
"param": [
|
|
{
|
|
"p": 0.11570574343204498,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.001100416760891676,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08419625461101532,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04882810264825821,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03245899826288223,
|
|
"m": 0.23342265188694
|
|
},
|
|
{
|
|
"p": 0.04849845543503761,
|
|
"m": 0.8434874415397644
|
|
},
|
|
{
|
|
"p": 0.08102165162563324,
|
|
"m": 0.11888056993484497
|
|
},
|
|
{
|
|
"p": 0.07079244405031204,
|
|
"m": 0.8498496413230896
|
|
},
|
|
{
|
|
"p": 0.0680043026804924,
|
|
"m": 0.9715108871459961
|
|
},
|
|
{
|
|
"p": 0.0762903168797493,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.056871313601732254,
|
|
"m": 0.9300668239593506
|
|
},
|
|
{
|
|
"p": 0.07947901636362076,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.117622971534729,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013588076457381248,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022666867822408676,
|
|
"m": 0.6845183372497559
|
|
},
|
|
{
|
|
"p": 0.004104810766875744,
|
|
"m": 0.44566404819488525
|
|
},
|
|
{
|
|
"p": 0.004264168906956911,
|
|
"m": 0.5919089913368225
|
|
},
|
|
{
|
|
"p": 0.00042617873987182975,
|
|
"m": 0.6319403648376465
|
|
},
|
|
{
|
|
"p": 0.00042617873987182975,
|
|
"m": 0.8531851172447205
|
|
},
|
|
{
|
|
"p": 0.00042617873987182975,
|
|
"m": 0.10226103663444519
|
|
},
|
|
{
|
|
"p": 0.05205948278307915,
|
|
"m": 0.20426051318645477
|
|
},
|
|
{
|
|
"p": 0.00042617873987182975,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02074204385280609,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 70,
|
|
"train_loss": 1.656325101852417,
|
|
"val_loss": 0.8768421411514282,
|
|
"acc": 69.29,
|
|
"time": 131.5051359629997,
|
|
"param": [
|
|
{
|
|
"p": 0.11830145865678787,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.004527576733380556,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06977382302284241,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09972846508026123,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.022414008155465126,
|
|
"m": 0.3522666394710541
|
|
},
|
|
{
|
|
"p": 0.007668469566851854,
|
|
"m": 0.7686941623687744
|
|
},
|
|
{
|
|
"p": 0.08417560160160065,
|
|
"m": 0.25707167387008667
|
|
},
|
|
{
|
|
"p": 0.047823864966630936,
|
|
"m": 0.8175950050354004
|
|
},
|
|
{
|
|
"p": 0.06965191662311554,
|
|
"m": 0.9798651933670044
|
|
},
|
|
{
|
|
"p": 0.07588177919387817,
|
|
"m": 0.18697673082351685
|
|
},
|
|
{
|
|
"p": 0.05736701190471649,
|
|
"m": 0.8927248120307922
|
|
},
|
|
{
|
|
"p": 0.12000488489866257,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0823855996131897,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01792130433022976,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022216875106096268,
|
|
"m": 0.7041727900505066
|
|
},
|
|
{
|
|
"p": 0.010980946011841297,
|
|
"m": 0.3986409902572632
|
|
},
|
|
{
|
|
"p": 0.0020898806396871805,
|
|
"m": 0.5733271837234497
|
|
},
|
|
{
|
|
"p": 0.00041565296123735607,
|
|
"m": 0.6224844455718994
|
|
},
|
|
{
|
|
"p": 0.009747005067765713,
|
|
"m": 0.8879145383834839
|
|
},
|
|
{
|
|
"p": 0.0358109325170517,
|
|
"m": 0.10880092531442642
|
|
},
|
|
{
|
|
"p": 0.040281832218170166,
|
|
"m": 0.2008725255727768
|
|
},
|
|
{
|
|
"p": 0.00041565296123735607,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00041565296123735607,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 71,
|
|
"train_loss": 2.1792690753936768,
|
|
"val_loss": 1.036186695098877,
|
|
"acc": 68.85,
|
|
"time": 130.8047877930003,
|
|
"param": [
|
|
{
|
|
"p": 0.11652474850416183,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.007795133162289858,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05173293128609657,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08078675717115402,
|
|
"m": 0.12203755229711533
|
|
},
|
|
{
|
|
"p": 0.017620570957660675,
|
|
"m": 0.2589268386363983
|
|
},
|
|
{
|
|
"p": 0.026369523257017136,
|
|
"m": 0.7493974566459656
|
|
},
|
|
{
|
|
"p": 0.07754138857126236,
|
|
"m": 0.20145422220230103
|
|
},
|
|
{
|
|
"p": 0.06085862219333649,
|
|
"m": 0.8029868602752686
|
|
},
|
|
{
|
|
"p": 0.0882219523191452,
|
|
"m": 0.9566505551338196
|
|
},
|
|
{
|
|
"p": 0.06798568367958069,
|
|
"m": 0.1489308923482895
|
|
},
|
|
{
|
|
"p": 0.030006645247340202,
|
|
"m": 0.8593323230743408
|
|
},
|
|
{
|
|
"p": 0.11988815665245056,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1151311919093132,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02968788519501686,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02068585716187954,
|
|
"m": 0.6475896835327148
|
|
},
|
|
{
|
|
"p": 0.015779811888933182,
|
|
"m": 0.2810669243335724
|
|
},
|
|
{
|
|
"p": 0.0004125151608604938,
|
|
"m": 0.5924686193466187
|
|
},
|
|
{
|
|
"p": 0.0004125151608604938,
|
|
"m": 0.6519056558609009
|
|
},
|
|
{
|
|
"p": 0.0004125151608604938,
|
|
"m": 0.8758379220962524
|
|
},
|
|
{
|
|
"p": 0.003741736290976405,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.04893030226230621,
|
|
"m": 0.14918383955955505
|
|
},
|
|
{
|
|
"p": 0.0004125151608604938,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01906118169426918,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 72,
|
|
"train_loss": 2.060014486312866,
|
|
"val_loss": 0.9660055637359619,
|
|
"acc": 67.99,
|
|
"time": 131.10774877499898,
|
|
"param": [
|
|
{
|
|
"p": 0.09099728614091873,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.002127182437106967,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06105801835656166,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08856398612260818,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.043734196573495865,
|
|
"m": 0.23379915952682495
|
|
},
|
|
{
|
|
"p": 0.01848299242556095,
|
|
"m": 0.7883714437484741
|
|
},
|
|
{
|
|
"p": 0.04602672904729843,
|
|
"m": 0.23674505949020386
|
|
},
|
|
{
|
|
"p": 0.0652821883559227,
|
|
"m": 0.9240070581436157
|
|
},
|
|
{
|
|
"p": 0.07760081440210342,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06810608506202698,
|
|
"m": 0.12516680359840393
|
|
},
|
|
{
|
|
"p": 0.04316161200404167,
|
|
"m": 0.8948125243186951
|
|
},
|
|
{
|
|
"p": 0.1134343296289444,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12032031267881393,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022703422233462334,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.023546116426587105,
|
|
"m": 0.6863114237785339
|
|
},
|
|
{
|
|
"p": 0.0015494992258027196,
|
|
"m": 0.2666877508163452
|
|
},
|
|
{
|
|
"p": 0.0004175338544882834,
|
|
"m": 0.620696485042572
|
|
},
|
|
{
|
|
"p": 0.004308866336941719,
|
|
"m": 0.5906887650489807
|
|
},
|
|
{
|
|
"p": 0.0004175338544882834,
|
|
"m": 0.856395959854126
|
|
},
|
|
{
|
|
"p": 0.027291378006339073,
|
|
"m": 0.1459013968706131
|
|
},
|
|
{
|
|
"p": 0.045217365026474,
|
|
"m": 0.31557485461235046
|
|
},
|
|
{
|
|
"p": 0.01369918417185545,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.021953502669930458,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 73,
|
|
"train_loss": 2.24601149559021,
|
|
"val_loss": 0.9306520819664001,
|
|
"acc": 68.97,
|
|
"time": 130.80932207600017,
|
|
"param": [
|
|
{
|
|
"p": 0.10799770802259445,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01646595634520054,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07208562642335892,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07569829374551773,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.036550864577293396,
|
|
"m": 0.17349006235599518
|
|
},
|
|
{
|
|
"p": 0.015488507226109505,
|
|
"m": 0.7683005332946777
|
|
},
|
|
{
|
|
"p": 0.05103174224495888,
|
|
"m": 0.2594088017940521
|
|
},
|
|
{
|
|
"p": 0.05532588064670563,
|
|
"m": 0.8675702214241028
|
|
},
|
|
{
|
|
"p": 0.08255214244127274,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05233624204993248,
|
|
"m": 0.11800754070281982
|
|
},
|
|
{
|
|
"p": 0.054041020572185516,
|
|
"m": 0.9431646466255188
|
|
},
|
|
{
|
|
"p": 0.10430503636598587,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09539327770471573,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041194088757038116,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.018744049593806267,
|
|
"m": 0.7770019769668579
|
|
},
|
|
{
|
|
"p": 0.009902761317789555,
|
|
"m": 0.302664190530777
|
|
},
|
|
{
|
|
"p": 0.0004227097670082003,
|
|
"m": 0.5696806907653809
|
|
},
|
|
{
|
|
"p": 0.004150358960032463,
|
|
"m": 0.6041643619537354
|
|
},
|
|
{
|
|
"p": 0.0004227097670082003,
|
|
"m": 0.8732678294181824
|
|
},
|
|
{
|
|
"p": 0.0239676795899868,
|
|
"m": 0.22514410316944122
|
|
},
|
|
{
|
|
"p": 0.0338442325592041,
|
|
"m": 0.23808658123016357
|
|
},
|
|
{
|
|
"p": 0.014394625090062618,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03368452936410904,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 74,
|
|
"train_loss": 1.9105488061904907,
|
|
"val_loss": 1.030943751335144,
|
|
"acc": 68.51,
|
|
"time": 131.05522048900093,
|
|
"param": [
|
|
{
|
|
"p": 0.1039544939994812,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00042161645251326263,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06047448888421059,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0815361812710762,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03132275491952896,
|
|
"m": 0.17390510439872742
|
|
},
|
|
{
|
|
"p": 0.00042161645251326263,
|
|
"m": 0.7568796873092651
|
|
},
|
|
{
|
|
"p": 0.06072096899151802,
|
|
"m": 0.1976153552532196
|
|
},
|
|
{
|
|
"p": 0.0840693935751915,
|
|
"m": 0.8227254748344421
|
|
},
|
|
{
|
|
"p": 0.08110561221837997,
|
|
"m": 0.9647969007492065
|
|
},
|
|
{
|
|
"p": 0.0756327360868454,
|
|
"m": 0.11929049342870712
|
|
},
|
|
{
|
|
"p": 0.056830376386642456,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11974260956048965,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09329863637685776,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026199815794825554,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02489505521953106,
|
|
"m": 0.6656374931335449
|
|
},
|
|
{
|
|
"p": 0.011549437418580055,
|
|
"m": 0.4002932906150818
|
|
},
|
|
{
|
|
"p": 0.00042161645251326263,
|
|
"m": 0.5608782172203064
|
|
},
|
|
{
|
|
"p": 0.004066339693963528,
|
|
"m": 0.6622857451438904
|
|
},
|
|
{
|
|
"p": 0.00042161645251326263,
|
|
"m": 0.9854080080986023
|
|
},
|
|
{
|
|
"p": 0.013911999762058258,
|
|
"m": 0.17319007217884064
|
|
},
|
|
{
|
|
"p": 0.044550713151693344,
|
|
"m": 0.19659030437469482
|
|
},
|
|
{
|
|
"p": 0.007463069166988134,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01698891632258892,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 75,
|
|
"train_loss": 1.9416966438293457,
|
|
"val_loss": 0.8624613285064697,
|
|
"acc": 69.44,
|
|
"time": 130.53156890100036,
|
|
"param": [
|
|
{
|
|
"p": 0.11306218057870865,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0017425501719117165,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03994772583246231,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.043820571154356,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.049274932593107224,
|
|
"m": 0.13203728199005127
|
|
},
|
|
{
|
|
"p": 0.029646867886185646,
|
|
"m": 0.7668747305870056
|
|
},
|
|
{
|
|
"p": 0.08229806274175644,
|
|
"m": 0.3138589560985565
|
|
},
|
|
{
|
|
"p": 0.05412730202078819,
|
|
"m": 0.8479384779930115
|
|
},
|
|
{
|
|
"p": 0.09440872818231583,
|
|
"m": 0.9845365285873413
|
|
},
|
|
{
|
|
"p": 0.0482763834297657,
|
|
"m": 0.20192641019821167
|
|
},
|
|
{
|
|
"p": 0.05619438737630844,
|
|
"m": 0.9545446634292603
|
|
},
|
|
{
|
|
"p": 0.13052786886692047,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1199527382850647,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03244498744606972,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.000425757491029799,
|
|
"m": 0.7321157455444336
|
|
},
|
|
{
|
|
"p": 0.000425757491029799,
|
|
"m": 0.44939637184143066
|
|
},
|
|
{
|
|
"p": 0.000425757491029799,
|
|
"m": 0.4965682923793793
|
|
},
|
|
{
|
|
"p": 0.000425757491029799,
|
|
"m": 0.5921093821525574
|
|
},
|
|
{
|
|
"p": 0.000425757491029799,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019552286714315414,
|
|
"m": 0.11167459189891815
|
|
},
|
|
{
|
|
"p": 0.04789293184876442,
|
|
"m": 0.22458691895008087
|
|
},
|
|
{
|
|
"p": 0.000425757491029799,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03427514433860779,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 76,
|
|
"train_loss": 2.2328715324401855,
|
|
"val_loss": 0.9231579303741455,
|
|
"acc": 68.77,
|
|
"time": 131.07732326699988,
|
|
"param": [
|
|
{
|
|
"p": 0.1047632098197937,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02004857547581196,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04592442139983177,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0738307312130928,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.022833848372101784,
|
|
"m": 0.1294797658920288
|
|
},
|
|
{
|
|
"p": 0.018479077145457268,
|
|
"m": 0.6145367622375488
|
|
},
|
|
{
|
|
"p": 0.0818178728222847,
|
|
"m": 0.46890386939048767
|
|
},
|
|
{
|
|
"p": 0.05581386759877205,
|
|
"m": 0.8016301393508911
|
|
},
|
|
{
|
|
"p": 0.0804891362786293,
|
|
"m": 0.9823387861251831
|
|
},
|
|
{
|
|
"p": 0.06032267585396767,
|
|
"m": 0.1007237508893013
|
|
},
|
|
{
|
|
"p": 0.03910193592309952,
|
|
"m": 0.9993197917938232
|
|
},
|
|
{
|
|
"p": 0.11420591175556183,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11904609948396683,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.023728303611278534,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0025099923368543386,
|
|
"m": 0.7345467209815979
|
|
},
|
|
{
|
|
"p": 0.0016516795149073005,
|
|
"m": 0.3477133810520172
|
|
},
|
|
{
|
|
"p": 0.009972200728952885,
|
|
"m": 0.48595231771469116
|
|
},
|
|
{
|
|
"p": 0.0023267874494194984,
|
|
"m": 0.5663635730743408
|
|
},
|
|
{
|
|
"p": 0.00041962831164710224,
|
|
"m": 0.866086483001709
|
|
},
|
|
{
|
|
"p": 0.021749291568994522,
|
|
"m": 0.11430753767490387
|
|
},
|
|
{
|
|
"p": 0.04835543408989906,
|
|
"m": 0.277682900428772
|
|
},
|
|
{
|
|
"p": 0.006554736755788326,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04605463892221451,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 77,
|
|
"train_loss": 1.8613946437835693,
|
|
"val_loss": 0.9503669142723083,
|
|
"acc": 69.98,
|
|
"time": 131.04028905300038,
|
|
"param": [
|
|
{
|
|
"p": 0.09492110460996628,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02088123746216297,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05915365740656853,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06797538697719574,
|
|
"m": 0.11465049535036087
|
|
},
|
|
{
|
|
"p": 0.03599708154797554,
|
|
"m": 0.20484358072280884
|
|
},
|
|
{
|
|
"p": 0.012260118499398232,
|
|
"m": 0.6532026529312134
|
|
},
|
|
{
|
|
"p": 0.08788394182920456,
|
|
"m": 0.4548020362854004
|
|
},
|
|
{
|
|
"p": 0.04702950268983841,
|
|
"m": 0.8561527132987976
|
|
},
|
|
{
|
|
"p": 0.08326566964387894,
|
|
"m": 0.9419894814491272
|
|
},
|
|
{
|
|
"p": 0.07148666679859161,
|
|
"m": 0.14365172386169434
|
|
},
|
|
{
|
|
"p": 0.05093756690621376,
|
|
"m": 0.9283596873283386
|
|
},
|
|
{
|
|
"p": 0.10424736142158508,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11824516952037811,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022619348019361496,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009486992843449116,
|
|
"m": 0.6702185869216919
|
|
},
|
|
{
|
|
"p": 0.0004219057154841721,
|
|
"m": 0.40095072984695435
|
|
},
|
|
{
|
|
"p": 0.005350211635231972,
|
|
"m": 0.510595977306366
|
|
},
|
|
{
|
|
"p": 0.0025727231986820698,
|
|
"m": 0.6199259161949158
|
|
},
|
|
{
|
|
"p": 0.0004219057154841721,
|
|
"m": 0.8386382460594177
|
|
},
|
|
{
|
|
"p": 0.015093734487891197,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.050314877182245255,
|
|
"m": 0.1434163600206375
|
|
},
|
|
{
|
|
"p": 0.011490300297737122,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.027943573892116547,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 78,
|
|
"train_loss": 1.820413589477539,
|
|
"val_loss": 0.8817263841629028,
|
|
"acc": 69.05,
|
|
"time": 132.16683958499925,
|
|
"param": [
|
|
{
|
|
"p": 0.11833036690950394,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.008643715642392635,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06244615465402603,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.059139885008335114,
|
|
"m": 0.1161518320441246
|
|
},
|
|
{
|
|
"p": 0.04291228577494621,
|
|
"m": 0.2253609448671341
|
|
},
|
|
{
|
|
"p": 0.029815098270773888,
|
|
"m": 0.6219751834869385
|
|
},
|
|
{
|
|
"p": 0.06970831751823425,
|
|
"m": 0.3437676429748535
|
|
},
|
|
{
|
|
"p": 0.03491038829088211,
|
|
"m": 0.9119963645935059
|
|
},
|
|
{
|
|
"p": 0.09396775811910629,
|
|
"m": 0.9881948828697205
|
|
},
|
|
{
|
|
"p": 0.06462045013904572,
|
|
"m": 0.12083812057971954
|
|
},
|
|
{
|
|
"p": 0.056648556143045425,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10308939218521118,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10580556839704514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.024865375831723213,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004210928163956851,
|
|
"m": 0.5876045227050781
|
|
},
|
|
{
|
|
"p": 0.0004210928163956851,
|
|
"m": 0.3954203128814697
|
|
},
|
|
{
|
|
"p": 0.0004210928163956851,
|
|
"m": 0.6144046187400818
|
|
},
|
|
{
|
|
"p": 0.0004210928163956851,
|
|
"m": 0.47450363636016846
|
|
},
|
|
{
|
|
"p": 0.0007837602752260864,
|
|
"m": 0.9376068711280823
|
|
},
|
|
{
|
|
"p": 0.027640366926789284,
|
|
"m": 0.12062539160251617
|
|
},
|
|
{
|
|
"p": 0.05568693205714226,
|
|
"m": 0.186153382062912
|
|
},
|
|
{
|
|
"p": 0.0004210928163956851,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03888028860092163,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 79,
|
|
"train_loss": 1.8151865005493164,
|
|
"val_loss": 1.1330630779266357,
|
|
"acc": 69.07,
|
|
"time": 133.07890967300045,
|
|
"param": [
|
|
{
|
|
"p": 0.09097409248352051,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00041879661148414016,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04334377497434616,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10335955023765564,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.033600542694330215,
|
|
"m": 0.14313364028930664
|
|
},
|
|
{
|
|
"p": 0.009685508906841278,
|
|
"m": 0.5171147584915161
|
|
},
|
|
{
|
|
"p": 0.07851444184780121,
|
|
"m": 0.3014719486236572
|
|
},
|
|
{
|
|
"p": 0.0620952732861042,
|
|
"m": 0.757501482963562
|
|
},
|
|
{
|
|
"p": 0.06978767365217209,
|
|
"m": 0.935650646686554
|
|
},
|
|
{
|
|
"p": 0.07439550012350082,
|
|
"m": 0.20268647372722626
|
|
},
|
|
{
|
|
"p": 0.07212083786725998,
|
|
"m": 0.9411258697509766
|
|
},
|
|
{
|
|
"p": 0.09711723029613495,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11021333932876587,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029645150527358055,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022720828652381897,
|
|
"m": 0.5730479955673218
|
|
},
|
|
{
|
|
"p": 0.022464212030172348,
|
|
"m": 0.23778735101222992
|
|
},
|
|
{
|
|
"p": 0.00041879661148414016,
|
|
"m": 0.5575956106185913
|
|
},
|
|
{
|
|
"p": 0.00041879661148414016,
|
|
"m": 0.5645082592964172
|
|
},
|
|
{
|
|
"p": 0.00041879661148414016,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0221803467720747,
|
|
"m": 0.11599552631378174
|
|
},
|
|
{
|
|
"p": 0.015514149330556393,
|
|
"m": 0.18432492017745972
|
|
},
|
|
{
|
|
"p": 0.020003320649266243,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.020589064806699753,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 80,
|
|
"train_loss": 1.8380907773971558,
|
|
"val_loss": 0.865995466709137,
|
|
"acc": 70.02,
|
|
"time": 131.8366135289998,
|
|
"param": [
|
|
{
|
|
"p": 0.07269690930843353,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01003334578126669,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08518606424331665,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06752567738294601,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03310086205601692,
|
|
"m": 0.12286286056041718
|
|
},
|
|
{
|
|
"p": 0.02144690975546837,
|
|
"m": 0.5093368291854858
|
|
},
|
|
{
|
|
"p": 0.07907870411872864,
|
|
"m": 0.33953213691711426
|
|
},
|
|
{
|
|
"p": 0.07106354087591171,
|
|
"m": 0.753311812877655
|
|
},
|
|
{
|
|
"p": 0.08595960587263107,
|
|
"m": 0.8834338784217834
|
|
},
|
|
{
|
|
"p": 0.037469957023859024,
|
|
"m": 0.13511762022972107
|
|
},
|
|
{
|
|
"p": 0.052668698132038116,
|
|
"m": 0.9446002244949341
|
|
},
|
|
{
|
|
"p": 0.11033984273672104,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11276092380285263,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01177353784441948,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02078118920326233,
|
|
"m": 0.4823962152004242
|
|
},
|
|
{
|
|
"p": 0.014227588661015034,
|
|
"m": 0.13336803019046783
|
|
},
|
|
{
|
|
"p": 0.0006156052113510668,
|
|
"m": 0.5734948515892029
|
|
},
|
|
{
|
|
"p": 0.00041056814370676875,
|
|
"m": 0.5358394384384155
|
|
},
|
|
{
|
|
"p": 0.00041056814370676875,
|
|
"m": 0.9985617995262146
|
|
},
|
|
{
|
|
"p": 0.01672087237238884,
|
|
"m": 0.1350412219762802
|
|
},
|
|
{
|
|
"p": 0.061372581869363785,
|
|
"m": 0.19187507033348083
|
|
},
|
|
{
|
|
"p": 0.01110672764480114,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.023249654099345207,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 81,
|
|
"train_loss": 1.8670012950897217,
|
|
"val_loss": 0.8485052585601807,
|
|
"acc": 69.35,
|
|
"time": 131.8548668179992,
|
|
"param": [
|
|
{
|
|
"p": 0.10002539306879044,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02270554192364216,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05903588607907295,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09333354234695435,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03934046998620033,
|
|
"m": 0.14608974754810333
|
|
},
|
|
{
|
|
"p": 0.02820683643221855,
|
|
"m": 0.421174556016922
|
|
},
|
|
{
|
|
"p": 0.10075711458921432,
|
|
"m": 0.3869513273239136
|
|
},
|
|
{
|
|
"p": 0.016934268176555634,
|
|
"m": 0.8156663179397583
|
|
},
|
|
{
|
|
"p": 0.057923756539821625,
|
|
"m": 0.9969727396965027
|
|
},
|
|
{
|
|
"p": 0.04840896278619766,
|
|
"m": 0.10586424916982651
|
|
},
|
|
{
|
|
"p": 0.05923375487327576,
|
|
"m": 0.9981580972671509
|
|
},
|
|
{
|
|
"p": 0.131268709897995,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13484090566635132,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0032965035643428564,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01903178170323372,
|
|
"m": 0.5785823464393616
|
|
},
|
|
{
|
|
"p": 0.00427608285099268,
|
|
"m": 0.2514532208442688
|
|
},
|
|
{
|
|
"p": 0.00042354641482234,
|
|
"m": 0.7122603058815002
|
|
},
|
|
{
|
|
"p": 0.00042354641482234,
|
|
"m": 0.5120112299919128
|
|
},
|
|
{
|
|
"p": 0.00042354641482234,
|
|
"m": 0.9889154434204102
|
|
},
|
|
{
|
|
"p": 0.0322585366666317,
|
|
"m": 0.16517117619514465
|
|
},
|
|
{
|
|
"p": 0.04700436070561409,
|
|
"m": 0.2532111704349518
|
|
},
|
|
{
|
|
"p": 0.00042354641482234,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00042354641482234,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 82,
|
|
"train_loss": 1.8791182041168213,
|
|
"val_loss": 0.9347578883171082,
|
|
"acc": 68.74,
|
|
"time": 132.60717397199915,
|
|
"param": [
|
|
{
|
|
"p": 0.144381582736969,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.022264810279011726,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08688380569219589,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08977112919092178,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03524542227387428,
|
|
"m": 0.10628136992454529
|
|
},
|
|
{
|
|
"p": 0.031003423035144806,
|
|
"m": 0.4168873727321625
|
|
},
|
|
{
|
|
"p": 0.06976856291294098,
|
|
"m": 0.43901288509368896
|
|
},
|
|
{
|
|
"p": 0.025097785517573357,
|
|
"m": 0.9279400706291199
|
|
},
|
|
{
|
|
"p": 0.05729085952043533,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047307513654232025,
|
|
"m": 0.13153508305549622
|
|
},
|
|
{
|
|
"p": 0.05177803337574005,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12627941370010376,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0633050799369812,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03559085726737976,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00042091967770829797,
|
|
"m": 0.6000497937202454
|
|
},
|
|
{
|
|
"p": 0.00994388572871685,
|
|
"m": 0.2697325050830841
|
|
},
|
|
{
|
|
"p": 0.00042091967770829797,
|
|
"m": 0.7229421138763428
|
|
},
|
|
{
|
|
"p": 0.00042091967770829797,
|
|
"m": 0.5770729780197144
|
|
},
|
|
{
|
|
"p": 0.00042091967770829797,
|
|
"m": 0.8889190554618835
|
|
},
|
|
{
|
|
"p": 0.015600425191223621,
|
|
"m": 0.12837457656860352
|
|
},
|
|
{
|
|
"p": 0.04216412082314491,
|
|
"m": 0.3685813844203949
|
|
},
|
|
{
|
|
"p": 0.012065672315657139,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03257403150200844,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 83,
|
|
"train_loss": 1.7287054061889648,
|
|
"val_loss": 0.8658711910247803,
|
|
"acc": 69.54,
|
|
"time": 131.7580932689998,
|
|
"param": [
|
|
{
|
|
"p": 0.08327925950288773,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.006778324954211712,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06821794807910919,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0670008659362793,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.026855064556002617,
|
|
"m": 0.14914089441299438
|
|
},
|
|
{
|
|
"p": 0.03364492952823639,
|
|
"m": 0.42491504549980164
|
|
},
|
|
{
|
|
"p": 0.08086591213941574,
|
|
"m": 0.4489799439907074
|
|
},
|
|
{
|
|
"p": 0.03983209654688835,
|
|
"m": 0.8186250925064087
|
|
},
|
|
{
|
|
"p": 0.08932876586914062,
|
|
"m": 0.984279990196228
|
|
},
|
|
{
|
|
"p": 0.0531947985291481,
|
|
"m": 0.15003661811351776
|
|
},
|
|
{
|
|
"p": 0.06536175310611725,
|
|
"m": 0.9590119123458862
|
|
},
|
|
{
|
|
"p": 0.08885674923658371,
|
|
"m": 0.9981319904327393
|
|
},
|
|
{
|
|
"p": 0.11368326097726822,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021457361057400703,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02981514483690262,
|
|
"m": 0.6805996298789978
|
|
},
|
|
{
|
|
"p": 0.023572806268930435,
|
|
"m": 0.12574027478694916
|
|
},
|
|
{
|
|
"p": 0.00042037543607875705,
|
|
"m": 0.7790795564651489
|
|
},
|
|
{
|
|
"p": 0.004666687920689583,
|
|
"m": 0.5873620510101318
|
|
},
|
|
{
|
|
"p": 0.003811713308095932,
|
|
"m": 0.9569249749183655
|
|
},
|
|
{
|
|
"p": 0.026493703946471214,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.04730629175901413,
|
|
"m": 0.4036688208580017
|
|
},
|
|
{
|
|
"p": 0.0049651023000478745,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02059103175997734,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 84,
|
|
"train_loss": 1.8942248821258545,
|
|
"val_loss": 0.8449594378471375,
|
|
"acc": 69.27,
|
|
"time": 132.65074124900093,
|
|
"param": [
|
|
{
|
|
"p": 0.11398717761039734,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.018597006797790527,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.024665040895342827,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07756513357162476,
|
|
"m": 0.17173723876476288
|
|
},
|
|
{
|
|
"p": 0.023186299949884415,
|
|
"m": 0.14303161203861237
|
|
},
|
|
{
|
|
"p": 0.00930650345981121,
|
|
"m": 0.44191938638687134
|
|
},
|
|
{
|
|
"p": 0.08514304459095001,
|
|
"m": 0.4238191843032837
|
|
},
|
|
{
|
|
"p": 0.052650827914476395,
|
|
"m": 0.6288017630577087
|
|
},
|
|
{
|
|
"p": 0.08632497489452362,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05601084977388382,
|
|
"m": 0.11250299960374832
|
|
},
|
|
{
|
|
"p": 0.024184472858905792,
|
|
"m": 0.95020991563797
|
|
},
|
|
{
|
|
"p": 0.14253659546375275,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11439668387174606,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019394526258111,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004067080095410347,
|
|
"m": 0.5947631597518921
|
|
},
|
|
{
|
|
"p": 0.00043217861093580723,
|
|
"m": 0.12728698551654816
|
|
},
|
|
{
|
|
"p": 0.00043217861093580723,
|
|
"m": 0.8129522800445557
|
|
},
|
|
{
|
|
"p": 0.00043217861093580723,
|
|
"m": 0.6193081140518188
|
|
},
|
|
{
|
|
"p": 0.014086487703025341,
|
|
"m": 0.9582100510597229
|
|
},
|
|
{
|
|
"p": 0.032998062670230865,
|
|
"m": 0.10417100787162781
|
|
},
|
|
{
|
|
"p": 0.0491253063082695,
|
|
"m": 0.3080906867980957
|
|
},
|
|
{
|
|
"p": 0.0017210363876074553,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.048756472766399384,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 85,
|
|
"train_loss": 1.871489405632019,
|
|
"val_loss": 0.987509548664093,
|
|
"acc": 68.61,
|
|
"time": 132.43293012899994,
|
|
"param": [
|
|
{
|
|
"p": 0.10860166698694229,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01245594397187233,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07214529812335968,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0952363982796669,
|
|
"m": 0.28665000200271606
|
|
},
|
|
{
|
|
"p": 0.04698924347758293,
|
|
"m": 0.1075911819934845
|
|
},
|
|
{
|
|
"p": 0.028214048594236374,
|
|
"m": 0.4841858446598053
|
|
},
|
|
{
|
|
"p": 0.09669265896081924,
|
|
"m": 0.43455970287323
|
|
},
|
|
{
|
|
"p": 0.04518996179103851,
|
|
"m": 0.4757429361343384
|
|
},
|
|
{
|
|
"p": 0.06377658247947693,
|
|
"m": 0.9480794072151184
|
|
},
|
|
{
|
|
"p": 0.045034557580947876,
|
|
"m": 0.25277525186538696
|
|
},
|
|
{
|
|
"p": 0.06019526347517967,
|
|
"m": 0.9632929563522339
|
|
},
|
|
{
|
|
"p": 0.11594975739717484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09677165001630783,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03226476535201073,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004283971502445638,
|
|
"m": 0.6385480165481567
|
|
},
|
|
{
|
|
"p": 0.015111582353711128,
|
|
"m": 0.14596939086914062
|
|
},
|
|
{
|
|
"p": 0.008932200260460377,
|
|
"m": 0.832827091217041
|
|
},
|
|
{
|
|
"p": 0.002700895769521594,
|
|
"m": 0.702847421169281
|
|
},
|
|
{
|
|
"p": 0.0004283971502445638,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03579103201627731,
|
|
"m": 0.12442422658205032
|
|
},
|
|
{
|
|
"p": 0.0017336745513603091,
|
|
"m": 0.28042688965797424
|
|
},
|
|
{
|
|
"p": 0.014927754178643227,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004283971502445638,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 86,
|
|
"train_loss": 2.034862995147705,
|
|
"val_loss": 0.920382559299469,
|
|
"acc": 69.49,
|
|
"time": 131.7642070010006,
|
|
"param": [
|
|
{
|
|
"p": 0.07243434339761734,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.012707552872598171,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06262535601854324,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06517843157052994,
|
|
"m": 0.24301378428936005
|
|
},
|
|
{
|
|
"p": 0.04498130828142166,
|
|
"m": 0.1200566217303276
|
|
},
|
|
{
|
|
"p": 0.0488244853913784,
|
|
"m": 0.4402700662612915
|
|
},
|
|
{
|
|
"p": 0.08654466271400452,
|
|
"m": 0.5143624544143677
|
|
},
|
|
{
|
|
"p": 0.06945088505744934,
|
|
"m": 0.40122705698013306
|
|
},
|
|
{
|
|
"p": 0.07619957625865936,
|
|
"m": 0.9638633131980896
|
|
},
|
|
{
|
|
"p": 0.04875783994793892,
|
|
"m": 0.3212173879146576
|
|
},
|
|
{
|
|
"p": 0.05655350163578987,
|
|
"m": 0.8865330219268799
|
|
},
|
|
{
|
|
"p": 0.12488460540771484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10321644693613052,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.024131152778863907,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008689695037901402,
|
|
"m": 0.6795831322669983
|
|
},
|
|
{
|
|
"p": 0.00042582847527228296,
|
|
"m": 0.21137496829032898
|
|
},
|
|
{
|
|
"p": 0.013203895650804043,
|
|
"m": 0.7603791952133179
|
|
},
|
|
{
|
|
"p": 0.00042582847527228296,
|
|
"m": 0.8213214874267578
|
|
},
|
|
{
|
|
"p": 0.0018934510881081223,
|
|
"m": 0.9392637610435486
|
|
},
|
|
{
|
|
"p": 0.011777195148169994,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03531934693455696,
|
|
"m": 0.12741853296756744
|
|
},
|
|
{
|
|
"p": 0.010823012329638004,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02095177210867405,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 87,
|
|
"train_loss": 2.0631825923919678,
|
|
"val_loss": 1.0424755811691284,
|
|
"acc": 68.98,
|
|
"time": 131.72764766,
|
|
"param": [
|
|
{
|
|
"p": 0.11105258762836456,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.026498761028051376,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05629589036107063,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07146317511796951,
|
|
"m": 0.21118105947971344
|
|
},
|
|
{
|
|
"p": 0.03921942412853241,
|
|
"m": 0.18131139874458313
|
|
},
|
|
{
|
|
"p": 0.0171185489743948,
|
|
"m": 0.5052588582038879
|
|
},
|
|
{
|
|
"p": 0.06916482746601105,
|
|
"m": 0.5068938732147217
|
|
},
|
|
{
|
|
"p": 0.05624726414680481,
|
|
"m": 0.29182714223861694
|
|
},
|
|
{
|
|
"p": 0.0690200999379158,
|
|
"m": 0.9326450824737549
|
|
},
|
|
{
|
|
"p": 0.05716821551322937,
|
|
"m": 0.3153648376464844
|
|
},
|
|
{
|
|
"p": 0.05023806169629097,
|
|
"m": 0.9174363613128662
|
|
},
|
|
{
|
|
"p": 0.08878970891237259,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10025987029075623,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.032437603920698166,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019512450322508812,
|
|
"m": 0.6519197821617126
|
|
},
|
|
{
|
|
"p": 0.00041712625534273684,
|
|
"m": 0.20334136486053467
|
|
},
|
|
{
|
|
"p": 0.00041712625534273684,
|
|
"m": 0.661094605922699
|
|
},
|
|
{
|
|
"p": 0.019534526392817497,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00041712625534273684,
|
|
"m": 0.9071935415267944
|
|
},
|
|
{
|
|
"p": 0.023973049595952034,
|
|
"m": 0.15722285211086273
|
|
},
|
|
{
|
|
"p": 0.05265055224299431,
|
|
"m": 0.20812124013900757
|
|
},
|
|
{
|
|
"p": 0.01882598176598549,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01927814818918705,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 88,
|
|
"train_loss": 1.3530199527740479,
|
|
"val_loss": 0.9672694802284241,
|
|
"acc": 70.05,
|
|
"time": 132.06331992599917,
|
|
"param": [
|
|
{
|
|
"p": 0.0859174132347107,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.005238794721662998,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07379903644323349,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05527588352560997,
|
|
"m": 0.32396572828292847
|
|
},
|
|
{
|
|
"p": 0.07001891732215881,
|
|
"m": 0.14527952671051025
|
|
},
|
|
{
|
|
"p": 0.00042495987145230174,
|
|
"m": 0.5030941963195801
|
|
},
|
|
{
|
|
"p": 0.08557182550430298,
|
|
"m": 0.6111879348754883
|
|
},
|
|
{
|
|
"p": 0.04680841416120529,
|
|
"m": 0.24467714130878448
|
|
},
|
|
{
|
|
"p": 0.06808625906705856,
|
|
"m": 0.9971069097518921
|
|
},
|
|
{
|
|
"p": 0.04745960980653763,
|
|
"m": 0.27578815817832947
|
|
},
|
|
{
|
|
"p": 0.03368767723441124,
|
|
"m": 0.9866703152656555
|
|
},
|
|
{
|
|
"p": 0.15997684001922607,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1657964140176773,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021445004269480705,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00042495987145230174,
|
|
"m": 0.5453327298164368
|
|
},
|
|
{
|
|
"p": 0.00042495987145230174,
|
|
"m": 0.24836118519306183
|
|
},
|
|
{
|
|
"p": 0.0016710077179595828,
|
|
"m": 0.6897106170654297
|
|
},
|
|
{
|
|
"p": 0.00042495987145230174,
|
|
"m": 0.925823986530304
|
|
},
|
|
{
|
|
"p": 0.0014252698747441173,
|
|
"m": 0.9069262742996216
|
|
},
|
|
{
|
|
"p": 0.025524703785777092,
|
|
"m": 0.20405744016170502
|
|
},
|
|
{
|
|
"p": 0.036937374621629715,
|
|
"m": 0.16992807388305664
|
|
},
|
|
{
|
|
"p": 0.0005922312848269939,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.013067484833300114,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 89,
|
|
"train_loss": 1.9366809129714966,
|
|
"val_loss": 0.9466862082481384,
|
|
"acc": 70.61,
|
|
"time": 132.26384240100015,
|
|
"param": [
|
|
{
|
|
"p": 0.0690612867474556,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.021636733785271645,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05465681850910187,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.047148365527391434,
|
|
"m": 0.41876018047332764
|
|
},
|
|
{
|
|
"p": 0.05521341785788536,
|
|
"m": 0.10774829983711243
|
|
},
|
|
{
|
|
"p": 0.016166049987077713,
|
|
"m": 0.4571506083011627
|
|
},
|
|
{
|
|
"p": 0.0990266278386116,
|
|
"m": 0.42243415117263794
|
|
},
|
|
{
|
|
"p": 0.04847551882266998,
|
|
"m": 0.3088735044002533
|
|
},
|
|
{
|
|
"p": 0.08011326193809509,
|
|
"m": 0.9771971702575684
|
|
},
|
|
{
|
|
"p": 0.04078202694654465,
|
|
"m": 0.21798713505268097
|
|
},
|
|
{
|
|
"p": 0.06387833505868912,
|
|
"m": 0.9962001442909241
|
|
},
|
|
{
|
|
"p": 0.12414772808551788,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10226389020681381,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017233040183782578,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00684611639007926,
|
|
"m": 0.5065220594406128
|
|
},
|
|
{
|
|
"p": 0.000426513550337404,
|
|
"m": 0.28796324133872986
|
|
},
|
|
{
|
|
"p": 0.01443473156541586,
|
|
"m": 0.5684420466423035
|
|
},
|
|
{
|
|
"p": 0.006117694079875946,
|
|
"m": 0.8947001099586487
|
|
},
|
|
{
|
|
"p": 0.006232644431293011,
|
|
"m": 0.8144439458847046
|
|
},
|
|
{
|
|
"p": 0.024382738396525383,
|
|
"m": 0.1177104264497757
|
|
},
|
|
{
|
|
"p": 0.06293787062168121,
|
|
"m": 0.15362699329853058
|
|
},
|
|
{
|
|
"p": 0.000426513550337404,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.038392093032598495,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 90,
|
|
"train_loss": 1.848570704460144,
|
|
"val_loss": 0.9252308011054993,
|
|
"acc": 70.16,
|
|
"time": 132.04908251800043,
|
|
"param": [
|
|
{
|
|
"p": 0.08232099562883377,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02217230573296547,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07395108789205551,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.059141162782907486,
|
|
"m": 0.39081472158432007
|
|
},
|
|
{
|
|
"p": 0.05293307453393936,
|
|
"m": 0.11327116191387177
|
|
},
|
|
{
|
|
"p": 0.028759969398379326,
|
|
"m": 0.48672720789909363
|
|
},
|
|
{
|
|
"p": 0.11098199337720871,
|
|
"m": 0.38844436407089233
|
|
},
|
|
{
|
|
"p": 0.047904688864946365,
|
|
"m": 0.38585585355758667
|
|
},
|
|
{
|
|
"p": 0.09515928477048874,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04903116449713707,
|
|
"m": 0.24631312489509583
|
|
},
|
|
{
|
|
"p": 0.03960815817117691,
|
|
"m": 0.9051051735877991
|
|
},
|
|
{
|
|
"p": 0.10290351510047913,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11292541772127151,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028916742652654648,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025085119530558586,
|
|
"m": 0.36030343174934387
|
|
},
|
|
{
|
|
"p": 0.01782408356666565,
|
|
"m": 0.2992545962333679
|
|
},
|
|
{
|
|
"p": 0.0006173873553052545,
|
|
"m": 0.6484545469284058
|
|
},
|
|
{
|
|
"p": 0.00042251922423020005,
|
|
"m": 0.9136382341384888
|
|
},
|
|
{
|
|
"p": 0.0038137552328407764,
|
|
"m": 0.8799802660942078
|
|
},
|
|
{
|
|
"p": 0.00042251922423020005,
|
|
"m": 0.10069219768047333
|
|
},
|
|
{
|
|
"p": 0.02943394146859646,
|
|
"m": 0.17613060772418976
|
|
},
|
|
{
|
|
"p": 0.01524870190769434,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00042251922423020005,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 91,
|
|
"train_loss": 2.0803890228271484,
|
|
"val_loss": 0.939837634563446,
|
|
"acc": 69.94,
|
|
"time": 132.30332970900054,
|
|
"param": [
|
|
{
|
|
"p": 0.046261951327323914,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.009547955356538296,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0677938237786293,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.058590687811374664,
|
|
"m": 0.291495680809021
|
|
},
|
|
{
|
|
"p": 0.052466653287410736,
|
|
"m": 0.14499981701374054
|
|
},
|
|
{
|
|
"p": 0.037215545773506165,
|
|
"m": 0.33786433935165405
|
|
},
|
|
{
|
|
"p": 0.0640784278512001,
|
|
"m": 0.4646289646625519
|
|
},
|
|
{
|
|
"p": 0.07011035084724426,
|
|
"m": 0.29578882455825806
|
|
},
|
|
{
|
|
"p": 0.07184302806854248,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047242168337106705,
|
|
"m": 0.15995953977108002
|
|
},
|
|
{
|
|
"p": 0.06323020905256271,
|
|
"m": 0.9378493428230286
|
|
},
|
|
{
|
|
"p": 0.13730241358280182,
|
|
"m": 0.9989641904830933
|
|
},
|
|
{
|
|
"p": 0.11139307171106339,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025914233177900314,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01626969501376152,
|
|
"m": 0.4619407653808594
|
|
},
|
|
{
|
|
"p": 0.0022161095403134823,
|
|
"m": 0.2939286530017853
|
|
},
|
|
{
|
|
"p": 0.00042492125066928566,
|
|
"m": 0.6247503161430359
|
|
},
|
|
{
|
|
"p": 0.015214687213301659,
|
|
"m": 0.927354633808136
|
|
},
|
|
{
|
|
"p": 0.018279654905200005,
|
|
"m": 0.7696937322616577
|
|
},
|
|
{
|
|
"p": 0.005163060035556555,
|
|
"m": 0.12695959210395813
|
|
},
|
|
{
|
|
"p": 0.046126823872327805,
|
|
"m": 0.2218271642923355
|
|
},
|
|
{
|
|
"p": 0.00042492125066928566,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03288966044783592,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 92,
|
|
"train_loss": 1.6270182132720947,
|
|
"val_loss": 0.9583564400672913,
|
|
"acc": 69.4,
|
|
"time": 132.15823144700153,
|
|
"param": [
|
|
{
|
|
"p": 0.09785059839487076,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01915401592850685,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09587687253952026,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.050817281007766724,
|
|
"m": 0.2915019989013672
|
|
},
|
|
{
|
|
"p": 0.04042929783463478,
|
|
"m": 0.13571302592754364
|
|
},
|
|
{
|
|
"p": 0.03633325174450874,
|
|
"m": 0.22104088962078094
|
|
},
|
|
{
|
|
"p": 0.08960387110710144,
|
|
"m": 0.4432115852832794
|
|
},
|
|
{
|
|
"p": 0.059788450598716736,
|
|
"m": 0.2728666365146637
|
|
},
|
|
{
|
|
"p": 0.06275574862957001,
|
|
"m": 0.9811567068099976
|
|
},
|
|
{
|
|
"p": 0.032586514949798584,
|
|
"m": 0.23321814835071564
|
|
},
|
|
{
|
|
"p": 0.07084646075963974,
|
|
"m": 0.9332672357559204
|
|
},
|
|
{
|
|
"p": 0.10157545655965805,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11320888996124268,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03357398882508278,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0029367152601480484,
|
|
"m": 0.39609646797180176
|
|
},
|
|
{
|
|
"p": 0.013422989286482334,
|
|
"m": 0.20144139230251312
|
|
},
|
|
{
|
|
"p": 0.00041817501187324524,
|
|
"m": 0.5455999970436096
|
|
},
|
|
{
|
|
"p": 0.00041817501187324524,
|
|
"m": 0.934106707572937
|
|
},
|
|
{
|
|
"p": 0.00041817501187324524,
|
|
"m": 0.6589120030403137
|
|
},
|
|
{
|
|
"p": 0.011551854200661182,
|
|
"m": 0.1912025809288025
|
|
},
|
|
{
|
|
"p": 0.05391347408294678,
|
|
"m": 0.2131010740995407
|
|
},
|
|
{
|
|
"p": 0.00041817501187324524,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.012101743370294571,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 93,
|
|
"train_loss": 1.7348198890686035,
|
|
"val_loss": 0.8647729754447937,
|
|
"acc": 69.09,
|
|
"time": 134.26314619699951,
|
|
"param": [
|
|
{
|
|
"p": 0.03498069941997528,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.004809102974832058,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06151013448834419,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06232447177171707,
|
|
"m": 0.20823442935943604
|
|
},
|
|
{
|
|
"p": 0.044561389833688736,
|
|
"m": 0.23103125393390656
|
|
},
|
|
{
|
|
"p": 0.02454385720193386,
|
|
"m": 0.27697449922561646
|
|
},
|
|
{
|
|
"p": 0.09484770894050598,
|
|
"m": 0.5621541142463684
|
|
},
|
|
{
|
|
"p": 0.06851009279489517,
|
|
"m": 0.3683384358882904
|
|
},
|
|
{
|
|
"p": 0.09080416709184647,
|
|
"m": 0.9257568120956421
|
|
},
|
|
{
|
|
"p": 0.05165093392133713,
|
|
"m": 0.22257260978221893
|
|
},
|
|
{
|
|
"p": 0.06748893857002258,
|
|
"m": 0.918411910533905
|
|
},
|
|
{
|
|
"p": 0.1131054237484932,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1210973709821701,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03175998479127884,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017217999324202538,
|
|
"m": 0.42677852511405945
|
|
},
|
|
{
|
|
"p": 0.021935438737273216,
|
|
"m": 0.12148960679769516
|
|
},
|
|
{
|
|
"p": 0.006564399227499962,
|
|
"m": 0.7364437580108643
|
|
},
|
|
{
|
|
"p": 0.00041844460065476596,
|
|
"m": 0.9467523097991943
|
|
},
|
|
{
|
|
"p": 0.00041844460065476596,
|
|
"m": 0.6651092767715454
|
|
},
|
|
{
|
|
"p": 0.026135800406336784,
|
|
"m": 0.11210506409406662
|
|
},
|
|
{
|
|
"p": 0.036318231374025345,
|
|
"m": 0.2902728319168091
|
|
},
|
|
{
|
|
"p": 0.017006712034344673,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00199018488638103,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 94,
|
|
"train_loss": 1.6725882291793823,
|
|
"val_loss": 0.9159873723983765,
|
|
"acc": 69.4,
|
|
"time": 131.98025799199968,
|
|
"param": [
|
|
{
|
|
"p": 0.09854137897491455,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0010124118998646736,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07258442789316177,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08011990785598755,
|
|
"m": 0.22665104269981384
|
|
},
|
|
{
|
|
"p": 0.07134860008955002,
|
|
"m": 0.14666439592838287
|
|
},
|
|
{
|
|
"p": 0.013022889383137226,
|
|
"m": 0.2658328711986542
|
|
},
|
|
{
|
|
"p": 0.05080948770046234,
|
|
"m": 0.6109412312507629
|
|
},
|
|
{
|
|
"p": 0.04738377034664154,
|
|
"m": 0.40960580110549927
|
|
},
|
|
{
|
|
"p": 0.024626294150948524,
|
|
"m": 0.9728332757949829
|
|
},
|
|
{
|
|
"p": 0.0435592420399189,
|
|
"m": 0.2657768130302429
|
|
},
|
|
{
|
|
"p": 0.06946045905351639,
|
|
"m": 0.9053523540496826
|
|
},
|
|
{
|
|
"p": 0.13696321845054626,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12072199583053589,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04038788005709648,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01851481758058071,
|
|
"m": 0.376524418592453
|
|
},
|
|
{
|
|
"p": 0.00042358183418400586,
|
|
"m": 0.15551361441612244
|
|
},
|
|
{
|
|
"p": 0.00042358183418400586,
|
|
"m": 0.8275710940361023
|
|
},
|
|
{
|
|
"p": 0.010693933814764023,
|
|
"m": 0.9026377201080322
|
|
},
|
|
{
|
|
"p": 0.00042358183418400586,
|
|
"m": 0.7846937775611877
|
|
},
|
|
{
|
|
"p": 0.00042358183418400586,
|
|
"m": 0.1451648771762848
|
|
},
|
|
{
|
|
"p": 0.0729171484708786,
|
|
"m": 0.2730771601200104
|
|
},
|
|
{
|
|
"p": 0.00042358183418400586,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02521427534520626,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 95,
|
|
"train_loss": 1.9872982501983643,
|
|
"val_loss": 1.0606975555419922,
|
|
"acc": 69.5,
|
|
"time": 132.23532076800075,
|
|
"param": [
|
|
{
|
|
"p": 0.09203390032052994,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.016125265508890152,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08403486758470535,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05571062117815018,
|
|
"m": 0.21566259860992432
|
|
},
|
|
{
|
|
"p": 0.0850132405757904,
|
|
"m": 0.1252232789993286
|
|
},
|
|
{
|
|
"p": 0.014065994881093502,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.017567668110132217,
|
|
"m": 0.543884813785553
|
|
},
|
|
{
|
|
"p": 0.043106164783239365,
|
|
"m": 0.6392408609390259
|
|
},
|
|
{
|
|
"p": 0.0872112587094307,
|
|
"m": 0.9987208247184753
|
|
},
|
|
{
|
|
"p": 0.05958451330661774,
|
|
"m": 0.22524113953113556
|
|
},
|
|
{
|
|
"p": 0.05639754980802536,
|
|
"m": 0.9988657832145691
|
|
},
|
|
{
|
|
"p": 0.10264720022678375,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12033627182245255,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05010693892836571,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010694523341953754,
|
|
"m": 0.3595232367515564
|
|
},
|
|
{
|
|
"p": 0.013968528248369694,
|
|
"m": 0.11882629245519638
|
|
},
|
|
{
|
|
"p": 0.008457998745143414,
|
|
"m": 0.7084468603134155
|
|
},
|
|
{
|
|
"p": 0.0004219762049615383,
|
|
"m": 0.9182764291763306
|
|
},
|
|
{
|
|
"p": 0.0004219762049615383,
|
|
"m": 0.7269389033317566
|
|
},
|
|
{
|
|
"p": 0.01958717405796051,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.04311317950487137,
|
|
"m": 0.23773011565208435
|
|
},
|
|
{
|
|
"p": 0.009946673177182674,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00944648776203394,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 96,
|
|
"train_loss": 1.440198540687561,
|
|
"val_loss": 1.0010393857955933,
|
|
"acc": 70.15,
|
|
"time": 132.2761846450012,
|
|
"param": [
|
|
{
|
|
"p": 0.06632096320390701,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.009870938025414944,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06972897797822952,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05158581957221031,
|
|
"m": 0.2448391318321228
|
|
},
|
|
{
|
|
"p": 0.06223790720105171,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.027253735810518265,
|
|
"m": 0.2108232080936432
|
|
},
|
|
{
|
|
"p": 0.06509748846292496,
|
|
"m": 0.43752893805503845
|
|
},
|
|
{
|
|
"p": 0.0785006433725357,
|
|
"m": 0.53400719165802
|
|
},
|
|
{
|
|
"p": 0.072080597281456,
|
|
"m": 0.9723663330078125
|
|
},
|
|
{
|
|
"p": 0.05851694196462631,
|
|
"m": 0.10753978788852692
|
|
},
|
|
{
|
|
"p": 0.07201209664344788,
|
|
"m": 0.9891092777252197
|
|
},
|
|
{
|
|
"p": 0.10565199702978134,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12147294729948044,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03648224472999573,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01712382771074772,
|
|
"m": 0.4060303270816803
|
|
},
|
|
{
|
|
"p": 0.014171386137604713,
|
|
"m": 0.27324178814888
|
|
},
|
|
{
|
|
"p": 0.0047828434035182,
|
|
"m": 0.8372270464897156
|
|
},
|
|
{
|
|
"p": 0.00462666992098093,
|
|
"m": 0.9201306700706482
|
|
},
|
|
{
|
|
"p": 0.0004187977756373584,
|
|
"m": 0.7464576959609985
|
|
},
|
|
{
|
|
"p": 0.006897337734699249,
|
|
"m": 0.11257955431938171
|
|
},
|
|
{
|
|
"p": 0.04376540333032608,
|
|
"m": 0.16611920297145844
|
|
},
|
|
{
|
|
"p": 0.0028818808495998383,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00851847231388092,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 97,
|
|
"train_loss": 1.8653100728988647,
|
|
"val_loss": 0.8638551831245422,
|
|
"acc": 69.84,
|
|
"time": 132.0577819299997,
|
|
"param": [
|
|
{
|
|
"p": 0.10196410119533539,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.006689458154141903,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06517776846885681,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.054010454565286636,
|
|
"m": 0.367647647857666
|
|
},
|
|
{
|
|
"p": 0.04157397150993347,
|
|
"m": 0.14917899668216705
|
|
},
|
|
{
|
|
"p": 0.016390610486268997,
|
|
"m": 0.22904326021671295
|
|
},
|
|
{
|
|
"p": 0.03661758825182915,
|
|
"m": 0.49471384286880493
|
|
},
|
|
{
|
|
"p": 0.04051807150244713,
|
|
"m": 0.6364829540252686
|
|
},
|
|
{
|
|
"p": 0.08272671699523926,
|
|
"m": 0.9809300303459167
|
|
},
|
|
{
|
|
"p": 0.06221875175833702,
|
|
"m": 0.1001710444688797
|
|
},
|
|
{
|
|
"p": 0.0482465922832489,
|
|
"m": 0.9903193116188049
|
|
},
|
|
{
|
|
"p": 0.13545618951320648,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10533816367387772,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04399117827415466,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005690061487257481,
|
|
"m": 0.430869996547699
|
|
},
|
|
{
|
|
"p": 0.00041822317871265113,
|
|
"m": 0.3073016405105591
|
|
},
|
|
{
|
|
"p": 0.00041822317871265113,
|
|
"m": 0.8313284516334534
|
|
},
|
|
{
|
|
"p": 0.00041822317871265113,
|
|
"m": 0.9870147109031677
|
|
},
|
|
{
|
|
"p": 0.00041822317871265113,
|
|
"m": 0.8368954658508301
|
|
},
|
|
{
|
|
"p": 0.054720740765333176,
|
|
"m": 0.12236887216567993
|
|
},
|
|
{
|
|
"p": 0.04843921959400177,
|
|
"m": 0.12613976001739502
|
|
},
|
|
{
|
|
"p": 0.008408483117818832,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.040149059146642685,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 98,
|
|
"train_loss": 1.9122753143310547,
|
|
"val_loss": 0.7933864593505859,
|
|
"acc": 69.66,
|
|
"time": 131.54572667200046,
|
|
"param": [
|
|
{
|
|
"p": 0.09692208468914032,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.009953385218977928,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07729648798704147,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07240435481071472,
|
|
"m": 0.26072874665260315
|
|
},
|
|
{
|
|
"p": 0.0444488450884819,
|
|
"m": 0.17043854296207428
|
|
},
|
|
{
|
|
"p": 0.02653571590781212,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.06301906704902649,
|
|
"m": 0.47274458408355713
|
|
},
|
|
{
|
|
"p": 0.03987060487270355,
|
|
"m": 0.5074014663696289
|
|
},
|
|
{
|
|
"p": 0.0709734857082367,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04870261251926422,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.08067242056131363,
|
|
"m": 0.9725325107574463
|
|
},
|
|
{
|
|
"p": 0.09465338289737701,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11522796005010605,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02708585001528263,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011196250095963478,
|
|
"m": 0.5395039916038513
|
|
},
|
|
{
|
|
"p": 0.01136096939444542,
|
|
"m": 0.3148460388183594
|
|
},
|
|
{
|
|
"p": 0.007593485526740551,
|
|
"m": 0.8965747356414795
|
|
},
|
|
{
|
|
"p": 0.00042550431680865586,
|
|
"m": 0.9854887127876282
|
|
},
|
|
{
|
|
"p": 0.00042550431680865586,
|
|
"m": 0.8438435196876526
|
|
},
|
|
{
|
|
"p": 0.02281835488975048,
|
|
"m": 0.1187727078795433
|
|
},
|
|
{
|
|
"p": 0.05139132961630821,
|
|
"m": 0.2061477154493332
|
|
},
|
|
{
|
|
"p": 0.012514306232333183,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.014508008025586605,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 99,
|
|
"train_loss": 1.6484014987945557,
|
|
"val_loss": 0.8957374095916748,
|
|
"acc": 70.21,
|
|
"time": 132.4978372939986,
|
|
"param": [
|
|
{
|
|
"p": 0.09495510905981064,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004345404449850321,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06978192925453186,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06461811810731888,
|
|
"m": 0.2211207002401352
|
|
},
|
|
{
|
|
"p": 0.06502572447061539,
|
|
"m": 0.2599298655986786
|
|
},
|
|
{
|
|
"p": 0.03225398063659668,
|
|
"m": 0.38078048825263977
|
|
},
|
|
{
|
|
"p": 0.08454184234142303,
|
|
"m": 0.5451046824455261
|
|
},
|
|
{
|
|
"p": 0.05339634791016579,
|
|
"m": 0.42508915066719055
|
|
},
|
|
{
|
|
"p": 0.08946036547422409,
|
|
"m": 0.9677667021751404
|
|
},
|
|
{
|
|
"p": 0.0873921811580658,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.040760040283203125,
|
|
"m": 0.9900651574134827
|
|
},
|
|
{
|
|
"p": 0.024463973939418793,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14359329640865326,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03602170571684837,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009381566196680069,
|
|
"m": 0.4882333278656006
|
|
},
|
|
{
|
|
"p": 0.0004345404449850321,
|
|
"m": 0.2524583637714386
|
|
},
|
|
{
|
|
"p": 0.0004345404449850321,
|
|
"m": 0.96797114610672
|
|
},
|
|
{
|
|
"p": 0.0004345404449850321,
|
|
"m": 0.9868808388710022
|
|
},
|
|
{
|
|
"p": 0.007474210113286972,
|
|
"m": 0.8364728093147278
|
|
},
|
|
{
|
|
"p": 0.002124760067090392,
|
|
"m": 0.17584837973117828
|
|
},
|
|
{
|
|
"p": 0.054310619831085205,
|
|
"m": 0.11848064512014389
|
|
},
|
|
{
|
|
"p": 0.0029891415033489466,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03571706637740135,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 100,
|
|
"train_loss": 2.1092114448547363,
|
|
"val_loss": 0.7869979739189148,
|
|
"acc": 70.64,
|
|
"time": 132.59892603300068,
|
|
"param": [
|
|
{
|
|
"p": 0.027059271931648254,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.028959112241864204,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0847763940691948,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0651327520608902,
|
|
"m": 0.25989723205566406
|
|
},
|
|
{
|
|
"p": 0.06145402044057846,
|
|
"m": 0.22601790726184845
|
|
},
|
|
{
|
|
"p": 0.03223744034767151,
|
|
"m": 0.4498966634273529
|
|
},
|
|
{
|
|
"p": 0.0867011696100235,
|
|
"m": 0.4769447445869446
|
|
},
|
|
{
|
|
"p": 0.06275654584169388,
|
|
"m": 0.42857062816619873
|
|
},
|
|
{
|
|
"p": 0.05991029739379883,
|
|
"m": 0.9161226749420166
|
|
},
|
|
{
|
|
"p": 0.0646573081612587,
|
|
"m": 0.10879108309745789
|
|
},
|
|
{
|
|
"p": 0.06979311257600784,
|
|
"m": 0.9430460929870605
|
|
},
|
|
{
|
|
"p": 0.11434327811002731,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10709129273891449,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017068009823560715,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01888175867497921,
|
|
"m": 0.6058506965637207
|
|
},
|
|
{
|
|
"p": 0.005091184750199318,
|
|
"m": 0.23203644156455994
|
|
},
|
|
{
|
|
"p": 0.00043328493484295905,
|
|
"m": 0.9578626751899719
|
|
},
|
|
{
|
|
"p": 0.00043328493484295905,
|
|
"m": 0.9951068758964539
|
|
},
|
|
{
|
|
"p": 0.00043328493484295905,
|
|
"m": 0.7941774725914001
|
|
},
|
|
{
|
|
"p": 0.018618974834680557,
|
|
"m": 0.10085403919219971
|
|
},
|
|
{
|
|
"p": 0.039646174758672714,
|
|
"m": 0.15139879286289215
|
|
},
|
|
{
|
|
"p": 0.00043328493484295905,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03408881649374962,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
}
|
|
]
|
|
} |