mirror of
https://github.com/AntoineHX/smart_augmentation.git
synced 2025-05-04 12:10:45 +02:00
15347 lines
No EOL
250 KiB
JSON
Executable file
15347 lines
No EOL
250 KiB
JSON
Executable file
{
|
|
"Accuracy": 69.38,
|
|
"Time": [
|
|
128.93948561505982,
|
|
8.616479423062644,
|
|
19555.881804655
|
|
],
|
|
"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": 4.565760612487793,
|
|
"val_loss": 2.145203113555908,
|
|
"acc": 22.25,
|
|
"time": 126.441001027,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0708482563495636,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04494768753647804,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.030309369787573814,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.040646325796842575,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12131369113922119,
|
|
"m": 0.7717400193214417
|
|
},
|
|
{
|
|
"p": 0.012788275256752968,
|
|
"m": 0.9309446215629578
|
|
},
|
|
{
|
|
"p": 0.10267304629087448,
|
|
"m": 0.9497873187065125
|
|
},
|
|
{
|
|
"p": 0.0576465018093586,
|
|
"m": 0.9895161986351013
|
|
},
|
|
{
|
|
"p": 0.04049630090594292,
|
|
"m": 0.9462769627571106
|
|
},
|
|
{
|
|
"p": 0.02725192718207836,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04720772057771683,
|
|
"m": 0.9567798972129822
|
|
},
|
|
{
|
|
"p": 0.02048731967806816,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053692590445280075,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06255418062210083,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03915603831410408,
|
|
"m": 0.9143677949905396
|
|
},
|
|
{
|
|
"p": 0.0446629673242569,
|
|
"m": 0.949551522731781
|
|
},
|
|
{
|
|
"p": 0.0004358373989816755,
|
|
"m": 0.9365452527999878
|
|
},
|
|
{
|
|
"p": 0.03913993015885353,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004358373989816755,
|
|
"m": 0.9185765385627747
|
|
},
|
|
{
|
|
"p": 0.019211580976843834,
|
|
"m": 0.8650239706039429
|
|
},
|
|
{
|
|
"p": 0.003106462536379695,
|
|
"m": 0.8414386510848999
|
|
},
|
|
{
|
|
"p": 0.05266410484910011,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06832417845726013,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 2,
|
|
"train_loss": 4.426076889038086,
|
|
"val_loss": 2.005272388458252,
|
|
"acc": 29.15,
|
|
"time": 125.84801764899998,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0726810023188591,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.027412010356783867,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04618808254599571,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.031185494735836983,
|
|
"m": 0.9900416135787964
|
|
},
|
|
{
|
|
"p": 0.0704355388879776,
|
|
"m": 0.7483371496200562
|
|
},
|
|
{
|
|
"p": 0.04729554057121277,
|
|
"m": 0.9245623350143433
|
|
},
|
|
{
|
|
"p": 0.00042738483170978725,
|
|
"m": 0.9844334125518799
|
|
},
|
|
{
|
|
"p": 0.0952986404299736,
|
|
"m": 0.919790506362915
|
|
},
|
|
{
|
|
"p": 0.02130855806171894,
|
|
"m": 0.9005143046379089
|
|
},
|
|
{
|
|
"p": 0.058218639343976974,
|
|
"m": 0.9944632053375244
|
|
},
|
|
{
|
|
"p": 0.05961655452847481,
|
|
"m": 0.9960783123970032
|
|
},
|
|
{
|
|
"p": 0.0627477616071701,
|
|
"m": 0.9963357448577881
|
|
},
|
|
{
|
|
"p": 0.016656210646033287,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04548480361700058,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0363677553832531,
|
|
"m": 0.9753590822219849
|
|
},
|
|
{
|
|
"p": 0.00042738483170978725,
|
|
"m": 0.9665992856025696
|
|
},
|
|
{
|
|
"p": 0.00042738483170978725,
|
|
"m": 0.9996493458747864
|
|
},
|
|
{
|
|
"p": 0.040725789964199066,
|
|
"m": 0.97627192735672
|
|
},
|
|
{
|
|
"p": 0.0030877874232828617,
|
|
"m": 0.9534074068069458
|
|
},
|
|
{
|
|
"p": 0.04118882492184639,
|
|
"m": 0.7397681474685669
|
|
},
|
|
{
|
|
"p": 0.08873574435710907,
|
|
"m": 0.7310203313827515
|
|
},
|
|
{
|
|
"p": 0.09720715880393982,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.036875996738672256,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 3,
|
|
"train_loss": 4.223806858062744,
|
|
"val_loss": 1.8305357694625854,
|
|
"acc": 38.8,
|
|
"time": 121.38751919700002,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.09355364739894867,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10729779303073883,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.046720050275325775,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10644616931676865,
|
|
"m": 0.9131423234939575
|
|
},
|
|
{
|
|
"p": 0.019973784685134888,
|
|
"m": 0.7576689720153809
|
|
},
|
|
{
|
|
"p": 0.011919138953089714,
|
|
"m": 0.9716219902038574
|
|
},
|
|
{
|
|
"p": 0.059751346707344055,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04818153753876686,
|
|
"m": 0.8267424702644348
|
|
},
|
|
{
|
|
"p": 0.050852276384830475,
|
|
"m": 0.9473361968994141
|
|
},
|
|
{
|
|
"p": 0.0068199182860553265,
|
|
"m": 0.9822250604629517
|
|
},
|
|
{
|
|
"p": 0.02879955619573593,
|
|
"m": 0.9589843153953552
|
|
},
|
|
{
|
|
"p": 0.07914848625659943,
|
|
"m": 0.9995287656784058
|
|
},
|
|
{
|
|
"p": 0.07407891005277634,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021680714562535286,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0024113242980092764,
|
|
"m": 0.9857129454612732
|
|
},
|
|
{
|
|
"p": 0.03095436654984951,
|
|
"m": 0.9771404266357422
|
|
},
|
|
{
|
|
"p": 0.019820546731352806,
|
|
"m": 0.7680549621582031
|
|
},
|
|
{
|
|
"p": 0.018387440592050552,
|
|
"m": 0.9398910999298096
|
|
},
|
|
{
|
|
"p": 0.00042562538874335587,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0655539408326149,
|
|
"m": 0.679720938205719
|
|
},
|
|
{
|
|
"p": 0.0439811535179615,
|
|
"m": 0.7003023624420166
|
|
},
|
|
{
|
|
"p": 0.04522683098912239,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.018015507608652115,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 4,
|
|
"train_loss": 4.004817962646484,
|
|
"val_loss": 1.7184219360351562,
|
|
"acc": 40.71,
|
|
"time": 127.95861526499999,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.10184311866760254,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07949332892894745,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07577551156282425,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0869128629565239,
|
|
"m": 0.7276860475540161
|
|
},
|
|
{
|
|
"p": 0.06819526851177216,
|
|
"m": 0.6578572988510132
|
|
},
|
|
{
|
|
"p": 0.013608762994408607,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0430607795715332,
|
|
"m": 0.9774172306060791
|
|
},
|
|
{
|
|
"p": 0.03790680691599846,
|
|
"m": 0.8461793661117554
|
|
},
|
|
{
|
|
"p": 0.05712831765413284,
|
|
"m": 0.9913212060928345
|
|
},
|
|
{
|
|
"p": 0.014149907976388931,
|
|
"m": 0.9491403698921204
|
|
},
|
|
{
|
|
"p": 0.028134534135460854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13398510217666626,
|
|
"m": 0.9699733257293701
|
|
},
|
|
{
|
|
"p": 0.05323116481304169,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007317100185900927,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008287038654088974,
|
|
"m": 0.9579652547836304
|
|
},
|
|
{
|
|
"p": 0.020997479557991028,
|
|
"m": 0.9350579977035522
|
|
},
|
|
{
|
|
"p": 0.012098098173737526,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0035650760401040316,
|
|
"m": 0.9930496215820312
|
|
},
|
|
{
|
|
"p": 0.0004357824509497732,
|
|
"m": 0.9950275421142578
|
|
},
|
|
{
|
|
"p": 0.046546049416065216,
|
|
"m": 0.7512264847755432
|
|
},
|
|
{
|
|
"p": 0.027311647310853004,
|
|
"m": 0.8202595710754395
|
|
},
|
|
{
|
|
"p": 0.05781874060630798,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.022197529673576355,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 5,
|
|
"train_loss": 3.920855760574341,
|
|
"val_loss": 1.6706162691116333,
|
|
"acc": 43.61,
|
|
"time": 123.93778992199998,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.1291142851114273,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06396418809890747,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06869769841432571,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06706498563289642,
|
|
"m": 0.6761783361434937
|
|
},
|
|
{
|
|
"p": 0.12425290793180466,
|
|
"m": 0.5827591419219971
|
|
},
|
|
{
|
|
"p": 0.007393806241452694,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03375200554728508,
|
|
"m": 0.9981508255004883
|
|
},
|
|
{
|
|
"p": 0.03002326935529709,
|
|
"m": 0.9128881096839905
|
|
},
|
|
{
|
|
"p": 0.016516070812940598,
|
|
"m": 0.9813210368156433
|
|
},
|
|
{
|
|
"p": 0.011433233506977558,
|
|
"m": 0.9173675179481506
|
|
},
|
|
{
|
|
"p": 0.014245267026126385,
|
|
"m": 0.9452292323112488
|
|
},
|
|
{
|
|
"p": 0.10675890743732452,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04446664825081825,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010295496322214603,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01074215304106474,
|
|
"m": 0.9634119868278503
|
|
},
|
|
{
|
|
"p": 0.011057947762310505,
|
|
"m": 0.7822110056877136
|
|
},
|
|
{
|
|
"p": 0.006353371310979128,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043021299643442035,
|
|
"m": 0.9990460276603699
|
|
},
|
|
{
|
|
"p": 0.008874018676578999,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03715560957789421,
|
|
"m": 0.9186509847640991
|
|
},
|
|
{
|
|
"p": 0.12412287294864655,
|
|
"m": 0.9322997331619263
|
|
},
|
|
{
|
|
"p": 0.055759280920028687,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.017525849863886833,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 6,
|
|
"train_loss": 3.918952703475952,
|
|
"val_loss": 1.6267914772033691,
|
|
"acc": 46.93,
|
|
"time": 126.88224528399996,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.09668095409870148,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04187591001391411,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.058515436947345734,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03673787787556648,
|
|
"m": 0.8143417835235596
|
|
},
|
|
{
|
|
"p": 0.09125132858753204,
|
|
"m": 0.2514747381210327
|
|
},
|
|
{
|
|
"p": 0.000431252847192809,
|
|
"m": 0.9930994510650635
|
|
},
|
|
{
|
|
"p": 0.022000357508659363,
|
|
"m": 0.9158446192741394
|
|
},
|
|
{
|
|
"p": 0.018281646072864532,
|
|
"m": 0.8178061246871948
|
|
},
|
|
{
|
|
"p": 0.014789184555411339,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01368835661560297,
|
|
"m": 0.8749436736106873
|
|
},
|
|
{
|
|
"p": 0.08348625153303146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09916017949581146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03378363326191902,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07725606858730316,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022913506254553795,
|
|
"m": 0.8834648132324219
|
|
},
|
|
{
|
|
"p": 0.051126740872859955,
|
|
"m": 0.6307257413864136
|
|
},
|
|
{
|
|
"p": 0.000431252847192809,
|
|
"m": 0.9881470799446106
|
|
},
|
|
{
|
|
"p": 0.000431252847192809,
|
|
"m": 0.9969900250434875
|
|
},
|
|
{
|
|
"p": 0.008224043063819408,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025891948491334915,
|
|
"m": 0.9794644117355347
|
|
},
|
|
{
|
|
"p": 0.09899132698774338,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0928143858909607,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.011237372644245625,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 7,
|
|
"train_loss": 4.16641902923584,
|
|
"val_loss": 1.5965721607208252,
|
|
"acc": 50.08,
|
|
"time": 124.12077309699998,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.12868808209896088,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.021315691992640495,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.013073578476905823,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06240254268050194,
|
|
"m": 0.8962690830230713
|
|
},
|
|
{
|
|
"p": 0.07590146362781525,
|
|
"m": 0.15281887352466583
|
|
},
|
|
{
|
|
"p": 0.017353825271129608,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015864765271544456,
|
|
"m": 0.921271800994873
|
|
},
|
|
{
|
|
"p": 0.057583123445510864,
|
|
"m": 0.8631138205528259
|
|
},
|
|
{
|
|
"p": 0.011741546913981438,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00969990249723196,
|
|
"m": 0.8769012689590454
|
|
},
|
|
{
|
|
"p": 0.07102420181035995,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12368692457675934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029334435239434242,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06817525625228882,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0213837418705225,
|
|
"m": 0.7192273139953613
|
|
},
|
|
{
|
|
"p": 0.04135564714670181,
|
|
"m": 0.5957033634185791
|
|
},
|
|
{
|
|
"p": 0.0004289312055334449,
|
|
"m": 0.9992724061012268
|
|
},
|
|
{
|
|
"p": 0.0004289312055334449,
|
|
"m": 0.9992732405662537
|
|
},
|
|
{
|
|
"p": 0.0004289312055334449,
|
|
"m": 0.9936726689338684
|
|
},
|
|
{
|
|
"p": 0.01802212744951248,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08526729047298431,
|
|
"m": 0.9987732768058777
|
|
},
|
|
{
|
|
"p": 0.12379090487957001,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.003048212733119726,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 8,
|
|
"train_loss": 3.7993526458740234,
|
|
"val_loss": 1.5410858392715454,
|
|
"acc": 49.69,
|
|
"time": 121.16868097600002,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.14516162872314453,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03319937363266945,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.007720178924500942,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08012629300355911,
|
|
"m": 0.9259898066520691
|
|
},
|
|
{
|
|
"p": 0.0605551153421402,
|
|
"m": 0.216708704829216
|
|
},
|
|
{
|
|
"p": 0.06371787190437317,
|
|
"m": 0.9964507818222046
|
|
},
|
|
{
|
|
"p": 0.011306063272058964,
|
|
"m": 0.9919505715370178
|
|
},
|
|
{
|
|
"p": 0.07336893677711487,
|
|
"m": 0.7886151671409607
|
|
},
|
|
{
|
|
"p": 0.006966081913560629,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005482907872647047,
|
|
"m": 0.9333827495574951
|
|
},
|
|
{
|
|
"p": 0.06301230937242508,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14256829023361206,
|
|
"m": 0.9764345288276672
|
|
},
|
|
{
|
|
"p": 0.02660270780324936,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062085334211587906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006694772280752659,
|
|
"m": 0.8055755496025085
|
|
},
|
|
{
|
|
"p": 0.029940009117126465,
|
|
"m": 0.6962177157402039
|
|
},
|
|
{
|
|
"p": 0.0004367976216599345,
|
|
"m": 0.9975267648696899
|
|
},
|
|
{
|
|
"p": 0.0004367976216599345,
|
|
"m": 0.9778662323951721
|
|
},
|
|
{
|
|
"p": 0.0004367976216599345,
|
|
"m": 0.9984917640686035
|
|
},
|
|
{
|
|
"p": 0.005891937296837568,
|
|
"m": 0.9996721148490906
|
|
},
|
|
{
|
|
"p": 0.07257398217916489,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10109952837228775,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0006164317601360381,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 9,
|
|
"train_loss": 3.7160024642944336,
|
|
"val_loss": 1.39384925365448,
|
|
"acc": 50.29,
|
|
"time": 124.21297306299994,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.11975404620170593,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.017774006351828575,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11578220874071121,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06292542070150375,
|
|
"m": 0.9480360150337219
|
|
},
|
|
{
|
|
"p": 0.03686272352933884,
|
|
"m": 0.17566794157028198
|
|
},
|
|
{
|
|
"p": 0.05319499224424362,
|
|
"m": 0.9624354839324951
|
|
},
|
|
{
|
|
"p": 0.04427488520741463,
|
|
"m": 0.9230446815490723
|
|
},
|
|
{
|
|
"p": 0.06056042015552521,
|
|
"m": 0.8052645921707153
|
|
},
|
|
{
|
|
"p": 0.03223342075943947,
|
|
"m": 0.9989537596702576
|
|
},
|
|
{
|
|
"p": 0.006264352705329657,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04423302039504051,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10734900832176208,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02061126008629799,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047905467450618744,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.032363686710596085,
|
|
"m": 0.7653958201408386
|
|
},
|
|
{
|
|
"p": 0.00043594391900114715,
|
|
"m": 0.7524712681770325
|
|
},
|
|
{
|
|
"p": 0.00043594391900114715,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043594391900114715,
|
|
"m": 0.9963025450706482
|
|
},
|
|
{
|
|
"p": 0.00043594391900114715,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057095348834991455,
|
|
"m": 0.9926443099975586
|
|
},
|
|
{
|
|
"p": 0.04778841510415077,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05549437180161476,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.035789329558610916,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 10,
|
|
"train_loss": 3.4092469215393066,
|
|
"val_loss": 1.4012213945388794,
|
|
"acc": 52.61,
|
|
"time": 120.10041156700004,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.13277556002140045,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004354635311756283,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12894923985004425,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06610283255577087,
|
|
"m": 0.9997935891151428
|
|
},
|
|
{
|
|
"p": 0.034997209906578064,
|
|
"m": 0.16668683290481567
|
|
},
|
|
{
|
|
"p": 0.05805935710668564,
|
|
"m": 0.8580293655395508
|
|
},
|
|
{
|
|
"p": 0.050429150462150574,
|
|
"m": 0.8473638296127319
|
|
},
|
|
{
|
|
"p": 0.06615397334098816,
|
|
"m": 0.8147682547569275
|
|
},
|
|
{
|
|
"p": 0.03485812991857529,
|
|
"m": 0.965101420879364
|
|
},
|
|
{
|
|
"p": 0.010353609919548035,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.035255905240774155,
|
|
"m": 0.9807964563369751
|
|
},
|
|
{
|
|
"p": 0.11587926000356674,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.023548608645796776,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04680490493774414,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.034777041524648666,
|
|
"m": 0.6729927062988281
|
|
},
|
|
{
|
|
"p": 0.026749521493911743,
|
|
"m": 0.7785062193870544
|
|
},
|
|
{
|
|
"p": 0.0004354635311756283,
|
|
"m": 0.9918105602264404
|
|
},
|
|
{
|
|
"p": 0.0004354635311756283,
|
|
"m": 0.9824671745300293
|
|
},
|
|
{
|
|
"p": 0.0004354635311756283,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058688048273324966,
|
|
"m": 0.9897240996360779
|
|
},
|
|
{
|
|
"p": 0.03338096663355827,
|
|
"m": 0.991952657699585
|
|
},
|
|
{
|
|
"p": 0.0004354635311756283,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04005952179431915,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 11,
|
|
"train_loss": 3.8064470291137695,
|
|
"val_loss": 1.396793246269226,
|
|
"acc": 54.76,
|
|
"time": 129.839711501,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.1333797425031662,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.009210129268467426,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1222420185804367,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06389433890581131,
|
|
"m": 0.8093295097351074
|
|
},
|
|
{
|
|
"p": 0.045788634568452835,
|
|
"m": 0.2327161729335785
|
|
},
|
|
{
|
|
"p": 0.05390099808573723,
|
|
"m": 0.9254003167152405
|
|
},
|
|
{
|
|
"p": 0.04727401211857796,
|
|
"m": 0.8802489638328552
|
|
},
|
|
{
|
|
"p": 0.06296297907829285,
|
|
"m": 0.868659496307373
|
|
},
|
|
{
|
|
"p": 0.03260862082242966,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017623094841837883,
|
|
"m": 0.9532715678215027
|
|
},
|
|
{
|
|
"p": 0.026729203760623932,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13121794164180756,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.024420587345957756,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0380118265748024,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03072868473827839,
|
|
"m": 0.5780954957008362
|
|
},
|
|
{
|
|
"p": 0.01938982866704464,
|
|
"m": 0.7523375153541565
|
|
},
|
|
{
|
|
"p": 0.025913342833518982,
|
|
"m": 0.8139873147010803
|
|
},
|
|
{
|
|
"p": 0.0004349667578935623,
|
|
"m": 0.8466078639030457
|
|
},
|
|
{
|
|
"p": 0.01612182892858982,
|
|
"m": 0.9576987028121948
|
|
},
|
|
{
|
|
"p": 0.05120951682329178,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004349667578935623,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009551187977194786,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03695152699947357,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 12,
|
|
"train_loss": 3.743866443634033,
|
|
"val_loss": 1.4922513961791992,
|
|
"acc": 51.18,
|
|
"time": 133.83812005100003,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.11800173670053482,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04912693053483963,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10285026580095291,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05361369624733925,
|
|
"m": 0.8417269587516785
|
|
},
|
|
{
|
|
"p": 0.05188865214586258,
|
|
"m": 0.20569394528865814
|
|
},
|
|
{
|
|
"p": 0.04424801841378212,
|
|
"m": 0.9345211386680603
|
|
},
|
|
{
|
|
"p": 0.04019671678543091,
|
|
"m": 0.8574385046958923
|
|
},
|
|
{
|
|
"p": 0.052986349910497665,
|
|
"m": 0.8889501094818115
|
|
},
|
|
{
|
|
"p": 0.027964267879724503,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022219544276595116,
|
|
"m": 0.9486733675003052
|
|
},
|
|
{
|
|
"p": 0.026702335104346275,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11382508277893066,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020832199603319168,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02183196321129799,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021395299583673477,
|
|
"m": 0.7350640892982483
|
|
},
|
|
{
|
|
"p": 0.07102255523204803,
|
|
"m": 0.7101221084594727
|
|
},
|
|
{
|
|
"p": 0.015542196109890938,
|
|
"m": 0.7693799734115601
|
|
},
|
|
{
|
|
"p": 0.0004349190858192742,
|
|
"m": 0.9121509790420532
|
|
},
|
|
{
|
|
"p": 0.0004349190858192742,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03794541954994202,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048097893595695496,
|
|
"m": 0.9998308420181274
|
|
},
|
|
{
|
|
"p": 0.02877672016620636,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.030062248930335045,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 13,
|
|
"train_loss": 3.184253215789795,
|
|
"val_loss": 1.4319149255752563,
|
|
"acc": 55.21,
|
|
"time": 123.19880541399993,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.13086211681365967,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.049085211008787155,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10719913244247437,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05221711844205856,
|
|
"m": 0.8453968167304993
|
|
},
|
|
{
|
|
"p": 0.05327211320400238,
|
|
"m": 0.16312038898468018
|
|
},
|
|
{
|
|
"p": 0.04468633234500885,
|
|
"m": 0.9578636884689331
|
|
},
|
|
{
|
|
"p": 0.040534306317567825,
|
|
"m": 0.9089609980583191
|
|
},
|
|
{
|
|
"p": 0.05523161590099335,
|
|
"m": 0.9376798868179321
|
|
},
|
|
{
|
|
"p": 0.025844043120741844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026550166308879852,
|
|
"m": 0.9102960228919983
|
|
},
|
|
{
|
|
"p": 0.027584681287407875,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12339022755622864,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.023371733725070953,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004351370735093951,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012623663991689682,
|
|
"m": 0.7642989754676819
|
|
},
|
|
{
|
|
"p": 0.09801420569419861,
|
|
"m": 0.607204794883728
|
|
},
|
|
{
|
|
"p": 0.0004351370735093951,
|
|
"m": 0.857721745967865
|
|
},
|
|
{
|
|
"p": 0.0004351370735093951,
|
|
"m": 0.993327796459198
|
|
},
|
|
{
|
|
"p": 0.0004351370735093951,
|
|
"m": 0.9997369050979614
|
|
},
|
|
{
|
|
"p": 0.03157489374279976,
|
|
"m": 0.9991050362586975
|
|
},
|
|
{
|
|
"p": 0.04664631560444832,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020811283960938454,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.028760502114892006,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 14,
|
|
"train_loss": 3.2055554389953613,
|
|
"val_loss": 1.3454259634017944,
|
|
"acc": 55.87,
|
|
"time": 128.42823309699997,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.12677882611751556,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04413799196481705,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1054099053144455,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03935575485229492,
|
|
"m": 0.7924171090126038
|
|
},
|
|
{
|
|
"p": 0.03215719014406204,
|
|
"m": 0.1253846436738968
|
|
},
|
|
{
|
|
"p": 0.04191835969686508,
|
|
"m": 0.9345111846923828
|
|
},
|
|
{
|
|
"p": 0.03748506307601929,
|
|
"m": 0.9567345380783081
|
|
},
|
|
{
|
|
"p": 0.053059063851833344,
|
|
"m": 0.8933300375938416
|
|
},
|
|
{
|
|
"p": 0.023340310901403427,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02306324616074562,
|
|
"m": 0.9598370790481567
|
|
},
|
|
{
|
|
"p": 0.023963917046785355,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11925233155488968,
|
|
"m": 0.9987701177597046
|
|
},
|
|
{
|
|
"p": 0.02390601672232151,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13053983449935913,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004351906827650964,
|
|
"m": 0.8182251453399658
|
|
},
|
|
{
|
|
"p": 0.09359874576330185,
|
|
"m": 0.7079565525054932
|
|
},
|
|
{
|
|
"p": 0.0004351906827650964,
|
|
"m": 0.8321177959442139
|
|
},
|
|
{
|
|
"p": 0.0004351906827650964,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004351906827650964,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016817161813378334,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03985334187746048,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004351906827650964,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.023187141865491867,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 15,
|
|
"train_loss": 3.577329635620117,
|
|
"val_loss": 1.3299704790115356,
|
|
"acc": 57.22,
|
|
"time": 123.21601628799999,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.09223710000514984,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.031473688781261444,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0849049761891365,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13003572821617126,
|
|
"m": 0.8000745177268982
|
|
},
|
|
{
|
|
"p": 0.00042695365846157074,
|
|
"m": 0.13410043716430664
|
|
},
|
|
{
|
|
"p": 0.03164609894156456,
|
|
"m": 0.9408311247825623
|
|
},
|
|
{
|
|
"p": 0.024632098153233528,
|
|
"m": 0.9028247594833374
|
|
},
|
|
{
|
|
"p": 0.04085654765367508,
|
|
"m": 0.9000948071479797
|
|
},
|
|
{
|
|
"p": 0.013540012761950493,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006844229064881802,
|
|
"m": 0.9154783487319946
|
|
},
|
|
{
|
|
"p": 0.14830827713012695,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07181883603334427,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017607618123292923,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10446850210428238,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00042695365846157074,
|
|
"m": 0.8615366220474243
|
|
},
|
|
{
|
|
"p": 0.07238659262657166,
|
|
"m": 0.6990139484405518
|
|
},
|
|
{
|
|
"p": 0.00042695365846157074,
|
|
"m": 0.8955373764038086
|
|
},
|
|
{
|
|
"p": 0.00042695365846157074,
|
|
"m": 0.9905470013618469
|
|
},
|
|
{
|
|
"p": 0.00042695365846157074,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022485526278614998,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.024931786581873894,
|
|
"m": 0.9968289732933044
|
|
},
|
|
{
|
|
"p": 0.06683570891618729,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.012851927429437637,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 16,
|
|
"train_loss": 3.1564228534698486,
|
|
"val_loss": 1.1391769647598267,
|
|
"acc": 58.58,
|
|
"time": 125.35962201300003,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.06210619583725929,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.010314847342669964,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05671543627977371,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.17071859538555145,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19870096445083618,
|
|
"m": 0.1698267161846161
|
|
},
|
|
{
|
|
"p": 0.017129380255937576,
|
|
"m": 0.9179545044898987
|
|
},
|
|
{
|
|
"p": 0.00800437480211258,
|
|
"m": 0.9517301321029663
|
|
},
|
|
{
|
|
"p": 0.02266191877424717,
|
|
"m": 0.8900598287582397
|
|
},
|
|
{
|
|
"p": 0.010772504843771458,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022385410964488983,
|
|
"m": 0.9552130699157715
|
|
},
|
|
{
|
|
"p": 0.1603127121925354,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06862147152423859,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01129116676747799,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06697262823581696,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0018679803470149636,
|
|
"m": 0.8885793089866638
|
|
},
|
|
{
|
|
"p": 0.04229360446333885,
|
|
"m": 0.7262290120124817
|
|
},
|
|
{
|
|
"p": 0.0004334343539085239,
|
|
"m": 0.8805226683616638
|
|
},
|
|
{
|
|
"p": 0.0004334343539085239,
|
|
"m": 0.9642030000686646
|
|
},
|
|
{
|
|
"p": 0.0004334343539085239,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004334343539085239,
|
|
"m": 0.9985516667366028
|
|
},
|
|
{
|
|
"p": 0.004604390822350979,
|
|
"m": 0.9990708827972412
|
|
},
|
|
{
|
|
"p": 0.03998998925089836,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.022802818566560745,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 17,
|
|
"train_loss": 3.0569541454315186,
|
|
"val_loss": 1.260009527206421,
|
|
"acc": 59.67,
|
|
"time": 121.09380638400012,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.04359911009669304,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07782797515392303,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.042424023151397705,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1321045458316803,
|
|
"m": 0.8466904163360596
|
|
},
|
|
{
|
|
"p": 0.15285225212574005,
|
|
"m": 0.14796407520771027
|
|
},
|
|
{
|
|
"p": 0.00266067311167717,
|
|
"m": 0.8908962607383728
|
|
},
|
|
{
|
|
"p": 0.1388191282749176,
|
|
"m": 0.8085134625434875
|
|
},
|
|
{
|
|
"p": 0.010261313989758492,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0020830673165619373,
|
|
"m": 0.9644668698310852
|
|
},
|
|
{
|
|
"p": 0.018035581335425377,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12378755211830139,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06674529612064362,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017271805554628372,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0462692528963089,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00813236553221941,
|
|
"m": 0.9107567667961121
|
|
},
|
|
{
|
|
"p": 0.0211004801094532,
|
|
"m": 0.7347239851951599
|
|
},
|
|
{
|
|
"p": 0.0004349642840679735,
|
|
"m": 0.9246523380279541
|
|
},
|
|
{
|
|
"p": 0.0004349642840679735,
|
|
"m": 0.8545093536376953
|
|
},
|
|
{
|
|
"p": 0.0004349642840679735,
|
|
"m": 0.9998944997787476
|
|
},
|
|
{
|
|
"p": 0.006995669566094875,
|
|
"m": 0.9783511161804199
|
|
},
|
|
{
|
|
"p": 0.03928609937429428,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022108279168605804,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02633086033165455,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 18,
|
|
"train_loss": 3.041135787963867,
|
|
"val_loss": 1.2259289026260376,
|
|
"acc": 57.7,
|
|
"time": 130.04621072100008,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.05183834955096245,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06837543845176697,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.038592319935560226,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12043489515781403,
|
|
"m": 0.9565905332565308
|
|
},
|
|
{
|
|
"p": 0.1392812579870224,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.037490855902433395,
|
|
"m": 0.9010399580001831
|
|
},
|
|
{
|
|
"p": 0.12735849618911743,
|
|
"m": 0.7539900541305542
|
|
},
|
|
{
|
|
"p": 0.022885143756866455,
|
|
"m": 0.98392653465271
|
|
},
|
|
{
|
|
"p": 0.07041758298873901,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011163960210978985,
|
|
"m": 0.9262217879295349
|
|
},
|
|
{
|
|
"p": 0.11283020675182343,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06171206757426262,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015640180557966232,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.033226434141397476,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0032685573678463697,
|
|
"m": 0.9471702575683594
|
|
},
|
|
{
|
|
"p": 0.004432769492268562,
|
|
"m": 0.7096619606018066
|
|
},
|
|
{
|
|
"p": 0.018053609877824783,
|
|
"m": 0.8778443932533264
|
|
},
|
|
{
|
|
"p": 0.0004352020041551441,
|
|
"m": 0.9312110543251038
|
|
},
|
|
{
|
|
"p": 0.0004352020041551441,
|
|
"m": 0.9680655002593994
|
|
},
|
|
{
|
|
"p": 0.003668283112347126,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03193468600511551,
|
|
"m": 0.9997691512107849
|
|
},
|
|
{
|
|
"p": 0.00816061906516552,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.018363863229751587,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 19,
|
|
"train_loss": 3.2209086418151855,
|
|
"val_loss": 1.206377387046814,
|
|
"acc": 59.23,
|
|
"time": 135.77916495699992,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.054499007761478424,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06482429802417755,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.035099998116493225,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1196264699101448,
|
|
"m": 0.9072316288948059
|
|
},
|
|
{
|
|
"p": 0.1345260590314865,
|
|
"m": 0.13518692553043365
|
|
},
|
|
{
|
|
"p": 0.03299089893698692,
|
|
"m": 0.8906312584877014
|
|
},
|
|
{
|
|
"p": 0.12728503346443176,
|
|
"m": 0.7278830409049988
|
|
},
|
|
{
|
|
"p": 0.019544079899787903,
|
|
"m": 0.9769372344017029
|
|
},
|
|
{
|
|
"p": 0.06943047046661377,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02159813418984413,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11212661117315292,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017055358737707138,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010816824622452259,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017289338633418083,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004322982276789844,
|
|
"m": 0.9705727696418762
|
|
},
|
|
{
|
|
"p": 0.06636255979537964,
|
|
"m": 0.6257118582725525
|
|
},
|
|
{
|
|
"p": 0.007414266001433134,
|
|
"m": 0.7245656251907349
|
|
},
|
|
{
|
|
"p": 0.010899183340370655,
|
|
"m": 0.894803524017334
|
|
},
|
|
{
|
|
"p": 0.03396177664399147,
|
|
"m": 0.6800388693809509
|
|
},
|
|
{
|
|
"p": 0.011883058585226536,
|
|
"m": 0.9976773858070374
|
|
},
|
|
{
|
|
"p": 0.027016066014766693,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004322982276789844,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.004886023700237274,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 20,
|
|
"train_loss": 3.171833038330078,
|
|
"val_loss": 1.2883011102676392,
|
|
"acc": 58.62,
|
|
"time": 127.30949615999998,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.06699763238430023,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.051176175475120544,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.029608868062496185,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10130397975444794,
|
|
"m": 0.888081967830658
|
|
},
|
|
{
|
|
"p": 0.11049659550189972,
|
|
"m": 0.1690296232700348
|
|
},
|
|
{
|
|
"p": 0.022828979417681694,
|
|
"m": 0.7109962105751038
|
|
},
|
|
{
|
|
"p": 0.1084192544221878,
|
|
"m": 0.78461092710495
|
|
},
|
|
{
|
|
"p": 0.014496888965368271,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058121100068092346,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01824237033724785,
|
|
"m": 0.9447278380393982
|
|
},
|
|
{
|
|
"p": 0.09500418603420258,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0788215920329094,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009128754027187824,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05473453551530838,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004350151866674423,
|
|
"m": 0.9920641183853149
|
|
},
|
|
{
|
|
"p": 0.05375196784734726,
|
|
"m": 0.6739307045936584
|
|
},
|
|
{
|
|
"p": 0.004542146809399128,
|
|
"m": 0.8084324598312378
|
|
},
|
|
{
|
|
"p": 0.0004350151866674423,
|
|
"m": 0.29586225748062134
|
|
},
|
|
{
|
|
"p": 0.023018307983875275,
|
|
"m": 0.8635044693946838
|
|
},
|
|
{
|
|
"p": 0.010794972069561481,
|
|
"m": 0.9917120337486267
|
|
},
|
|
{
|
|
"p": 0.016027124598622322,
|
|
"m": 0.981234610080719
|
|
},
|
|
{
|
|
"p": 0.0004350151866674423,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07117952406406403,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 21,
|
|
"train_loss": 3.142773151397705,
|
|
"val_loss": 1.1985725164413452,
|
|
"acc": 60.54,
|
|
"time": 128.9208201020001,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0628935694694519,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.045986358076334,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0225039254873991,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10335103422403336,
|
|
"m": 0.9440882205963135
|
|
},
|
|
{
|
|
"p": 0.10672219842672348,
|
|
"m": 0.10879780352115631
|
|
},
|
|
{
|
|
"p": 0.013792656362056732,
|
|
"m": 0.8470944762229919
|
|
},
|
|
{
|
|
"p": 0.11170710623264313,
|
|
"m": 0.7705345153808594
|
|
},
|
|
{
|
|
"p": 0.02014845423400402,
|
|
"m": 0.9784011840820312
|
|
},
|
|
{
|
|
"p": 0.058589622378349304,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004533001221716404,
|
|
"m": 0.9906187057495117
|
|
},
|
|
{
|
|
"p": 0.09637125581502914,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08136308193206787,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01368483155965805,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04663727059960365,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004351109964773059,
|
|
"m": 0.9802776575088501
|
|
},
|
|
{
|
|
"p": 0.050533000379800797,
|
|
"m": 0.6730972528457642
|
|
},
|
|
{
|
|
"p": 0.006512995343655348,
|
|
"m": 0.7948657870292664
|
|
},
|
|
{
|
|
"p": 0.020773719996213913,
|
|
"m": 0.4242444634437561
|
|
},
|
|
{
|
|
"p": 0.009543240070343018,
|
|
"m": 0.8231813311576843
|
|
},
|
|
{
|
|
"p": 0.0004351109964773059,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02250928245484829,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.023334577679634094,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0776386559009552,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 22,
|
|
"train_loss": 3.158456325531006,
|
|
"val_loss": 1.2842000722885132,
|
|
"acc": 61.85,
|
|
"time": 130.6883834250002,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.030602389946579933,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04038364067673683,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.018722226843237877,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1089305430650711,
|
|
"m": 0.7781223058700562
|
|
},
|
|
{
|
|
"p": 0.11041421443223953,
|
|
"m": 0.10133283585309982
|
|
},
|
|
{
|
|
"p": 0.014333575032651424,
|
|
"m": 0.7658312916755676
|
|
},
|
|
{
|
|
"p": 0.11918418854475021,
|
|
"m": 0.46539056301116943
|
|
},
|
|
{
|
|
"p": 0.012902184389531612,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061056166887283325,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005616070702672005,
|
|
"m": 0.9231433868408203
|
|
},
|
|
{
|
|
"p": 0.10184010118246078,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08670411258935928,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014878157526254654,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03729365020990372,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040477171540260315,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04801711067557335,
|
|
"m": 0.7189021706581116
|
|
},
|
|
{
|
|
"p": 0.0004358796286396682,
|
|
"m": 0.8218445777893066
|
|
},
|
|
{
|
|
"p": 0.025503192096948624,
|
|
"m": 0.4970763027667999
|
|
},
|
|
{
|
|
"p": 0.0004358796286396682,
|
|
"m": 0.7945900559425354
|
|
},
|
|
{
|
|
"p": 0.0004358796286396682,
|
|
"m": 0.9982994794845581
|
|
},
|
|
{
|
|
"p": 0.031474363058805466,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009371113032102585,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08098822832107544,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 23,
|
|
"train_loss": 3.0493245124816895,
|
|
"val_loss": 1.1852669715881348,
|
|
"acc": 61.47,
|
|
"time": 123.87134923899976,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0464651957154274,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.029353342950344086,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0164635106921196,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10495458543300629,
|
|
"m": 0.7342484593391418
|
|
},
|
|
{
|
|
"p": 0.10259068012237549,
|
|
"m": 0.1113688126206398
|
|
},
|
|
{
|
|
"p": 0.027467234060168266,
|
|
"m": 0.789616048336029
|
|
},
|
|
{
|
|
"p": 0.11590639501810074,
|
|
"m": 0.4629623293876648
|
|
},
|
|
{
|
|
"p": 0.008372602052986622,
|
|
"m": 0.9911389350891113
|
|
},
|
|
{
|
|
"p": 0.05699148401618004,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016593771055340767,
|
|
"m": 0.9967150092124939
|
|
},
|
|
{
|
|
"p": 0.0978008434176445,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08387307822704315,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014477242715656757,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01956084743142128,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03841226175427437,
|
|
"m": 0.933854877948761
|
|
},
|
|
{
|
|
"p": 0.04013741761445999,
|
|
"m": 0.6760490536689758
|
|
},
|
|
{
|
|
"p": 0.000434507877798751,
|
|
"m": 0.8063246011734009
|
|
},
|
|
{
|
|
"p": 0.018106795847415924,
|
|
"m": 0.45526960492134094
|
|
},
|
|
{
|
|
"p": 0.000434507877798751,
|
|
"m": 0.8200269341468811
|
|
},
|
|
{
|
|
"p": 0.01649722084403038,
|
|
"m": 0.9995798468589783
|
|
},
|
|
{
|
|
"p": 0.024189110845327377,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04464579373598099,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07627168297767639,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 24,
|
|
"train_loss": 2.992964506149292,
|
|
"val_loss": 1.1746623516082764,
|
|
"acc": 62.11,
|
|
"time": 133.3932436240002,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.012404058128595352,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.010083310306072235,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11073611676692963,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10783360153436661,
|
|
"m": 0.6339209675788879
|
|
},
|
|
{
|
|
"p": 0.10221461206674576,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.021317841485142708,
|
|
"m": 0.8248719573020935
|
|
},
|
|
{
|
|
"p": 0.11989518254995346,
|
|
"m": 0.35474342107772827
|
|
},
|
|
{
|
|
"p": 0.01580994203686714,
|
|
"m": 0.9909611940383911
|
|
},
|
|
{
|
|
"p": 0.057029929012060165,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013081597164273262,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10036344081163406,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08623792976140976,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015945998951792717,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.002416540402919054,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03704626485705376,
|
|
"m": 0.9380319118499756
|
|
},
|
|
{
|
|
"p": 0.03399217128753662,
|
|
"m": 0.6656224727630615
|
|
},
|
|
{
|
|
"p": 0.00043631179141812027,
|
|
"m": 0.8455987572669983
|
|
},
|
|
{
|
|
"p": 0.006636432837694883,
|
|
"m": 0.5969811081886292
|
|
},
|
|
{
|
|
"p": 0.00043631179141812027,
|
|
"m": 0.8609337210655212
|
|
},
|
|
{
|
|
"p": 0.007054309826344252,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01664971001446247,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04550884664058685,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07686948031187057,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 25,
|
|
"train_loss": 2.961412191390991,
|
|
"val_loss": 1.168118953704834,
|
|
"acc": 61.01,
|
|
"time": 125.43943838600035,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.15677618980407715,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043469684896990657,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09874576330184937,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09020248800516129,
|
|
"m": 0.691376805305481
|
|
},
|
|
{
|
|
"p": 0.08796562254428864,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0046595120802521706,
|
|
"m": 0.7525752186775208
|
|
},
|
|
{
|
|
"p": 0.10125758498907089,
|
|
"m": 0.3805091977119446
|
|
},
|
|
{
|
|
"p": 0.009057741612195969,
|
|
"m": 0.9997071623802185
|
|
},
|
|
{
|
|
"p": 0.04735685512423515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01947784423828125,
|
|
"m": 0.9946638345718384
|
|
},
|
|
{
|
|
"p": 0.08360568434000015,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07298855483531952,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015928274020552635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049017444252967834,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028568677604198456,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019700272008776665,
|
|
"m": 0.6021893620491028
|
|
},
|
|
{
|
|
"p": 0.0031040196772664785,
|
|
"m": 0.9115931987762451
|
|
},
|
|
{
|
|
"p": 0.00043469684896990657,
|
|
"m": 0.7072781324386597
|
|
},
|
|
{
|
|
"p": 0.004485757555812597,
|
|
"m": 0.8777375221252441
|
|
},
|
|
{
|
|
"p": 0.0041109356097877026,
|
|
"m": 0.9743788838386536
|
|
},
|
|
{
|
|
"p": 0.005130752455443144,
|
|
"m": 0.9642948508262634
|
|
},
|
|
{
|
|
"p": 0.03332718834280968,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0636635348200798,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 26,
|
|
"train_loss": 3.1116244792938232,
|
|
"val_loss": 1.0253050327301025,
|
|
"acc": 62.43,
|
|
"time": 121.71879449500011,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.16095596551895142,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.009790296666324139,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0963652953505516,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08653075993061066,
|
|
"m": 0.8721774816513062
|
|
},
|
|
{
|
|
"p": 0.08918645232915878,
|
|
"m": 0.14462299644947052
|
|
},
|
|
{
|
|
"p": 0.051736362278461456,
|
|
"m": 0.7311465740203857
|
|
},
|
|
{
|
|
"p": 0.09884633123874664,
|
|
"m": 0.4922112226486206
|
|
},
|
|
{
|
|
"p": 0.008149165660142899,
|
|
"m": 0.998694896697998
|
|
},
|
|
{
|
|
"p": 0.043684221804142,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015374751761555672,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0804952085018158,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07090166956186295,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020342128351330757,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048426683992147446,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.024519309401512146,
|
|
"m": 0.7902101874351501
|
|
},
|
|
{
|
|
"p": 0.007896609604358673,
|
|
"m": 0.734584391117096
|
|
},
|
|
{
|
|
"p": 0.00043474146514199674,
|
|
"m": 0.9012933969497681
|
|
},
|
|
{
|
|
"p": 0.0005939616821706295,
|
|
"m": 0.7186211347579956
|
|
},
|
|
{
|
|
"p": 0.00043474146514199674,
|
|
"m": 0.8846470713615417
|
|
},
|
|
{
|
|
"p": 0.00043474146514199674,
|
|
"m": 0.9733486771583557
|
|
},
|
|
{
|
|
"p": 0.00043474146514199674,
|
|
"m": 0.9854173064231873
|
|
},
|
|
{
|
|
"p": 0.02508353441953659,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05938233807682991,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 27,
|
|
"train_loss": 3.006190061569214,
|
|
"val_loss": 1.007716178894043,
|
|
"acc": 64.05,
|
|
"time": 130.2172370909998,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.15391536056995392,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0016604089178144932,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08737026900053024,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07760179042816162,
|
|
"m": 0.9273181557655334
|
|
},
|
|
{
|
|
"p": 0.07779764384031296,
|
|
"m": 0.2618756592273712
|
|
},
|
|
{
|
|
"p": 0.04360080882906914,
|
|
"m": 0.6794388890266418
|
|
},
|
|
{
|
|
"p": 0.08914276212453842,
|
|
"m": 0.566167950630188
|
|
},
|
|
{
|
|
"p": 0.08502210676670074,
|
|
"m": 0.9827612042427063
|
|
},
|
|
{
|
|
"p": 0.03746525198221207,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020280813798308372,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07174157351255417,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06451994925737381,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021538136526942253,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.039132215082645416,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017792506143450737,
|
|
"m": 0.7785393595695496
|
|
},
|
|
{
|
|
"p": 0.0004351188545115292,
|
|
"m": 0.7690417170524597
|
|
},
|
|
{
|
|
"p": 0.02784782089293003,
|
|
"m": 0.6675153970718384
|
|
},
|
|
{
|
|
"p": 0.011885830201208591,
|
|
"m": 0.7363638877868652
|
|
},
|
|
{
|
|
"p": 0.0004351188545115292,
|
|
"m": 0.8788740038871765
|
|
},
|
|
{
|
|
"p": 0.00710775563493371,
|
|
"m": 0.990186333656311
|
|
},
|
|
{
|
|
"p": 0.0004351188545115292,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012423969805240631,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05084765702486038,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 28,
|
|
"train_loss": 2.7148029804229736,
|
|
"val_loss": 1.0716739892959595,
|
|
"acc": 63.23,
|
|
"time": 128.85340450600006,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.16762280464172363,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043481626198627055,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08856754750013351,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07695551216602325,
|
|
"m": 0.9813852906227112
|
|
},
|
|
{
|
|
"p": 0.06404994428157806,
|
|
"m": 0.22840313613414764
|
|
},
|
|
{
|
|
"p": 0.04076681658625603,
|
|
"m": 0.6228976845741272
|
|
},
|
|
{
|
|
"p": 0.08996506780385971,
|
|
"m": 0.5476827621459961
|
|
},
|
|
{
|
|
"p": 0.08489938080310822,
|
|
"m": 0.9960718750953674
|
|
},
|
|
{
|
|
"p": 0.03557538986206055,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027640296146273613,
|
|
"m": 0.9925628304481506
|
|
},
|
|
{
|
|
"p": 0.07186014950275421,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06563637405633926,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02750108763575554,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03326888754963875,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013629317283630371,
|
|
"m": 0.842743992805481
|
|
},
|
|
{
|
|
"p": 0.029950259253382683,
|
|
"m": 0.7644335031509399
|
|
},
|
|
{
|
|
"p": 0.023433074355125427,
|
|
"m": 0.6228581666946411
|
|
},
|
|
{
|
|
"p": 0.008220852352678776,
|
|
"m": 0.5933593511581421
|
|
},
|
|
{
|
|
"p": 0.00043481626198627055,
|
|
"m": 0.8668611645698547
|
|
},
|
|
{
|
|
"p": 0.00043481626198627055,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043481626198627055,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043481626198627055,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04828333482146263,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 29,
|
|
"train_loss": 2.950622081756592,
|
|
"val_loss": 1.0724313259124756,
|
|
"acc": 64.47,
|
|
"time": 131.752628533,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.15000542998313904,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02784874103963375,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08334675431251526,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06852316111326218,
|
|
"m": 0.8906200528144836
|
|
},
|
|
{
|
|
"p": 0.04237281158566475,
|
|
"m": 0.21749605238437653
|
|
},
|
|
{
|
|
"p": 0.03461117297410965,
|
|
"m": 0.6183636784553528
|
|
},
|
|
{
|
|
"p": 0.08431020379066467,
|
|
"m": 0.8248335719108582
|
|
},
|
|
{
|
|
"p": 0.07983492314815521,
|
|
"m": 0.9917808771133423
|
|
},
|
|
{
|
|
"p": 0.03013717196881771,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02662772871553898,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06590527296066284,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0605253167450428,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026268500834703445,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02103087678551674,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.018008260056376457,
|
|
"m": 0.9148037433624268
|
|
},
|
|
{
|
|
"p": 0.026875637471675873,
|
|
"m": 0.7186223268508911
|
|
},
|
|
{
|
|
"p": 0.014196311123669147,
|
|
"m": 0.6452805995941162
|
|
},
|
|
{
|
|
"p": 0.00043498314335010946,
|
|
"m": 0.6626952886581421
|
|
},
|
|
{
|
|
"p": 0.00043498314335010946,
|
|
"m": 0.9011982679367065
|
|
},
|
|
{
|
|
"p": 0.01542799361050129,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017482372000813484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0645647943019867,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04122671112418175,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 30,
|
|
"train_loss": 3.252962589263916,
|
|
"val_loss": 1.0644638538360596,
|
|
"acc": 64.1,
|
|
"time": 127.42186695700002,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.1589590162038803,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02721751667559147,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09388299286365509,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07246895134449005,
|
|
"m": 0.8983553647994995
|
|
},
|
|
{
|
|
"p": 0.00043531227856874466,
|
|
"m": 0.27002808451652527
|
|
},
|
|
{
|
|
"p": 0.031160125508904457,
|
|
"m": 0.691602349281311
|
|
},
|
|
{
|
|
"p": 0.09417416155338287,
|
|
"m": 0.913033664226532
|
|
},
|
|
{
|
|
"p": 0.09062015265226364,
|
|
"m": 0.9794368147850037
|
|
},
|
|
{
|
|
"p": 0.028645958751440048,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02182687260210514,
|
|
"m": 0.9896684288978577
|
|
},
|
|
{
|
|
"p": 0.07240369915962219,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06786646693944931,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029298271983861923,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01742693781852722,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021894583478569984,
|
|
"m": 0.902420163154602
|
|
},
|
|
{
|
|
"p": 0.02011084370315075,
|
|
"m": 0.7087808847427368
|
|
},
|
|
{
|
|
"p": 0.00043531227856874466,
|
|
"m": 0.7253896594047546
|
|
},
|
|
{
|
|
"p": 0.03148096799850464,
|
|
"m": 0.7280629873275757
|
|
},
|
|
{
|
|
"p": 0.00043531227856874466,
|
|
"m": 0.9127088189125061
|
|
},
|
|
{
|
|
"p": 0.00043531227856874466,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005718593951314688,
|
|
"m": 0.992405891418457
|
|
},
|
|
{
|
|
"p": 0.07125815749168396,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04184461757540703,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 31,
|
|
"train_loss": 2.908468723297119,
|
|
"val_loss": 1.0620665550231934,
|
|
"acc": 63.13,
|
|
"time": 123.64850228700016,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.1586274653673172,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.024116981774568558,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09996406733989716,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07304958254098892,
|
|
"m": 0.8580440282821655
|
|
},
|
|
{
|
|
"p": 0.0044870199635624886,
|
|
"m": 0.31541454792022705
|
|
},
|
|
{
|
|
"p": 0.0231500081717968,
|
|
"m": 0.7049145102500916
|
|
},
|
|
{
|
|
"p": 0.098757803440094,
|
|
"m": 0.9616430997848511
|
|
},
|
|
{
|
|
"p": 0.09736789762973785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016181210055947304,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01588120311498642,
|
|
"m": 0.9660866856575012
|
|
},
|
|
{
|
|
"p": 0.07490633428096771,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07159516215324402,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02804112806916237,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043550290865823627,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014550814405083656,
|
|
"m": 0.9130176901817322
|
|
},
|
|
{
|
|
"p": 0.00043550290865823627,
|
|
"m": 0.771314799785614
|
|
},
|
|
{
|
|
"p": 0.00043550290865823627,
|
|
"m": 0.7695609331130981
|
|
},
|
|
{
|
|
"p": 0.028085265308618546,
|
|
"m": 0.765129804611206
|
|
},
|
|
{
|
|
"p": 0.00043550290865823627,
|
|
"m": 0.9115180373191833
|
|
},
|
|
{
|
|
"p": 0.00043550290865823627,
|
|
"m": 0.9926265478134155
|
|
},
|
|
{
|
|
"p": 0.05515560135245323,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07452941685914993,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.039375655353069305,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 32,
|
|
"train_loss": 3.1593315601348877,
|
|
"val_loss": 1.1204913854599,
|
|
"acc": 65.53,
|
|
"time": 122.82689621300005,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.11543656140565872,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01311328075826168,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08359570801258087,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05497821792960167,
|
|
"m": 0.886595606803894
|
|
},
|
|
{
|
|
"p": 0.07456407696008682,
|
|
"m": 0.4166714549064636
|
|
},
|
|
{
|
|
"p": 0.05137030407786369,
|
|
"m": 0.6878746747970581
|
|
},
|
|
{
|
|
"p": 0.08024666458368301,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08140334486961365,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012890715152025223,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05069377273321152,
|
|
"m": 0.9383751749992371
|
|
},
|
|
{
|
|
"p": 0.0588691383600235,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058647193014621735,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02023143321275711,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05803197622299194,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004342301399447024,
|
|
"m": 0.8914060592651367
|
|
},
|
|
{
|
|
"p": 0.0004342301399447024,
|
|
"m": 0.8031241297721863
|
|
},
|
|
{
|
|
"p": 0.0004342301399447024,
|
|
"m": 0.8004239201545715
|
|
},
|
|
{
|
|
"p": 0.01650058850646019,
|
|
"m": 0.7543371319770813
|
|
},
|
|
{
|
|
"p": 0.0004342301399447024,
|
|
"m": 0.9442938566207886
|
|
},
|
|
{
|
|
"p": 0.0378154031932354,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044293083250522614,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06065824627876282,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02492351643741131,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 33,
|
|
"train_loss": 2.9705417156219482,
|
|
"val_loss": 1.1291229724884033,
|
|
"acc": 64.88,
|
|
"time": 117.29443722399992,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.06075166165828705,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.009233463555574417,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08341088145971298,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04259509965777397,
|
|
"m": 0.8774695992469788
|
|
},
|
|
{
|
|
"p": 0.0769486129283905,
|
|
"m": 0.41583043336868286
|
|
},
|
|
{
|
|
"p": 0.0657845288515091,
|
|
"m": 0.8701098561286926
|
|
},
|
|
{
|
|
"p": 0.07860646396875381,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08395571261644363,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08445465564727783,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04725271090865135,
|
|
"m": 0.9925833940505981
|
|
},
|
|
{
|
|
"p": 0.0530611053109169,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055411890149116516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008538868278265,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05989626422524452,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043538183672353625,
|
|
"m": 0.9302746057510376
|
|
},
|
|
{
|
|
"p": 0.032724037766456604,
|
|
"m": 0.835208535194397
|
|
},
|
|
{
|
|
"p": 0.00043538183672353625,
|
|
"m": 0.8551425933837891
|
|
},
|
|
{
|
|
"p": 0.00043538183672353625,
|
|
"m": 0.9150651097297668
|
|
},
|
|
{
|
|
"p": 0.00043538183672353625,
|
|
"m": 0.9402411580085754
|
|
},
|
|
{
|
|
"p": 0.04925515130162239,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04140728339552879,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0601750984787941,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0047950753942132,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 34,
|
|
"train_loss": 3.044463634490967,
|
|
"val_loss": 0.9668213725090027,
|
|
"acc": 64.72,
|
|
"time": 116.29199208499995,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.2630472779273987,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004342635511420667,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.058640994131565094,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.013479470275342464,
|
|
"m": 0.8689227104187012
|
|
},
|
|
{
|
|
"p": 0.05671029910445213,
|
|
"m": 0.28323423862457275
|
|
},
|
|
{
|
|
"p": 0.04513539746403694,
|
|
"m": 0.8290837407112122
|
|
},
|
|
{
|
|
"p": 0.0531887523829937,
|
|
"m": 0.9172394871711731
|
|
},
|
|
{
|
|
"p": 0.06179554760456085,
|
|
"m": 0.9186721444129944
|
|
},
|
|
{
|
|
"p": 0.06108289211988449,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02930605039000511,
|
|
"m": 0.9946016073226929
|
|
},
|
|
{
|
|
"p": 0.03150218725204468,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03627938777208328,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0543203167617321,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040712978690862656,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004342635511420667,
|
|
"m": 0.9425563216209412
|
|
},
|
|
{
|
|
"p": 0.01921028085052967,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004342635511420667,
|
|
"m": 0.8631559014320374
|
|
},
|
|
{
|
|
"p": 0.005020271986722946,
|
|
"m": 0.9175832867622375
|
|
},
|
|
{
|
|
"p": 0.002040494466200471,
|
|
"m": 0.8997016549110413
|
|
},
|
|
{
|
|
"p": 0.03493442386388779,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02704996056854725,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04160739481449127,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06363274157047272,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 35,
|
|
"train_loss": 2.920743465423584,
|
|
"val_loss": 1.0359500646591187,
|
|
"acc": 64.47,
|
|
"time": 127.33270866299972,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.27494361996650696,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.006306942086666822,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05711490288376808,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.033833496272563934,
|
|
"m": 0.8603142499923706
|
|
},
|
|
{
|
|
"p": 0.055865686386823654,
|
|
"m": 0.4072352945804596
|
|
},
|
|
{
|
|
"p": 0.038177184760570526,
|
|
"m": 0.7951630353927612
|
|
},
|
|
{
|
|
"p": 0.04876459017395973,
|
|
"m": 0.9432635307312012
|
|
},
|
|
{
|
|
"p": 0.06074311211705208,
|
|
"m": 0.9272190928459167
|
|
},
|
|
{
|
|
"p": 0.060781922191381454,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.023887665942311287,
|
|
"m": 0.9936159253120422
|
|
},
|
|
{
|
|
"p": 0.025166228413581848,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03451668843626976,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05649479851126671,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03491126000881195,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011231216602027416,
|
|
"m": 0.9639781713485718
|
|
},
|
|
{
|
|
"p": 0.008406959474086761,
|
|
"m": 0.96861732006073
|
|
},
|
|
{
|
|
"p": 0.010874488390982151,
|
|
"m": 0.8774047493934631
|
|
},
|
|
{
|
|
"p": 0.004007326439023018,
|
|
"m": 0.8382190465927124
|
|
},
|
|
{
|
|
"p": 0.0034456830471754074,
|
|
"m": 0.9068710207939148
|
|
},
|
|
{
|
|
"p": 0.03174745291471481,
|
|
"m": 0.9862604737281799
|
|
},
|
|
{
|
|
"p": 0.02242082543671131,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03587621822953224,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0604817233979702,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 36,
|
|
"train_loss": 2.7281248569488525,
|
|
"val_loss": 1.030691146850586,
|
|
"acc": 64.65,
|
|
"time": 119.55275900499964,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.29118430614471436,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.010466200299561024,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.058210354298353195,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02831353433430195,
|
|
"m": 0.8585840463638306
|
|
},
|
|
{
|
|
"p": 0.0573723241686821,
|
|
"m": 0.2973163425922394
|
|
},
|
|
{
|
|
"p": 0.0329069159924984,
|
|
"m": 0.7710028290748596
|
|
},
|
|
{
|
|
"p": 0.048579346388578415,
|
|
"m": 0.9859890341758728
|
|
},
|
|
{
|
|
"p": 0.06275561451911926,
|
|
"m": 0.971477210521698
|
|
},
|
|
{
|
|
"p": 0.06198560819029808,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025789907202124596,
|
|
"m": 0.9985486268997192
|
|
},
|
|
{
|
|
"p": 0.016650281846523285,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0346064567565918,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05973859131336212,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029376190155744553,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007086019031703472,
|
|
"m": 0.9926719665527344
|
|
},
|
|
{
|
|
"p": 0.0004321811720728874,
|
|
"m": 0.9883810877799988
|
|
},
|
|
{
|
|
"p": 0.018654635176062584,
|
|
"m": 0.8189268708229065
|
|
},
|
|
{
|
|
"p": 0.014892105013132095,
|
|
"m": 0.9005496501922607
|
|
},
|
|
{
|
|
"p": 0.0004321811720728874,
|
|
"m": 0.9623498320579529
|
|
},
|
|
{
|
|
"p": 0.03030615672469139,
|
|
"m": 0.984626829624176
|
|
},
|
|
{
|
|
"p": 0.01853545755147934,
|
|
"m": 0.9951592087745667
|
|
},
|
|
{
|
|
"p": 0.031069563701748848,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06065612658858299,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 37,
|
|
"train_loss": 3.1541037559509277,
|
|
"val_loss": 1.1468364000320435,
|
|
"acc": 62.5,
|
|
"time": 125.09145588000047,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.29260557889938354,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0011489520547911525,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0545242577791214,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.016956975683569908,
|
|
"m": 0.8553696870803833
|
|
},
|
|
{
|
|
"p": 0.05558887869119644,
|
|
"m": 0.28448009490966797
|
|
},
|
|
{
|
|
"p": 0.02575143240392208,
|
|
"m": 0.7459757328033447
|
|
},
|
|
{
|
|
"p": 0.04285357892513275,
|
|
"m": 0.9656021595001221
|
|
},
|
|
{
|
|
"p": 0.061333924531936646,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06022617220878601,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028136348351836205,
|
|
"m": 0.94581538438797
|
|
},
|
|
{
|
|
"p": 0.013589967042207718,
|
|
"m": 0.9998436570167542
|
|
},
|
|
{
|
|
"p": 0.03628405183553696,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060153741389513016,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017876558005809784,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06730872392654419,
|
|
"m": 0.9186029434204102
|
|
},
|
|
{
|
|
"p": 0.005091204773634672,
|
|
"m": 0.9875110387802124
|
|
},
|
|
{
|
|
"p": 0.013823372311890125,
|
|
"m": 0.7110687494277954
|
|
},
|
|
{
|
|
"p": 0.03238813579082489,
|
|
"m": 0.849616289138794
|
|
},
|
|
{
|
|
"p": 0.00043393042869865894,
|
|
"m": 0.9659457206726074
|
|
},
|
|
{
|
|
"p": 0.025873305276036263,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008315236307680607,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022058693692088127,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.057676974684000015,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 38,
|
|
"train_loss": 2.5798373222351074,
|
|
"val_loss": 1.0351239442825317,
|
|
"acc": 65.1,
|
|
"time": 126.474409982,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.297620564699173,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.023957345634698868,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.052908167243003845,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004360228485893458,
|
|
"m": 0.9003604650497437
|
|
},
|
|
{
|
|
"p": 0.055517978966236115,
|
|
"m": 0.2818921208381653
|
|
},
|
|
{
|
|
"p": 0.015004805289208889,
|
|
"m": 0.7488041520118713
|
|
},
|
|
{
|
|
"p": 0.03938930109143257,
|
|
"m": 0.9917629361152649
|
|
},
|
|
{
|
|
"p": 0.0609440952539444,
|
|
"m": 0.9694459438323975
|
|
},
|
|
{
|
|
"p": 0.05976156145334244,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028910446912050247,
|
|
"m": 0.9790118336677551
|
|
},
|
|
{
|
|
"p": 0.0059884535148739815,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04023699089884758,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062093764543533325,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01946187950670719,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06698571145534515,
|
|
"m": 0.7856779098510742
|
|
},
|
|
{
|
|
"p": 0.0004360228485893458,
|
|
"m": 0.9999632239341736
|
|
},
|
|
{
|
|
"p": 0.005222320090979338,
|
|
"m": 0.6362590789794922
|
|
},
|
|
{
|
|
"p": 0.061286941170692444,
|
|
"m": 0.7289369702339172
|
|
},
|
|
{
|
|
"p": 0.0004360228485893458,
|
|
"m": 0.9994089007377625
|
|
},
|
|
{
|
|
"p": 0.02231680601835251,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017700141295790672,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00776671851053834,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05561797320842743,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 39,
|
|
"train_loss": 2.7751879692077637,
|
|
"val_loss": 1.0469386577606201,
|
|
"acc": 64.29,
|
|
"time": 129.97463619599966,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.24881312251091003,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01282588392496109,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0411263108253479,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.058346524834632874,
|
|
"m": 0.7865628004074097
|
|
},
|
|
{
|
|
"p": 0.04542456567287445,
|
|
"m": 0.23507869243621826
|
|
},
|
|
{
|
|
"p": 0.00043513934360817075,
|
|
"m": 0.7565888166427612
|
|
},
|
|
{
|
|
"p": 0.025055667385458946,
|
|
"m": 0.9507013559341431
|
|
},
|
|
{
|
|
"p": 0.04895621910691261,
|
|
"m": 0.9885811805725098
|
|
},
|
|
{
|
|
"p": 0.04772059619426727,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022860877215862274,
|
|
"m": 0.9553431272506714
|
|
},
|
|
{
|
|
"p": 0.15318848192691803,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03202139213681221,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05307347699999809,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01919161155819893,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05453382804989815,
|
|
"m": 0.731842577457428
|
|
},
|
|
{
|
|
"p": 0.00043513934360817075,
|
|
"m": 0.9991338849067688
|
|
},
|
|
{
|
|
"p": 0.022601259872317314,
|
|
"m": 0.60517418384552
|
|
},
|
|
{
|
|
"p": 0.049077752977609634,
|
|
"m": 0.7313721776008606
|
|
},
|
|
{
|
|
"p": 0.00043513934360817075,
|
|
"m": 0.9736117124557495
|
|
},
|
|
{
|
|
"p": 0.013250925578176975,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008588994853198528,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043513934360817075,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04160216823220253,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 40,
|
|
"train_loss": 2.740241765975952,
|
|
"val_loss": 1.0098541975021362,
|
|
"acc": 64.38,
|
|
"time": 124.99170297799992,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.22262631356716156,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.048551563173532486,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.030498087406158447,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04747176915407181,
|
|
"m": 0.6905018091201782
|
|
},
|
|
{
|
|
"p": 0.03883751854300499,
|
|
"m": 0.3532522916793823
|
|
},
|
|
{
|
|
"p": 0.027561461552977562,
|
|
"m": 0.6680550575256348
|
|
},
|
|
{
|
|
"p": 0.014494745060801506,
|
|
"m": 0.8601840734481812
|
|
},
|
|
{
|
|
"p": 0.04136867821216583,
|
|
"m": 0.9389241337776184
|
|
},
|
|
{
|
|
"p": 0.04016551002860069,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015435981564223766,
|
|
"m": 0.884234607219696
|
|
},
|
|
{
|
|
"p": 0.13694490492343903,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02806035242974758,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048004500567913055,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011296789161860943,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04711893945932388,
|
|
"m": 0.6365972757339478
|
|
},
|
|
{
|
|
"p": 0.00043334916699677706,
|
|
"m": 0.998114824295044
|
|
},
|
|
{
|
|
"p": 0.01566622592508793,
|
|
"m": 0.6420369744300842
|
|
},
|
|
{
|
|
"p": 0.0412454754114151,
|
|
"m": 0.6791912317276001
|
|
},
|
|
{
|
|
"p": 0.003971640486270189,
|
|
"m": 0.9375615119934082
|
|
},
|
|
{
|
|
"p": 0.004390769172459841,
|
|
"m": 0.9996001124382019
|
|
},
|
|
{
|
|
"p": 0.10580674558877945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043334916699677706,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02961544319987297,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 41,
|
|
"train_loss": 2.779630184173584,
|
|
"val_loss": 1.230672836303711,
|
|
"acc": 65.45,
|
|
"time": 121.55265774899999,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.20459136366844177,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04363143816590309,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06873805075883865,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03352255001664162,
|
|
"m": 0.675809383392334
|
|
},
|
|
{
|
|
"p": 0.02979113906621933,
|
|
"m": 0.37647372484207153
|
|
},
|
|
{
|
|
"p": 0.02032744325697422,
|
|
"m": 0.544154703617096
|
|
},
|
|
{
|
|
"p": 0.013491002842783928,
|
|
"m": 0.8945881724357605
|
|
},
|
|
{
|
|
"p": 0.032925400882959366,
|
|
"m": 0.9767501950263977
|
|
},
|
|
{
|
|
"p": 0.031433869153261185,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13130949437618256,
|
|
"m": 0.9955724477767944
|
|
},
|
|
{
|
|
"p": 0.12507271766662598,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019650733098387718,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04142205789685249,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01445277314633131,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04072140157222748,
|
|
"m": 0.6687555313110352
|
|
},
|
|
{
|
|
"p": 0.0004320636799093336,
|
|
"m": 0.9990799427032471
|
|
},
|
|
{
|
|
"p": 0.001682761823758483,
|
|
"m": 0.6440133452415466
|
|
},
|
|
{
|
|
"p": 0.03363990783691406,
|
|
"m": 0.7284587621688843
|
|
},
|
|
{
|
|
"p": 0.005606020335108042,
|
|
"m": 0.9984617233276367
|
|
},
|
|
{
|
|
"p": 0.0004320636799093336,
|
|
"m": 0.9962624907493591
|
|
},
|
|
{
|
|
"p": 0.09975989162921906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004320636799093336,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.006933839060366154,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 42,
|
|
"train_loss": 2.9278368949890137,
|
|
"val_loss": 1.0078508853912354,
|
|
"acc": 64.83,
|
|
"time": 128.83939016400018,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.16950322687625885,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03402992710471153,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11300326138734818,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02036411687731743,
|
|
"m": 0.8323884606361389
|
|
},
|
|
{
|
|
"p": 0.02172452211380005,
|
|
"m": 0.26770010590553284
|
|
},
|
|
{
|
|
"p": 0.013793292455375195,
|
|
"m": 0.5288630127906799
|
|
},
|
|
{
|
|
"p": 0.010563969612121582,
|
|
"m": 0.9655419588088989
|
|
},
|
|
{
|
|
"p": 0.024741774424910545,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.024882229045033455,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1185203418135643,
|
|
"m": 0.8813744783401489
|
|
},
|
|
{
|
|
"p": 0.10310482233762741,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022177940234541893,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.037265192717313766,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043409012141637504,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03150901570916176,
|
|
"m": 0.6273361444473267
|
|
},
|
|
{
|
|
"p": 0.00043409012141637504,
|
|
"m": 0.9812167286872864
|
|
},
|
|
{
|
|
"p": 0.014867275953292847,
|
|
"m": 0.5914149284362793
|
|
},
|
|
{
|
|
"p": 0.024136235937476158,
|
|
"m": 0.7745282649993896
|
|
},
|
|
{
|
|
"p": 0.0005085419397801161,
|
|
"m": 0.9538364410400391
|
|
},
|
|
{
|
|
"p": 0.006856536027044058,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08124887198209763,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0008742797072045505,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1254565417766571,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 43,
|
|
"train_loss": 3.1672654151916504,
|
|
"val_loss": 1.036198377609253,
|
|
"acc": 63.95,
|
|
"time": 128.18107117899945,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.17954397201538086,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03137298300862312,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11772481352090836,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.002591061405837536,
|
|
"m": 0.8393644094467163
|
|
},
|
|
{
|
|
"p": 0.018707305192947388,
|
|
"m": 0.2918512523174286
|
|
},
|
|
{
|
|
"p": 0.0004353152762632817,
|
|
"m": 0.5639656186103821
|
|
},
|
|
{
|
|
"p": 0.015290851704776287,
|
|
"m": 0.9752009510993958
|
|
},
|
|
{
|
|
"p": 0.016494590789079666,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017362242564558983,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12437746673822403,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10833507776260376,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012431946583092213,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03686085343360901,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004353152762632817,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027984892949461937,
|
|
"m": 0.6155839562416077
|
|
},
|
|
{
|
|
"p": 0.0004353152762632817,
|
|
"m": 0.9764857292175293
|
|
},
|
|
{
|
|
"p": 0.0004353152762632817,
|
|
"m": 0.7395196557044983
|
|
},
|
|
{
|
|
"p": 0.014625347219407558,
|
|
"m": 0.734026312828064
|
|
},
|
|
{
|
|
"p": 0.016749784350395203,
|
|
"m": 0.996167778968811
|
|
},
|
|
{
|
|
"p": 0.017902052029967308,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.083723284304142,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004353152762632817,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.15574504435062408,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 44,
|
|
"train_loss": 2.824944496154785,
|
|
"val_loss": 1.0737042427062988,
|
|
"acc": 65.3,
|
|
"time": 127.43441210799938,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.13833560049533844,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.018923839554190636,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09030857682228088,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.20650506019592285,
|
|
"m": 0.8081262707710266
|
|
},
|
|
{
|
|
"p": 0.009470587596297264,
|
|
"m": 0.3584907352924347
|
|
},
|
|
{
|
|
"p": 0.0013004388893023133,
|
|
"m": 0.6275201439857483
|
|
},
|
|
{
|
|
"p": 0.011114213615655899,
|
|
"m": 0.9904010891914368
|
|
},
|
|
{
|
|
"p": 0.0004348370712250471,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010928056202828884,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09649204462766647,
|
|
"m": 0.9987927675247192
|
|
},
|
|
{
|
|
"p": 0.08311015367507935,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08071456104516983,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029429715126752853,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0031914650462567806,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.018241656944155693,
|
|
"m": 0.7215027213096619
|
|
},
|
|
{
|
|
"p": 0.0004348370712250471,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00488520972430706,
|
|
"m": 0.7627125978469849
|
|
},
|
|
{
|
|
"p": 0.0004348370712250471,
|
|
"m": 0.7720722556114197
|
|
},
|
|
{
|
|
"p": 0.00383545970544219,
|
|
"m": 0.8708455562591553
|
|
},
|
|
{
|
|
"p": 0.007634441833943129,
|
|
"m": 0.955270528793335
|
|
},
|
|
{
|
|
"p": 0.06266206502914429,
|
|
"m": 0.9844840168952942
|
|
},
|
|
{
|
|
"p": 0.0036130452062934637,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11799944937229156,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 45,
|
|
"train_loss": 2.8381924629211426,
|
|
"val_loss": 0.9174336194992065,
|
|
"acc": 64.51,
|
|
"time": 124.89678650299993,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.12242075055837631,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.004635085817426443,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07914655655622482,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.18487635254859924,
|
|
"m": 0.6804234981536865
|
|
},
|
|
{
|
|
"p": 0.009070632979273796,
|
|
"m": 0.37309855222702026
|
|
},
|
|
{
|
|
"p": 0.04283486679196358,
|
|
"m": 0.7126139402389526
|
|
},
|
|
{
|
|
"p": 0.01153428666293621,
|
|
"m": 0.9913701415061951
|
|
},
|
|
{
|
|
"p": 0.028758538886904716,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049903504550457,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08525130152702332,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07284515351057053,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715751126408577,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02635135129094124,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009909173473715782,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01057677436619997,
|
|
"m": 0.7688024640083313
|
|
},
|
|
{
|
|
"p": 0.007132428232580423,
|
|
"m": 0.9997218251228333
|
|
},
|
|
{
|
|
"p": 0.01457637082785368,
|
|
"m": 0.7724326848983765
|
|
},
|
|
{
|
|
"p": 0.006782505661249161,
|
|
"m": 0.7956014275550842
|
|
},
|
|
{
|
|
"p": 0.0023939020466059446,
|
|
"m": 0.8505978584289551
|
|
},
|
|
{
|
|
"p": 0.003332214429974556,
|
|
"m": 0.9993148446083069
|
|
},
|
|
{
|
|
"p": 0.05316036194562912,
|
|
"m": 0.9717780947685242
|
|
},
|
|
{
|
|
"p": 0.001103007118217647,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10182982683181763,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 46,
|
|
"train_loss": 2.5888209342956543,
|
|
"val_loss": 1.0373085737228394,
|
|
"acc": 65.48,
|
|
"time": 120.58738415399966,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.09923283010721207,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.061893172562122345,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06223462149500847,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.14831356704235077,
|
|
"m": 0.7992277145385742
|
|
},
|
|
{
|
|
"p": 0.13677892088890076,
|
|
"m": 0.4035056531429291
|
|
},
|
|
{
|
|
"p": 0.03254037722945213,
|
|
"m": 0.6742603182792664
|
|
},
|
|
{
|
|
"p": 0.010210216976702213,
|
|
"m": 0.9458321332931519
|
|
},
|
|
{
|
|
"p": 0.02087516151368618,
|
|
"m": 0.9969756007194519
|
|
},
|
|
{
|
|
"p": 0.044594842940568924,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06804659217596054,
|
|
"m": 0.9514554738998413
|
|
},
|
|
{
|
|
"p": 0.05824507772922516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05776260793209076,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022555731236934662,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004329939838498831,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004329939838498831,
|
|
"m": 0.7896960377693176
|
|
},
|
|
{
|
|
"p": 0.0004329939838498831,
|
|
"m": 0.9667129516601562
|
|
},
|
|
{
|
|
"p": 0.008900844492018223,
|
|
"m": 0.6893137097358704
|
|
},
|
|
{
|
|
"p": 0.01666603796184063,
|
|
"m": 0.8490533828735352
|
|
},
|
|
{
|
|
"p": 0.007702489383518696,
|
|
"m": 0.99404376745224
|
|
},
|
|
{
|
|
"p": 0.020763680338859558,
|
|
"m": 0.9780956506729126
|
|
},
|
|
{
|
|
"p": 0.040236201137304306,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0013516515027731657,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07979632914066315,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 47,
|
|
"train_loss": 3.003601312637329,
|
|
"val_loss": 1.0096906423568726,
|
|
"acc": 65.62,
|
|
"time": 137.413390832,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.09648497402667999,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.058559849858284,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.052032578736543655,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1441822201013565,
|
|
"m": 0.5727839469909668
|
|
},
|
|
{
|
|
"p": 0.16037090122699738,
|
|
"m": 0.6659647226333618
|
|
},
|
|
{
|
|
"p": 0.024633236229419708,
|
|
"m": 0.7207323312759399
|
|
},
|
|
{
|
|
"p": 0.008694089017808437,
|
|
"m": 0.9716644287109375
|
|
},
|
|
{
|
|
"p": 0.009123137220740318,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.035415489226579666,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06248627230525017,
|
|
"m": 0.9969887733459473
|
|
},
|
|
{
|
|
"p": 0.052564721554517746,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04920502007007599,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007426324766129255,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0626101940870285,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028143856674432755,
|
|
"m": 0.8508160710334778
|
|
},
|
|
{
|
|
"p": 0.0004346892819739878,
|
|
"m": 0.985249936580658
|
|
},
|
|
{
|
|
"p": 0.0004346892819739878,
|
|
"m": 0.7462204694747925
|
|
},
|
|
{
|
|
"p": 0.0335526317358017,
|
|
"m": 0.7825238108634949
|
|
},
|
|
{
|
|
"p": 0.0004346892819739878,
|
|
"m": 0.9915037155151367
|
|
},
|
|
{
|
|
"p": 0.010761041194200516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.032116010785102844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0011466526193544269,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06918670982122421,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 48,
|
|
"train_loss": 3.0049028396606445,
|
|
"val_loss": 1.1038576364517212,
|
|
"acc": 64.0,
|
|
"time": 150.80897389100028,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0950794592499733,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.056034937500953674,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03857533261179924,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1433943659067154,
|
|
"m": 0.5522861480712891
|
|
},
|
|
{
|
|
"p": 0.159861758351326,
|
|
"m": 0.6511073112487793
|
|
},
|
|
{
|
|
"p": 0.013954304158687592,
|
|
"m": 0.7472225427627563
|
|
},
|
|
{
|
|
"p": 0.007570529356598854,
|
|
"m": 0.9494858384132385
|
|
},
|
|
{
|
|
"p": 0.07885994762182236,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020553329959511757,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05715453252196312,
|
|
"m": 0.9997767806053162
|
|
},
|
|
{
|
|
"p": 0.04732130095362663,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03626871481537819,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013263947330415249,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05954273045063019,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01847183331847191,
|
|
"m": 0.8771420121192932
|
|
},
|
|
{
|
|
"p": 0.00043591164285317063,
|
|
"m": 0.981809675693512
|
|
},
|
|
{
|
|
"p": 0.00043591164285317063,
|
|
"m": 0.7735539674758911
|
|
},
|
|
{
|
|
"p": 0.025125406682491302,
|
|
"m": 0.7171579599380493
|
|
},
|
|
{
|
|
"p": 0.00043591164285317063,
|
|
"m": 0.9885540008544922
|
|
},
|
|
{
|
|
"p": 0.04487048089504242,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02219555526971817,
|
|
"m": 0.9913566708564758
|
|
},
|
|
{
|
|
"p": 0.0021386989392340183,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05845526605844498,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 49,
|
|
"train_loss": 2.9294161796569824,
|
|
"val_loss": 1.0506809949874878,
|
|
"acc": 65.18,
|
|
"time": 148.21873760299968,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07905597984790802,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.044499270617961884,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.011743094772100449,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11957597732543945,
|
|
"m": 0.4931502342224121
|
|
},
|
|
{
|
|
"p": 0.1332884281873703,
|
|
"m": 0.6740261912345886
|
|
},
|
|
{
|
|
"p": 0.004848920740187168,
|
|
"m": 0.7389246821403503
|
|
},
|
|
{
|
|
"p": 0.0004342698084656149,
|
|
"m": 0.9437388181686401
|
|
},
|
|
{
|
|
"p": 0.06569278240203857,
|
|
"m": 0.9264227151870728
|
|
},
|
|
{
|
|
"p": 0.09893734753131866,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04544534161686897,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03580215200781822,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020131127908825874,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18461695313453674,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046892330050468445,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.003321695141494274,
|
|
"m": 0.9605655074119568
|
|
},
|
|
{
|
|
"p": 0.013756068423390388,
|
|
"m": 0.9059956669807434
|
|
},
|
|
{
|
|
"p": 0.0004342698084656149,
|
|
"m": 0.8141706585884094
|
|
},
|
|
{
|
|
"p": 0.011144354939460754,
|
|
"m": 0.7482838034629822
|
|
},
|
|
{
|
|
"p": 0.002364174695685506,
|
|
"m": 0.9637603759765625
|
|
},
|
|
{
|
|
"p": 0.03541376441717148,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0016366960480809212,
|
|
"m": 0.9978857636451721
|
|
},
|
|
{
|
|
"p": 0.0004342698084656149,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0405307412147522,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 50,
|
|
"train_loss": 2.659501075744629,
|
|
"val_loss": 1.0816458463668823,
|
|
"acc": 66.28,
|
|
"time": 132.33501559999968,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.06853052973747253,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03614131361246109,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.018476568162441254,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10411077737808228,
|
|
"m": 0.6791638731956482
|
|
},
|
|
{
|
|
"p": 0.11577828973531723,
|
|
"m": 0.7114585041999817
|
|
},
|
|
{
|
|
"p": 0.009102625772356987,
|
|
"m": 0.763032078742981
|
|
},
|
|
{
|
|
"p": 0.053396716713905334,
|
|
"m": 0.953827977180481
|
|
},
|
|
{
|
|
"p": 0.05691028758883476,
|
|
"m": 0.9898219704627991
|
|
},
|
|
{
|
|
"p": 0.10065741837024689,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041031304746866226,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02640223689377308,
|
|
"m": 0.9999221563339233
|
|
},
|
|
{
|
|
"p": 0.033048223704099655,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16561241447925568,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0375836081802845,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027772782370448112,
|
|
"m": 0.9486969709396362
|
|
},
|
|
{
|
|
"p": 0.004420401528477669,
|
|
"m": 0.9652380347251892
|
|
},
|
|
{
|
|
"p": 0.0004350845701992512,
|
|
"m": 0.8216313123703003
|
|
},
|
|
{
|
|
"p": 0.0004350845701992512,
|
|
"m": 0.7682134509086609
|
|
},
|
|
{
|
|
"p": 0.0004350845701992512,
|
|
"m": 0.9611172676086426
|
|
},
|
|
{
|
|
"p": 0.027852443978190422,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008358304388821125,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03637880086898804,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.027129773050546646,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 51,
|
|
"train_loss": 2.5680153369903564,
|
|
"val_loss": 0.9282238483428955,
|
|
"acc": 66.37,
|
|
"time": 128.13912232300027,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.056206848472356796,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.025226211175322533,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.19953852891921997,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08453429490327835,
|
|
"m": 0.5607239603996277
|
|
},
|
|
{
|
|
"p": 0.09402953833341599,
|
|
"m": 0.760589599609375
|
|
},
|
|
{
|
|
"p": 0.0061171636916697025,
|
|
"m": 0.8683797717094421
|
|
},
|
|
{
|
|
"p": 0.044213730841875076,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045089755207300186,
|
|
"m": 0.9886406064033508
|
|
},
|
|
{
|
|
"p": 0.08201127499341965,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03330548480153084,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.018979482352733612,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028247399255633354,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13772094249725342,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027193935588002205,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017189407721161842,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043304890277795494,
|
|
"m": 0.9845682382583618
|
|
},
|
|
{
|
|
"p": 0.00043304890277795494,
|
|
"m": 0.8470470905303955
|
|
},
|
|
{
|
|
"p": 0.0038226956967264414,
|
|
"m": 0.7842305898666382
|
|
},
|
|
{
|
|
"p": 0.027228951454162598,
|
|
"m": 0.9251630306243896
|
|
},
|
|
{
|
|
"p": 0.018672972917556763,
|
|
"m": 0.9571477770805359
|
|
},
|
|
{
|
|
"p": 0.005598105490207672,
|
|
"m": 0.9999731779098511
|
|
},
|
|
{
|
|
"p": 0.033540673553943634,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.010666634887456894,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 52,
|
|
"train_loss": 2.5394701957702637,
|
|
"val_loss": 1.0035902261734009,
|
|
"acc": 66.08,
|
|
"time": 132.4935019200002,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.05443796142935753,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.017249280586838722,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1977149397134781,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08104100823402405,
|
|
"m": 0.6037390828132629
|
|
},
|
|
{
|
|
"p": 0.0899559035897255,
|
|
"m": 0.7278534770011902
|
|
},
|
|
{
|
|
"p": 0.02922113426029682,
|
|
"m": 0.9009532928466797
|
|
},
|
|
{
|
|
"p": 0.042758576571941376,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04185143858194351,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07809208333492279,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029345335438847542,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040935125201940536,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016191303730010986,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1358068734407425,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020134124904870987,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006893042009323835,
|
|
"m": 0.9904661774635315
|
|
},
|
|
{
|
|
"p": 0.00043337277020327747,
|
|
"m": 0.9829965233802795
|
|
},
|
|
{
|
|
"p": 0.00043337277020327747,
|
|
"m": 0.8686540126800537
|
|
},
|
|
{
|
|
"p": 0.02594340778887272,
|
|
"m": 0.8094409704208374
|
|
},
|
|
{
|
|
"p": 0.03590353950858116,
|
|
"m": 0.9671710133552551
|
|
},
|
|
{
|
|
"p": 0.008146948181092739,
|
|
"m": 0.9957915544509888
|
|
},
|
|
{
|
|
"p": 0.013662490993738174,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029483817517757416,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.004364976193755865,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 53,
|
|
"train_loss": 2.7226996421813965,
|
|
"val_loss": 0.9872106313705444,
|
|
"acc": 66.26,
|
|
"time": 132.9762300299999,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.04205914959311485,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02132481336593628,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.17573072016239166,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06728027015924454,
|
|
"m": 0.6512360572814941
|
|
},
|
|
{
|
|
"p": 0.07600690424442291,
|
|
"m": 0.687751054763794
|
|
},
|
|
{
|
|
"p": 0.05306129902601242,
|
|
"m": 0.7578821778297424
|
|
},
|
|
{
|
|
"p": 0.0367705300450325,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.032963186502456665,
|
|
"m": 0.9536824226379395
|
|
},
|
|
{
|
|
"p": 0.06492511183023453,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011243798770010471,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03956279531121254,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014784232713282108,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12105189263820648,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03978505730628967,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0061597372405231,
|
|
"m": 0.9797298312187195
|
|
},
|
|
{
|
|
"p": 0.0004339434381108731,
|
|
"m": 0.9711324572563171
|
|
},
|
|
{
|
|
"p": 0.019502898678183556,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012553229928016663,
|
|
"m": 0.75516676902771
|
|
},
|
|
{
|
|
"p": 0.027461471036076546,
|
|
"m": 0.7917848825454712
|
|
},
|
|
{
|
|
"p": 0.005570828914642334,
|
|
"m": 0.9902722239494324
|
|
},
|
|
{
|
|
"p": 0.0004339434381108731,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02023797295987606,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11109638959169388,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 54,
|
|
"train_loss": 2.512911796569824,
|
|
"val_loss": 0.9686383008956909,
|
|
"acc": 66.15,
|
|
"time": 129.00826369700007,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.02880353294312954,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.008197546005249023,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.14042633771896362,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.049165669828653336,
|
|
"m": 0.5848869681358337
|
|
},
|
|
{
|
|
"p": 0.05624379217624664,
|
|
"m": 0.6980077624320984
|
|
},
|
|
{
|
|
"p": 0.03929188475012779,
|
|
"m": 0.8624820113182068
|
|
},
|
|
{
|
|
"p": 0.02787872403860092,
|
|
"m": 0.9588592648506165
|
|
},
|
|
{
|
|
"p": 0.021251004189252853,
|
|
"m": 0.9878957867622375
|
|
},
|
|
{
|
|
"p": 0.046303510665893555,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10336004942655563,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02851712331175804,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17803572118282318,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09684643894433975,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04569817706942558,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006266394164413214,
|
|
"m": 0.9856289625167847
|
|
},
|
|
{
|
|
"p": 0.00043392088264226913,
|
|
"m": 0.9848482608795166
|
|
},
|
|
{
|
|
"p": 0.007093473803251982,
|
|
"m": 0.9608254432678223
|
|
},
|
|
{
|
|
"p": 0.00043392088264226913,
|
|
"m": 0.7762448787689209
|
|
},
|
|
{
|
|
"p": 0.015747511759400368,
|
|
"m": 0.8510936498641968
|
|
},
|
|
{
|
|
"p": 0.00043392088264226913,
|
|
"m": 0.9700720906257629
|
|
},
|
|
{
|
|
"p": 0.01075510773807764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004245081916451454,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0845712348818779,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 55,
|
|
"train_loss": 2.398641586303711,
|
|
"val_loss": 1.0515236854553223,
|
|
"acc": 66.37,
|
|
"time": 128.3994038840001,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.03110162355005741,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.005409472156316042,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13388293981552124,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04625730589032173,
|
|
"m": 0.7396500706672668
|
|
},
|
|
{
|
|
"p": 0.04990437626838684,
|
|
"m": 0.7810486555099487
|
|
},
|
|
{
|
|
"p": 0.03442063555121422,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026540806517004967,
|
|
"m": 0.9419011473655701
|
|
},
|
|
{
|
|
"p": 0.01645965501666069,
|
|
"m": 0.9587457776069641
|
|
},
|
|
{
|
|
"p": 0.042769454419612885,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0997423604130745,
|
|
"m": 0.9437752366065979
|
|
},
|
|
{
|
|
"p": 0.02639918029308319,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19864651560783386,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0923600122332573,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03973008319735527,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004106448031961918,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0054565779864788055,
|
|
"m": 0.9872745871543884
|
|
},
|
|
{
|
|
"p": 0.0015894122188910842,
|
|
"m": 0.9442658424377441
|
|
},
|
|
{
|
|
"p": 0.03974546119570732,
|
|
"m": 0.8242907524108887
|
|
},
|
|
{
|
|
"p": 0.00837691593915224,
|
|
"m": 0.8418295383453369
|
|
},
|
|
{
|
|
"p": 0.004937211982905865,
|
|
"m": 0.9996117949485779
|
|
},
|
|
{
|
|
"p": 0.014739337377250195,
|
|
"m": 0.9705625772476196
|
|
},
|
|
{
|
|
"p": 0.0004347235371824354,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07698942720890045,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 56,
|
|
"train_loss": 2.4529950618743896,
|
|
"val_loss": 1.003130555152893,
|
|
"acc": 66.23,
|
|
"time": 128.33663880699987,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.032724183052778244,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043449297663755715,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13690155744552612,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04352850839495659,
|
|
"m": 0.6767324805259705
|
|
},
|
|
{
|
|
"p": 0.04556141048669815,
|
|
"m": 0.8068245053291321
|
|
},
|
|
{
|
|
"p": 0.031351637095212936,
|
|
"m": 0.963539183139801
|
|
},
|
|
{
|
|
"p": 0.02638932690024376,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010691902600228786,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03909531235694885,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10197024047374725,
|
|
"m": 0.9438148736953735
|
|
},
|
|
{
|
|
"p": 0.026845118030905724,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.20288430154323578,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09446375072002411,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.036698322743177414,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017043301835656166,
|
|
"m": 0.9767971038818359
|
|
},
|
|
{
|
|
"p": 0.003950781188905239,
|
|
"m": 0.8892735838890076
|
|
},
|
|
{
|
|
"p": 0.0011649619555100799,
|
|
"m": 0.9473382234573364
|
|
},
|
|
{
|
|
"p": 0.03810136392712593,
|
|
"m": 0.6732562780380249
|
|
},
|
|
{
|
|
"p": 0.0011922767153009772,
|
|
"m": 0.8572267889976501
|
|
},
|
|
{
|
|
"p": 0.022425487637519836,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00722311669960618,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004458178300410509,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0749005377292633,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 57,
|
|
"train_loss": 2.8443479537963867,
|
|
"val_loss": 1.0412864685058594,
|
|
"acc": 65.38,
|
|
"time": 124.59748805399977,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.025202622637152672,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.008927329443395138,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1258571296930313,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.029536915943026543,
|
|
"m": 0.7342721819877625
|
|
},
|
|
{
|
|
"p": 0.030177051201462746,
|
|
"m": 0.863577127456665
|
|
},
|
|
{
|
|
"p": 0.019427526742219925,
|
|
"m": 0.9805086255073547
|
|
},
|
|
{
|
|
"p": 0.02222057804465294,
|
|
"m": 0.9863433837890625
|
|
},
|
|
{
|
|
"p": 0.0004359169106464833,
|
|
"m": 0.9673462510108948
|
|
},
|
|
{
|
|
"p": 0.022401735186576843,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09262572973966599,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01763078384101391,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18930961191654205,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08769209682941437,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02607908844947815,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014225751161575317,
|
|
"m": 0.9822905659675598
|
|
},
|
|
{
|
|
"p": 0.010896744206547737,
|
|
"m": 0.952788233757019
|
|
},
|
|
{
|
|
"p": 0.0004359169106464833,
|
|
"m": 0.9758394360542297
|
|
},
|
|
{
|
|
"p": 0.029474878683686256,
|
|
"m": 0.6797121167182922
|
|
},
|
|
{
|
|
"p": 0.12075075507164001,
|
|
"m": 0.8379830121994019
|
|
},
|
|
{
|
|
"p": 0.018513796851038933,
|
|
"m": 0.9905368685722351
|
|
},
|
|
{
|
|
"p": 0.04598347097635269,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004359169106464833,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.061758652329444885,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 58,
|
|
"train_loss": 2.6120879650115967,
|
|
"val_loss": 0.9975870251655579,
|
|
"acc": 66.15,
|
|
"time": 131.15058083500026,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.01724332757294178,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.011101125739514828,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1448061466217041,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.006548753473907709,
|
|
"m": 0.7936990857124329
|
|
},
|
|
{
|
|
"p": 0.005434466525912285,
|
|
"m": 0.9421229958534241
|
|
},
|
|
{
|
|
"p": 0.0004308407078497112,
|
|
"m": 0.9884306788444519
|
|
},
|
|
{
|
|
"p": 0.023067740723490715,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015998849645256996,
|
|
"m": 0.9921672344207764
|
|
},
|
|
{
|
|
"p": 0.009691634215414524,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10417170822620392,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022497612982988358,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.22144715487957,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10198809206485748,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015708263963460922,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009592395275831223,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004308407078497112,
|
|
"m": 0.9326354265213013
|
|
},
|
|
{
|
|
"p": 0.0004308407078497112,
|
|
"m": 0.9813189506530762
|
|
},
|
|
{
|
|
"p": 0.024715259671211243,
|
|
"m": 0.7523844242095947
|
|
},
|
|
{
|
|
"p": 0.1418115347623825,
|
|
"m": 0.8714748620986938
|
|
},
|
|
{
|
|
"p": 0.014297905378043652,
|
|
"m": 0.9855074286460876
|
|
},
|
|
{
|
|
"p": 0.04963700845837593,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004308407078497112,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05851766839623451,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 59,
|
|
"train_loss": 2.516397476196289,
|
|
"val_loss": 1.032671570777893,
|
|
"acc": 66.29,
|
|
"time": 120.53114060400003,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0960288867354393,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09772823750972748,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12462169677019119,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.010846595279872417,
|
|
"m": 0.8636826276779175
|
|
},
|
|
{
|
|
"p": 0.0037643550895154476,
|
|
"m": 0.9625381827354431
|
|
},
|
|
{
|
|
"p": 0.00043472982360981405,
|
|
"m": 0.9981211423873901
|
|
},
|
|
{
|
|
"p": 0.015480141155421734,
|
|
"m": 0.986515998840332
|
|
},
|
|
{
|
|
"p": 0.00043472982360981405,
|
|
"m": 0.9936161041259766
|
|
},
|
|
{
|
|
"p": 0.00043472982360981405,
|
|
"m": 0.9980607032775879
|
|
},
|
|
{
|
|
"p": 0.08740635216236115,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0144094442948699,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19394388794898987,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08845195919275284,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043472982360981405,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057375527918338776,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043472982360981405,
|
|
"m": 0.9656407237052917
|
|
},
|
|
{
|
|
"p": 0.00043472982360981405,
|
|
"m": 0.9762051701545715
|
|
},
|
|
{
|
|
"p": 0.006348912604153156,
|
|
"m": 0.6666361689567566
|
|
},
|
|
{
|
|
"p": 0.12436042726039886,
|
|
"m": 0.8749381899833679
|
|
},
|
|
{
|
|
"p": 0.00043472982360981405,
|
|
"m": 0.9804062843322754
|
|
},
|
|
{
|
|
"p": 0.03934989124536514,
|
|
"m": 0.9991236329078674
|
|
},
|
|
{
|
|
"p": 0.00043472982360981405,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.036405984312295914,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 60,
|
|
"train_loss": 2.8503458499908447,
|
|
"val_loss": 1.0865273475646973,
|
|
"acc": 66.29,
|
|
"time": 117.30963439799962,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.08883076161146164,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08134967088699341,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10142537206411362,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08273573964834213,
|
|
"m": 0.766065239906311
|
|
},
|
|
{
|
|
"p": 0.007220134139060974,
|
|
"m": 0.9572606682777405
|
|
},
|
|
{
|
|
"p": 0.010514459572732449,
|
|
"m": 0.9895908832550049
|
|
},
|
|
{
|
|
"p": 0.006255586631596088,
|
|
"m": 0.9543697834014893
|
|
},
|
|
{
|
|
"p": 0.0053061842918396,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017103048041462898,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06952659040689468,
|
|
"m": 0.9987173080444336
|
|
},
|
|
{
|
|
"p": 0.009259156882762909,
|
|
"m": 0.9991568922996521
|
|
},
|
|
{
|
|
"p": 0.1615511178970337,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07267800718545914,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04075608029961586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044441040605306625,
|
|
"m": 0.9114927053451538
|
|
},
|
|
{
|
|
"p": 0.0004310717049520463,
|
|
"m": 0.9986593127250671
|
|
},
|
|
{
|
|
"p": 0.0018195491284132004,
|
|
"m": 0.98369300365448
|
|
},
|
|
{
|
|
"p": 0.0062188017182052135,
|
|
"m": 0.6999248266220093
|
|
},
|
|
{
|
|
"p": 0.10358264297246933,
|
|
"m": 0.8413222432136536
|
|
},
|
|
{
|
|
"p": 0.013248548842966557,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027730856090784073,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004310717049520463,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.047584615647792816,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 61,
|
|
"train_loss": 3.2033114433288574,
|
|
"val_loss": 1.0370612144470215,
|
|
"acc": 65.82,
|
|
"time": 120.80788762300017,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0743134468793869,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07029589265584946,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08282038569450378,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07105064392089844,
|
|
"m": 0.6564813852310181
|
|
},
|
|
{
|
|
"p": 0.010115494951605797,
|
|
"m": 0.9650736451148987
|
|
},
|
|
{
|
|
"p": 0.0004351639945525676,
|
|
"m": 0.9723305106163025
|
|
},
|
|
{
|
|
"p": 0.02169741876423359,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057517800480127335,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004895500838756561,
|
|
"m": 0.9992719292640686
|
|
},
|
|
{
|
|
"p": 0.05271873250603676,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05206328630447388,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13882099092006683,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06152763590216637,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027044627815485,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0324484184384346,
|
|
"m": 0.9764969348907471
|
|
},
|
|
{
|
|
"p": 0.0004351639945525676,
|
|
"m": 0.9789007902145386
|
|
},
|
|
{
|
|
"p": 0.0004351639945525676,
|
|
"m": 0.9982757568359375
|
|
},
|
|
{
|
|
"p": 0.0004351639945525676,
|
|
"m": 0.7553784251213074
|
|
},
|
|
{
|
|
"p": 0.08918584883213043,
|
|
"m": 0.8633751273155212
|
|
},
|
|
{
|
|
"p": 0.017327485606074333,
|
|
"m": 0.971116304397583
|
|
},
|
|
{
|
|
"p": 0.01557241566479206,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004351639945525676,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.118408203125,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 62,
|
|
"train_loss": 2.9923386573791504,
|
|
"val_loss": 1.0158076286315918,
|
|
"acc": 65.91,
|
|
"time": 128.48757577300057,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.06978059560060501,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07034055143594742,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0750977098941803,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07076864689588547,
|
|
"m": 0.49739253520965576
|
|
},
|
|
{
|
|
"p": 0.01012448500841856,
|
|
"m": 0.9677780866622925
|
|
},
|
|
{
|
|
"p": 0.004608822055160999,
|
|
"m": 0.9808862209320068
|
|
},
|
|
{
|
|
"p": 0.016452332958579063,
|
|
"m": 0.9940374493598938
|
|
},
|
|
{
|
|
"p": 0.05698477104306221,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.024806048721075058,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0381883904337883,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04845447465777397,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1389474868774414,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06059915944933891,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00803137756884098,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022724421694874763,
|
|
"m": 0.9874140024185181
|
|
},
|
|
{
|
|
"p": 0.026770900934934616,
|
|
"m": 0.8256515264511108
|
|
},
|
|
{
|
|
"p": 0.00043371180072426796,
|
|
"m": 0.9999668002128601
|
|
},
|
|
{
|
|
"p": 0.00043371180072426796,
|
|
"m": 0.7929975986480713
|
|
},
|
|
{
|
|
"p": 0.08931542187929153,
|
|
"m": 0.8352059721946716
|
|
},
|
|
{
|
|
"p": 0.017147468402981758,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043371180072426796,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03558860719203949,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1139671579003334,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 63,
|
|
"train_loss": 3.0268452167510986,
|
|
"val_loss": 1.0151379108428955,
|
|
"acc": 65.96,
|
|
"time": 132.21852276000027,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.05987313389778137,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06746430695056915,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05976147949695587,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06637980788946152,
|
|
"m": 0.5518196225166321
|
|
},
|
|
{
|
|
"p": 0.009296802803874016,
|
|
"m": 0.96491539478302
|
|
},
|
|
{
|
|
"p": 0.03824881464242935,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043400470167398453,
|
|
"m": 0.9904134273529053
|
|
},
|
|
{
|
|
"p": 0.05294787883758545,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015773730352520943,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15899881720542908,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038956962525844574,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13099098205566406,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054025594145059586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043400470167398453,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043400470167398453,
|
|
"m": 0.9913607239723206
|
|
},
|
|
{
|
|
"p": 0.021563800051808357,
|
|
"m": 0.9018084406852722
|
|
},
|
|
{
|
|
"p": 0.00043400470167398453,
|
|
"m": 0.996330976486206
|
|
},
|
|
{
|
|
"p": 0.00043400470167398453,
|
|
"m": 0.8088690638542175
|
|
},
|
|
{
|
|
"p": 0.08556770533323288,
|
|
"m": 0.9158602952957153
|
|
},
|
|
{
|
|
"p": 0.0028499108739197254,
|
|
"m": 0.9659441709518433
|
|
},
|
|
{
|
|
"p": 0.00043400470167398453,
|
|
"m": 0.9914790987968445
|
|
},
|
|
{
|
|
"p": 0.03121769241988659,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10347866266965866,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 64,
|
|
"train_loss": 2.9060370922088623,
|
|
"val_loss": 1.066699504852295,
|
|
"acc": 65.15,
|
|
"time": 128.96937466100007,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.052901946008205414,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06784815341234207,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04527342692017555,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06590457260608673,
|
|
"m": 0.6660277843475342
|
|
},
|
|
{
|
|
"p": 0.004722262267023325,
|
|
"m": 0.9711708426475525
|
|
},
|
|
{
|
|
"p": 0.03533032909035683,
|
|
"m": 0.9654833674430847
|
|
},
|
|
{
|
|
"p": 0.0024947284255176783,
|
|
"m": 0.9836399555206299
|
|
},
|
|
{
|
|
"p": 0.051564205437898636,
|
|
"m": 0.9947841167449951
|
|
},
|
|
{
|
|
"p": 0.0004361321625765413,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18872544169425964,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030339960008859634,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13055287301540375,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0526883490383625,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004361321625765413,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005724914837628603,
|
|
"m": 0.9900723695755005
|
|
},
|
|
{
|
|
"p": 0.01612628623843193,
|
|
"m": 0.8773782253265381
|
|
},
|
|
{
|
|
"p": 0.0004361321625765413,
|
|
"m": 0.9842226505279541
|
|
},
|
|
{
|
|
"p": 0.0004361321625765413,
|
|
"m": 0.8439357280731201
|
|
},
|
|
{
|
|
"p": 0.08610402792692184,
|
|
"m": 0.8440292477607727
|
|
},
|
|
{
|
|
"p": 0.001529898727312684,
|
|
"m": 0.9721652865409851
|
|
},
|
|
{
|
|
"p": 0.03748501464724541,
|
|
"m": 0.9427261352539062
|
|
},
|
|
{
|
|
"p": 0.025343237444758415,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09759591519832611,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 65,
|
|
"train_loss": 2.8789010047912598,
|
|
"val_loss": 1.1260746717453003,
|
|
"acc": 65.05,
|
|
"time": 116.99274557799981,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.046274714171886444,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07195008546113968,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.019073626026511192,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06857224553823471,
|
|
"m": 0.7162296175956726
|
|
},
|
|
{
|
|
"p": 0.0004351975512690842,
|
|
"m": 0.9851977825164795
|
|
},
|
|
{
|
|
"p": 0.033928461372852325,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00773827126249671,
|
|
"m": 0.9732092618942261
|
|
},
|
|
{
|
|
"p": 0.05325031280517578,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01433167140930891,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.20404474437236786,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02015051804482937,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1382012516260147,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05481773987412453,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01665526069700718,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004351975512690842,
|
|
"m": 0.9990891814231873
|
|
},
|
|
{
|
|
"p": 0.007381139323115349,
|
|
"m": 0.9312819838523865
|
|
},
|
|
{
|
|
"p": 0.0004351975512690842,
|
|
"m": 0.9647828936576843
|
|
},
|
|
{
|
|
"p": 0.0004351975512690842,
|
|
"m": 0.8506902456283569
|
|
},
|
|
{
|
|
"p": 0.09134919196367264,
|
|
"m": 0.861993670463562
|
|
},
|
|
{
|
|
"p": 0.0004351975512690842,
|
|
"m": 0.997588038444519
|
|
},
|
|
{
|
|
"p": 0.03393828496336937,
|
|
"m": 0.8743280172348022
|
|
},
|
|
{
|
|
"p": 0.01975441724061966,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09641221910715103,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 66,
|
|
"train_loss": 3.0419952869415283,
|
|
"val_loss": 1.0387639999389648,
|
|
"acc": 64.98,
|
|
"time": 117.80520942600015,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.03315010666847229,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06448809057474136,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.015118872746825218,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.060583628714084625,
|
|
"m": 0.8339359164237976
|
|
},
|
|
{
|
|
"p": 0.0004309488576836884,
|
|
"m": 0.9932647347450256
|
|
},
|
|
{
|
|
"p": 0.0271312203258276,
|
|
"m": 0.890351414680481
|
|
},
|
|
{
|
|
"p": 0.09572974592447281,
|
|
"m": 0.9907606840133667
|
|
},
|
|
{
|
|
"p": 0.04634423926472664,
|
|
"m": 0.94582599401474
|
|
},
|
|
{
|
|
"p": 0.01181183010339737,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1872209757566452,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02073168195784092,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12391024082899094,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047499995678663254,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.002866557566449046,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004309488576836884,
|
|
"m": 0.9981178641319275
|
|
},
|
|
{
|
|
"p": 0.029128577560186386,
|
|
"m": 0.936467707157135
|
|
},
|
|
{
|
|
"p": 0.0004309488576836884,
|
|
"m": 0.9990682005882263
|
|
},
|
|
{
|
|
"p": 0.0004309488576836884,
|
|
"m": 0.8797193765640259
|
|
},
|
|
{
|
|
"p": 0.08222781121730804,
|
|
"m": 0.8377100825309753
|
|
},
|
|
{
|
|
"p": 0.039360616356134415,
|
|
"m": 0.9879667162895203
|
|
},
|
|
{
|
|
"p": 0.02393493242561817,
|
|
"m": 0.9156560301780701
|
|
},
|
|
{
|
|
"p": 0.006677006371319294,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08036010712385178,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 67,
|
|
"train_loss": 2.719770908355713,
|
|
"val_loss": 1.113450288772583,
|
|
"acc": 65.75,
|
|
"time": 124.91030789300021,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.014239613898098469,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05909638851881027,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004345312772784382,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05274900048971176,
|
|
"m": 0.7313223481178284
|
|
},
|
|
{
|
|
"p": 0.07921252399682999,
|
|
"m": 0.9655786156654358
|
|
},
|
|
{
|
|
"p": 0.017889393493533134,
|
|
"m": 0.9915934205055237
|
|
},
|
|
{
|
|
"p": 0.1132209524512291,
|
|
"m": 0.9660893678665161
|
|
},
|
|
{
|
|
"p": 0.0399017259478569,
|
|
"m": 0.8340929746627808
|
|
},
|
|
{
|
|
"p": 0.014457708224654198,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1769198328256607,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010584091767668724,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11232941597700119,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04138217866420746,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004345312772784382,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004345312772784382,
|
|
"m": 0.9944323897361755
|
|
},
|
|
{
|
|
"p": 0.03217601031064987,
|
|
"m": 0.8445139527320862
|
|
},
|
|
{
|
|
"p": 0.0004345312772784382,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004345312772784382,
|
|
"m": 0.9033149480819702
|
|
},
|
|
{
|
|
"p": 0.07524146139621735,
|
|
"m": 0.838962972164154
|
|
},
|
|
{
|
|
"p": 0.09436448663473129,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0025534627493470907,
|
|
"m": 0.9884723424911499
|
|
},
|
|
{
|
|
"p": 0.0004345312772784382,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06107477471232414,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 68,
|
|
"train_loss": 2.647845506668091,
|
|
"val_loss": 1.0293294191360474,
|
|
"acc": 65.81,
|
|
"time": 122.4172045510004,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.10542964190244675,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.045684438198804855,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1091018095612526,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.037966348230838776,
|
|
"m": 0.7642285823822021
|
|
},
|
|
{
|
|
"p": 0.06740129739046097,
|
|
"m": 0.8801794648170471
|
|
},
|
|
{
|
|
"p": 0.005276872310787439,
|
|
"m": 0.9680403470993042
|
|
},
|
|
{
|
|
"p": 0.09467124938964844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027490975335240364,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026410946622490883,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1458941251039505,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011501198634505272,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08831926435232162,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02553393505513668,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004356504650786519,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01737174205482006,
|
|
"m": 0.9139122366905212
|
|
},
|
|
{
|
|
"p": 0.022490136325359344,
|
|
"m": 0.9301484823226929
|
|
},
|
|
{
|
|
"p": 0.0004356504650786519,
|
|
"m": 0.9897333383560181
|
|
},
|
|
{
|
|
"p": 0.0004356504650786519,
|
|
"m": 0.8986358046531677
|
|
},
|
|
{
|
|
"p": 0.05932619795203209,
|
|
"m": 0.8584591150283813
|
|
},
|
|
{
|
|
"p": 0.07822511345148087,
|
|
"m": 0.9826658964157104
|
|
},
|
|
{
|
|
"p": 0.003458555554971099,
|
|
"m": 0.9974116086959839
|
|
},
|
|
{
|
|
"p": 0.0004356504650786519,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.026703685522079468,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 69,
|
|
"train_loss": 2.5399484634399414,
|
|
"val_loss": 0.9452641606330872,
|
|
"acc": 66.35,
|
|
"time": 131.0132911740002,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.1023125872015953,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04080023989081383,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10652773827314377,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.031062699854373932,
|
|
"m": 0.8438690900802612
|
|
},
|
|
{
|
|
"p": 0.06515362858772278,
|
|
"m": 0.7447218894958496
|
|
},
|
|
{
|
|
"p": 0.05815931782126427,
|
|
"m": 0.9711636304855347
|
|
},
|
|
{
|
|
"p": 0.0926082655787468,
|
|
"m": 0.9974468350410461
|
|
},
|
|
{
|
|
"p": 0.017332959920167923,
|
|
"m": 0.9292424917221069
|
|
},
|
|
{
|
|
"p": 0.022486746311187744,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14106430113315582,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04996856302022934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08340178430080414,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014303363859653473,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0031333856750279665,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007062644697725773,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015821168199181557,
|
|
"m": 0.9587423801422119
|
|
},
|
|
{
|
|
"p": 0.00043526492663659155,
|
|
"m": 0.975441575050354
|
|
},
|
|
{
|
|
"p": 0.00043526492663659155,
|
|
"m": 0.9786019325256348
|
|
},
|
|
{
|
|
"p": 0.05429411679506302,
|
|
"m": 0.8689604997634888
|
|
},
|
|
{
|
|
"p": 0.07576801627874374,
|
|
"m": 0.9552537798881531
|
|
},
|
|
{
|
|
"p": 0.01699754409492016,
|
|
"m": 0.9847360849380493
|
|
},
|
|
{
|
|
"p": 0.00043526492663659155,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043526492663659155,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 70,
|
|
"train_loss": 2.235708713531494,
|
|
"val_loss": 0.9675297141075134,
|
|
"acc": 66.78,
|
|
"time": 129.7572045249999,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.09349098801612854,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.032978449016809464,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09780354797840118,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.022184401750564575,
|
|
"m": 0.7944619655609131
|
|
},
|
|
{
|
|
"p": 0.059505973011255264,
|
|
"m": 0.681645393371582
|
|
},
|
|
{
|
|
"p": 0.05183207616209984,
|
|
"m": 0.9784533381462097
|
|
},
|
|
{
|
|
"p": 0.08530490100383759,
|
|
"m": 0.9681544303894043
|
|
},
|
|
{
|
|
"p": 0.047018956393003464,
|
|
"m": 0.9266443252563477
|
|
},
|
|
{
|
|
"p": 0.01586669497191906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1294127255678177,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044279780238866806,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07289116084575653,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11531554907560349,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0033709395211189985,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043445572373457253,
|
|
"m": 0.9568541646003723
|
|
},
|
|
{
|
|
"p": 0.0044161975383758545,
|
|
"m": 0.890533447265625
|
|
},
|
|
{
|
|
"p": 0.00043445572373457253,
|
|
"m": 0.9731645584106445
|
|
},
|
|
{
|
|
"p": 0.00043445572373457253,
|
|
"m": 0.9878637194633484
|
|
},
|
|
{
|
|
"p": 0.04615705832839012,
|
|
"m": 0.8890273571014404
|
|
},
|
|
{
|
|
"p": 0.0690639466047287,
|
|
"m": 0.9947959184646606
|
|
},
|
|
{
|
|
"p": 0.00043445572373457253,
|
|
"m": 0.9615120887756348
|
|
},
|
|
{
|
|
"p": 0.00043445572373457253,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00693444162607193,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 71,
|
|
"train_loss": 2.7240562438964844,
|
|
"val_loss": 1.0062668323516846,
|
|
"acc": 67.14,
|
|
"time": 130.5098178190001,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.08643241226673126,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0240988377481699,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09237981587648392,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01684739999473095,
|
|
"m": 0.795196533203125
|
|
},
|
|
{
|
|
"p": 0.05549461767077446,
|
|
"m": 0.6978209614753723
|
|
},
|
|
{
|
|
"p": 0.04625294730067253,
|
|
"m": 0.9965107440948486
|
|
},
|
|
{
|
|
"p": 0.08089391887187958,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052433427423238754,
|
|
"m": 0.9993672966957092
|
|
},
|
|
{
|
|
"p": 0.006612604949623346,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12151674181222916,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.036691538989543915,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06124257296323776,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11557342857122421,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043493506382219493,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03253988176584244,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00393444811925292,
|
|
"m": 0.9071899652481079
|
|
},
|
|
{
|
|
"p": 0.00043493506382219493,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043493506382219493,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038105420768260956,
|
|
"m": 0.7763100266456604
|
|
},
|
|
{
|
|
"p": 0.06454823911190033,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015095481649041176,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04391203448176384,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.004089480731636286,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 72,
|
|
"train_loss": 3.062612533569336,
|
|
"val_loss": 1.0468690395355225,
|
|
"acc": 66.48,
|
|
"time": 127.50276733500141,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07769933342933655,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.007341488730162382,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08671656250953674,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0604904443025589,
|
|
"m": 0.8015539050102234
|
|
},
|
|
{
|
|
"p": 0.051396336406469345,
|
|
"m": 0.7960191965103149
|
|
},
|
|
{
|
|
"p": 0.04036533460021019,
|
|
"m": 0.9865902066230774
|
|
},
|
|
{
|
|
"p": 0.07643462717533112,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04586781933903694,
|
|
"m": 0.9575551748275757
|
|
},
|
|
{
|
|
"p": 0.004695741925388575,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11088071018457413,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026308255270123482,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04205447435379028,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1092289388179779,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026882074773311615,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04325779527425766,
|
|
"m": 0.9442054033279419
|
|
},
|
|
{
|
|
"p": 0.000435016758274287,
|
|
"m": 0.9064464569091797
|
|
},
|
|
{
|
|
"p": 0.000435016758274287,
|
|
"m": 0.9995631575584412
|
|
},
|
|
{
|
|
"p": 0.000435016758274287,
|
|
"m": 0.9700591564178467
|
|
},
|
|
{
|
|
"p": 0.027322635054588318,
|
|
"m": 0.7913659811019897
|
|
},
|
|
{
|
|
"p": 0.059878598898649216,
|
|
"m": 0.9963302612304688
|
|
},
|
|
{
|
|
"p": 0.000435016758274287,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.039228420704603195,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06221049651503563,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 73,
|
|
"train_loss": 2.707268238067627,
|
|
"val_loss": 0.9938257932662964,
|
|
"acc": 66.82,
|
|
"time": 121.83107544499944,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.06720539927482605,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05421917140483856,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08219383656978607,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0669899508357048,
|
|
"m": 0.7395099401473999
|
|
},
|
|
{
|
|
"p": 0.04736441373825073,
|
|
"m": 0.9660247564315796
|
|
},
|
|
{
|
|
"p": 0.032734546810388565,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07333169132471085,
|
|
"m": 0.9972274303436279
|
|
},
|
|
{
|
|
"p": 0.03839326277375221,
|
|
"m": 0.9996747374534607
|
|
},
|
|
{
|
|
"p": 0.08844445645809174,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10040605068206787,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015623615123331547,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015531819313764572,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10478605329990387,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02014200948178768,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03622472286224365,
|
|
"m": 0.9062994122505188
|
|
},
|
|
{
|
|
"p": 0.0004337964637670666,
|
|
"m": 0.9368634223937988
|
|
},
|
|
{
|
|
"p": 0.0004337964637670666,
|
|
"m": 0.9960454702377319
|
|
},
|
|
{
|
|
"p": 0.0015224452363327146,
|
|
"m": 0.9354408383369446
|
|
},
|
|
{
|
|
"p": 0.0004337964637670666,
|
|
"m": 0.8474756479263306
|
|
},
|
|
{
|
|
"p": 0.05579603090882301,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005385188851505518,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03367938846349716,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.058724645525217056,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 74,
|
|
"train_loss": 2.5808777809143066,
|
|
"val_loss": 1.044252634048462,
|
|
"acc": 66.25,
|
|
"time": 122.62751050999941,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.06243371590971947,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05176357552409172,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08410117030143738,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06459194421768188,
|
|
"m": 0.8217886090278625
|
|
},
|
|
{
|
|
"p": 0.04611950367689133,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025816313922405243,
|
|
"m": 0.9207456111907959
|
|
},
|
|
{
|
|
"p": 0.07549352943897247,
|
|
"m": 0.9040680527687073
|
|
},
|
|
{
|
|
"p": 0.03617538511753082,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09137848019599915,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09712416678667068,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05536135658621788,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009894088841974735,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10809379816055298,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010369687341153622,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030722633004188538,
|
|
"m": 0.8320127129554749
|
|
},
|
|
{
|
|
"p": 0.0004352176620159298,
|
|
"m": 0.9538443684577942
|
|
},
|
|
{
|
|
"p": 0.0004352176620159298,
|
|
"m": 0.9892891049385071
|
|
},
|
|
{
|
|
"p": 0.0004352176620159298,
|
|
"m": 0.9652819037437439
|
|
},
|
|
{
|
|
"p": 0.0004352176620159298,
|
|
"m": 0.8618530631065369
|
|
},
|
|
{
|
|
"p": 0.0557301864027977,
|
|
"m": 0.9887604117393494
|
|
},
|
|
{
|
|
"p": 0.00391837814822793,
|
|
"m": 0.9590947031974792
|
|
},
|
|
{
|
|
"p": 0.030367271974682808,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05880407243967056,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 75,
|
|
"train_loss": 2.8702189922332764,
|
|
"val_loss": 0.9598437547683716,
|
|
"acc": 66.22,
|
|
"time": 114.72389612500046,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.055196043103933334,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.044049255549907684,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07824201136827469,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.057112276554107666,
|
|
"m": 0.7654903531074524
|
|
},
|
|
{
|
|
"p": 0.0409369058907032,
|
|
"m": 0.9922950267791748
|
|
},
|
|
{
|
|
"p": 0.015806017443537712,
|
|
"m": 0.8870497345924377
|
|
},
|
|
{
|
|
"p": 0.0704544186592102,
|
|
"m": 0.9386583566665649
|
|
},
|
|
{
|
|
"p": 0.02979167178273201,
|
|
"m": 0.9925122261047363
|
|
},
|
|
{
|
|
"p": 0.08569769561290741,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0896245464682579,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04915608838200569,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09835411608219147,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10125382244586945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008835590444505215,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021794917061924934,
|
|
"m": 0.8964123725891113
|
|
},
|
|
{
|
|
"p": 0.0004353873955551535,
|
|
"m": 0.9628530144691467
|
|
},
|
|
{
|
|
"p": 0.01579197868704796,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004353873955551535,
|
|
"m": 0.9693319201469421
|
|
},
|
|
{
|
|
"p": 0.0004353873955551535,
|
|
"m": 0.8669692873954773
|
|
},
|
|
{
|
|
"p": 0.050489041954278946,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008802175521850586,
|
|
"m": 0.9898805618286133
|
|
},
|
|
{
|
|
"p": 0.02363269217312336,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05367264151573181,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 76,
|
|
"train_loss": 2.4500131607055664,
|
|
"val_loss": 0.9351372122764587,
|
|
"acc": 66.86,
|
|
"time": 121.5532353489998,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.058113034814596176,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.042029447853565216,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0830279067158699,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.057666972279548645,
|
|
"m": 0.6759101748466492
|
|
},
|
|
{
|
|
"p": 0.041545119136571884,
|
|
"m": 0.9591708779335022
|
|
},
|
|
{
|
|
"p": 0.0023485482670366764,
|
|
"m": 0.8772616386413574
|
|
},
|
|
{
|
|
"p": 0.07513197511434555,
|
|
"m": 0.9359338283538818
|
|
},
|
|
{
|
|
"p": 0.025567790493369102,
|
|
"m": 0.9628412127494812
|
|
},
|
|
{
|
|
"p": 0.09149447828531265,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09322261065244675,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04992232471704483,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1054137647151947,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10829414427280426,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006588028743863106,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014101516455411911,
|
|
"m": 0.8655158877372742
|
|
},
|
|
{
|
|
"p": 0.008073708042502403,
|
|
"m": 0.9715405702590942
|
|
},
|
|
{
|
|
"p": 0.009445036761462688,
|
|
"m": 0.9838224053382874
|
|
},
|
|
{
|
|
"p": 0.00043519691098481417,
|
|
"m": 0.9823158979415894
|
|
},
|
|
{
|
|
"p": 0.00043519691098481417,
|
|
"m": 0.880539059638977
|
|
},
|
|
{
|
|
"p": 0.052105341106653214,
|
|
"m": 0.9344120621681213
|
|
},
|
|
{
|
|
"p": 0.00043519691098481417,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0190567784011364,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05554597079753876,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 77,
|
|
"train_loss": 2.281113386154175,
|
|
"val_loss": 1.017118215560913,
|
|
"acc": 66.39,
|
|
"time": 128.31727401699936,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.05555116757750511,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03623772785067558,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07947299629449844,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0530589297413826,
|
|
"m": 0.8643717169761658
|
|
},
|
|
{
|
|
"p": 0.03811141476035118,
|
|
"m": 0.9318016171455383
|
|
},
|
|
{
|
|
"p": 0.041467417031526566,
|
|
"m": 0.9469487071037292
|
|
},
|
|
{
|
|
"p": 0.07212214916944504,
|
|
"m": 0.8479183912277222
|
|
},
|
|
{
|
|
"p": 0.020530782639980316,
|
|
"m": 0.999398410320282
|
|
},
|
|
{
|
|
"p": 0.08825881779193878,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08937310427427292,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04764661192893982,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1020982563495636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10501526296138763,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0036387876607477665,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.031853362917900085,
|
|
"m": 0.8285288214683533
|
|
},
|
|
{
|
|
"p": 0.0004351444367785007,
|
|
"m": 0.9983077049255371
|
|
},
|
|
{
|
|
"p": 0.0004351444367785007,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013786437921226025,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004351444367785007,
|
|
"m": 0.8770422339439392
|
|
},
|
|
{
|
|
"p": 0.04883554205298424,
|
|
"m": 0.9031252861022949
|
|
},
|
|
{
|
|
"p": 0.007598550990223885,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011972690932452679,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05206462740898132,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 78,
|
|
"train_loss": 2.458163261413574,
|
|
"val_loss": 0.9713651537895203,
|
|
"acc": 66.65,
|
|
"time": 129.68955627499963,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.051070686429739,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.027532175183296204,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07387561351060867,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.045312102884054184,
|
|
"m": 0.6982983350753784
|
|
},
|
|
{
|
|
"p": 0.03324442729353905,
|
|
"m": 0.9080542325973511
|
|
},
|
|
{
|
|
"p": 0.035678520798683167,
|
|
"m": 0.9970215559005737
|
|
},
|
|
{
|
|
"p": 0.06787865608930588,
|
|
"m": 0.9988132119178772
|
|
},
|
|
{
|
|
"p": 0.016138656064867973,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08304188400506973,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.085090272128582,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04296940937638283,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09654892235994339,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09897737205028534,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.018060974776744843,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029220955446362495,
|
|
"m": 0.9872621893882751
|
|
},
|
|
{
|
|
"p": 0.05261220782995224,
|
|
"m": 0.966577410697937
|
|
},
|
|
{
|
|
"p": 0.00534331239759922,
|
|
"m": 0.9014327526092529
|
|
},
|
|
{
|
|
"p": 0.001173489261418581,
|
|
"m": 0.9835922122001648
|
|
},
|
|
{
|
|
"p": 0.006929935421794653,
|
|
"m": 0.853690505027771
|
|
},
|
|
{
|
|
"p": 0.044038575142621994,
|
|
"m": 0.8937956094741821
|
|
},
|
|
{
|
|
"p": 0.035375937819480896,
|
|
"m": 0.9860430359840393
|
|
},
|
|
{
|
|
"p": 0.003080722875893116,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04680512472987175,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 79,
|
|
"train_loss": 2.946281671524048,
|
|
"val_loss": 0.9609814882278442,
|
|
"acc": 67.03,
|
|
"time": 123.88898652899843,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.04746381565928459,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.012937961146235466,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07697176188230515,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04221438243985176,
|
|
"m": 0.7734081745147705
|
|
},
|
|
{
|
|
"p": 0.03130093589425087,
|
|
"m": 0.9721013903617859
|
|
},
|
|
{
|
|
"p": 0.03190365806221962,
|
|
"m": 0.9643867015838623
|
|
},
|
|
{
|
|
"p": 0.07213958352804184,
|
|
"m": 0.9600642919540405
|
|
},
|
|
{
|
|
"p": 0.009050583466887474,
|
|
"m": 0.9770841002464294
|
|
},
|
|
{
|
|
"p": 0.088477224111557,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08710477501153946,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0402592234313488,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10334903001785278,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1060454398393631,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04304943606257439,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021642081439495087,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057241566479206085,
|
|
"m": 0.9732852578163147
|
|
},
|
|
{
|
|
"p": 0.001868830295279622,
|
|
"m": 0.9401400089263916
|
|
},
|
|
{
|
|
"p": 0.0004356193821877241,
|
|
"m": 0.9956808686256409
|
|
},
|
|
{
|
|
"p": 0.0004356193821877241,
|
|
"m": 0.8594323992729187
|
|
},
|
|
{
|
|
"p": 0.04443679004907608,
|
|
"m": 0.9175243973731995
|
|
},
|
|
{
|
|
"p": 0.03415148705244064,
|
|
"m": 0.9712581038475037
|
|
},
|
|
{
|
|
"p": 0.0004356193821877241,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04708471521735191,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 80,
|
|
"train_loss": 2.9106333255767822,
|
|
"val_loss": 0.9963880777359009,
|
|
"acc": 66.75,
|
|
"time": 124.27430164999896,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.048504747450351715,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004352897813078016,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0791158452630043,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.036437343806028366,
|
|
"m": 0.7796545624732971
|
|
},
|
|
{
|
|
"p": 0.027342690154910088,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.023848609998822212,
|
|
"m": 0.9871148467063904
|
|
},
|
|
{
|
|
"p": 0.07472947239875793,
|
|
"m": 0.9983000159263611
|
|
},
|
|
{
|
|
"p": 0.016697950661182404,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.091948002576828,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08750200271606445,
|
|
"m": 0.9980518221855164
|
|
},
|
|
{
|
|
"p": 0.037917882204055786,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10789820551872253,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11081119626760483,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04191279411315918,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010227538645267487,
|
|
"m": 0.9505748748779297
|
|
},
|
|
{
|
|
"p": 0.05841713771224022,
|
|
"m": 0.9898853302001953
|
|
},
|
|
{
|
|
"p": 0.0004352897813078016,
|
|
"m": 0.9769225120544434
|
|
},
|
|
{
|
|
"p": 0.0010109416907653213,
|
|
"m": 0.9928555488586426
|
|
},
|
|
{
|
|
"p": 0.0004352897813078016,
|
|
"m": 0.8703116178512573
|
|
},
|
|
{
|
|
"p": 0.04320278763771057,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.032064199447631836,
|
|
"m": 0.9977146983146667
|
|
},
|
|
{
|
|
"p": 0.022978560999035835,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.046126268804073334,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 81,
|
|
"train_loss": 2.71952748298645,
|
|
"val_loss": 1.0548440217971802,
|
|
"acc": 66.4,
|
|
"time": 126.65896671299924,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.04455532506108284,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0780467763543129,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07470604032278061,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02537757344543934,
|
|
"m": 0.8106781244277954
|
|
},
|
|
{
|
|
"p": 0.021081961691379547,
|
|
"m": 0.9501657485961914
|
|
},
|
|
{
|
|
"p": 0.014454848133027554,
|
|
"m": 0.9064449667930603
|
|
},
|
|
{
|
|
"p": 0.07076026499271393,
|
|
"m": 0.9950109124183655
|
|
},
|
|
{
|
|
"p": 0.004353416617959738,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08768700063228607,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07985742390155792,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.031548064202070236,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10331602394580841,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10595232248306274,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.036973223090171814,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03216498717665672,
|
|
"m": 0.9477185010910034
|
|
},
|
|
{
|
|
"p": 0.05442263185977936,
|
|
"m": 0.9036954045295715
|
|
},
|
|
{
|
|
"p": 0.00043524563079699874,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012051185593008995,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043524563079699874,
|
|
"m": 0.8788530230522156
|
|
},
|
|
{
|
|
"p": 0.038059912621974945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02685590274631977,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015470127575099468,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.041434526443481445,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 82,
|
|
"train_loss": 2.5483694076538086,
|
|
"val_loss": 0.9262020587921143,
|
|
"acc": 66.22,
|
|
"time": 127.42128328399849,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.03889406472444534,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08802273124456406,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07841868698596954,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.011173313483595848,
|
|
"m": 0.8812158703804016
|
|
},
|
|
{
|
|
"p": 0.014072305522859097,
|
|
"m": 0.9084876775741577
|
|
},
|
|
{
|
|
"p": 0.03230331465601921,
|
|
"m": 0.8985258340835571
|
|
},
|
|
{
|
|
"p": 0.0754624754190445,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011543957516551018,
|
|
"m": 0.9987363815307617
|
|
},
|
|
{
|
|
"p": 0.09417162090539932,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08157401531934738,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.024828465655446053,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11139477044343948,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11438369005918503,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.035770267248153687,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028399374336004257,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05747256055474281,
|
|
"m": 0.9998703598976135
|
|
},
|
|
{
|
|
"p": 0.00043555349111557007,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043555349111557007,
|
|
"m": 0.8944745063781738
|
|
},
|
|
{
|
|
"p": 0.00043555349111557007,
|
|
"m": 0.8771194815635681
|
|
},
|
|
{
|
|
"p": 0.03665909916162491,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02294786646962166,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043555349111557007,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.040765371173620224,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 83,
|
|
"train_loss": 2.633042812347412,
|
|
"val_loss": 1.0212173461914062,
|
|
"acc": 65.92,
|
|
"time": 121.4515310379993,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.03509420529007912,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09554801136255264,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08440297096967697,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.007190387230366468,
|
|
"m": 0.9191398024559021
|
|
},
|
|
{
|
|
"p": 0.00043354349327273667,
|
|
"m": 0.8871209025382996
|
|
},
|
|
{
|
|
"p": 0.029118182137608528,
|
|
"m": 0.8580318689346313
|
|
},
|
|
{
|
|
"p": 0.0823860689997673,
|
|
"m": 0.9906793236732483
|
|
},
|
|
{
|
|
"p": 0.00043354349327273667,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10248974710702896,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0832892507314682,
|
|
"m": 0.9991051554679871
|
|
},
|
|
{
|
|
"p": 0.020589692518115044,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12201818078756332,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12484640628099442,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03530348837375641,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021403338760137558,
|
|
"m": 0.9678525328636169
|
|
},
|
|
{
|
|
"p": 0.06153452768921852,
|
|
"m": 0.9889397621154785
|
|
},
|
|
{
|
|
"p": 0.00043354349327273667,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043354349327273667,
|
|
"m": 0.9033289551734924
|
|
},
|
|
{
|
|
"p": 0.00043354349327273667,
|
|
"m": 0.889132559299469
|
|
},
|
|
{
|
|
"p": 0.03562047705054283,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01656400039792061,
|
|
"m": 0.9715158939361572
|
|
},
|
|
{
|
|
"p": 0.00043354349327273667,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03999989107251167,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 84,
|
|
"train_loss": 2.4551258087158203,
|
|
"val_loss": 1.0544047355651855,
|
|
"acc": 65.56,
|
|
"time": 123.37363750900113,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.011335862800478935,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08935928344726562,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07865293323993683,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02455146424472332,
|
|
"m": 0.9772188663482666
|
|
},
|
|
{
|
|
"p": 0.051918044686317444,
|
|
"m": 0.8636044263839722
|
|
},
|
|
{
|
|
"p": 0.020736610516905785,
|
|
"m": 0.8731420636177063
|
|
},
|
|
{
|
|
"p": 0.07710389047861099,
|
|
"m": 0.9365907907485962
|
|
},
|
|
{
|
|
"p": 0.04196649417281151,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09642160683870316,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07520607858896255,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021060099825263023,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11513428390026093,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11829227209091187,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03032681532204151,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006888027302920818,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05692596733570099,
|
|
"m": 0.9788253307342529
|
|
},
|
|
{
|
|
"p": 0.0004354531702119857,
|
|
"m": 0.9946600198745728
|
|
},
|
|
{
|
|
"p": 0.01565316505730152,
|
|
"m": 0.9049897193908691
|
|
},
|
|
{
|
|
"p": 0.0004354531702119857,
|
|
"m": 0.9032555818557739
|
|
},
|
|
{
|
|
"p": 0.029649998992681503,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00494394963607192,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004354531702119857,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.032566871494054794,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 85,
|
|
"train_loss": 2.487492322921753,
|
|
"val_loss": 0.9583259224891663,
|
|
"acc": 66.32,
|
|
"time": 119.56079458299973,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.12222518771886826,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07948901504278183,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06927495449781418,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.015917889773845673,
|
|
"m": 0.9832513928413391
|
|
},
|
|
{
|
|
"p": 0.0442480742931366,
|
|
"m": 0.9891021847724915
|
|
},
|
|
{
|
|
"p": 0.00533263897523284,
|
|
"m": 0.8881875276565552
|
|
},
|
|
{
|
|
"p": 0.06913923472166061,
|
|
"m": 0.9584577083587646
|
|
},
|
|
{
|
|
"p": 0.036967843770980835,
|
|
"m": 0.9952751994132996
|
|
},
|
|
{
|
|
"p": 0.08669427782297134,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06459195166826248,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0061638206243515015,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10394427925348282,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10637497156858444,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022026650607585907,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004347539506852627,
|
|
"m": 0.9506645202636719
|
|
},
|
|
{
|
|
"p": 0.04977972060441971,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004347539506852627,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013829807750880718,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004347539506852627,
|
|
"m": 0.9116518497467041
|
|
},
|
|
{
|
|
"p": 0.020436938852071762,
|
|
"m": 0.9742180109024048
|
|
},
|
|
{
|
|
"p": 0.04373245686292648,
|
|
"m": 0.9808931946754456
|
|
},
|
|
{
|
|
"p": 0.014349834993481636,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0241762176156044,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 86,
|
|
"train_loss": 2.4721169471740723,
|
|
"val_loss": 1.0147249698638916,
|
|
"acc": 66.46,
|
|
"time": 115.36749865699858,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.12583784759044647,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08040321618318558,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06977164000272751,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00543065695092082,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04290134832262993,
|
|
"m": 0.9341816306114197
|
|
},
|
|
{
|
|
"p": 0.008310586214065552,
|
|
"m": 0.9485929608345032
|
|
},
|
|
{
|
|
"p": 0.07007519900798798,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03500385582447052,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08893182873725891,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06406832486391068,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013767310418188572,
|
|
"m": 0.9828901886940002
|
|
},
|
|
{
|
|
"p": 0.10676886886358261,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10917136818170547,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016092978417873383,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.000435049703810364,
|
|
"m": 0.9594021439552307
|
|
},
|
|
{
|
|
"p": 0.04979058355093002,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01969083584845066,
|
|
"m": 0.9802011251449585
|
|
},
|
|
{
|
|
"p": 0.000435049703810364,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.000435049703810364,
|
|
"m": 0.9298157095909119
|
|
},
|
|
{
|
|
"p": 0.012225009500980377,
|
|
"m": 0.9611355662345886
|
|
},
|
|
{
|
|
"p": 0.054922156035900116,
|
|
"m": 0.8443199396133423
|
|
},
|
|
{
|
|
"p": 0.0036221081390976906,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.021909071132540703,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 87,
|
|
"train_loss": 2.40305233001709,
|
|
"val_loss": 0.9445281624794006,
|
|
"acc": 67.0,
|
|
"time": 118.2036867909992,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.12317972630262375,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07739964872598648,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0670366957783699,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.022759277373552322,
|
|
"m": 0.9980692267417908
|
|
},
|
|
{
|
|
"p": 0.039280977100133896,
|
|
"m": 0.9140688180923462
|
|
},
|
|
{
|
|
"p": 0.030085179954767227,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06783732771873474,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.032441966235637665,
|
|
"m": 0.9885815978050232
|
|
},
|
|
{
|
|
"p": 0.08676916360855103,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06264599412679672,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012711611576378345,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10541890561580658,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10749685019254684,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009964974597096443,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004498511552810669,
|
|
"m": 0.8873661756515503
|
|
},
|
|
{
|
|
"p": 0.04713455215096474,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019189558923244476,
|
|
"m": 0.936734676361084
|
|
},
|
|
{
|
|
"p": 0.013460349291563034,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043544944492168725,
|
|
"m": 0.9531249403953552
|
|
},
|
|
{
|
|
"p": 0.00105956569314003,
|
|
"m": 0.9956289529800415
|
|
},
|
|
{
|
|
"p": 0.05191457271575928,
|
|
"m": 0.9986928701400757
|
|
},
|
|
{
|
|
"p": 0.00043544944492168725,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01684378832578659,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 88,
|
|
"train_loss": 2.324282646179199,
|
|
"val_loss": 1.0288554430007935,
|
|
"acc": 66.21,
|
|
"time": 121.90142421199926,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.11952301859855652,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07385753095149994,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06271584331989288,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.013904593884944916,
|
|
"m": 0.9971386790275574
|
|
},
|
|
{
|
|
"p": 0.0335494689643383,
|
|
"m": 0.9553667902946472
|
|
},
|
|
{
|
|
"p": 0.028520427644252777,
|
|
"m": 0.9128671288490295
|
|
},
|
|
{
|
|
"p": 0.06483910232782364,
|
|
"m": 0.9942421317100525
|
|
},
|
|
{
|
|
"p": 0.026562167331576347,
|
|
"m": 0.9960994720458984
|
|
},
|
|
{
|
|
"p": 0.08416091650724411,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046186402440071106,
|
|
"m": 0.9974876046180725
|
|
},
|
|
{
|
|
"p": 0.005856228061020374,
|
|
"m": 0.9998100996017456
|
|
},
|
|
{
|
|
"p": 0.10276836901903152,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10402166843414307,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09407179057598114,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008036886341869831,
|
|
"m": 0.864517092704773
|
|
},
|
|
{
|
|
"p": 0.043769218027591705,
|
|
"m": 0.9682210683822632
|
|
},
|
|
{
|
|
"p": 0.010699398815631866,
|
|
"m": 0.9960421919822693
|
|
},
|
|
{
|
|
"p": 0.0004340070590842515,
|
|
"m": 0.9623778462409973
|
|
},
|
|
{
|
|
"p": 0.0004340070590842515,
|
|
"m": 0.9488837122917175
|
|
},
|
|
{
|
|
"p": 0.016285840421915054,
|
|
"m": 0.9776319265365601
|
|
},
|
|
{
|
|
"p": 0.04781600460410118,
|
|
"m": 0.961550235748291
|
|
},
|
|
{
|
|
"p": 0.0073365154676139355,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.004650658927857876,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 89,
|
|
"train_loss": 2.5922508239746094,
|
|
"val_loss": 0.9800184369087219,
|
|
"acc": 65.41,
|
|
"time": 114.66589386400119,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.1174270510673523,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07190215587615967,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.058316055685281754,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.010754565708339214,
|
|
"m": 0.935300886631012
|
|
},
|
|
{
|
|
"p": 0.027942756190896034,
|
|
"m": 0.9015494585037231
|
|
},
|
|
{
|
|
"p": 0.023206626996397972,
|
|
"m": 0.92287677526474
|
|
},
|
|
{
|
|
"p": 0.06320054829120636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020202413201332092,
|
|
"m": 0.992717981338501
|
|
},
|
|
{
|
|
"p": 0.08325640112161636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.035304099321365356,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030433811247348785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10159935057163239,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10342077910900116,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09495112299919128,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.018503019586205482,
|
|
"m": 0.9545067548751831
|
|
},
|
|
{
|
|
"p": 0.041257478296756744,
|
|
"m": 0.9252039790153503
|
|
},
|
|
{
|
|
"p": 0.0004336251877248287,
|
|
"m": 0.8880376219749451
|
|
},
|
|
{
|
|
"p": 0.0004336251877248287,
|
|
"m": 0.9806365370750427
|
|
},
|
|
{
|
|
"p": 0.00495723495259881,
|
|
"m": 0.9659816026687622
|
|
},
|
|
{
|
|
"p": 0.007528585381805897,
|
|
"m": 0.9382240772247314
|
|
},
|
|
{
|
|
"p": 0.044637326151132584,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004336251877248287,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03989769518375397,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 90,
|
|
"train_loss": 2.6513397693634033,
|
|
"val_loss": 1.010265827178955,
|
|
"acc": 66.34,
|
|
"time": 118.33956027099885,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.1256294995546341,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07621799409389496,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06012975051999092,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.004761595744639635,
|
|
"m": 0.9266114830970764
|
|
},
|
|
{
|
|
"p": 0.022449498996138573,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017676137387752533,
|
|
"m": 0.9390613436698914
|
|
},
|
|
{
|
|
"p": 0.06728857010602951,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012627576477825642,
|
|
"m": 0.9754553437232971
|
|
},
|
|
{
|
|
"p": 0.08989182859659195,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004348445509094745,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028177393600344658,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10966580361127853,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11294309049844742,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10283078253269196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03381703048944473,
|
|
"m": 0.9279361963272095
|
|
},
|
|
{
|
|
"p": 0.04223423823714256,
|
|
"m": 0.9535892605781555
|
|
},
|
|
{
|
|
"p": 0.0004348445509094745,
|
|
"m": 0.9249195456504822
|
|
},
|
|
{
|
|
"p": 0.0004348445509094745,
|
|
"m": 0.997484028339386
|
|
},
|
|
{
|
|
"p": 0.0004348445509094745,
|
|
"m": 0.9970400333404541
|
|
},
|
|
{
|
|
"p": 0.009054472669959068,
|
|
"m": 0.9530811309814453
|
|
},
|
|
{
|
|
"p": 0.04428691789507866,
|
|
"m": 0.994511067867279
|
|
},
|
|
{
|
|
"p": 0.0004348445509094745,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03814367949962616,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 91,
|
|
"train_loss": 2.5340328216552734,
|
|
"val_loss": 0.8607513904571533,
|
|
"acc": 67.15,
|
|
"time": 114.46000051299961,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0949583500623703,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05334688723087311,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.041349202394485474,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01253661047667265,
|
|
"m": 0.939882755279541
|
|
},
|
|
{
|
|
"p": 0.010336645878851414,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0018172257114201784,
|
|
"m": 0.9695985913276672
|
|
},
|
|
{
|
|
"p": 0.04846547544002533,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025590358301997185,
|
|
"m": 0.881862223148346
|
|
},
|
|
{
|
|
"p": 0.06461646407842636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.25992679595947266,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022048799321055412,
|
|
"m": 0.995013415813446
|
|
},
|
|
{
|
|
"p": 0.08032970875501633,
|
|
"m": 0.9994269013404846
|
|
},
|
|
{
|
|
"p": 0.08320514857769012,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.073680579662323,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02067498490214348,
|
|
"m": 0.8542267680168152
|
|
},
|
|
{
|
|
"p": 0.027901804074645042,
|
|
"m": 0.9853604435920715
|
|
},
|
|
{
|
|
"p": 0.0004320550069678575,
|
|
"m": 0.9489898681640625
|
|
},
|
|
{
|
|
"p": 0.008607747964560986,
|
|
"m": 0.9999797344207764
|
|
},
|
|
{
|
|
"p": 0.0004320550069678575,
|
|
"m": 0.9979512095451355
|
|
},
|
|
{
|
|
"p": 0.0033523687161505222,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02713688090443611,
|
|
"m": 0.9556006193161011
|
|
},
|
|
{
|
|
"p": 0.015668554231524467,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.023585189133882523,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 92,
|
|
"train_loss": 2.33709716796875,
|
|
"val_loss": 0.9292672276496887,
|
|
"acc": 67.15,
|
|
"time": 116.86020009999993,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0855160802602768,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.042826466262340546,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.039044640958309174,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.012094425037503242,
|
|
"m": 0.8812862634658813
|
|
},
|
|
{
|
|
"p": 0.05076024308800697,
|
|
"m": 0.9746009111404419
|
|
},
|
|
{
|
|
"p": 0.01250018272548914,
|
|
"m": 0.9469659924507141
|
|
},
|
|
{
|
|
"p": 0.041311115026474,
|
|
"m": 0.9851698279380798
|
|
},
|
|
{
|
|
"p": 0.08049149811267853,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05606909468770027,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2231830656528473,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012213052250444889,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06992273032665253,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07172536104917526,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062095243483781815,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011918705888092518,
|
|
"m": 0.8573721051216125
|
|
},
|
|
{
|
|
"p": 0.021180441603064537,
|
|
"m": 0.9709012508392334
|
|
},
|
|
{
|
|
"p": 0.01125021930783987,
|
|
"m": 0.9748877882957458
|
|
},
|
|
{
|
|
"p": 0.01176968403160572,
|
|
"m": 0.8693270683288574
|
|
},
|
|
{
|
|
"p": 0.0020721331238746643,
|
|
"m": 0.9919372200965881
|
|
},
|
|
{
|
|
"p": 0.036336105316877365,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020027540624141693,
|
|
"m": 0.9005953669548035
|
|
},
|
|
{
|
|
"p": 0.008143958635628223,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.017548037692904472,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 93,
|
|
"train_loss": 2.0433132648468018,
|
|
"val_loss": 0.7891011834144592,
|
|
"acc": 67.84,
|
|
"time": 125.78933715200037,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07843156158924103,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03496232628822327,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03420206531882286,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0035096409264951944,
|
|
"m": 0.8628396391868591
|
|
},
|
|
{
|
|
"p": 0.05550787225365639,
|
|
"m": 0.9646332263946533
|
|
},
|
|
{
|
|
"p": 0.00043511370313353837,
|
|
"m": 0.9761835336685181
|
|
},
|
|
{
|
|
"p": 0.03696165606379509,
|
|
"m": 0.9400056600570679
|
|
},
|
|
{
|
|
"p": 0.07326726615428925,
|
|
"m": 0.9794108867645264
|
|
},
|
|
{
|
|
"p": 0.04981965944170952,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2050006240606308,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16184091567993164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06449542939662933,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0659465342760086,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05534972995519638,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043511370313353837,
|
|
"m": 0.9319164156913757
|
|
},
|
|
{
|
|
"p": 0.014726342633366585,
|
|
"m": 0.9922319054603577
|
|
},
|
|
{
|
|
"p": 0.00043511370313353837,
|
|
"m": 0.9953309297561646
|
|
},
|
|
{
|
|
"p": 0.011948952451348305,
|
|
"m": 0.8020370006561279
|
|
},
|
|
{
|
|
"p": 0.00043511370313353837,
|
|
"m": 0.9843146800994873
|
|
},
|
|
{
|
|
"p": 0.02965889498591423,
|
|
"m": 0.9996724724769592
|
|
},
|
|
{
|
|
"p": 0.013498804531991482,
|
|
"m": 0.9873802065849304
|
|
},
|
|
{
|
|
"p": 0.00043511370313353837,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.008696234785020351,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 94,
|
|
"train_loss": 2.2872400283813477,
|
|
"val_loss": 1.039255976676941,
|
|
"acc": 66.65,
|
|
"time": 120.63865812100084,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07940317690372467,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02868233434855938,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.032335806638002396,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.013985969126224518,
|
|
"m": 0.8711621165275574
|
|
},
|
|
{
|
|
"p": 0.0496927946805954,
|
|
"m": 0.9892027378082275
|
|
},
|
|
{
|
|
"p": 0.003802839433774352,
|
|
"m": 0.8860107660293579
|
|
},
|
|
{
|
|
"p": 0.03296507149934769,
|
|
"m": 0.9858574867248535
|
|
},
|
|
{
|
|
"p": 0.068075031042099,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04567680507898331,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19050754606723785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15230663120746613,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06148587912321091,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06335406005382538,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049980197101831436,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05212898924946785,
|
|
"m": 0.9796241521835327
|
|
},
|
|
{
|
|
"p": 0.005783871281892061,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043514909339137375,
|
|
"m": 0.9049422740936279
|
|
},
|
|
{
|
|
"p": 0.00043514909339137375,
|
|
"m": 0.9479115605354309
|
|
},
|
|
{
|
|
"p": 0.029202478006482124,
|
|
"m": 0.9786111116409302
|
|
},
|
|
{
|
|
"p": 0.02291567251086235,
|
|
"m": 0.9475259184837341
|
|
},
|
|
{
|
|
"p": 0.00043514909339137375,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043514909339137375,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.015974296256899834,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 95,
|
|
"train_loss": 2.5523345470428467,
|
|
"val_loss": 1.0780413150787354,
|
|
"acc": 67.03,
|
|
"time": 119.33013235099861,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07158519327640533,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01686413772404194,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.028423555195331573,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00567681435495615,
|
|
"m": 0.968109667301178
|
|
},
|
|
{
|
|
"p": 0.04246836155653,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014731521718204021,
|
|
"m": 0.9158660173416138
|
|
},
|
|
{
|
|
"p": 0.028312914073467255,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06119878590106964,
|
|
"m": 0.9905104637145996
|
|
},
|
|
{
|
|
"p": 0.04096563905477524,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1746082603931427,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13966816663742065,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056121814996004105,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057491235435009,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043218959122896194,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04539281502366066,
|
|
"m": 0.7805994153022766
|
|
},
|
|
{
|
|
"p": 0.0004350080853328109,
|
|
"m": 0.9994849562644958
|
|
},
|
|
{
|
|
"p": 0.0004350080853328109,
|
|
"m": 0.9222502112388611
|
|
},
|
|
{
|
|
"p": 0.02505914866924286,
|
|
"m": 0.9235583543777466
|
|
},
|
|
{
|
|
"p": 0.031867317855358124,
|
|
"m": 0.9908774495124817
|
|
},
|
|
{
|
|
"p": 0.012442096136510372,
|
|
"m": 0.9492683410644531
|
|
},
|
|
{
|
|
"p": 0.03414935991168022,
|
|
"m": 0.9702628254890442
|
|
},
|
|
{
|
|
"p": 0.0004350080853328109,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06844892352819443,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 96,
|
|
"train_loss": 2.501718282699585,
|
|
"val_loss": 0.869210958480835,
|
|
"acc": 67.7,
|
|
"time": 124.0273690160011,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07289854437112808,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004352238611318171,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.022848892956972122,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.015718188136816025,
|
|
"m": 0.9764033555984497
|
|
},
|
|
{
|
|
"p": 0.040210090577602386,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0045502325519919395,
|
|
"m": 0.9061557054519653
|
|
},
|
|
{
|
|
"p": 0.024149753153324127,
|
|
"m": 0.986160397529602
|
|
},
|
|
{
|
|
"p": 0.06394988298416138,
|
|
"m": 0.9696767330169678
|
|
},
|
|
{
|
|
"p": 0.039828214794397354,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18895487487316132,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15134380757808685,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05792560800909996,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06053680554032326,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04221111908555031,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04544020816683769,
|
|
"m": 0.891213595867157
|
|
},
|
|
{
|
|
"p": 0.0010711021022871137,
|
|
"m": 0.9998313188552856
|
|
},
|
|
{
|
|
"p": 0.011433988809585571,
|
|
"m": 0.9304299354553223
|
|
},
|
|
{
|
|
"p": 0.020018206909298897,
|
|
"m": 0.7297108173370361
|
|
},
|
|
{
|
|
"p": 0.02980937995016575,
|
|
"m": 0.9560433030128479
|
|
},
|
|
{
|
|
"p": 0.0004352238611318171,
|
|
"m": 0.9986419081687927
|
|
},
|
|
{
|
|
"p": 0.03204730153083801,
|
|
"m": 0.9685048460960388
|
|
},
|
|
{
|
|
"p": 0.0004352238611318171,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07374826073646545,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 97,
|
|
"train_loss": 2.4891796112060547,
|
|
"val_loss": 0.956761360168457,
|
|
"acc": 66.22,
|
|
"time": 123.68312963199969,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.05810892954468727,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.060725171118974686,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12690700590610504,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043517560698091984,
|
|
"m": 0.9123169183731079
|
|
},
|
|
{
|
|
"p": 0.0314149372279644,
|
|
"m": 0.9601864218711853
|
|
},
|
|
{
|
|
"p": 0.010062134824693203,
|
|
"m": 0.9379017949104309
|
|
},
|
|
{
|
|
"p": 0.01742340438067913,
|
|
"m": 0.9031075239181519
|
|
},
|
|
{
|
|
"p": 0.054949335753917694,
|
|
"m": 0.9988436102867126
|
|
},
|
|
{
|
|
"p": 0.03317013382911682,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1720726490020752,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1382361650466919,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04805678129196167,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05316288396716118,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.033561937510967255,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.036401811987161636,
|
|
"m": 0.839327335357666
|
|
},
|
|
{
|
|
"p": 0.011647307313978672,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043517560698091984,
|
|
"m": 0.8855900168418884
|
|
},
|
|
{
|
|
"p": 0.0037735854275524616,
|
|
"m": 0.8071737289428711
|
|
},
|
|
{
|
|
"p": 0.020810566842556,
|
|
"m": 0.965265154838562
|
|
},
|
|
{
|
|
"p": 0.0031588790006935596,
|
|
"m": 0.9694588780403137
|
|
},
|
|
{
|
|
"p": 0.022339090704917908,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043517560698091984,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06271177530288696,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 98,
|
|
"train_loss": 2.4730653762817383,
|
|
"val_loss": 0.9285300970077515,
|
|
"acc": 67.3,
|
|
"time": 116.0470948809998,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.04991845041513443,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05754440650343895,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1368156522512436,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.045004770159721375,
|
|
"m": 0.9282947778701782
|
|
},
|
|
{
|
|
"p": 0.02653869055211544,
|
|
"m": 0.8709906339645386
|
|
},
|
|
{
|
|
"p": 0.012364912778139114,
|
|
"m": 0.9222481846809387
|
|
},
|
|
{
|
|
"p": 0.0057638706639409065,
|
|
"m": 0.8255202770233154
|
|
},
|
|
{
|
|
"p": 0.0525447241961956,
|
|
"m": 0.9968767762184143
|
|
},
|
|
{
|
|
"p": 0.03167012333869934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17259684205055237,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13832442462444305,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04863762855529785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05332807078957558,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028443383052945137,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03143012896180153,
|
|
"m": 0.9351708889007568
|
|
},
|
|
{
|
|
"p": 0.00043491367250680923,
|
|
"m": 0.9736316800117493
|
|
},
|
|
{
|
|
"p": 0.004257458262145519,
|
|
"m": 0.8653156161308289
|
|
},
|
|
{
|
|
"p": 0.00043491367250680923,
|
|
"m": 0.7910584807395935
|
|
},
|
|
{
|
|
"p": 0.013656431809067726,
|
|
"m": 0.97394859790802
|
|
},
|
|
{
|
|
"p": 0.004635955672711134,
|
|
"m": 0.9793105125427246
|
|
},
|
|
{
|
|
"p": 0.012876179069280624,
|
|
"m": 0.9673628211021423
|
|
},
|
|
{
|
|
"p": 0.013538324274122715,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05923975631594658,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 99,
|
|
"train_loss": 2.1533284187316895,
|
|
"val_loss": 0.9558928608894348,
|
|
"acc": 67.17,
|
|
"time": 122.46770163699875,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.044182274490594864,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05592278763651848,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.14055772125720978,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.046400535851716995,
|
|
"m": 0.8909051418304443
|
|
},
|
|
{
|
|
"p": 0.01991768181324005,
|
|
"m": 0.9187942743301392
|
|
},
|
|
{
|
|
"p": 0.032395683228969574,
|
|
"m": 0.922366201877594
|
|
},
|
|
{
|
|
"p": 0.01368225459009409,
|
|
"m": 0.9056768417358398
|
|
},
|
|
{
|
|
"p": 0.05217759683728218,
|
|
"m": 0.9979022145271301
|
|
},
|
|
{
|
|
"p": 0.029902935028076172,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1784505695104599,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.142721489071846,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050762973725795746,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05260845273733139,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02440633438527584,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026949668303132057,
|
|
"m": 0.8836032152175903
|
|
},
|
|
{
|
|
"p": 0.00773383816704154,
|
|
"m": 0.9800114631652832
|
|
},
|
|
{
|
|
"p": 0.00043409844511188567,
|
|
"m": 0.8391750454902649
|
|
},
|
|
{
|
|
"p": 0.00043409844511188567,
|
|
"m": 0.8236942291259766
|
|
},
|
|
{
|
|
"p": 0.0037760043051093817,
|
|
"m": 0.9729278683662415
|
|
},
|
|
{
|
|
"p": 0.00043409844511188567,
|
|
"m": 0.9947288036346436
|
|
},
|
|
{
|
|
"p": 0.01275341771543026,
|
|
"m": 0.9714184403419495
|
|
},
|
|
{
|
|
"p": 0.005840346682816744,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0575551763176918,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 100,
|
|
"train_loss": 2.0369973182678223,
|
|
"val_loss": 0.8792755007743835,
|
|
"acc": 67.48,
|
|
"time": 125.66524567799934,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.04887138307094574,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05194826424121857,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1399517059326172,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04544173181056976,
|
|
"m": 0.8090239763259888
|
|
},
|
|
{
|
|
"p": 0.009863984771072865,
|
|
"m": 0.9308980107307434
|
|
},
|
|
{
|
|
"p": 0.02893206663429737,
|
|
"m": 0.8505477905273438
|
|
},
|
|
{
|
|
"p": 0.0062005952931940556,
|
|
"m": 0.9940109252929688
|
|
},
|
|
{
|
|
"p": 0.04986238852143288,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028403528034687042,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1781560480594635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14223699271678925,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049679744988679886,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056205205619335175,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.018182894214987755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020228421315550804,
|
|
"m": 0.9509832859039307
|
|
},
|
|
{
|
|
"p": 0.0004349877417553216,
|
|
"m": 0.9617294073104858
|
|
},
|
|
{
|
|
"p": 0.029870927333831787,
|
|
"m": 0.6516134142875671
|
|
},
|
|
{
|
|
"p": 0.0004349877417553216,
|
|
"m": 0.8994528651237488
|
|
},
|
|
{
|
|
"p": 0.0004349877417553216,
|
|
"m": 0.9781264662742615
|
|
},
|
|
{
|
|
"p": 0.006279804743826389,
|
|
"m": 0.997053325176239
|
|
},
|
|
{
|
|
"p": 0.033523328602313995,
|
|
"m": 0.951134443283081
|
|
},
|
|
{
|
|
"p": 0.0004349877417553216,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.054421164095401764,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 101,
|
|
"train_loss": 2.167419910430908,
|
|
"val_loss": 0.9696030616760254,
|
|
"acc": 67.22,
|
|
"time": 126.5147298410011,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.04775122180581093,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04611906036734581,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13636356592178345,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.043724175542593,
|
|
"m": 0.9105867743492126
|
|
},
|
|
{
|
|
"p": 0.03812497481703758,
|
|
"m": 0.9814146161079407
|
|
},
|
|
{
|
|
"p": 0.022351184859871864,
|
|
"m": 0.9274043440818787
|
|
},
|
|
{
|
|
"p": 0.02459685131907463,
|
|
"m": 0.9763712882995605
|
|
},
|
|
{
|
|
"p": 0.04620034620165825,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.023904750123620033,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1739742010831833,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1384233683347702,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046778108924627304,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055402129888534546,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.001969266915693879,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011643639765679836,
|
|
"m": 0.9952229857444763
|
|
},
|
|
{
|
|
"p": 0.011670767329633236,
|
|
"m": 0.8844478130340576
|
|
},
|
|
{
|
|
"p": 0.025818809866905212,
|
|
"m": 0.7302572131156921
|
|
},
|
|
{
|
|
"p": 0.00043566152453422546,
|
|
"m": 0.8755821585655212
|
|
},
|
|
{
|
|
"p": 0.00043566152453422546,
|
|
"m": 0.9934161901473999
|
|
},
|
|
{
|
|
"p": 0.022537386044859886,
|
|
"m": 0.988551139831543
|
|
},
|
|
{
|
|
"p": 0.027992181479930878,
|
|
"m": 0.9877324104309082
|
|
},
|
|
{
|
|
"p": 0.004476464353501797,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04930633679032326,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 102,
|
|
"train_loss": 2.615415334701538,
|
|
"val_loss": 0.9552249908447266,
|
|
"acc": 67.37,
|
|
"time": 121.2819612129988,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.037831149995326996,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.038192570209503174,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13534744083881378,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.041642963886260986,
|
|
"m": 0.9588226079940796
|
|
},
|
|
{
|
|
"p": 0.030826890841126442,
|
|
"m": 0.9995036721229553
|
|
},
|
|
{
|
|
"p": 0.010841491632163525,
|
|
"m": 0.9074176549911499
|
|
},
|
|
{
|
|
"p": 0.020289063453674316,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0422242172062397,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006781233008950949,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17343448102474213,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13809502124786377,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04280909523367882,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04892275482416153,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043570296838879585,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043570296838879585,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.018406394869089127,
|
|
"m": 0.9320001602172852
|
|
},
|
|
{
|
|
"p": 0.018741538748145103,
|
|
"m": 0.6287350058555603
|
|
},
|
|
{
|
|
"p": 0.00043570296838879585,
|
|
"m": 0.8840880393981934
|
|
},
|
|
{
|
|
"p": 0.11754104495048523,
|
|
"m": 0.9441286325454712
|
|
},
|
|
{
|
|
"p": 0.01620395854115486,
|
|
"m": 0.9922751784324646
|
|
},
|
|
{
|
|
"p": 0.01785094477236271,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0010329026263207197,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04167768731713295,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 103,
|
|
"train_loss": 2.5084786415100098,
|
|
"val_loss": 0.9461534023284912,
|
|
"acc": 67.93,
|
|
"time": 131.03532021200044,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.019409356638789177,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.027470510452985764,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12954337894916534,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03823152184486389,
|
|
"m": 0.8856896162033081
|
|
},
|
|
{
|
|
"p": 0.01684010773897171,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0039191776886582375,
|
|
"m": 0.8676312565803528
|
|
},
|
|
{
|
|
"p": 0.003659517038613558,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03491102531552315,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0622769296169281,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16713109612464905,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13413062691688538,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03263797610998154,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0390884205698967,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.024722838774323463,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006241512019187212,
|
|
"m": 0.98828125
|
|
},
|
|
{
|
|
"p": 0.009411894716322422,
|
|
"m": 0.8205104470252991
|
|
},
|
|
{
|
|
"p": 0.00515426741912961,
|
|
"m": 0.8464412689208984
|
|
},
|
|
{
|
|
"p": 0.0004345398338045925,
|
|
"m": 0.913079023361206
|
|
},
|
|
{
|
|
"p": 0.1139613687992096,
|
|
"m": 0.877694308757782
|
|
},
|
|
{
|
|
"p": 0.0031223194673657417,
|
|
"m": 0.9910095930099487
|
|
},
|
|
{
|
|
"p": 0.0983579158782959,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004345398338045925,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02890918403863907,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 104,
|
|
"train_loss": 2.820004463195801,
|
|
"val_loss": 0.9805450439453125,
|
|
"acc": 67.28,
|
|
"time": 125.62726462499995,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.018639564514160156,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.005129092372953892,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.14223644137382507,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03939281776547432,
|
|
"m": 0.8520036339759827
|
|
},
|
|
{
|
|
"p": 0.014796660281717777,
|
|
"m": 0.9669578671455383
|
|
},
|
|
{
|
|
"p": 0.0032235393300652504,
|
|
"m": 0.846808135509491
|
|
},
|
|
{
|
|
"p": 0.01640326716005802,
|
|
"m": 0.9797455668449402
|
|
},
|
|
{
|
|
"p": 0.026967063546180725,
|
|
"m": 0.9999456405639648
|
|
},
|
|
{
|
|
"p": 0.0652068704366684,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1850077509880066,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14971666038036346,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01274725142866373,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019077612087130547,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015406547114253044,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004377492587082088,
|
|
"m": 0.9921712875366211
|
|
},
|
|
{
|
|
"p": 0.0004377492587082088,
|
|
"m": 0.8931066393852234
|
|
},
|
|
{
|
|
"p": 0.0004377492587082088,
|
|
"m": 0.8592451214790344
|
|
},
|
|
{
|
|
"p": 0.0004377492587082088,
|
|
"m": 0.9598626494407654
|
|
},
|
|
{
|
|
"p": 0.12667807936668396,
|
|
"m": 0.9207695126533508
|
|
},
|
|
{
|
|
"p": 0.0004377492587082088,
|
|
"m": 0.9963400363922119
|
|
},
|
|
{
|
|
"p": 0.14701908826828003,
|
|
"m": 0.9977978467941284
|
|
},
|
|
{
|
|
"p": 0.0004377492587082088,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.009725452400743961,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 105,
|
|
"train_loss": 2.4399735927581787,
|
|
"val_loss": 0.927036464214325,
|
|
"acc": 68.33,
|
|
"time": 145.91449486000056,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.055699434131383896,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004320120206102729,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07677769660949707,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.019845036789774895,
|
|
"m": 0.802017092704773
|
|
},
|
|
{
|
|
"p": 0.017994126304984093,
|
|
"m": 0.8811175227165222
|
|
},
|
|
{
|
|
"p": 0.0004320120206102729,
|
|
"m": 0.8689276576042175
|
|
},
|
|
{
|
|
"p": 0.0850229263305664,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12162664532661438,
|
|
"m": 0.9941627383232117
|
|
},
|
|
{
|
|
"p": 0.03395701199769974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10110777616500854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08292856812477112,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.148135706782341,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04474452883005142,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004320120206102729,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004320120206102729,
|
|
"m": 0.9909791946411133
|
|
},
|
|
{
|
|
"p": 0.0004320120206102729,
|
|
"m": 0.9027421474456787
|
|
},
|
|
{
|
|
"p": 0.0004320120206102729,
|
|
"m": 0.8743146061897278
|
|
},
|
|
{
|
|
"p": 0.0004320120206102729,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0697179064154625,
|
|
"m": 0.9278053045272827
|
|
},
|
|
{
|
|
"p": 0.02600133791565895,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08081863820552826,
|
|
"m": 0.9849551320075989
|
|
},
|
|
{
|
|
"p": 0.0004320120206102729,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03216660022735596,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 106,
|
|
"train_loss": 2.5745882987976074,
|
|
"val_loss": 0.9356431365013123,
|
|
"acc": 67.79,
|
|
"time": 150.2184214480003,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.04089561104774475,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0005965574528090656,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0609811432659626,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.010491044260561466,
|
|
"m": 0.9377769231796265
|
|
},
|
|
{
|
|
"p": 0.10692889243364334,
|
|
"m": 0.9105344414710999
|
|
},
|
|
{
|
|
"p": 0.006937475875020027,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07347944378852844,
|
|
"m": 0.9854822158813477
|
|
},
|
|
{
|
|
"p": 0.14602021872997284,
|
|
"m": 0.9830828309059143
|
|
},
|
|
{
|
|
"p": 0.023905150592327118,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08529531210660934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07026702910661697,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1270749866962433,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03630087897181511,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06417999416589737,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004359238955657929,
|
|
"m": 0.9990384578704834
|
|
},
|
|
{
|
|
"p": 0.0004359238955657929,
|
|
"m": 0.9373236894607544
|
|
},
|
|
{
|
|
"p": 0.0004359238955657929,
|
|
"m": 0.835121214389801
|
|
},
|
|
{
|
|
"p": 0.0020626664627343416,
|
|
"m": 0.9029351472854614
|
|
},
|
|
{
|
|
"p": 0.057689350098371506,
|
|
"m": 0.790153443813324
|
|
},
|
|
{
|
|
"p": 0.014959361404180527,
|
|
"m": 0.947868824005127
|
|
},
|
|
{
|
|
"p": 0.0664050281047821,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004359238955657929,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0037862472236156464,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 107,
|
|
"train_loss": 2.4380910396575928,
|
|
"val_loss": 0.9618202447891235,
|
|
"acc": 67.91,
|
|
"time": 148.75088305899953,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.11357463896274567,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01587456278502941,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.043333642184734344,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.019825885072350502,
|
|
"m": 0.9615796804428101
|
|
},
|
|
{
|
|
"p": 0.10092368721961975,
|
|
"m": 0.8747345805168152
|
|
},
|
|
{
|
|
"p": 0.01929818093776703,
|
|
"m": 0.9758425951004028
|
|
},
|
|
{
|
|
"p": 0.06260263919830322,
|
|
"m": 0.9348152279853821
|
|
},
|
|
{
|
|
"p": 0.13068048655986786,
|
|
"m": 0.9992416501045227
|
|
},
|
|
{
|
|
"p": 0.010604817420244217,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06982967257499695,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06120959296822548,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11249562352895737,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012555803172290325,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054581884294748306,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.001107410411350429,
|
|
"m": 0.9837700128555298
|
|
},
|
|
{
|
|
"p": 0.0010609369492158294,
|
|
"m": 0.9558571577072144
|
|
},
|
|
{
|
|
"p": 0.0004261016147211194,
|
|
"m": 0.9108221530914307
|
|
},
|
|
{
|
|
"p": 0.0004261016147211194,
|
|
"m": 0.9365533590316772
|
|
},
|
|
{
|
|
"p": 0.04890044033527374,
|
|
"m": 0.85912024974823
|
|
},
|
|
{
|
|
"p": 0.007446212228387594,
|
|
"m": 0.9994848966598511
|
|
},
|
|
{
|
|
"p": 0.055105626583099365,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004261016147211194,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05771008878946304,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 108,
|
|
"train_loss": 2.4439473152160645,
|
|
"val_loss": 0.8515954613685608,
|
|
"acc": 68.84,
|
|
"time": 145.20838271999855,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.22083434462547302,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.004432670772075653,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02608153037726879,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.026951296254992485,
|
|
"m": 0.9129061698913574
|
|
},
|
|
{
|
|
"p": 0.07075224071741104,
|
|
"m": 0.9579304456710815
|
|
},
|
|
{
|
|
"p": 0.0004340709710959345,
|
|
"m": 0.980565071105957
|
|
},
|
|
{
|
|
"p": 0.042871441692113876,
|
|
"m": 0.9665470719337463
|
|
},
|
|
{
|
|
"p": 0.09264473617076874,
|
|
"m": 0.9727470874786377
|
|
},
|
|
{
|
|
"p": 0.1474023014307022,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04771885648369789,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0424954779446125,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08070433884859085,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01863517239689827,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0366235189139843,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009419212117791176,
|
|
"m": 0.9457471370697021
|
|
},
|
|
{
|
|
"p": 0.0004340709710959345,
|
|
"m": 0.92630535364151
|
|
},
|
|
{
|
|
"p": 0.003389586927369237,
|
|
"m": 0.9698686599731445
|
|
},
|
|
{
|
|
"p": 0.0004340709710959345,
|
|
"m": 0.9917119741439819
|
|
},
|
|
{
|
|
"p": 0.03245461359620094,
|
|
"m": 0.8643966317176819
|
|
},
|
|
{
|
|
"p": 0.0035173683427274227,
|
|
"m": 0.9914103746414185
|
|
},
|
|
{
|
|
"p": 0.035038623958826065,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019855059683322906,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03687542304396629,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 109,
|
|
"train_loss": 2.3767805099487305,
|
|
"val_loss": 0.9394835233688354,
|
|
"acc": 68.38,
|
|
"time": 144.98623915299868,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.20236067473888397,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03499196097254753,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01744621805846691,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02233976498246193,
|
|
"m": 0.8415252566337585
|
|
},
|
|
{
|
|
"p": 0.06193751096725464,
|
|
"m": 0.7768880128860474
|
|
},
|
|
{
|
|
"p": 0.02478937804698944,
|
|
"m": 0.9502268433570862
|
|
},
|
|
{
|
|
"p": 0.03764047846198082,
|
|
"m": 0.9942513704299927
|
|
},
|
|
{
|
|
"p": 0.08300648629665375,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14798025786876678,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04589195176959038,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03769362345337868,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07283897697925568,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02484722249209881,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028049161657691002,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043424704927019775,
|
|
"m": 0.9250040054321289
|
|
},
|
|
{
|
|
"p": 0.0524417906999588,
|
|
"m": 0.8386955261230469
|
|
},
|
|
{
|
|
"p": 0.010740005411207676,
|
|
"m": 0.9321912527084351
|
|
},
|
|
{
|
|
"p": 0.00043424704927019775,
|
|
"m": 0.9871616363525391
|
|
},
|
|
{
|
|
"p": 0.02458413504064083,
|
|
"m": 0.8675744533538818
|
|
},
|
|
{
|
|
"p": 0.006599029526114464,
|
|
"m": 0.9867469668388367
|
|
},
|
|
{
|
|
"p": 0.02448340132832527,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014643465168774128,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.023826055228710175,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 110,
|
|
"train_loss": 2.2249996662139893,
|
|
"val_loss": 0.9354329109191895,
|
|
"acc": 67.59,
|
|
"time": 147.18536269600008,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.20825918018817902,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03140569478273392,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0826893001794815,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01909000054001808,
|
|
"m": 0.8570310473442078
|
|
},
|
|
{
|
|
"p": 0.0598229244351387,
|
|
"m": 0.861035168170929
|
|
},
|
|
{
|
|
"p": 0.01678057573735714,
|
|
"m": 0.9741286635398865
|
|
},
|
|
{
|
|
"p": 0.029715130105614662,
|
|
"m": 0.9951701164245605
|
|
},
|
|
{
|
|
"p": 0.08302655071020126,
|
|
"m": 0.9877647161483765
|
|
},
|
|
{
|
|
"p": 0.1519487351179123,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041924767196178436,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03489987924695015,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07365784049034119,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02714437246322632,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022512495517730713,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043535028817132115,
|
|
"m": 0.9474796652793884
|
|
},
|
|
{
|
|
"p": 0.05221342295408249,
|
|
"m": 0.929676353931427
|
|
},
|
|
{
|
|
"p": 0.024816645309329033,
|
|
"m": 0.7370815277099609
|
|
},
|
|
{
|
|
"p": 0.00043535028817132115,
|
|
"m": 0.9985512495040894
|
|
},
|
|
{
|
|
"p": 0.017869092524051666,
|
|
"m": 0.881852924823761
|
|
},
|
|
{
|
|
"p": 0.002831474645063281,
|
|
"m": 0.9989148378372192
|
|
},
|
|
{
|
|
"p": 0.009401925839483738,
|
|
"m": 0.9632841348648071
|
|
},
|
|
{
|
|
"p": 0.0033877654932439327,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.005731598474085331,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 111,
|
|
"train_loss": 2.265957832336426,
|
|
"val_loss": 0.9412945508956909,
|
|
"acc": 68.23,
|
|
"time": 152.68270067199956,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.21275480091571808,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.028275027871131897,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08718428760766983,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.014437597244977951,
|
|
"m": 0.9263911247253418
|
|
},
|
|
{
|
|
"p": 0.05703505873680115,
|
|
"m": 0.7982562184333801
|
|
},
|
|
{
|
|
"p": 0.009637919254601002,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025209179148077965,
|
|
"m": 0.973061203956604
|
|
},
|
|
{
|
|
"p": 0.08295289427042007,
|
|
"m": 0.9950732588768005
|
|
},
|
|
{
|
|
"p": 0.1546838879585266,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043885599821805954,
|
|
"m": 0.986474335193634
|
|
},
|
|
{
|
|
"p": 0.03382166847586632,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07681451737880707,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.037036873400211334,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016445333138108253,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0025478885509073734,
|
|
"m": 0.9479861259460449
|
|
},
|
|
{
|
|
"p": 0.05138831213116646,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020213818177580833,
|
|
"m": 0.8959774374961853
|
|
},
|
|
{
|
|
"p": 0.004015428014099598,
|
|
"m": 0.996244490146637
|
|
},
|
|
{
|
|
"p": 0.008782992139458656,
|
|
"m": 0.9151022434234619
|
|
},
|
|
{
|
|
"p": 0.0004354104457888752,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00487623130902648,
|
|
"m": 0.9723896980285645
|
|
},
|
|
{
|
|
"p": 0.0004354104457888752,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.027129873633384705,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 112,
|
|
"train_loss": 2.101369619369507,
|
|
"val_loss": 0.9995813369750977,
|
|
"acc": 68.06,
|
|
"time": 148.6460685279999,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.21168820559978485,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.024596888571977615,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08621916174888611,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.011815209873020649,
|
|
"m": 0.9829418063163757
|
|
},
|
|
{
|
|
"p": 0.054661303758621216,
|
|
"m": 0.8817765116691589
|
|
},
|
|
{
|
|
"p": 0.00043544991058297455,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02350180223584175,
|
|
"m": 0.9885437488555908
|
|
},
|
|
{
|
|
"p": 0.08123523741960526,
|
|
"m": 0.9730336666107178
|
|
},
|
|
{
|
|
"p": 0.15338373184204102,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04581810534000397,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.033110763877630234,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0767533928155899,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04218912869691849,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009320526383817196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017507342621684074,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049567811191082,
|
|
"m": 0.9709882736206055
|
|
},
|
|
{
|
|
"p": 0.014529263600707054,
|
|
"m": 0.9584175944328308
|
|
},
|
|
{
|
|
"p": 0.00043544991058297455,
|
|
"m": 0.9984942078590393
|
|
},
|
|
{
|
|
"p": 0.00043544991058297455,
|
|
"m": 0.905668318271637
|
|
},
|
|
{
|
|
"p": 0.018415702506899834,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019911792129278183,
|
|
"m": 0.9301303625106812
|
|
},
|
|
{
|
|
"p": 0.0027538391295820475,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.021714497357606888,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 113,
|
|
"train_loss": 2.8648407459259033,
|
|
"val_loss": 0.8647650480270386,
|
|
"acc": 68.31,
|
|
"time": 143.8602175520009,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.1877637505531311,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.020109470933675766,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07621967047452927,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.010936140082776546,
|
|
"m": 0.888329803943634
|
|
},
|
|
{
|
|
"p": 0.04624103009700775,
|
|
"m": 0.8593956828117371
|
|
},
|
|
{
|
|
"p": 0.030876195058226585,
|
|
"m": 0.9338582754135132
|
|
},
|
|
{
|
|
"p": 0.02166162058711052,
|
|
"m": 0.9903239011764526
|
|
},
|
|
{
|
|
"p": 0.07110664993524551,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13528554141521454,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04755476117134094,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03229881450533867,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06997586041688919,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04446203261613846,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046388015151023865,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009547010064125061,
|
|
"m": 0.9441559314727783
|
|
},
|
|
{
|
|
"p": 0.042111024260520935,
|
|
"m": 0.9847592711448669
|
|
},
|
|
{
|
|
"p": 0.002734852721914649,
|
|
"m": 0.9094185829162598
|
|
},
|
|
{
|
|
"p": 0.04806030914187431,
|
|
"m": 0.9183642864227295
|
|
},
|
|
{
|
|
"p": 0.00043504865607246757,
|
|
"m": 0.9062965512275696
|
|
},
|
|
{
|
|
"p": 0.017365343868732452,
|
|
"m": 0.9081900715827942
|
|
},
|
|
{
|
|
"p": 0.014665631577372551,
|
|
"m": 0.8939337730407715
|
|
},
|
|
{
|
|
"p": 0.004344325512647629,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.019856922328472137,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 114,
|
|
"train_loss": 2.8248255252838135,
|
|
"val_loss": 0.9580433964729309,
|
|
"acc": 67.78,
|
|
"time": 144.41845817099966,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.17453603446483612,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0018953292164951563,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06909427046775818,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.010565163567662239,
|
|
"m": 0.9540605545043945
|
|
},
|
|
{
|
|
"p": 0.03457103669643402,
|
|
"m": 0.9485225081443787
|
|
},
|
|
{
|
|
"p": 0.0181284099817276,
|
|
"m": 0.970336377620697
|
|
},
|
|
{
|
|
"p": 0.013918492943048477,
|
|
"m": 0.9920722842216492
|
|
},
|
|
{
|
|
"p": 0.06050200015306473,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12569661438465118,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029958143830299377,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02413797937333584,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060165032744407654,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03226732835173607,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04010368883609772,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.018398452550172806,
|
|
"m": 0.9961753487586975
|
|
},
|
|
{
|
|
"p": 0.03572632372379303,
|
|
"m": 0.9601254463195801
|
|
},
|
|
{
|
|
"p": 0.0004340416635386646,
|
|
"m": 0.9099907279014587
|
|
},
|
|
{
|
|
"p": 0.050215139985084534,
|
|
"m": 0.979614794254303
|
|
},
|
|
{
|
|
"p": 0.0004340416635386646,
|
|
"m": 0.9206653237342834
|
|
},
|
|
{
|
|
"p": 0.007740098983049393,
|
|
"m": 0.9960439801216125
|
|
},
|
|
{
|
|
"p": 0.07287126779556274,
|
|
"m": 0.984259307384491
|
|
},
|
|
{
|
|
"p": 0.023779848590493202,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09486132860183716,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 115,
|
|
"train_loss": 2.639920473098755,
|
|
"val_loss": 0.8808437585830688,
|
|
"acc": 67.82,
|
|
"time": 137.44338678699933,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.14264972507953644,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004327962815295905,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.053839366883039474,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.041838523000478745,
|
|
"m": 0.9062058925628662
|
|
},
|
|
{
|
|
"p": 0.011784878559410572,
|
|
"m": 0.9772881269454956
|
|
},
|
|
{
|
|
"p": 0.0004327962815295905,
|
|
"m": 0.999060332775116
|
|
},
|
|
{
|
|
"p": 0.04226909205317497,
|
|
"m": 0.9077742695808411
|
|
},
|
|
{
|
|
"p": 0.04190147668123245,
|
|
"m": 0.9918304085731506
|
|
},
|
|
{
|
|
"p": 0.1025492250919342,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2516099810600281,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006658489815890789,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03853900358080864,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.023843081668019295,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.024317674338817596,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0049844649620354176,
|
|
"m": 0.9994157552719116
|
|
},
|
|
{
|
|
"p": 0.02336118184030056,
|
|
"m": 0.924907922744751
|
|
},
|
|
{
|
|
"p": 0.0004327962815295905,
|
|
"m": 0.9153205156326294
|
|
},
|
|
{
|
|
"p": 0.037661362439394,
|
|
"m": 0.6401695013046265
|
|
},
|
|
{
|
|
"p": 0.0004327962815295905,
|
|
"m": 0.928577721118927
|
|
},
|
|
{
|
|
"p": 0.00880897045135498,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05636321008205414,
|
|
"m": 0.9123166799545288
|
|
},
|
|
{
|
|
"p": 0.009602425619959831,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0756867378950119,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 116,
|
|
"train_loss": 2.345207452774048,
|
|
"val_loss": 0.9758114814758301,
|
|
"acc": 67.95,
|
|
"time": 122.72696759600149,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.13456790149211884,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.006682451348751783,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.050864920020103455,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03839460387825966,
|
|
"m": 0.8467577695846558
|
|
},
|
|
{
|
|
"p": 0.005118970759212971,
|
|
"m": 0.9215548038482666
|
|
},
|
|
{
|
|
"p": 0.013978365808725357,
|
|
"m": 0.9956115484237671
|
|
},
|
|
{
|
|
"p": 0.04048407822847366,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03917461261153221,
|
|
"m": 0.9600221514701843
|
|
},
|
|
{
|
|
"p": 0.09619756788015366,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.24246850609779358,
|
|
"m": 0.943189799785614
|
|
},
|
|
{
|
|
"p": 0.019258053973317146,
|
|
"m": 0.9890362620353699
|
|
},
|
|
{
|
|
"p": 0.04152578487992287,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05253368988633156,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017962926998734474,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005546830594539642,
|
|
"m": 0.9595316052436829
|
|
},
|
|
{
|
|
"p": 0.017311519011855125,
|
|
"m": 0.9764585494995117
|
|
},
|
|
{
|
|
"p": 0.0022887173108756542,
|
|
"m": 0.8999672532081604
|
|
},
|
|
{
|
|
"p": 0.033166754990816116,
|
|
"m": 0.7952869534492493
|
|
},
|
|
{
|
|
"p": 0.000434512592619285,
|
|
"m": 0.9304848313331604
|
|
},
|
|
{
|
|
"p": 0.00911732017993927,
|
|
"m": 0.9675179719924927
|
|
},
|
|
{
|
|
"p": 0.05113014578819275,
|
|
"m": 0.7654401659965515
|
|
},
|
|
{
|
|
"p": 0.013333872891962528,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06845792382955551,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 117,
|
|
"train_loss": 2.6067445278167725,
|
|
"val_loss": 0.948437511920929,
|
|
"acc": 68.07,
|
|
"time": 116.26672588099973,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.1267675757408142,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004611957410816103,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.046911850571632385,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03539040684700012,
|
|
"m": 0.9506158232688904
|
|
},
|
|
{
|
|
"p": 0.027783703058958054,
|
|
"m": 0.939736008644104
|
|
},
|
|
{
|
|
"p": 0.058446288108825684,
|
|
"m": 0.9514473676681519
|
|
},
|
|
{
|
|
"p": 0.03659646213054657,
|
|
"m": 0.9181672930717468
|
|
},
|
|
{
|
|
"p": 0.03219893202185631,
|
|
"m": 0.9564322829246521
|
|
},
|
|
{
|
|
"p": 0.09036248922348022,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2278522402048111,
|
|
"m": 0.9993702173233032
|
|
},
|
|
{
|
|
"p": 0.017609409987926483,
|
|
"m": 0.9995791912078857
|
|
},
|
|
{
|
|
"p": 0.03891541808843613,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051225923001766205,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009244600310921669,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017319297417998314,
|
|
"m": 0.9904711842536926
|
|
},
|
|
{
|
|
"p": 0.008535889908671379,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01407354511320591,
|
|
"m": 0.8920494318008423
|
|
},
|
|
{
|
|
"p": 0.028455384075641632,
|
|
"m": 0.9462833404541016
|
|
},
|
|
{
|
|
"p": 0.006897629704326391,
|
|
"m": 0.9323446154594421
|
|
},
|
|
{
|
|
"p": 0.0004338684375397861,
|
|
"m": 0.9990000128746033
|
|
},
|
|
{
|
|
"p": 0.04570662975311279,
|
|
"m": 0.7853337526321411
|
|
},
|
|
{
|
|
"p": 0.017144152894616127,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06166717782616615,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 118,
|
|
"train_loss": 2.438812017440796,
|
|
"val_loss": 0.886456310749054,
|
|
"acc": 67.74,
|
|
"time": 136.16623506399992,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.12819916009902954,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.023890385404229164,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.045844756066799164,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03402252122759819,
|
|
"m": 0.965890645980835
|
|
},
|
|
{
|
|
"p": 0.0192077849060297,
|
|
"m": 0.9322998523712158
|
|
},
|
|
{
|
|
"p": 0.06957152485847473,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.034888774156570435,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02343101240694523,
|
|
"m": 0.9870396852493286
|
|
},
|
|
{
|
|
"p": 0.09059444814920425,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.22909225523471832,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01781846024096012,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.037251461297273636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055130381137132645,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01393911149352789,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011391609907150269,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004335695703048259,
|
|
"m": 0.9946324229240417
|
|
},
|
|
{
|
|
"p": 0.01358353067189455,
|
|
"m": 0.9079182744026184
|
|
},
|
|
{
|
|
"p": 0.022882631048560143,
|
|
"m": 0.7910519242286682
|
|
},
|
|
{
|
|
"p": 0.0004335695703048259,
|
|
"m": 0.9192234873771667
|
|
},
|
|
{
|
|
"p": 0.020934468135237694,
|
|
"m": 0.9181860685348511
|
|
},
|
|
{
|
|
"p": 0.042069077491760254,
|
|
"m": 0.8517652750015259
|
|
},
|
|
{
|
|
"p": 0.006872727535665035,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05851679667830467,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 119,
|
|
"train_loss": 2.788464307785034,
|
|
"val_loss": 0.9369221925735474,
|
|
"acc": 68.33,
|
|
"time": 132.42544455200004,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.11807709187269211,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.024798544123768806,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03906409069895744,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.029027147218585014,
|
|
"m": 0.9748255610466003
|
|
},
|
|
{
|
|
"p": 0.04588824883103371,
|
|
"m": 0.9952765703201294
|
|
},
|
|
{
|
|
"p": 0.061559755355119705,
|
|
"m": 0.9963932037353516
|
|
},
|
|
{
|
|
"p": 0.025677477940917015,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07822713255882263,
|
|
"m": 0.9999259114265442
|
|
},
|
|
{
|
|
"p": 0.08336284011602402,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.21209551393985748,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008869933895766735,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.032145820558071136,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04698251932859421,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027285737916827202,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010931801982223988,
|
|
"m": 0.9833348989486694
|
|
},
|
|
{
|
|
"p": 0.025373144075274467,
|
|
"m": 0.9650804400444031
|
|
},
|
|
{
|
|
"p": 0.00043000513687729836,
|
|
"m": 0.9159943461418152
|
|
},
|
|
{
|
|
"p": 0.013840478844940662,
|
|
"m": 0.8034974932670593
|
|
},
|
|
{
|
|
"p": 0.00043000513687729836,
|
|
"m": 0.9413322806358337
|
|
},
|
|
{
|
|
"p": 0.0133888004347682,
|
|
"m": 0.7902907133102417
|
|
},
|
|
{
|
|
"p": 0.03343041613698006,
|
|
"m": 0.9870077967643738
|
|
},
|
|
{
|
|
"p": 0.02258491888642311,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.046528611332178116,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 120,
|
|
"train_loss": 2.5230400562286377,
|
|
"val_loss": 0.9703534245491028,
|
|
"acc": 68.58,
|
|
"time": 139.7147412559989,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.09976968169212341,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.011836815625429153,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.028299100697040558,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.021163210272789,
|
|
"m": 0.9201825261116028
|
|
},
|
|
{
|
|
"p": 0.04295363649725914,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04758378118276596,
|
|
"m": 0.9973300099372864
|
|
},
|
|
{
|
|
"p": 0.01652425155043602,
|
|
"m": 0.9747092127799988
|
|
},
|
|
{
|
|
"p": 0.14804892241954803,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06849928200244904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1786186844110489,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13874408602714539,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005025331396609545,
|
|
"m": 0.9998414516448975
|
|
},
|
|
{
|
|
"p": 0.03331886976957321,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01107996329665184,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017204206436872482,
|
|
"m": 0.9954745769500732
|
|
},
|
|
{
|
|
"p": 0.016551204025745392,
|
|
"m": 0.9517956376075745
|
|
},
|
|
{
|
|
"p": 0.010775248520076275,
|
|
"m": 0.92612624168396
|
|
},
|
|
{
|
|
"p": 0.0043320246040821075,
|
|
"m": 0.7696700692176819
|
|
},
|
|
{
|
|
"p": 0.04958774521946907,
|
|
"m": 0.9089563488960266
|
|
},
|
|
{
|
|
"p": 0.0004358144651632756,
|
|
"m": 0.8271064162254333
|
|
},
|
|
{
|
|
"p": 0.010076854377985,
|
|
"m": 0.9766676425933838
|
|
},
|
|
{
|
|
"p": 0.01092055905610323,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.028650788590312004,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 121,
|
|
"train_loss": 2.4285402297973633,
|
|
"val_loss": 1.0624499320983887,
|
|
"acc": 67.88,
|
|
"time": 147.85856750399944,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.08227670192718506,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08405812829732895,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.018216149881482124,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.010816327296197414,
|
|
"m": 0.8738448619842529
|
|
},
|
|
{
|
|
"p": 0.03072117641568184,
|
|
"m": 0.9703286290168762
|
|
},
|
|
{
|
|
"p": 0.0350397452712059,
|
|
"m": 0.9666804075241089
|
|
},
|
|
{
|
|
"p": 0.049172427505254745,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12053263187408447,
|
|
"m": 0.9523665904998779
|
|
},
|
|
{
|
|
"p": 0.05500716343522072,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14665265381336212,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11355828493833542,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11702145636081696,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030002156272530556,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004322133318055421,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006358129903674126,
|
|
"m": 0.9053377509117126
|
|
},
|
|
{
|
|
"p": 0.0071807014755904675,
|
|
"m": 0.9954214096069336
|
|
},
|
|
{
|
|
"p": 0.0004322133318055421,
|
|
"m": 0.9768467545509338
|
|
},
|
|
{
|
|
"p": 0.02544826827943325,
|
|
"m": 0.7801000475883484
|
|
},
|
|
{
|
|
"p": 0.043004658073186874,
|
|
"m": 0.9308099746704102
|
|
},
|
|
{
|
|
"p": 0.009016349911689758,
|
|
"m": 0.8620918989181519
|
|
},
|
|
{
|
|
"p": 0.0065579600632190704,
|
|
"m": 0.9722021818161011
|
|
},
|
|
{
|
|
"p": 0.0004322133318055421,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.008062534034252167,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 122,
|
|
"train_loss": 2.3992671966552734,
|
|
"val_loss": 0.8355478048324585,
|
|
"acc": 68.02,
|
|
"time": 146.18432128200038,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.07436560839414597,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0788179337978363,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.024805797263979912,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043589581036940217,
|
|
"m": 0.9264893531799316
|
|
},
|
|
{
|
|
"p": 0.016118774190545082,
|
|
"m": 0.9591654539108276
|
|
},
|
|
{
|
|
"p": 0.024516116827726364,
|
|
"m": 0.9989361763000488
|
|
},
|
|
{
|
|
"p": 0.03775671124458313,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1113143041729927,
|
|
"m": 0.9978271126747131
|
|
},
|
|
{
|
|
"p": 0.04708441346883774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13722075521945953,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10545951873064041,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10950158536434174,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017998507246375084,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027200857177376747,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004688735585659742,
|
|
"m": 0.9310243129730225
|
|
},
|
|
{
|
|
"p": 0.06244371831417084,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043589581036940217,
|
|
"m": 0.9870842099189758
|
|
},
|
|
{
|
|
"p": 0.01591297797858715,
|
|
"m": 0.793850302696228
|
|
},
|
|
{
|
|
"p": 0.03674742579460144,
|
|
"m": 0.9950001239776611
|
|
},
|
|
{
|
|
"p": 0.00043589581036940217,
|
|
"m": 0.9984292984008789
|
|
},
|
|
{
|
|
"p": 0.023349367082118988,
|
|
"m": 0.9558091163635254
|
|
},
|
|
{
|
|
"p": 0.00043589581036940217,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04295332357287407,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 123,
|
|
"train_loss": 2.279996395111084,
|
|
"val_loss": 0.8510547876358032,
|
|
"acc": 68.29,
|
|
"time": 148.36098014600066,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.05250849947333336,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.056168727576732635,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.015244346112012863,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.008949942886829376,
|
|
"m": 0.9510135054588318
|
|
},
|
|
{
|
|
"p": 0.15110749006271362,
|
|
"m": 0.9272058606147766
|
|
},
|
|
{
|
|
"p": 0.00644350703805685,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021535927429795265,
|
|
"m": 0.9931663274765015
|
|
},
|
|
{
|
|
"p": 0.07942817360162735,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03245900943875313,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.100273497402668,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07599331438541412,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07988499104976654,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1906173676252365,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011371503584086895,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004353477561380714,
|
|
"m": 0.9031659364700317
|
|
},
|
|
{
|
|
"p": 0.04344213008880615,
|
|
"m": 0.9075230956077576
|
|
},
|
|
{
|
|
"p": 0.006403025239706039,
|
|
"m": 0.9310051798820496
|
|
},
|
|
{
|
|
"p": 0.0004353477561380714,
|
|
"m": 0.8765401244163513
|
|
},
|
|
{
|
|
"p": 0.022960301488637924,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00828744750469923,
|
|
"m": 0.9938015341758728
|
|
},
|
|
{
|
|
"p": 0.0025474587455391884,
|
|
"m": 0.8807997107505798
|
|
},
|
|
{
|
|
"p": 0.007235903292894363,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02626674808561802,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 124,
|
|
"train_loss": 2.5527753829956055,
|
|
"val_loss": 1.009934902191162,
|
|
"acc": 67.18,
|
|
"time": 141.84415099299986,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.03940480947494507,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04863690212368965,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.004824307281523943,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0035736090503633022,
|
|
"m": 0.917268693447113
|
|
},
|
|
{
|
|
"p": 0.14098671078681946,
|
|
"m": 0.8061230778694153
|
|
},
|
|
{
|
|
"p": 0.02156839892268181,
|
|
"m": 0.867400050163269
|
|
},
|
|
{
|
|
"p": 0.00043557086610235274,
|
|
"m": 0.9550670981407166
|
|
},
|
|
{
|
|
"p": 0.06912588328123093,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.024020966142416,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09169081598520279,
|
|
"m": 0.9994100332260132
|
|
},
|
|
{
|
|
"p": 0.0683877244591713,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07284267991781235,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17637795209884644,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09371063113212585,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02941920980811119,
|
|
"m": 0.9667762517929077
|
|
},
|
|
{
|
|
"p": 0.03566565364599228,
|
|
"m": 0.9687538743019104
|
|
},
|
|
{
|
|
"p": 0.00043557086610235274,
|
|
"m": 0.8673707842826843
|
|
},
|
|
{
|
|
"p": 0.00043557086610235274,
|
|
"m": 0.8832217454910278
|
|
},
|
|
{
|
|
"p": 0.012503944337368011,
|
|
"m": 0.9711177945137024
|
|
},
|
|
{
|
|
"p": 0.008052261546254158,
|
|
"m": 0.9613134860992432
|
|
},
|
|
{
|
|
"p": 0.04465613514184952,
|
|
"m": 0.9362594485282898
|
|
},
|
|
{
|
|
"p": 0.00043557086610235274,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.012809296138584614,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 125,
|
|
"train_loss": 2.5526554584503174,
|
|
"val_loss": 1.0098563432693481,
|
|
"acc": 68.05,
|
|
"time": 139.94605611299994,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.02744847908616066,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03605637699365616,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07001911103725433,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.030869251117110252,
|
|
"m": 0.9002658724784851
|
|
},
|
|
{
|
|
"p": 0.11617103219032288,
|
|
"m": 0.8466293215751648
|
|
},
|
|
{
|
|
"p": 0.0024440179113298655,
|
|
"m": 0.9474337100982666
|
|
},
|
|
{
|
|
"p": 0.05936076119542122,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05298479646444321,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008274723775684834,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07575368881225586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054704904556274414,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05889017507433891,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14634199440479279,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07703649997711182,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019440259784460068,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.023448089137673378,
|
|
"m": 0.984406590461731
|
|
},
|
|
{
|
|
"p": 0.00043490654206834733,
|
|
"m": 0.9136152863502502
|
|
},
|
|
{
|
|
"p": 0.00043490654206834733,
|
|
"m": 0.9021458029747009
|
|
},
|
|
{
|
|
"p": 0.0029222520533949137,
|
|
"m": 0.9765684604644775
|
|
},
|
|
{
|
|
"p": 0.032425954937934875,
|
|
"m": 0.9989070296287537
|
|
},
|
|
{
|
|
"p": 0.031111067160964012,
|
|
"m": 0.9790982007980347
|
|
},
|
|
{
|
|
"p": 0.011187088675796986,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06223968416452408,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 126,
|
|
"train_loss": 2.625502347946167,
|
|
"val_loss": 0.9309338927268982,
|
|
"acc": 69.38,
|
|
"time": 136.17740715999935,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.00043550992268137634,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.028450891375541687,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06874235719442368,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.027499433606863022,
|
|
"m": 0.9747059345245361
|
|
},
|
|
{
|
|
"p": 0.11929134279489517,
|
|
"m": 0.8427881002426147
|
|
},
|
|
{
|
|
"p": 0.08900471776723862,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060077980160713196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043866802006959915,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01554918009787798,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07470765709877014,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05020502209663391,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05766766518354416,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14958855509757996,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07645753771066666,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004136811941862106,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010052576661109924,
|
|
"m": 0.9634002447128296
|
|
},
|
|
{
|
|
"p": 0.00043550992268137634,
|
|
"m": 0.9299396872520447
|
|
},
|
|
{
|
|
"p": 0.00043550992268137634,
|
|
"m": 0.936102032661438
|
|
},
|
|
{
|
|
"p": 0.00043550992268137634,
|
|
"m": 0.980050802230835
|
|
},
|
|
{
|
|
"p": 0.03497089445590973,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020487207919359207,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004686897620558739,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06281449645757675,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 127,
|
|
"train_loss": 2.342359781265259,
|
|
"val_loss": 0.8464575409889221,
|
|
"acc": 68.83,
|
|
"time": 141.0932862819991,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.12419462203979492,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.013321934267878532,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04828626662492752,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.015823915600776672,
|
|
"m": 0.9089809656143188
|
|
},
|
|
{
|
|
"p": 0.0853411927819252,
|
|
"m": 0.893310010433197
|
|
},
|
|
{
|
|
"p": 0.062938392162323,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042246267199516296,
|
|
"m": 0.9391823410987854
|
|
},
|
|
{
|
|
"p": 0.02424454502761364,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17441782355308533,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05223792791366577,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03154487907886505,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03958235681056976,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1073673740029335,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05254609137773514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004341119492892176,
|
|
"m": 0.9933564066886902
|
|
},
|
|
{
|
|
"p": 0.055556923151016235,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004341119492892176,
|
|
"m": 0.9467002749443054
|
|
},
|
|
{
|
|
"p": 0.0004341119492892176,
|
|
"m": 0.9458450078964233
|
|
},
|
|
{
|
|
"p": 0.0004341119492892176,
|
|
"m": 0.989986002445221
|
|
},
|
|
{
|
|
"p": 0.022370098158717155,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004341119492892176,
|
|
"m": 0.99870765209198
|
|
},
|
|
{
|
|
"p": 0.0050934115424752235,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04071543365716934,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 128,
|
|
"train_loss": 2.3332858085632324,
|
|
"val_loss": 0.8992624878883362,
|
|
"acc": 67.52,
|
|
"time": 138.5695580529973,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.12454057484865189,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.026260240003466606,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.043188296258449554,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.004157747142016888,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08072995394468307,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05774569511413574,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03736145794391632,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02976476401090622,
|
|
"m": 0.968620240688324
|
|
},
|
|
{
|
|
"p": 0.17801809310913086,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04648387432098389,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.023810675367712975,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.033323872834444046,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10308080911636353,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044338926672935486,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009080825373530388,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05099675431847572,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004349053488112986,
|
|
"m": 0.9228823184967041
|
|
},
|
|
{
|
|
"p": 0.0004349053488112986,
|
|
"m": 0.9596608877182007
|
|
},
|
|
{
|
|
"p": 0.0004349053488112986,
|
|
"m": 0.996105968952179
|
|
},
|
|
{
|
|
"p": 0.013941032811999321,
|
|
"m": 0.8649241328239441
|
|
},
|
|
{
|
|
"p": 0.059642016887664795,
|
|
"m": 0.9181105494499207
|
|
},
|
|
{
|
|
"p": 0.0012656713370233774,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03096405602991581,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 129,
|
|
"train_loss": 2.315227746963501,
|
|
"val_loss": 0.8821166157722473,
|
|
"acc": 68.43,
|
|
"time": 140.24207292700157,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.12441422045230865,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.004723181948065758,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.036205507814884186,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11449175328016281,
|
|
"m": 0.739362895488739
|
|
},
|
|
{
|
|
"p": 0.07606445252895355,
|
|
"m": 0.9982275366783142
|
|
},
|
|
{
|
|
"p": 0.05155826732516289,
|
|
"m": 0.9783697128295898
|
|
},
|
|
{
|
|
"p": 0.03219493106007576,
|
|
"m": 0.9951432347297668
|
|
},
|
|
{
|
|
"p": 0.01636432856321335,
|
|
"m": 0.9853300452232361
|
|
},
|
|
{
|
|
"p": 0.17727763950824738,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03882843255996704,
|
|
"m": 0.9988970160484314
|
|
},
|
|
{
|
|
"p": 0.000435704569099471,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01974630355834961,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09732343256473541,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.035296957939863205,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.000435704569099471,
|
|
"m": 0.9962949156761169
|
|
},
|
|
{
|
|
"p": 0.04628092050552368,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.032703205943107605,
|
|
"m": 0.9842087626457214
|
|
},
|
|
{
|
|
"p": 0.015843724831938744,
|
|
"m": 0.9492138624191284
|
|
},
|
|
{
|
|
"p": 0.000435704569099471,
|
|
"m": 0.9994547963142395
|
|
},
|
|
{
|
|
"p": 0.009227406233549118,
|
|
"m": 0.7601490616798401
|
|
},
|
|
{
|
|
"p": 0.053539033979177475,
|
|
"m": 0.8537316918373108
|
|
},
|
|
{
|
|
"p": 0.000435704569099471,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01617349125444889,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 130,
|
|
"train_loss": 2.825061798095703,
|
|
"val_loss": 0.8800892233848572,
|
|
"acc": 68.4,
|
|
"time": 137.03859810799986,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.11162430047988892,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.000435258902143687,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02090354822576046,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1020793691277504,
|
|
"m": 0.6688777208328247
|
|
},
|
|
{
|
|
"p": 0.06339842826128006,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03986484929919243,
|
|
"m": 0.9919836521148682
|
|
},
|
|
{
|
|
"p": 0.022841615602374077,
|
|
"m": 0.9553070068359375
|
|
},
|
|
{
|
|
"p": 0.0501946285367012,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15869182348251343,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026914019137620926,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.031746480613946915,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008612160570919514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08263324201107025,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020257750526070595,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.000435258902143687,
|
|
"m": 0.996418297290802
|
|
},
|
|
{
|
|
"p": 0.036848846822977066,
|
|
"m": 0.9926339983940125
|
|
},
|
|
{
|
|
"p": 0.024508653208613396,
|
|
"m": 0.9981708526611328
|
|
},
|
|
{
|
|
"p": 0.000435258902143687,
|
|
"m": 0.9763123393058777
|
|
},
|
|
{
|
|
"p": 0.000435258902143687,
|
|
"m": 0.9993999004364014
|
|
},
|
|
{
|
|
"p": 0.005139913875609636,
|
|
"m": 0.9497324824333191
|
|
},
|
|
{
|
|
"p": 0.04275830462574959,
|
|
"m": 0.8576781749725342
|
|
},
|
|
{
|
|
"p": 0.000435258902143687,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.14880581200122833,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 131,
|
|
"train_loss": 2.3262860774993896,
|
|
"val_loss": 0.8485705256462097,
|
|
"acc": 68.5,
|
|
"time": 134.64731867700175,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.12231817096471786,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.015625225380063057,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.005381638649851084,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1110815480351448,
|
|
"m": 0.7389100790023804
|
|
},
|
|
{
|
|
"p": 0.06074271351099014,
|
|
"m": 0.974147617816925
|
|
},
|
|
{
|
|
"p": 0.02888714335858822,
|
|
"m": 0.9548105597496033
|
|
},
|
|
{
|
|
"p": 0.015644393861293793,
|
|
"m": 0.998769998550415
|
|
},
|
|
{
|
|
"p": 0.03794267028570175,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17321979999542236,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016451237723231316,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011779277585446835,
|
|
"m": 0.9909999966621399
|
|
},
|
|
{
|
|
"p": 0.053326934576034546,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08096102625131607,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016437934711575508,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043528754031285644,
|
|
"m": 0.9868462681770325
|
|
},
|
|
{
|
|
"p": 0.029635241255164146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015444830991327763,
|
|
"m": 0.9308804869651794
|
|
},
|
|
{
|
|
"p": 0.00043528754031285644,
|
|
"m": 0.9619706869125366
|
|
},
|
|
{
|
|
"p": 0.00043528754031285644,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043528754031285644,
|
|
"m": 0.9144673943519592
|
|
},
|
|
{
|
|
"p": 0.03725029155611992,
|
|
"m": 0.8075682520866394
|
|
},
|
|
{
|
|
"p": 0.00043528754031285644,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.16569361090660095,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 132,
|
|
"train_loss": 2.462021827697754,
|
|
"val_loss": 0.962096631526947,
|
|
"acc": 67.65,
|
|
"time": 132.62075973099854,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.11483583599328995,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.001267308834940195,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.009723855182528496,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10340037941932678,
|
|
"m": 0.8663586974143982
|
|
},
|
|
{
|
|
"p": 0.04853121563792229,
|
|
"m": 0.9496845006942749
|
|
},
|
|
{
|
|
"p": 0.0030315204057842493,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03295208886265755,
|
|
"m": 0.9811840653419495
|
|
},
|
|
{
|
|
"p": 0.0035717946011573076,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16208817064762115,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11998070031404495,
|
|
"m": 0.9994787573814392
|
|
},
|
|
{
|
|
"p": 0.01980101503431797,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04455026239156723,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0670371875166893,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02702285349369049,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043527601519599557,
|
|
"m": 0.9773967266082764
|
|
},
|
|
{
|
|
"p": 0.015207537449896336,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043527601519599557,
|
|
"m": 0.8840197324752808
|
|
},
|
|
{
|
|
"p": 0.00043527601519599557,
|
|
"m": 0.9705364108085632
|
|
},
|
|
{
|
|
"p": 0.00043527601519599557,
|
|
"m": 0.9861061573028564
|
|
},
|
|
{
|
|
"p": 0.04769226536154747,
|
|
"m": 0.7315253019332886
|
|
},
|
|
{
|
|
"p": 0.023455193266272545,
|
|
"m": 0.8662930130958557
|
|
},
|
|
{
|
|
"p": 0.00043527601519599557,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.15367452800273895,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 133,
|
|
"train_loss": 2.3670899868011475,
|
|
"val_loss": 0.9091654419898987,
|
|
"acc": 68.34,
|
|
"time": 120.76204208999843,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.09963663667440414,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.005266533233225346,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04684881493449211,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08910609036684036,
|
|
"m": 0.7369003891944885
|
|
},
|
|
{
|
|
"p": 0.03410075232386589,
|
|
"m": 0.8966044187545776
|
|
},
|
|
{
|
|
"p": 0.009400704875588417,
|
|
"m": 0.9983051419258118
|
|
},
|
|
{
|
|
"p": 0.02564448118209839,
|
|
"m": 0.8970836997032166
|
|
},
|
|
{
|
|
"p": 0.009737218730151653,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14037780463695526,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10847298055887222,
|
|
"m": 0.9433724284172058
|
|
},
|
|
{
|
|
"p": 0.11327885091304779,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03688955679535866,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055026404559612274,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008596131578087807,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004344266199041158,
|
|
"m": 0.995848536491394
|
|
},
|
|
{
|
|
"p": 0.0004344266199041158,
|
|
"m": 0.9722470641136169
|
|
},
|
|
{
|
|
"p": 0.013897818513214588,
|
|
"m": 0.9367431402206421
|
|
},
|
|
{
|
|
"p": 0.0004344266199041158,
|
|
"m": 0.9840876460075378
|
|
},
|
|
{
|
|
"p": 0.0004344266199041158,
|
|
"m": 0.9978104829788208
|
|
},
|
|
{
|
|
"p": 0.03941575437784195,
|
|
"m": 0.9255993962287903
|
|
},
|
|
{
|
|
"p": 0.025084491819143295,
|
|
"m": 0.9463768005371094
|
|
},
|
|
{
|
|
"p": 0.005852255504578352,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13162915408611298,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 134,
|
|
"train_loss": 2.4012699127197266,
|
|
"val_loss": 1.0393956899642944,
|
|
"acc": 68.66,
|
|
"time": 126.4267577899991,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.09842994064092636,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.019098468124866486,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04447365179657936,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0872032567858696,
|
|
"m": 0.7562201023101807
|
|
},
|
|
{
|
|
"p": 0.02579743228852749,
|
|
"m": 0.9386708736419678
|
|
},
|
|
{
|
|
"p": 0.008165006525814533,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02362380549311638,
|
|
"m": 0.9358006119728088
|
|
},
|
|
{
|
|
"p": 0.009893452748656273,
|
|
"m": 0.998519778251648
|
|
},
|
|
{
|
|
"p": 0.13821741938591003,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10673690587282181,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11263742297887802,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03322232514619827,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055985674262046814,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015714984387159348,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043183923116885126,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043183923116885126,
|
|
"m": 0.980049729347229
|
|
},
|
|
{
|
|
"p": 0.00043183923116885126,
|
|
"m": 0.8626946210861206
|
|
},
|
|
{
|
|
"p": 0.00043183923116885126,
|
|
"m": 0.9939320087432861
|
|
},
|
|
{
|
|
"p": 0.00043183923116885126,
|
|
"m": 0.9977235198020935
|
|
},
|
|
{
|
|
"p": 0.03604227676987648,
|
|
"m": 0.837955117225647
|
|
},
|
|
{
|
|
"p": 0.02691134251654148,
|
|
"m": 0.9439206123352051
|
|
},
|
|
{
|
|
"p": 0.027324572205543518,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12836286425590515,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 135,
|
|
"train_loss": 2.6554946899414062,
|
|
"val_loss": 0.9940091371536255,
|
|
"acc": 67.32,
|
|
"time": 127.1637889679987,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.0947277843952179,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.007112117484211922,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03897321969270706,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08275827765464783,
|
|
"m": 0.7906689643859863
|
|
},
|
|
{
|
|
"p": 0.00043432845268398523,
|
|
"m": 0.9534567594528198
|
|
},
|
|
{
|
|
"p": 0.07207335531711578,
|
|
"m": 0.9584683775901794
|
|
},
|
|
{
|
|
"p": 0.013546906411647797,
|
|
"m": 0.9784377217292786
|
|
},
|
|
{
|
|
"p": 0.01367982104420662,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1321079134941101,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10036833584308624,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10599600523710251,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030746376141905785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04960718750953674,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06611267477273941,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012107468210160732,
|
|
"m": 0.9871434569358826
|
|
},
|
|
{
|
|
"p": 0.00043432845268398523,
|
|
"m": 0.9991642832756042
|
|
},
|
|
{
|
|
"p": 0.00043432845268398523,
|
|
"m": 0.9305600523948669
|
|
},
|
|
{
|
|
"p": 0.00043432845268398523,
|
|
"m": 0.9521228671073914
|
|
},
|
|
{
|
|
"p": 0.00043432845268398523,
|
|
"m": 0.9985018968582153
|
|
},
|
|
{
|
|
"p": 0.03051040507853031,
|
|
"m": 0.8033323884010315
|
|
},
|
|
{
|
|
"p": 0.00662798248231411,
|
|
"m": 0.9255266189575195
|
|
},
|
|
{
|
|
"p": 0.019584661349654198,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12118793278932571,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 136,
|
|
"train_loss": 2.8361475467681885,
|
|
"val_loss": 0.9554044008255005,
|
|
"acc": 67.85,
|
|
"time": 126.99336500400022,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.09859625995159149,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0029843668453395367,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03210718184709549,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08420450240373611,
|
|
"m": 0.8444951176643372
|
|
},
|
|
{
|
|
"p": 0.013744398951530457,
|
|
"m": 0.9581724405288696
|
|
},
|
|
{
|
|
"p": 0.07104615867137909,
|
|
"m": 0.9686985611915588
|
|
},
|
|
{
|
|
"p": 0.017892036586999893,
|
|
"m": 0.9794446229934692
|
|
},
|
|
{
|
|
"p": 0.013334332033991814,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1362849324941635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10187817364931107,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10709820687770844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0214886162430048,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03541918843984604,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06554535031318665,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014606442302465439,
|
|
"m": 0.939495861530304
|
|
},
|
|
{
|
|
"p": 0.00740005960687995,
|
|
"m": 0.9874704480171204
|
|
},
|
|
{
|
|
"p": 0.00043504865607246757,
|
|
"m": 0.9428911209106445
|
|
},
|
|
{
|
|
"p": 0.00043504865607246757,
|
|
"m": 0.9697718024253845
|
|
},
|
|
{
|
|
"p": 0.00043504865607246757,
|
|
"m": 0.9740347862243652
|
|
},
|
|
{
|
|
"p": 0.025924483314156532,
|
|
"m": 0.9582390189170837
|
|
},
|
|
{
|
|
"p": 0.01968391239643097,
|
|
"m": 0.9449903964996338
|
|
},
|
|
{
|
|
"p": 0.006919934879988432,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12253642082214355,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 137,
|
|
"train_loss": 2.518771171569824,
|
|
"val_loss": 0.9232634902000427,
|
|
"acc": 68.1,
|
|
"time": 132.77491215199916,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.11218348890542984,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004356533754616976,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.025110261514782906,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09414218366146088,
|
|
"m": 0.7735302448272705
|
|
},
|
|
{
|
|
"p": 0.021563345566391945,
|
|
"m": 0.9925041794776917
|
|
},
|
|
{
|
|
"p": 0.07651925086975098,
|
|
"m": 0.9335718750953674
|
|
},
|
|
{
|
|
"p": 0.0004356533754616976,
|
|
"m": 0.9785431027412415
|
|
},
|
|
{
|
|
"p": 0.02054920606315136,
|
|
"m": 0.9603568315505981
|
|
},
|
|
{
|
|
"p": 0.15411032736301422,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11304783821105957,
|
|
"m": 0.9981139898300171
|
|
},
|
|
{
|
|
"p": 0.11806181073188782,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.018727127462625504,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009729222394526005,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06652140617370605,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0015612957067787647,
|
|
"m": 0.9910111427307129
|
|
},
|
|
{
|
|
"p": 0.0004356533754616976,
|
|
"m": 0.967769205570221
|
|
},
|
|
{
|
|
"p": 0.0014987726463004947,
|
|
"m": 0.8283975124359131
|
|
},
|
|
{
|
|
"p": 0.004663419909775257,
|
|
"m": 0.987092912197113
|
|
},
|
|
{
|
|
"p": 0.0004356533754616976,
|
|
"m": 0.972434937953949
|
|
},
|
|
{
|
|
"p": 0.020980872213840485,
|
|
"m": 0.9926830530166626
|
|
},
|
|
{
|
|
"p": 0.0035908513236790895,
|
|
"m": 0.9517993927001953
|
|
},
|
|
{
|
|
"p": 0.0004356533754616976,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13526110351085663,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 138,
|
|
"train_loss": 2.545985221862793,
|
|
"val_loss": 0.9195973873138428,
|
|
"acc": 67.96,
|
|
"time": 124.95380089000173,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.08792763948440552,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.007234433200210333,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043413136154413223,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0726853758096695,
|
|
"m": 0.9128316640853882
|
|
},
|
|
{
|
|
"p": 0.00043413136154413223,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056087009608745575,
|
|
"m": 0.9926304817199707
|
|
},
|
|
{
|
|
"p": 0.08468907326459885,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01202692836523056,
|
|
"m": 0.8734259009361267
|
|
},
|
|
{
|
|
"p": 0.12016170471906662,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08479181677103043,
|
|
"m": 0.9230358004570007
|
|
},
|
|
{
|
|
"p": 0.08941247314214706,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010109559632837772,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07882217317819595,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0445503368973732,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043413136154413223,
|
|
"m": 0.9890804886817932
|
|
},
|
|
{
|
|
"p": 0.00043413136154413223,
|
|
"m": 0.9948374629020691
|
|
},
|
|
{
|
|
"p": 0.00043413136154413223,
|
|
"m": 0.8739099502563477
|
|
},
|
|
{
|
|
"p": 0.00043413136154413223,
|
|
"m": 0.9981775879859924
|
|
},
|
|
{
|
|
"p": 0.00043413136154413223,
|
|
"m": 0.9727271199226379
|
|
},
|
|
{
|
|
"p": 0.002010949421674013,
|
|
"m": 0.9669129848480225
|
|
},
|
|
{
|
|
"p": 0.14030055701732635,
|
|
"m": 0.9867407083511353
|
|
},
|
|
{
|
|
"p": 0.003385704243555665,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10276545584201813,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 139,
|
|
"train_loss": 2.372347354888916,
|
|
"val_loss": 0.8968571424484253,
|
|
"acc": 67.44,
|
|
"time": 132.327225781999,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.05175234004855156,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04121459648013115,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.16568145155906677,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04018399491906166,
|
|
"m": 0.9716482758522034
|
|
},
|
|
{
|
|
"p": 0.035794761031866074,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027044955641031265,
|
|
"m": 0.9995532035827637
|
|
},
|
|
{
|
|
"p": 0.049777232110500336,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.023054054006934166,
|
|
"m": 0.9394628405570984
|
|
},
|
|
{
|
|
"p": 0.0702597126364708,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04729599133133888,
|
|
"m": 0.9292646050453186
|
|
},
|
|
{
|
|
"p": 0.0503004714846611,
|
|
"m": 0.9999701380729675
|
|
},
|
|
{
|
|
"p": 0.10676246881484985,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0607120580971241,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01267134677618742,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013527762144804,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004349898954387754,
|
|
"m": 0.9990748763084412
|
|
},
|
|
{
|
|
"p": 0.0004349898954387754,
|
|
"m": 0.9000838398933411
|
|
},
|
|
{
|
|
"p": 0.0004349898954387754,
|
|
"m": 0.9911831617355347
|
|
},
|
|
{
|
|
"p": 0.0004349898954387754,
|
|
"m": 0.9253296256065369
|
|
},
|
|
{
|
|
"p": 0.06166592240333557,
|
|
"m": 0.9363762140274048
|
|
},
|
|
{
|
|
"p": 0.08281942456960678,
|
|
"m": 0.99112868309021
|
|
},
|
|
{
|
|
"p": 0.0004349898954387754,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05730651319026947,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 140,
|
|
"train_loss": 2.584972620010376,
|
|
"val_loss": 1.06783127784729,
|
|
"acc": 68.21,
|
|
"time": 133.6889603899981,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.05254516005516052,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04026077315211296,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1724674105644226,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03561698645353317,
|
|
"m": 0.9981415867805481
|
|
},
|
|
{
|
|
"p": 0.03543084114789963,
|
|
"m": 0.9083089828491211
|
|
},
|
|
{
|
|
"p": 0.01661827601492405,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049669381231069565,
|
|
"m": 0.9446606636047363
|
|
},
|
|
{
|
|
"p": 0.02166057750582695,
|
|
"m": 0.9992353320121765
|
|
},
|
|
{
|
|
"p": 0.07148951292037964,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043616581708192825,
|
|
"m": 0.9610188007354736
|
|
},
|
|
{
|
|
"p": 0.049516547471284866,
|
|
"m": 0.9992647767066956
|
|
},
|
|
{
|
|
"p": 0.10986148566007614,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06113540008664131,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004345910856500268,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0012942273169755936,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02487149089574814,
|
|
"m": 0.9850032329559326
|
|
},
|
|
{
|
|
"p": 0.0004345910856500268,
|
|
"m": 0.9206439852714539
|
|
},
|
|
{
|
|
"p": 0.0004345910856500268,
|
|
"m": 0.9766072630882263
|
|
},
|
|
{
|
|
"p": 0.002401122357696295,
|
|
"m": 0.9323914051055908
|
|
},
|
|
{
|
|
"p": 0.0618123896420002,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08385169506072998,
|
|
"m": 0.99814373254776
|
|
},
|
|
{
|
|
"p": 0.012366000562906265,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.052210405468940735,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 141,
|
|
"train_loss": 2.350767135620117,
|
|
"val_loss": 0.9171586632728577,
|
|
"acc": 68.14,
|
|
"time": 136.39918484699956,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.05324646830558777,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.038606710731983185,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.17807868123054504,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03165652975440025,
|
|
"m": 0.976357102394104
|
|
},
|
|
{
|
|
"p": 0.032403938472270966,
|
|
"m": 0.9088907241821289
|
|
},
|
|
{
|
|
"p": 0.00043520008330233395,
|
|
"m": 0.9929051399230957
|
|
},
|
|
{
|
|
"p": 0.04911832883954048,
|
|
"m": 0.9747543931007385
|
|
},
|
|
{
|
|
"p": 0.019454291090369225,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07071623206138611,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03782825171947479,
|
|
"m": 0.9517605900764465
|
|
},
|
|
{
|
|
"p": 0.04678328335285187,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11247719824314117,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05688110738992691,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043520008330233395,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04450603947043419,
|
|
"m": 0.9648914933204651
|
|
},
|
|
{
|
|
"p": 0.020336270332336426,
|
|
"m": 0.9825968742370605
|
|
},
|
|
{
|
|
"p": 0.00043520008330233395,
|
|
"m": 0.9366664290428162
|
|
},
|
|
{
|
|
"p": 0.013628283515572548,
|
|
"m": 0.9556816816329956
|
|
},
|
|
{
|
|
"p": 0.00043520008330233395,
|
|
"m": 0.9521617293357849
|
|
},
|
|
{
|
|
"p": 0.06120511516928673,
|
|
"m": 0.9784817695617676
|
|
},
|
|
{
|
|
"p": 0.08440792560577393,
|
|
"m": 0.9386078715324402
|
|
},
|
|
{
|
|
"p": 0.00043520008330233395,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04648945853114128,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 142,
|
|
"train_loss": 2.9436893463134766,
|
|
"val_loss": 0.947665274143219,
|
|
"acc": 68.4,
|
|
"time": 139.47705546299767,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.05633261799812317,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03836563602089882,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.19179953634738922,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.026087384670972824,
|
|
"m": 0.9430047273635864
|
|
},
|
|
{
|
|
"p": 0.029485680162906647,
|
|
"m": 0.9154853224754333
|
|
},
|
|
{
|
|
"p": 0.00043543160427361727,
|
|
"m": 0.9979814887046814
|
|
},
|
|
{
|
|
"p": 0.050874754786491394,
|
|
"m": 0.9522652626037598
|
|
},
|
|
{
|
|
"p": 0.014406395144760609,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07361917197704315,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03294255957007408,
|
|
"m": 0.9582590460777283
|
|
},
|
|
{
|
|
"p": 0.03943762928247452,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11935579776763916,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05307450518012047,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043543160427361727,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044775161892175674,
|
|
"m": 0.9836868047714233
|
|
},
|
|
{
|
|
"p": 0.013978049159049988,
|
|
"m": 0.9485053420066833
|
|
},
|
|
{
|
|
"p": 0.00043543160427361727,
|
|
"m": 0.9467650055885315
|
|
},
|
|
{
|
|
"p": 0.0037640677765011787,
|
|
"m": 0.8405205011367798
|
|
},
|
|
{
|
|
"p": 0.006535829044878483,
|
|
"m": 0.9126491546630859
|
|
},
|
|
{
|
|
"p": 0.06348573416471481,
|
|
"m": 0.9999445676803589
|
|
},
|
|
{
|
|
"p": 0.08860824257135391,
|
|
"m": 0.9674617648124695
|
|
},
|
|
{
|
|
"p": 0.011109706945717335,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04065534472465515,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 143,
|
|
"train_loss": 2.6870181560516357,
|
|
"val_loss": 0.9917901754379272,
|
|
"acc": 68.22,
|
|
"time": 135.90737112600254,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.05742466077208519,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03656058385968208,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.19863969087600708,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.018496781587600708,
|
|
"m": 0.9737752079963684
|
|
},
|
|
{
|
|
"p": 0.024643471464514732,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00798578280955553,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05085575953125954,
|
|
"m": 0.9865069389343262
|
|
},
|
|
{
|
|
"p": 0.011357875540852547,
|
|
"m": 0.9999037981033325
|
|
},
|
|
{
|
|
"p": 0.07340096682310104,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01676957681775093,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03026413358747959,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12222384661436081,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03932137414813042,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016617391258478165,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042926300317049026,
|
|
"m": 0.9558902978897095
|
|
},
|
|
{
|
|
"p": 0.005872562061995268,
|
|
"m": 0.999860405921936
|
|
},
|
|
{
|
|
"p": 0.00043496975558809936,
|
|
"m": 0.9988633394241333
|
|
},
|
|
{
|
|
"p": 0.00043496975558809936,
|
|
"m": 0.8986124992370605
|
|
},
|
|
{
|
|
"p": 0.00043496975558809936,
|
|
"m": 0.8552736043930054
|
|
},
|
|
{
|
|
"p": 0.06323137879371643,
|
|
"m": 0.9887694120407104
|
|
},
|
|
{
|
|
"p": 0.08915645629167557,
|
|
"m": 0.9796207547187805
|
|
},
|
|
{
|
|
"p": 0.06262927502393723,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03031722828745842,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 144,
|
|
"train_loss": 2.4441211223602295,
|
|
"val_loss": 0.9621486663818359,
|
|
"acc": 68.4,
|
|
"time": 132.42264959900058,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.042297735810279846,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02403992973268032,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.15482854843139648,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.021613994613289833,
|
|
"m": 0.9965277910232544
|
|
},
|
|
{
|
|
"p": 0.005160278640687466,
|
|
"m": 0.9832863807678223
|
|
},
|
|
{
|
|
"p": 0.023381195962429047,
|
|
"m": 0.9877270460128784
|
|
},
|
|
{
|
|
"p": 0.03591339662671089,
|
|
"m": 0.9863977432250977
|
|
},
|
|
{
|
|
"p": 0.0004334427649155259,
|
|
"m": 0.9957464337348938
|
|
},
|
|
{
|
|
"p": 0.051309727132320404,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004334427649155259,
|
|
"m": 0.9997538924217224
|
|
},
|
|
{
|
|
"p": 0.103570356965065,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09213607013225555,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.20093345642089844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0032270809169858694,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02931135706603527,
|
|
"m": 0.963407039642334
|
|
},
|
|
{
|
|
"p": 0.002147938124835491,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004334427649155259,
|
|
"m": 0.9988619685173035
|
|
},
|
|
{
|
|
"p": 0.0004334427649155259,
|
|
"m": 0.8978296518325806
|
|
},
|
|
{
|
|
"p": 0.0004334427649155259,
|
|
"m": 0.8985293507575989
|
|
},
|
|
{
|
|
"p": 0.04577459767460823,
|
|
"m": 0.9340431094169617
|
|
},
|
|
{
|
|
"p": 0.06648347526788712,
|
|
"m": 0.996590793132782
|
|
},
|
|
{
|
|
"p": 0.049925487488508224,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04577825218439102,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 145,
|
|
"train_loss": 2.5897014141082764,
|
|
"val_loss": 0.8950372934341431,
|
|
"acc": 68.55,
|
|
"time": 129.15483187199789,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.03649017587304115,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.013955742120742798,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13269619643688202,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.011786824092268944,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.000435314083006233,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011245284229516983,
|
|
"m": 0.9925692081451416
|
|
},
|
|
{
|
|
"p": 0.028472740203142166,
|
|
"m": 0.9501374959945679
|
|
},
|
|
{
|
|
"p": 0.01732075773179531,
|
|
"m": 0.9717009663581848
|
|
},
|
|
{
|
|
"p": 0.040842991322278976,
|
|
"m": 0.9967237114906311
|
|
},
|
|
{
|
|
"p": 0.11330546438694,
|
|
"m": 0.9900214672088623
|
|
},
|
|
{
|
|
"p": 0.0919722244143486,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0784449428319931,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19384682178497314,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0018239467171952128,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0207756906747818,
|
|
"m": 0.9786783456802368
|
|
},
|
|
{
|
|
"p": 0.000435314083006233,
|
|
"m": 0.9810628294944763
|
|
},
|
|
{
|
|
"p": 0.000435314083006233,
|
|
"m": 0.9891400933265686
|
|
},
|
|
{
|
|
"p": 0.021347200497984886,
|
|
"m": 0.9047284722328186
|
|
},
|
|
{
|
|
"p": 0.005500498693436384,
|
|
"m": 0.9706474542617798
|
|
},
|
|
{
|
|
"p": 0.03560972213745117,
|
|
"m": 0.869803786277771
|
|
},
|
|
{
|
|
"p": 0.05387524515390396,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04036082699894905,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04902074486017227,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 146,
|
|
"train_loss": 2.544382095336914,
|
|
"val_loss": 0.8928778767585754,
|
|
"acc": 68.03,
|
|
"time": 126.24409023699991,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.03792667016386986,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.010575126856565475,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13374285399913788,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.006277845241129398,
|
|
"m": 0.9912373423576355
|
|
},
|
|
{
|
|
"p": 0.002570217475295067,
|
|
"m": 0.9734067916870117
|
|
},
|
|
{
|
|
"p": 0.00043405586620792747,
|
|
"m": 0.9812018871307373
|
|
},
|
|
{
|
|
"p": 0.028394322842359543,
|
|
"m": 0.9934121966362
|
|
},
|
|
{
|
|
"p": 0.014060765504837036,
|
|
"m": 0.9273622632026672
|
|
},
|
|
{
|
|
"p": 0.03785991668701172,
|
|
"m": 0.9755807518959045
|
|
},
|
|
{
|
|
"p": 0.11437130719423294,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0906561091542244,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07922499626874924,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1962728649377823,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0011322901118546724,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014884209260344505,
|
|
"m": 0.9184259176254272
|
|
},
|
|
{
|
|
"p": 0.03599199652671814,
|
|
"m": 0.9990469813346863
|
|
},
|
|
{
|
|
"p": 0.006810427643358707,
|
|
"m": 0.9680458307266235
|
|
},
|
|
{
|
|
"p": 0.01720256730914116,
|
|
"m": 0.9051011204719543
|
|
},
|
|
{
|
|
"p": 0.0063093905337154865,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03208344802260399,
|
|
"m": 0.9638190269470215
|
|
},
|
|
{
|
|
"p": 0.05103427171707153,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03787112236022949,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04431329295039177,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 147,
|
|
"train_loss": 2.3852946758270264,
|
|
"val_loss": 0.9153261780738831,
|
|
"acc": 69.25,
|
|
"time": 136.41188680499909,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.03347961977124214,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.013274595141410828,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1219080239534378,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043501032632775605,
|
|
"m": 0.9835909605026245
|
|
},
|
|
{
|
|
"p": 0.041929636150598526,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05537181347608566,
|
|
"m": 0.989093005657196
|
|
},
|
|
{
|
|
"p": 0.019602958112955093,
|
|
"m": 0.934257447719574
|
|
},
|
|
{
|
|
"p": 0.006793109700083733,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025842005386948586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10453157871961594,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0789116770029068,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06906679272651672,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17897513508796692,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0655902624130249,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.023808158934116364,
|
|
"m": 0.9755828976631165
|
|
},
|
|
{
|
|
"p": 0.031239639967679977,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043501032632775605,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006569409742951393,
|
|
"m": 0.9185287952423096
|
|
},
|
|
{
|
|
"p": 0.00043501032632775605,
|
|
"m": 0.9289392828941345
|
|
},
|
|
{
|
|
"p": 0.0220328401774168,
|
|
"m": 0.9711248874664307
|
|
},
|
|
{
|
|
"p": 0.04133641719818115,
|
|
"m": 0.9809356331825256
|
|
},
|
|
{
|
|
"p": 0.030049163848161697,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.028382113203406334,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 148,
|
|
"train_loss": 2.213806390762329,
|
|
"val_loss": 0.880461573600769,
|
|
"acc": 68.61,
|
|
"time": 128.89189423999778,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.03432927653193474,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.008889151737093925,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13446944952011108,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.013977477326989174,
|
|
"m": 0.9709718823432922
|
|
},
|
|
{
|
|
"p": 0.044938914477825165,
|
|
"m": 0.9963963031768799
|
|
},
|
|
{
|
|
"p": 0.05853762477636337,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01083687786012888,
|
|
"m": 0.9478304386138916
|
|
},
|
|
{
|
|
"p": 0.006041171494871378,
|
|
"m": 0.9068548679351807
|
|
},
|
|
{
|
|
"p": 0.01818156987428665,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1158178299665451,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08157902210950851,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07204844802618027,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19709017872810364,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07119741290807724,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020511984825134277,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028863249346613884,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043560389894992113,
|
|
"m": 0.9921738505363464
|
|
},
|
|
{
|
|
"p": 0.00043560389894992113,
|
|
"m": 0.9112999439239502
|
|
},
|
|
{
|
|
"p": 0.00043560389894992113,
|
|
"m": 0.9517253041267395
|
|
},
|
|
{
|
|
"p": 0.012775078415870667,
|
|
"m": 0.9980740547180176
|
|
},
|
|
{
|
|
"p": 0.03795952349901199,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027389710769057274,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0032593507785350084,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 149,
|
|
"train_loss": 2.581955671310425,
|
|
"val_loss": 0.8591961860656738,
|
|
"acc": 69.34,
|
|
"time": 130.80292527599886,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.031139472499489784,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004332780954428017,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12760192155838013,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.002833851845934987,
|
|
"m": 0.9689746499061584
|
|
},
|
|
{
|
|
"p": 0.039112914353609085,
|
|
"m": 0.9785107374191284
|
|
},
|
|
{
|
|
"p": 0.05316232517361641,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004593361169099808,
|
|
"m": 0.9910700917243958
|
|
},
|
|
{
|
|
"p": 0.04385976493358612,
|
|
"m": 0.9331094026565552
|
|
},
|
|
{
|
|
"p": 0.010635810904204845,
|
|
"m": 0.9996842741966248
|
|
},
|
|
{
|
|
"p": 0.11045516282320023,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07358371466398239,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0644308403134346,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18731695413589478,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06649959832429886,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008328402414917946,
|
|
"m": 0.9937882423400879
|
|
},
|
|
{
|
|
"p": 0.020923370495438576,
|
|
"m": 0.9659647345542908
|
|
},
|
|
{
|
|
"p": 0.0004332780954428017,
|
|
"m": 0.9856836199760437
|
|
},
|
|
{
|
|
"p": 0.0004332780954428017,
|
|
"m": 0.9266257286071777
|
|
},
|
|
{
|
|
"p": 0.0004332780954428017,
|
|
"m": 0.9495721459388733
|
|
},
|
|
{
|
|
"p": 0.012091020122170448,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02781067043542862,
|
|
"m": 0.9991989135742188
|
|
},
|
|
{
|
|
"p": 0.01940581016242504,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09448195993900299,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 150,
|
|
"train_loss": 2.3531694412231445,
|
|
"val_loss": 0.9712074398994446,
|
|
"acc": 69.25,
|
|
"time": 131.11842100599824,
|
|
"mix_dist": 0.9990000128746033,
|
|
"param": [
|
|
{
|
|
"p": 0.029794370755553246,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.019720779731869698,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12330926954746246,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03237422555685043,
|
|
"m": 0.9298048615455627
|
|
},
|
|
{
|
|
"p": 0.0340593196451664,
|
|
"m": 0.919671356678009
|
|
},
|
|
{
|
|
"p": 0.048702020198106766,
|
|
"m": 0.9978481531143188
|
|
},
|
|
{
|
|
"p": 0.010174375958740711,
|
|
"m": 0.9977392554283142
|
|
},
|
|
{
|
|
"p": 0.043496374040842056,
|
|
"m": 0.9847688674926758
|
|
},
|
|
{
|
|
"p": 0.04936596751213074,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10720188915729523,
|
|
"m": 0.9910333156585693
|
|
},
|
|
{
|
|
"p": 0.06823991239070892,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06071222573518753,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1820351779460907,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06313081085681915,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004353049735073,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012444593943655491,
|
|
"m": 0.9987448453903198
|
|
},
|
|
{
|
|
"p": 0.0004353049735073,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004353049735073,
|
|
"m": 0.9681943655014038
|
|
},
|
|
{
|
|
"p": 0.0004353049735073,
|
|
"m": 0.9549244046211243
|
|
},
|
|
{
|
|
"p": 0.005299100652337074,
|
|
"m": 0.9676080942153931
|
|
},
|
|
{
|
|
"p": 0.012582089751958847,
|
|
"m": 0.9325952529907227
|
|
},
|
|
{
|
|
"p": 0.007923665456473827,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08769271522760391,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
}
|
|
]
|
|
} |