mirror of
https://github.com/AntoineHX/smart_augmentation.git
synced 2025-05-04 12:10:45 +02:00
15347 lines
No EOL
262 KiB
JSON
Executable file
15347 lines
No EOL
262 KiB
JSON
Executable file
{
|
|
"Accuracy": 68.36,
|
|
"Time": [
|
|
118.87439537734006,
|
|
6.221663524363765,
|
|
18167.584486622
|
|
],
|
|
"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": 4.356733322143555,
|
|
"val_loss": 2.1287336349487305,
|
|
"acc": 23.37,
|
|
"time": 94.08506875,
|
|
"mix_dist": 0.5056655406951904,
|
|
"param": [
|
|
{
|
|
"p": 0.025308409705758095,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04948240518569946,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08581701666116714,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0818217471241951,
|
|
"m": 0.579309344291687
|
|
},
|
|
{
|
|
"p": 0.05255351960659027,
|
|
"m": 0.5654617547988892
|
|
},
|
|
{
|
|
"p": 0.029813887551426888,
|
|
"m": 0.5610302686691284
|
|
},
|
|
{
|
|
"p": 0.07588527351617813,
|
|
"m": 0.5775724649429321
|
|
},
|
|
{
|
|
"p": 0.04198067635297775,
|
|
"m": 0.5787644982337952
|
|
},
|
|
{
|
|
"p": 0.048211149871349335,
|
|
"m": 0.5716257095336914
|
|
},
|
|
{
|
|
"p": 0.046408362686634064,
|
|
"m": 0.5783129930496216
|
|
},
|
|
{
|
|
"p": 0.08425381034612656,
|
|
"m": 0.5702435970306396
|
|
},
|
|
{
|
|
"p": 0.046209417283535004,
|
|
"m": 0.578688383102417
|
|
},
|
|
{
|
|
"p": 0.07313929498195648,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03131536766886711,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07099676132202148,
|
|
"m": 0.5525361895561218
|
|
},
|
|
{
|
|
"p": 0.0028989713173359632,
|
|
"m": 0.5753248929977417
|
|
},
|
|
{
|
|
"p": 0.030515551567077637,
|
|
"m": 0.5221558809280396
|
|
},
|
|
{
|
|
"p": 0.045234665274620056,
|
|
"m": 0.5614034533500671
|
|
},
|
|
{
|
|
"p": 0.014763222075998783,
|
|
"m": 0.5604966878890991
|
|
},
|
|
{
|
|
"p": 0.019285669550299644,
|
|
"m": 0.5381126403808594
|
|
},
|
|
{
|
|
"p": 0.00045778893399983644,
|
|
"m": 0.5547255277633667
|
|
},
|
|
{
|
|
"p": 0.013840794563293457,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02980647422373295,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 2,
|
|
"train_loss": 4.102397441864014,
|
|
"val_loss": 1.959023356437683,
|
|
"acc": 31.68,
|
|
"time": 127.672860351,
|
|
"mix_dist": 0.560645341873169,
|
|
"param": [
|
|
{
|
|
"p": 0.0004901516367681324,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03492116928100586,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.149996817111969,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.14262288808822632,
|
|
"m": 0.6034083962440491
|
|
},
|
|
{
|
|
"p": 0.03894456848502159,
|
|
"m": 0.6183407306671143
|
|
},
|
|
{
|
|
"p": 0.0004901516367681324,
|
|
"m": 0.5104842185974121
|
|
},
|
|
{
|
|
"p": 0.13008461892604828,
|
|
"m": 0.6209632754325867
|
|
},
|
|
{
|
|
"p": 0.03232622519135475,
|
|
"m": 0.6211142539978027
|
|
},
|
|
{
|
|
"p": 0.027018500491976738,
|
|
"m": 0.5272133350372314
|
|
},
|
|
{
|
|
"p": 0.02670416608452797,
|
|
"m": 0.5867030620574951
|
|
},
|
|
{
|
|
"p": 0.1470879465341568,
|
|
"m": 0.5422965288162231
|
|
},
|
|
{
|
|
"p": 0.04462038353085518,
|
|
"m": 0.6267624497413635
|
|
},
|
|
{
|
|
"p": 0.11035655438899994,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004901516367681324,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10673648864030838,
|
|
"m": 0.5534130334854126
|
|
},
|
|
{
|
|
"p": 0.0004901516367681324,
|
|
"m": 0.6443272233009338
|
|
},
|
|
{
|
|
"p": 0.0004901516367681324,
|
|
"m": 0.5581374168395996
|
|
},
|
|
{
|
|
"p": 0.0036784831900149584,
|
|
"m": 0.6138039827346802
|
|
},
|
|
{
|
|
"p": 0.0004901516367681324,
|
|
"m": 0.5875567197799683
|
|
},
|
|
{
|
|
"p": 0.0004901516367681324,
|
|
"m": 0.49834832549095154
|
|
},
|
|
{
|
|
"p": 0.0004901516367681324,
|
|
"m": 0.5025720000267029
|
|
},
|
|
{
|
|
"p": 0.0004901516367681324,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004901516367681324,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 3,
|
|
"train_loss": 4.115359306335449,
|
|
"val_loss": 1.785750389099121,
|
|
"acc": 33.28,
|
|
"time": 127.50284869299998,
|
|
"mix_dist": 0.6296703815460205,
|
|
"param": [
|
|
{
|
|
"p": 0.0004596866201609373,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004596866201609373,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.19386053085327148,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1718994379043579,
|
|
"m": 0.5611342191696167
|
|
},
|
|
{
|
|
"p": 0.0004596866201609373,
|
|
"m": 0.6369966864585876
|
|
},
|
|
{
|
|
"p": 0.0004596866201609373,
|
|
"m": 0.4521948993206024
|
|
},
|
|
{
|
|
"p": 0.17404724657535553,
|
|
"m": 0.6166476607322693
|
|
},
|
|
{
|
|
"p": 0.0004596866201609373,
|
|
"m": 0.5928041934967041
|
|
},
|
|
{
|
|
"p": 0.0004596866201609373,
|
|
"m": 0.5101719498634338
|
|
},
|
|
{
|
|
"p": 0.0004596866201609373,
|
|
"m": 0.5974481701850891
|
|
},
|
|
{
|
|
"p": 0.1876887083053589,
|
|
"m": 0.5099892616271973
|
|
},
|
|
{
|
|
"p": 0.020311063155531883,
|
|
"m": 0.6647986173629761
|
|
},
|
|
{
|
|
"p": 0.13891375064849854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004596866201609373,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10592462867498398,
|
|
"m": 0.562132716178894
|
|
},
|
|
{
|
|
"p": 0.0004596866201609373,
|
|
"m": 0.7105669975280762
|
|
},
|
|
{
|
|
"p": 0.0004596866201609373,
|
|
"m": 0.5846771597862244
|
|
},
|
|
{
|
|
"p": 0.0004596866201609373,
|
|
"m": 0.649684488773346
|
|
},
|
|
{
|
|
"p": 0.0004596866201609373,
|
|
"m": 0.6300147175788879
|
|
},
|
|
{
|
|
"p": 0.0004596866201609373,
|
|
"m": 0.4469468295574188
|
|
},
|
|
{
|
|
"p": 0.0004596866201609373,
|
|
"m": 0.44890695810317993
|
|
},
|
|
{
|
|
"p": 0.0004596866201609373,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004596866201609373,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 4,
|
|
"train_loss": 3.5355165004730225,
|
|
"val_loss": 1.6123281717300415,
|
|
"acc": 41.18,
|
|
"time": 125.77842476200004,
|
|
"mix_dist": 0.7036507725715637,
|
|
"param": [
|
|
{
|
|
"p": 0.0004501658258959651,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004501658258959651,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.21677260100841522,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1757015734910965,
|
|
"m": 0.5138885974884033
|
|
},
|
|
{
|
|
"p": 0.0004501658258959651,
|
|
"m": 0.654151439666748
|
|
},
|
|
{
|
|
"p": 0.0004501658258959651,
|
|
"m": 0.3836243748664856
|
|
},
|
|
{
|
|
"p": 0.1939137578010559,
|
|
"m": 0.5878554582595825
|
|
},
|
|
{
|
|
"p": 0.0004501658258959651,
|
|
"m": 0.5657662153244019
|
|
},
|
|
{
|
|
"p": 0.0004501658258959651,
|
|
"m": 0.4992735683917999
|
|
},
|
|
{
|
|
"p": 0.0004501658258959651,
|
|
"m": 0.5975983142852783
|
|
},
|
|
{
|
|
"p": 0.2029803842306137,
|
|
"m": 0.4964487850666046
|
|
},
|
|
{
|
|
"p": 0.0004501658258959651,
|
|
"m": 0.69486004114151
|
|
},
|
|
{
|
|
"p": 0.1388140618801117,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004501658258959651,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0641651377081871,
|
|
"m": 0.5913854837417603
|
|
},
|
|
{
|
|
"p": 0.0004501658258959651,
|
|
"m": 0.7896916270256042
|
|
},
|
|
{
|
|
"p": 0.0004501658258959651,
|
|
"m": 0.6120736002922058
|
|
},
|
|
{
|
|
"p": 0.0004501658258959651,
|
|
"m": 0.7000085115432739
|
|
},
|
|
{
|
|
"p": 0.0004501658258959651,
|
|
"m": 0.670326292514801
|
|
},
|
|
{
|
|
"p": 0.0004501658258959651,
|
|
"m": 0.412568062543869
|
|
},
|
|
{
|
|
"p": 0.0004501658258959651,
|
|
"m": 0.40416789054870605
|
|
},
|
|
{
|
|
"p": 0.0004501658258959651,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004501658258959651,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 5,
|
|
"train_loss": 3.45566463470459,
|
|
"val_loss": 1.6327344179153442,
|
|
"acc": 44.49,
|
|
"time": 123.12730720999997,
|
|
"mix_dist": 0.7704151272773743,
|
|
"param": [
|
|
{
|
|
"p": 0.0004476166213862598,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004476166213862598,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2410317063331604,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.17936286330223083,
|
|
"m": 0.4493919909000397
|
|
},
|
|
{
|
|
"p": 0.0004476166213862598,
|
|
"m": 0.6861540675163269
|
|
},
|
|
{
|
|
"p": 0.0004476166213862598,
|
|
"m": 0.3483864665031433
|
|
},
|
|
{
|
|
"p": 0.21151770651340485,
|
|
"m": 0.5626909732818604
|
|
},
|
|
{
|
|
"p": 0.0004476166213862598,
|
|
"m": 0.5335305333137512
|
|
},
|
|
{
|
|
"p": 0.0004476166213862598,
|
|
"m": 0.5025203824043274
|
|
},
|
|
{
|
|
"p": 0.0004476166213862598,
|
|
"m": 0.5885752439498901
|
|
},
|
|
{
|
|
"p": 0.21014511585235596,
|
|
"m": 0.50066739320755
|
|
},
|
|
{
|
|
"p": 0.00991884432733059,
|
|
"m": 0.7365978956222534
|
|
},
|
|
{
|
|
"p": 0.13557259738445282,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004476166213862598,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005289631430059671,
|
|
"m": 0.6208226680755615
|
|
},
|
|
{
|
|
"p": 0.0004476166213862598,
|
|
"m": 0.8514832854270935
|
|
},
|
|
{
|
|
"p": 0.0004476166213862598,
|
|
"m": 0.6308059096336365
|
|
},
|
|
{
|
|
"p": 0.0004476166213862598,
|
|
"m": 0.7685419321060181
|
|
},
|
|
{
|
|
"p": 0.0004476166213862598,
|
|
"m": 0.7072233557701111
|
|
},
|
|
{
|
|
"p": 0.0004476166213862598,
|
|
"m": 0.4051765501499176
|
|
},
|
|
{
|
|
"p": 0.0004476166213862598,
|
|
"m": 0.390263170003891
|
|
},
|
|
{
|
|
"p": 0.0004476166213862598,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004476166213862598,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 6,
|
|
"train_loss": 3.1769375801086426,
|
|
"val_loss": 1.5788825750350952,
|
|
"acc": 48.37,
|
|
"time": 120.96448982899994,
|
|
"mix_dist": 0.8208728432655334,
|
|
"param": [
|
|
{
|
|
"p": 0.0004404652863740921,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004404652863740921,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.25201860070228577,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.17819829285144806,
|
|
"m": 0.4362778663635254
|
|
},
|
|
{
|
|
"p": 0.0004404652863740921,
|
|
"m": 0.7110348343849182
|
|
},
|
|
{
|
|
"p": 0.0004404652863740921,
|
|
"m": 0.33299776911735535
|
|
},
|
|
{
|
|
"p": 0.21752682328224182,
|
|
"m": 0.5355542302131653
|
|
},
|
|
{
|
|
"p": 0.0004404652863740921,
|
|
"m": 0.5462504625320435
|
|
},
|
|
{
|
|
"p": 0.0004404652863740921,
|
|
"m": 0.5043750405311584
|
|
},
|
|
{
|
|
"p": 0.0004404652863740921,
|
|
"m": 0.5802735686302185
|
|
},
|
|
{
|
|
"p": 0.20606258511543274,
|
|
"m": 0.5059731602668762
|
|
},
|
|
{
|
|
"p": 0.012730014510452747,
|
|
"m": 0.7553916573524475
|
|
},
|
|
{
|
|
"p": 0.1259760707616806,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004404652863740921,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004404652863740921,
|
|
"m": 0.6435199975967407
|
|
},
|
|
{
|
|
"p": 0.0004404652863740921,
|
|
"m": 0.8774999976158142
|
|
},
|
|
{
|
|
"p": 0.0004404652863740921,
|
|
"m": 0.6471374034881592
|
|
},
|
|
{
|
|
"p": 0.0004404652863740921,
|
|
"m": 0.8450674414634705
|
|
},
|
|
{
|
|
"p": 0.0004404652863740921,
|
|
"m": 0.7356835603713989
|
|
},
|
|
{
|
|
"p": 0.0004404652863740921,
|
|
"m": 0.4165337383747101
|
|
},
|
|
{
|
|
"p": 0.0004404652863740921,
|
|
"m": 0.3986209034919739
|
|
},
|
|
{
|
|
"p": 0.0004404652863740921,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004404652863740921,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 7,
|
|
"train_loss": 3.334770679473877,
|
|
"val_loss": 1.3464429378509521,
|
|
"acc": 47.86,
|
|
"time": 116.39397941899995,
|
|
"mix_dist": 0.8752599358558655,
|
|
"param": [
|
|
{
|
|
"p": 0.0060820565558969975,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004387741500977427,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.26155227422714233,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1758466511964798,
|
|
"m": 0.3988029360771179
|
|
},
|
|
{
|
|
"p": 0.0004387741500977427,
|
|
"m": 0.7401524782180786
|
|
},
|
|
{
|
|
"p": 0.0012469053035601974,
|
|
"m": 0.349239706993103
|
|
},
|
|
{
|
|
"p": 0.22133812308311462,
|
|
"m": 0.513494610786438
|
|
},
|
|
{
|
|
"p": 0.0004387741500977427,
|
|
"m": 0.5693840384483337
|
|
},
|
|
{
|
|
"p": 0.0004387741500977427,
|
|
"m": 0.5030056238174438
|
|
},
|
|
{
|
|
"p": 0.0032589880283921957,
|
|
"m": 0.5909017324447632
|
|
},
|
|
{
|
|
"p": 0.2022678703069687,
|
|
"m": 0.49268800020217896
|
|
},
|
|
{
|
|
"p": 0.005040848162025213,
|
|
"m": 0.7841936945915222
|
|
},
|
|
{
|
|
"p": 0.11722380667924881,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004387741500977427,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004387741500977427,
|
|
"m": 0.6576343178749084
|
|
},
|
|
{
|
|
"p": 0.0004387741500977427,
|
|
"m": 0.8999829888343811
|
|
},
|
|
{
|
|
"p": 0.0004387741500977427,
|
|
"m": 0.6629869341850281
|
|
},
|
|
{
|
|
"p": 0.0004387741500977427,
|
|
"m": 0.8589087724685669
|
|
},
|
|
{
|
|
"p": 0.0004387741500977427,
|
|
"m": 0.7322427034378052
|
|
},
|
|
{
|
|
"p": 0.0004387741500977427,
|
|
"m": 0.41498056054115295
|
|
},
|
|
{
|
|
"p": 0.0004387741500977427,
|
|
"m": 0.37872129678726196
|
|
},
|
|
{
|
|
"p": 0.0004387741500977427,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004387741500977427,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 8,
|
|
"train_loss": 2.872929096221924,
|
|
"val_loss": 1.4543967247009277,
|
|
"acc": 49.8,
|
|
"time": 115.316544668,
|
|
"mix_dist": 0.8957588076591492,
|
|
"param": [
|
|
{
|
|
"p": 0.012211007997393608,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043584531522355974,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2621590197086334,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1715480387210846,
|
|
"m": 0.37793442606925964
|
|
},
|
|
{
|
|
"p": 0.00043584531522355974,
|
|
"m": 0.7668265700340271
|
|
},
|
|
{
|
|
"p": 0.00043584531522355974,
|
|
"m": 0.3561900556087494
|
|
},
|
|
{
|
|
"p": 0.2187442034482956,
|
|
"m": 0.48616307973861694
|
|
},
|
|
{
|
|
"p": 0.00043584531522355974,
|
|
"m": 0.5886081457138062
|
|
},
|
|
{
|
|
"p": 0.00047391021507792175,
|
|
"m": 0.5038738250732422
|
|
},
|
|
{
|
|
"p": 0.00043584531522355974,
|
|
"m": 0.5956950187683105
|
|
},
|
|
{
|
|
"p": 0.19607219099998474,
|
|
"m": 0.5046651363372803
|
|
},
|
|
{
|
|
"p": 0.006775380112230778,
|
|
"m": 0.7944367527961731
|
|
},
|
|
{
|
|
"p": 0.11172673106193542,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043584531522355974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043584531522355974,
|
|
"m": 0.6657209992408752
|
|
},
|
|
{
|
|
"p": 0.00043584531522355974,
|
|
"m": 0.8879702091217041
|
|
},
|
|
{
|
|
"p": 0.00043584531522355974,
|
|
"m": 0.6820109486579895
|
|
},
|
|
{
|
|
"p": 0.00043584531522355974,
|
|
"m": 0.8901355862617493
|
|
},
|
|
{
|
|
"p": 0.000522005429957062,
|
|
"m": 0.7335529327392578
|
|
},
|
|
{
|
|
"p": 0.00043584531522355974,
|
|
"m": 0.42551782727241516
|
|
},
|
|
{
|
|
"p": 0.0038462907541543245,
|
|
"m": 0.37752631306648254
|
|
},
|
|
{
|
|
"p": 0.00043584531522355974,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.010691297240555286,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 9,
|
|
"train_loss": 3.0595452785491943,
|
|
"val_loss": 1.3059430122375488,
|
|
"acc": 53.83,
|
|
"time": 112.96411516399996,
|
|
"mix_dist": 0.9078306555747986,
|
|
"param": [
|
|
{
|
|
"p": 0.017151474952697754,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004348539805505425,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2595216929912567,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.16648881137371063,
|
|
"m": 0.3727078139781952
|
|
},
|
|
{
|
|
"p": 0.0004348539805505425,
|
|
"m": 0.8061536550521851
|
|
},
|
|
{
|
|
"p": 0.0004348539805505425,
|
|
"m": 0.35697072744369507
|
|
},
|
|
{
|
|
"p": 0.21408392488956451,
|
|
"m": 0.4612647593021393
|
|
},
|
|
{
|
|
"p": 0.0004348539805505425,
|
|
"m": 0.6146522164344788
|
|
},
|
|
{
|
|
"p": 0.0004348539805505425,
|
|
"m": 0.5126472115516663
|
|
},
|
|
{
|
|
"p": 0.0004348539805505425,
|
|
"m": 0.5939086079597473
|
|
},
|
|
{
|
|
"p": 0.1912814825773239,
|
|
"m": 0.511629045009613
|
|
},
|
|
{
|
|
"p": 0.01081807166337967,
|
|
"m": 0.8044813275337219
|
|
},
|
|
{
|
|
"p": 0.10535348206758499,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005324086174368858,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004348539805505425,
|
|
"m": 0.6663234829902649
|
|
},
|
|
{
|
|
"p": 0.0004348539805505425,
|
|
"m": 0.8652395009994507
|
|
},
|
|
{
|
|
"p": 0.0004348539805505425,
|
|
"m": 0.6964390277862549
|
|
},
|
|
{
|
|
"p": 0.0004348539805505425,
|
|
"m": 0.9114822745323181
|
|
},
|
|
{
|
|
"p": 0.0004348539805505425,
|
|
"m": 0.7450060248374939
|
|
},
|
|
{
|
|
"p": 0.0004348539805505425,
|
|
"m": 0.4421113133430481
|
|
},
|
|
{
|
|
"p": 0.011868588626384735,
|
|
"m": 0.3906617760658264
|
|
},
|
|
{
|
|
"p": 0.0004348539805505425,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01245557889342308,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 10,
|
|
"train_loss": 2.9354724884033203,
|
|
"val_loss": 1.275264859199524,
|
|
"acc": 55.47,
|
|
"time": 109.78980807300013,
|
|
"mix_dist": 0.936967134475708,
|
|
"param": [
|
|
{
|
|
"p": 0.015084752812981606,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004378837766125798,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2674584984779358,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1665450930595398,
|
|
"m": 0.3792266845703125
|
|
},
|
|
{
|
|
"p": 0.0004378837766125798,
|
|
"m": 0.847957968711853
|
|
},
|
|
{
|
|
"p": 0.0004378837766125798,
|
|
"m": 0.3234003782272339
|
|
},
|
|
{
|
|
"p": 0.21745066344738007,
|
|
"m": 0.43358904123306274
|
|
},
|
|
{
|
|
"p": 0.0004378837766125798,
|
|
"m": 0.635834813117981
|
|
},
|
|
{
|
|
"p": 0.0004378837766125798,
|
|
"m": 0.5184142589569092
|
|
},
|
|
{
|
|
"p": 0.009482810273766518,
|
|
"m": 0.5936129689216614
|
|
},
|
|
{
|
|
"p": 0.1890377700328827,
|
|
"m": 0.48384156823158264
|
|
},
|
|
{
|
|
"p": 0.01044129766523838,
|
|
"m": 0.8276847004890442
|
|
},
|
|
{
|
|
"p": 0.1007113978266716,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00588685367256403,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004378837766125798,
|
|
"m": 0.6759954690933228
|
|
},
|
|
{
|
|
"p": 0.0004378837766125798,
|
|
"m": 0.8610123991966248
|
|
},
|
|
{
|
|
"p": 0.0004378837766125798,
|
|
"m": 0.7122895121574402
|
|
},
|
|
{
|
|
"p": 0.0004378837766125798,
|
|
"m": 0.947262167930603
|
|
},
|
|
{
|
|
"p": 0.0004378837766125798,
|
|
"m": 0.7345275282859802
|
|
},
|
|
{
|
|
"p": 0.0004378837766125798,
|
|
"m": 0.44309431314468384
|
|
},
|
|
{
|
|
"p": 0.008567501790821552,
|
|
"m": 0.3637097179889679
|
|
},
|
|
{
|
|
"p": 0.0004378837766125798,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.004079017788171768,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 11,
|
|
"train_loss": 2.5411410331726074,
|
|
"val_loss": 1.2003260850906372,
|
|
"acc": 55.38,
|
|
"time": 105.35526155299999,
|
|
"mix_dist": 0.9602356553077698,
|
|
"param": [
|
|
{
|
|
"p": 0.011171345598995686,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043355769594199955,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.26422300934791565,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1610163003206253,
|
|
"m": 0.37875404953956604
|
|
},
|
|
{
|
|
"p": 0.00043355769594199955,
|
|
"m": 0.8475785851478577
|
|
},
|
|
{
|
|
"p": 0.013476945459842682,
|
|
"m": 0.30644816160202026
|
|
},
|
|
{
|
|
"p": 0.21274949610233307,
|
|
"m": 0.3802618086338043
|
|
},
|
|
{
|
|
"p": 0.00043355769594199955,
|
|
"m": 0.6603668928146362
|
|
},
|
|
{
|
|
"p": 0.011055544018745422,
|
|
"m": 0.5294137597084045
|
|
},
|
|
{
|
|
"p": 0.014987495727837086,
|
|
"m": 0.5906539559364319
|
|
},
|
|
{
|
|
"p": 0.18206769227981567,
|
|
"m": 0.45068681240081787
|
|
},
|
|
{
|
|
"p": 0.00987355224788189,
|
|
"m": 0.8485787510871887
|
|
},
|
|
{
|
|
"p": 0.09554840624332428,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0043877530843019485,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043355769594199955,
|
|
"m": 0.681538999080658
|
|
},
|
|
{
|
|
"p": 0.00043355769594199955,
|
|
"m": 0.8632709383964539
|
|
},
|
|
{
|
|
"p": 0.00043355769594199955,
|
|
"m": 0.7320216298103333
|
|
},
|
|
{
|
|
"p": 0.011022968217730522,
|
|
"m": 0.9850701093673706
|
|
},
|
|
{
|
|
"p": 0.003281343262642622,
|
|
"m": 0.7225209474563599
|
|
},
|
|
{
|
|
"p": 0.00043355769594199955,
|
|
"m": 0.44615438580513
|
|
},
|
|
{
|
|
"p": 0.0012362647103145719,
|
|
"m": 0.3439919948577881
|
|
},
|
|
{
|
|
"p": 0.00043355769594199955,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043355769594199955,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 12,
|
|
"train_loss": 2.3419275283813477,
|
|
"val_loss": 1.158359169960022,
|
|
"acc": 56.18,
|
|
"time": 103.72180175200015,
|
|
"mix_dist": 0.9645993113517761,
|
|
"param": [
|
|
{
|
|
"p": 0.00899739470332861,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043545180233195424,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.26385414600372314,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1583787500858307,
|
|
"m": 0.3796289265155792
|
|
},
|
|
{
|
|
"p": 0.00043545180233195424,
|
|
"m": 0.8285267949104309
|
|
},
|
|
{
|
|
"p": 0.01912432350218296,
|
|
"m": 0.27352872490882874
|
|
},
|
|
{
|
|
"p": 0.2109675407409668,
|
|
"m": 0.3491207957267761
|
|
},
|
|
{
|
|
"p": 0.0022610691376030445,
|
|
"m": 0.6756356358528137
|
|
},
|
|
{
|
|
"p": 0.0235919002443552,
|
|
"m": 0.5416228175163269
|
|
},
|
|
{
|
|
"p": 0.01583561860024929,
|
|
"m": 0.6022276878356934
|
|
},
|
|
{
|
|
"p": 0.17887651920318604,
|
|
"m": 0.4463752806186676
|
|
},
|
|
{
|
|
"p": 0.006598280742764473,
|
|
"m": 0.8701700568199158
|
|
},
|
|
{
|
|
"p": 0.09328404068946838,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0012064154725521803,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043545180233195424,
|
|
"m": 0.6796888709068298
|
|
},
|
|
{
|
|
"p": 0.00043545180233195424,
|
|
"m": 0.8627983331680298
|
|
},
|
|
{
|
|
"p": 0.00043545180233195424,
|
|
"m": 0.7424560189247131
|
|
},
|
|
{
|
|
"p": 0.012669791467487812,
|
|
"m": 0.9976804852485657
|
|
},
|
|
{
|
|
"p": 0.00043545180233195424,
|
|
"m": 0.6986625790596008
|
|
},
|
|
{
|
|
"p": 0.00043545180233195424,
|
|
"m": 0.4440995156764984
|
|
},
|
|
{
|
|
"p": 0.00043545180233195424,
|
|
"m": 0.33307769894599915
|
|
},
|
|
{
|
|
"p": 0.00043545180233195424,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043545180233195424,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 13,
|
|
"train_loss": 2.6413848400115967,
|
|
"val_loss": 1.4075777530670166,
|
|
"acc": 58.26,
|
|
"time": 103.93391983099991,
|
|
"mix_dist": 0.9678137302398682,
|
|
"param": [
|
|
{
|
|
"p": 0.008179155178368092,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0005833299364894629,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.26136866211891174,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.15428677201271057,
|
|
"m": 0.3626428246498108
|
|
},
|
|
{
|
|
"p": 0.0004344455082900822,
|
|
"m": 0.8310050964355469
|
|
},
|
|
{
|
|
"p": 0.019649913534522057,
|
|
"m": 0.20329995453357697
|
|
},
|
|
{
|
|
"p": 0.20782308280467987,
|
|
"m": 0.3566863238811493
|
|
},
|
|
{
|
|
"p": 0.01175447553396225,
|
|
"m": 0.6873060464859009
|
|
},
|
|
{
|
|
"p": 0.02642582543194294,
|
|
"m": 0.5103165507316589
|
|
},
|
|
{
|
|
"p": 0.0161895789206028,
|
|
"m": 0.5938085317611694
|
|
},
|
|
{
|
|
"p": 0.17465361952781677,
|
|
"m": 0.4354379177093506
|
|
},
|
|
{
|
|
"p": 0.0004344455082900822,
|
|
"m": 0.8620712161064148
|
|
},
|
|
{
|
|
"p": 0.08907271176576614,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004344455082900822,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004344455082900822,
|
|
"m": 0.6761364936828613
|
|
},
|
|
{
|
|
"p": 0.0004344455082900822,
|
|
"m": 0.8750682473182678
|
|
},
|
|
{
|
|
"p": 0.0004344455082900822,
|
|
"m": 0.7455445528030396
|
|
},
|
|
{
|
|
"p": 0.01085533108562231,
|
|
"m": 0.9633617401123047
|
|
},
|
|
{
|
|
"p": 0.002163485623896122,
|
|
"m": 0.6897253394126892
|
|
},
|
|
{
|
|
"p": 0.0004344455082900822,
|
|
"m": 0.4420942962169647
|
|
},
|
|
{
|
|
"p": 0.0004344455082900822,
|
|
"m": 0.32979559898376465
|
|
},
|
|
{
|
|
"p": 0.0004344455082900822,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.013084243051707745,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 14,
|
|
"train_loss": 2.676067352294922,
|
|
"val_loss": 1.1976348161697388,
|
|
"acc": 59.53,
|
|
"time": 110.5570417949998,
|
|
"mix_dist": 0.9689208269119263,
|
|
"param": [
|
|
{
|
|
"p": 0.007694127503782511,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043463014299049973,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.25393542647361755,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1478637307882309,
|
|
"m": 0.36256101727485657
|
|
},
|
|
{
|
|
"p": 0.00043463014299049973,
|
|
"m": 0.8382022976875305
|
|
},
|
|
{
|
|
"p": 0.01963791996240616,
|
|
"m": 0.1965409815311432
|
|
},
|
|
{
|
|
"p": 0.20108306407928467,
|
|
"m": 0.34877800941467285
|
|
},
|
|
{
|
|
"p": 0.01371781900525093,
|
|
"m": 0.6784298419952393
|
|
},
|
|
{
|
|
"p": 0.02615952491760254,
|
|
"m": 0.4821365773677826
|
|
},
|
|
{
|
|
"p": 0.01575591042637825,
|
|
"m": 0.5666916370391846
|
|
},
|
|
{
|
|
"p": 0.16876041889190674,
|
|
"m": 0.42140182852745056
|
|
},
|
|
{
|
|
"p": 0.00043463014299049973,
|
|
"m": 0.8631935715675354
|
|
},
|
|
{
|
|
"p": 0.0831962451338768,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004705246537923813,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004235581494867802,
|
|
"m": 0.6766790747642517
|
|
},
|
|
{
|
|
"p": 0.00043463014299049973,
|
|
"m": 0.8955066204071045
|
|
},
|
|
{
|
|
"p": 0.014512630179524422,
|
|
"m": 0.716242253780365
|
|
},
|
|
{
|
|
"p": 0.007143116090446711,
|
|
"m": 0.9605475664138794
|
|
},
|
|
{
|
|
"p": 0.008357861079275608,
|
|
"m": 0.6957001686096191
|
|
},
|
|
{
|
|
"p": 0.00043463014299049973,
|
|
"m": 0.43511131405830383
|
|
},
|
|
{
|
|
"p": 0.00043463014299049973,
|
|
"m": 0.32138001918792725
|
|
},
|
|
{
|
|
"p": 0.00043463014299049973,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.020199069753289223,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 15,
|
|
"train_loss": 2.489866256713867,
|
|
"val_loss": 1.1509439945220947,
|
|
"acc": 61.31,
|
|
"time": 111.78869389300007,
|
|
"mix_dist": 0.9524878263473511,
|
|
"param": [
|
|
{
|
|
"p": 0.005132365971803665,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004368622903712094,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2599705159664154,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.14928783476352692,
|
|
"m": 0.34129971265792847
|
|
},
|
|
{
|
|
"p": 0.0004368622903712094,
|
|
"m": 0.8346889019012451
|
|
},
|
|
{
|
|
"p": 0.019813617691397667,
|
|
"m": 0.21114583313465118
|
|
},
|
|
{
|
|
"p": 0.20470449328422546,
|
|
"m": 0.3329789936542511
|
|
},
|
|
{
|
|
"p": 0.015437004156410694,
|
|
"m": 0.6989877223968506
|
|
},
|
|
{
|
|
"p": 0.025834493339061737,
|
|
"m": 0.48752468824386597
|
|
},
|
|
{
|
|
"p": 0.015141008421778679,
|
|
"m": 0.5392512679100037
|
|
},
|
|
{
|
|
"p": 0.1707569658756256,
|
|
"m": 0.4299575090408325
|
|
},
|
|
{
|
|
"p": 0.0004368622903712094,
|
|
"m": 0.8719822764396667
|
|
},
|
|
{
|
|
"p": 0.08265027403831482,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004368622903712094,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004368622903712094,
|
|
"m": 0.6708383560180664
|
|
},
|
|
{
|
|
"p": 0.0004368622903712094,
|
|
"m": 0.9208270311355591
|
|
},
|
|
{
|
|
"p": 0.019769927486777306,
|
|
"m": 0.7700363993644714
|
|
},
|
|
{
|
|
"p": 0.0004368622903712094,
|
|
"m": 0.9535393714904785
|
|
},
|
|
{
|
|
"p": 0.004330751020461321,
|
|
"m": 0.695686936378479
|
|
},
|
|
{
|
|
"p": 0.0004368622903712094,
|
|
"m": 0.4316577911376953
|
|
},
|
|
{
|
|
"p": 0.0004368622903712094,
|
|
"m": 0.3159106969833374
|
|
},
|
|
{
|
|
"p": 0.0004368622903712094,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.022802354767918587,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 16,
|
|
"train_loss": 2.5106401443481445,
|
|
"val_loss": 1.152364730834961,
|
|
"acc": 60.77,
|
|
"time": 107.54176837199998,
|
|
"mix_dist": 0.9483771920204163,
|
|
"param": [
|
|
{
|
|
"p": 0.006639467552304268,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0017410836881026626,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2636769115924835,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.14868693053722382,
|
|
"m": 0.3214378356933594
|
|
},
|
|
{
|
|
"p": 0.00043418252607807517,
|
|
"m": 0.8179437518119812
|
|
},
|
|
{
|
|
"p": 0.01953142322599888,
|
|
"m": 0.23085691034793854
|
|
},
|
|
{
|
|
"p": 0.20667849481105804,
|
|
"m": 0.28664761781692505
|
|
},
|
|
{
|
|
"p": 0.01659321039915085,
|
|
"m": 0.7402562499046326
|
|
},
|
|
{
|
|
"p": 0.024012668058276176,
|
|
"m": 0.4634106159210205
|
|
},
|
|
{
|
|
"p": 0.012905661948025227,
|
|
"m": 0.5246384739875793
|
|
},
|
|
{
|
|
"p": 0.16961677372455597,
|
|
"m": 0.4239753484725952
|
|
},
|
|
{
|
|
"p": 0.00043418252607807517,
|
|
"m": 0.8833142518997192
|
|
},
|
|
{
|
|
"p": 0.0798274576663971,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043418252607807517,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043418252607807517,
|
|
"m": 0.6676393151283264
|
|
},
|
|
{
|
|
"p": 0.00043418252607807517,
|
|
"m": 0.9324951767921448
|
|
},
|
|
{
|
|
"p": 0.021020812913775444,
|
|
"m": 0.8142476081848145
|
|
},
|
|
{
|
|
"p": 0.0030227245297282934,
|
|
"m": 0.9572279453277588
|
|
},
|
|
{
|
|
"p": 0.00043418252607807517,
|
|
"m": 0.701335072517395
|
|
},
|
|
{
|
|
"p": 0.00043418252607807517,
|
|
"m": 0.4233757257461548
|
|
},
|
|
{
|
|
"p": 0.00043418252607807517,
|
|
"m": 0.30204904079437256
|
|
},
|
|
{
|
|
"p": 0.00043418252607807517,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.022138873115181923,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 17,
|
|
"train_loss": 2.725543975830078,
|
|
"val_loss": 1.1685714721679688,
|
|
"acc": 61.79,
|
|
"time": 109.82516927500001,
|
|
"mix_dist": 0.9615939259529114,
|
|
"param": [
|
|
{
|
|
"p": 0.016593042761087418,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.006318715866655111,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2640059292316437,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.145744189620018,
|
|
"m": 0.3194158673286438
|
|
},
|
|
{
|
|
"p": 0.0004336460551712662,
|
|
"m": 0.7839004993438721
|
|
},
|
|
{
|
|
"p": 0.018369292840361595,
|
|
"m": 0.23931968212127686
|
|
},
|
|
{
|
|
"p": 0.2056523710489273,
|
|
"m": 0.26590633392333984
|
|
},
|
|
{
|
|
"p": 0.015159975737333298,
|
|
"m": 0.7584421634674072
|
|
},
|
|
{
|
|
"p": 0.02104230783879757,
|
|
"m": 0.44260942935943604
|
|
},
|
|
{
|
|
"p": 0.009052835404872894,
|
|
"m": 0.5294322967529297
|
|
},
|
|
{
|
|
"p": 0.16372475028038025,
|
|
"m": 0.4106872081756592
|
|
},
|
|
{
|
|
"p": 0.0004336460551712662,
|
|
"m": 0.8928250074386597
|
|
},
|
|
{
|
|
"p": 0.07484730333089828,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.000691466499119997,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0012296733912080526,
|
|
"m": 0.6809313893318176
|
|
},
|
|
{
|
|
"p": 0.0004336460551712662,
|
|
"m": 0.9522467851638794
|
|
},
|
|
{
|
|
"p": 0.019064923748373985,
|
|
"m": 0.792112410068512
|
|
},
|
|
{
|
|
"p": 0.008974799886345863,
|
|
"m": 0.9503220319747925
|
|
},
|
|
{
|
|
"p": 0.002663738327100873,
|
|
"m": 0.7226675152778625
|
|
},
|
|
{
|
|
"p": 0.0004336460551712662,
|
|
"m": 0.39588046073913574
|
|
},
|
|
{
|
|
"p": 0.00423793401569128,
|
|
"m": 0.2972975969314575
|
|
},
|
|
{
|
|
"p": 0.0004336460551712662,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02045859955251217,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 18,
|
|
"train_loss": 2.1918838024139404,
|
|
"val_loss": 1.1077351570129395,
|
|
"acc": 62.45,
|
|
"time": 115.37079629900018,
|
|
"mix_dist": 0.9679285883903503,
|
|
"param": [
|
|
{
|
|
"p": 0.021815864369273186,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.010917588137090206,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2598528265953064,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.14158302545547485,
|
|
"m": 0.30918604135513306
|
|
},
|
|
{
|
|
"p": 0.0028761844150722027,
|
|
"m": 0.7401904463768005
|
|
},
|
|
{
|
|
"p": 0.016108592972159386,
|
|
"m": 0.2483164370059967
|
|
},
|
|
{
|
|
"p": 0.20144671201705933,
|
|
"m": 0.28031474351882935
|
|
},
|
|
{
|
|
"p": 0.01505633257329464,
|
|
"m": 0.7507513761520386
|
|
},
|
|
{
|
|
"p": 0.01780916564166546,
|
|
"m": 0.4393003582954407
|
|
},
|
|
{
|
|
"p": 0.005932147148996592,
|
|
"m": 0.5354685187339783
|
|
},
|
|
{
|
|
"p": 0.15661795437335968,
|
|
"m": 0.40564456582069397
|
|
},
|
|
{
|
|
"p": 0.003163214772939682,
|
|
"m": 0.9055588245391846
|
|
},
|
|
{
|
|
"p": 0.06974737346172333,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004344334010966122,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010120839811861515,
|
|
"m": 0.6909029483795166
|
|
},
|
|
{
|
|
"p": 0.0004344334010966122,
|
|
"m": 0.9744144678115845
|
|
},
|
|
{
|
|
"p": 0.015708083286881447,
|
|
"m": 0.7984890937805176
|
|
},
|
|
{
|
|
"p": 0.011442597955465317,
|
|
"m": 0.9292640089988708
|
|
},
|
|
{
|
|
"p": 0.009031134657561779,
|
|
"m": 0.7537040114402771
|
|
},
|
|
{
|
|
"p": 0.0004344334010966122,
|
|
"m": 0.3703943192958832
|
|
},
|
|
{
|
|
"p": 0.010906627401709557,
|
|
"m": 0.31319814920425415
|
|
},
|
|
{
|
|
"p": 0.0004344334010966122,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.018126068636775017,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 19,
|
|
"train_loss": 2.545119285583496,
|
|
"val_loss": 1.0530412197113037,
|
|
"acc": 62.6,
|
|
"time": 114.81770419299983,
|
|
"mix_dist": 0.9566121101379395,
|
|
"param": [
|
|
{
|
|
"p": 0.024160876870155334,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.008404609747231007,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.26310843229293823,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.14202545583248138,
|
|
"m": 0.280570924282074
|
|
},
|
|
{
|
|
"p": 0.002533917548134923,
|
|
"m": 0.727090060710907
|
|
},
|
|
{
|
|
"p": 0.012904122471809387,
|
|
"m": 0.2533573806285858
|
|
},
|
|
{
|
|
"p": 0.2033075988292694,
|
|
"m": 0.287788450717926
|
|
},
|
|
{
|
|
"p": 0.015933658927679062,
|
|
"m": 0.764832079410553
|
|
},
|
|
{
|
|
"p": 0.017032448202371597,
|
|
"m": 0.4521905779838562
|
|
},
|
|
{
|
|
"p": 0.005611665081232786,
|
|
"m": 0.5202426910400391
|
|
},
|
|
{
|
|
"p": 0.1549423336982727,
|
|
"m": 0.3967418074607849
|
|
},
|
|
{
|
|
"p": 0.007609217893332243,
|
|
"m": 0.909808874130249
|
|
},
|
|
{
|
|
"p": 0.06862930208444595,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004351359966676682,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010232563130557537,
|
|
"m": 0.708716630935669
|
|
},
|
|
{
|
|
"p": 0.0004351359966676682,
|
|
"m": 0.9699552059173584
|
|
},
|
|
{
|
|
"p": 0.013847923837602139,
|
|
"m": 0.7943834662437439
|
|
},
|
|
{
|
|
"p": 0.00926350336521864,
|
|
"m": 0.9160248637199402
|
|
},
|
|
{
|
|
"p": 0.009401769377291203,
|
|
"m": 0.7762814164161682
|
|
},
|
|
{
|
|
"p": 0.0004351359966676682,
|
|
"m": 0.356635719537735
|
|
},
|
|
{
|
|
"p": 0.013744635507464409,
|
|
"m": 0.3523024320602417
|
|
},
|
|
{
|
|
"p": 0.0013164333067834377,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.014684195630252361,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 20,
|
|
"train_loss": 2.278770923614502,
|
|
"val_loss": 1.099313735961914,
|
|
"acc": 62.71,
|
|
"time": 117.61838510399957,
|
|
"mix_dist": 0.948354184627533,
|
|
"param": [
|
|
{
|
|
"p": 0.024128491058945656,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004378235025797039,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2704850137233734,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1438094824552536,
|
|
"m": 0.28252309560775757
|
|
},
|
|
{
|
|
"p": 0.0062812319956719875,
|
|
"m": 0.7512181401252747
|
|
},
|
|
{
|
|
"p": 0.00876152515411377,
|
|
"m": 0.2595704197883606
|
|
},
|
|
{
|
|
"p": 0.20860697329044342,
|
|
"m": 0.2972363829612732
|
|
},
|
|
{
|
|
"p": 0.016168156638741493,
|
|
"m": 0.7649974226951599
|
|
},
|
|
{
|
|
"p": 0.016206378117203712,
|
|
"m": 0.459964781999588
|
|
},
|
|
{
|
|
"p": 0.002901706611737609,
|
|
"m": 0.5064752697944641
|
|
},
|
|
{
|
|
"p": 0.1554938405752182,
|
|
"m": 0.38298657536506653
|
|
},
|
|
{
|
|
"p": 0.015800174325704575,
|
|
"m": 0.9263767004013062
|
|
},
|
|
{
|
|
"p": 0.06838425248861313,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004378235025797039,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0064138504676520824,
|
|
"m": 0.7315067052841187
|
|
},
|
|
{
|
|
"p": 0.0004378235025797039,
|
|
"m": 0.9746336340904236
|
|
},
|
|
{
|
|
"p": 0.011730947531759739,
|
|
"m": 0.8077341318130493
|
|
},
|
|
{
|
|
"p": 0.006528104189783335,
|
|
"m": 0.8722337484359741
|
|
},
|
|
{
|
|
"p": 0.007617154158651829,
|
|
"m": 0.8036335706710815
|
|
},
|
|
{
|
|
"p": 0.0004378235025797039,
|
|
"m": 0.34042271971702576
|
|
},
|
|
{
|
|
"p": 0.013814580626785755,
|
|
"m": 0.35488632321357727
|
|
},
|
|
{
|
|
"p": 0.0033457260578870773,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.011771230958402157,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 21,
|
|
"train_loss": 2.4622883796691895,
|
|
"val_loss": 1.0064692497253418,
|
|
"acc": 64.11,
|
|
"time": 115.3661802419997,
|
|
"mix_dist": 0.9580476880073547,
|
|
"param": [
|
|
{
|
|
"p": 0.01994771510362625,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0105287441983819,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.28081971406936646,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1432708352804184,
|
|
"m": 0.2786489427089691
|
|
},
|
|
{
|
|
"p": 0.005572592839598656,
|
|
"m": 0.7154512405395508
|
|
},
|
|
{
|
|
"p": 0.00044074529432691634,
|
|
"m": 0.27416229248046875
|
|
},
|
|
{
|
|
"p": 0.21522994339466095,
|
|
"m": 0.3044911324977875
|
|
},
|
|
{
|
|
"p": 0.010998547077178955,
|
|
"m": 0.7155993580818176
|
|
},
|
|
{
|
|
"p": 0.01383054070174694,
|
|
"m": 0.47129523754119873
|
|
},
|
|
{
|
|
"p": 0.011049395427107811,
|
|
"m": 0.5084953904151917
|
|
},
|
|
{
|
|
"p": 0.15738321840763092,
|
|
"m": 0.3547070026397705
|
|
},
|
|
{
|
|
"p": 0.01875678449869156,
|
|
"m": 0.9388472437858582
|
|
},
|
|
{
|
|
"p": 0.06277450174093246,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00044074529432691634,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004317183047533035,
|
|
"m": 0.7231357097625732
|
|
},
|
|
{
|
|
"p": 0.00044074529432691634,
|
|
"m": 0.9748460054397583
|
|
},
|
|
{
|
|
"p": 0.010257411748170853,
|
|
"m": 0.8391950130462646
|
|
},
|
|
{
|
|
"p": 0.003581245429813862,
|
|
"m": 0.876151978969574
|
|
},
|
|
{
|
|
"p": 0.00044074529432691634,
|
|
"m": 0.8021846413612366
|
|
},
|
|
{
|
|
"p": 0.00044074529432691634,
|
|
"m": 0.34299057722091675
|
|
},
|
|
{
|
|
"p": 0.012986813671886921,
|
|
"m": 0.33120688796043396
|
|
},
|
|
{
|
|
"p": 0.007186697795987129,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.009304475970566273,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 22,
|
|
"train_loss": 2.0462238788604736,
|
|
"val_loss": 0.9415498971939087,
|
|
"acc": 64.18,
|
|
"time": 111.92676762500014,
|
|
"mix_dist": 0.9515223503112793,
|
|
"param": [
|
|
{
|
|
"p": 0.018142301589250565,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.010777894407510757,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.29157692193984985,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.14367906749248505,
|
|
"m": 0.23168683052062988
|
|
},
|
|
{
|
|
"p": 0.0028667717706412077,
|
|
"m": 0.6596850156784058
|
|
},
|
|
{
|
|
"p": 0.000962184218224138,
|
|
"m": 0.28949880599975586
|
|
},
|
|
{
|
|
"p": 0.22290921211242676,
|
|
"m": 0.3142337203025818
|
|
},
|
|
{
|
|
"p": 0.0051738363690674305,
|
|
"m": 0.6947966814041138
|
|
},
|
|
{
|
|
"p": 0.007747463881969452,
|
|
"m": 0.46168336272239685
|
|
},
|
|
{
|
|
"p": 0.015862882137298584,
|
|
"m": 0.48787757754325867
|
|
},
|
|
{
|
|
"p": 0.1581333428621292,
|
|
"m": 0.3210389316082001
|
|
},
|
|
{
|
|
"p": 0.017533881589770317,
|
|
"m": 0.9640626907348633
|
|
},
|
|
{
|
|
"p": 0.054773833602666855,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004369377566035837,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.001565591199323535,
|
|
"m": 0.7064685821533203
|
|
},
|
|
{
|
|
"p": 0.0004369377566035837,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007705847267061472,
|
|
"m": 0.8647332191467285
|
|
},
|
|
{
|
|
"p": 0.007382072973996401,
|
|
"m": 0.882479190826416
|
|
},
|
|
{
|
|
"p": 0.007117970380932093,
|
|
"m": 0.8024997115135193
|
|
},
|
|
{
|
|
"p": 0.0004369377566035837,
|
|
"m": 0.34792420268058777
|
|
},
|
|
{
|
|
"p": 0.013049867935478687,
|
|
"m": 0.34042829275131226
|
|
},
|
|
{
|
|
"p": 0.007814488373696804,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.003913832828402519,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 23,
|
|
"train_loss": 2.058764934539795,
|
|
"val_loss": 1.098760724067688,
|
|
"acc": 64.23,
|
|
"time": 110.90874983599997,
|
|
"mix_dist": 0.9564372897148132,
|
|
"param": [
|
|
{
|
|
"p": 0.01638679765164852,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.006080980412662029,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.30932310223579407,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.14687146246433258,
|
|
"m": 0.17414945363998413
|
|
},
|
|
{
|
|
"p": 0.009206903167068958,
|
|
"m": 0.5683745741844177
|
|
},
|
|
{
|
|
"p": 0.0004385702486615628,
|
|
"m": 0.29805120825767517
|
|
},
|
|
{
|
|
"p": 0.2356102615594864,
|
|
"m": 0.31469881534576416
|
|
},
|
|
{
|
|
"p": 0.0004385702486615628,
|
|
"m": 0.6821496486663818
|
|
},
|
|
{
|
|
"p": 0.0004385702486615628,
|
|
"m": 0.46704980731010437
|
|
},
|
|
{
|
|
"p": 0.017474662512540817,
|
|
"m": 0.5102289915084839
|
|
},
|
|
{
|
|
"p": 0.16052675247192383,
|
|
"m": 0.29461246728897095
|
|
},
|
|
{
|
|
"p": 0.016388263553380966,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045031432062387466,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004385702486615628,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004385702486615628,
|
|
"m": 0.6809918880462646
|
|
},
|
|
{
|
|
"p": 0.0004385702486615628,
|
|
"m": 0.9890264868736267
|
|
},
|
|
{
|
|
"p": 0.0022766292095184326,
|
|
"m": 0.8800398111343384
|
|
},
|
|
{
|
|
"p": 0.00761427590623498,
|
|
"m": 0.8709391355514526
|
|
},
|
|
{
|
|
"p": 0.0035853704903274775,
|
|
"m": 0.8109130263328552
|
|
},
|
|
{
|
|
"p": 0.0004385702486615628,
|
|
"m": 0.3559935986995697
|
|
},
|
|
{
|
|
"p": 0.012985587120056152,
|
|
"m": 0.3257114589214325
|
|
},
|
|
{
|
|
"p": 0.007129210513085127,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004385702486615628,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 24,
|
|
"train_loss": 2.174656867980957,
|
|
"val_loss": 1.0378702878952026,
|
|
"acc": 64.33,
|
|
"time": 105.22705954100002,
|
|
"mix_dist": 0.969735860824585,
|
|
"param": [
|
|
{
|
|
"p": 0.013451836071908474,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.007540440186858177,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.32050567865371704,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.14745064079761505,
|
|
"m": 0.12164441496133804
|
|
},
|
|
{
|
|
"p": 0.011829324066638947,
|
|
"m": 0.5506746172904968
|
|
},
|
|
{
|
|
"p": 0.0004366431094240397,
|
|
"m": 0.3121797740459442
|
|
},
|
|
{
|
|
"p": 0.2425287663936615,
|
|
"m": 0.2521423399448395
|
|
},
|
|
{
|
|
"p": 0.0004366431094240397,
|
|
"m": 0.6626195311546326
|
|
},
|
|
{
|
|
"p": 0.0004366431094240397,
|
|
"m": 0.4730401337146759
|
|
},
|
|
{
|
|
"p": 0.019423196092247963,
|
|
"m": 0.543025016784668
|
|
},
|
|
{
|
|
"p": 0.15926030278205872,
|
|
"m": 0.26938316226005554
|
|
},
|
|
{
|
|
"p": 0.011929335072636604,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03771680220961571,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004366431094240397,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004366431094240397,
|
|
"m": 0.6639707088470459
|
|
},
|
|
{
|
|
"p": 0.0004366431094240397,
|
|
"m": 0.9758333563804626
|
|
},
|
|
{
|
|
"p": 0.006896556820720434,
|
|
"m": 0.8635948896408081
|
|
},
|
|
{
|
|
"p": 0.001551851979456842,
|
|
"m": 0.8725361824035645
|
|
},
|
|
{
|
|
"p": 0.0004366431094240397,
|
|
"m": 0.8111857771873474
|
|
},
|
|
{
|
|
"p": 0.0004366431094240397,
|
|
"m": 0.36106470227241516
|
|
},
|
|
{
|
|
"p": 0.008857606910169125,
|
|
"m": 0.3280572295188904
|
|
},
|
|
{
|
|
"p": 0.007128030993044376,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004366431094240397,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 25,
|
|
"train_loss": 2.0469493865966797,
|
|
"val_loss": 1.0862782001495361,
|
|
"acc": 64.9,
|
|
"time": 107.77013705499985,
|
|
"mix_dist": 0.9797965288162231,
|
|
"param": [
|
|
{
|
|
"p": 0.011771378107368946,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.002091918373480439,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3162144720554352,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.14194504916667938,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.01256613153964281,
|
|
"m": 0.5479510426521301
|
|
},
|
|
{
|
|
"p": 0.011870910413563251,
|
|
"m": 0.27331283688545227
|
|
},
|
|
{
|
|
"p": 0.2377401888370514,
|
|
"m": 0.2539205849170685
|
|
},
|
|
{
|
|
"p": 0.004982299637049437,
|
|
"m": 0.6512019634246826
|
|
},
|
|
{
|
|
"p": 0.0004318821302149445,
|
|
"m": 0.48122528195381165
|
|
},
|
|
{
|
|
"p": 0.01964467763900757,
|
|
"m": 0.5829586982727051
|
|
},
|
|
{
|
|
"p": 0.15219227969646454,
|
|
"m": 0.269567608833313
|
|
},
|
|
{
|
|
"p": 0.009616781026124954,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.031223304569721222,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004318821302149445,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017922265455126762,
|
|
"m": 0.6626003980636597
|
|
},
|
|
{
|
|
"p": 0.0004318821302149445,
|
|
"m": 0.9776434898376465
|
|
},
|
|
{
|
|
"p": 0.005452901590615511,
|
|
"m": 0.8264738917350769
|
|
},
|
|
{
|
|
"p": 0.0011885041603818536,
|
|
"m": 0.8873342871665955
|
|
},
|
|
{
|
|
"p": 0.010177825577557087,
|
|
"m": 0.8055061101913452
|
|
},
|
|
{
|
|
"p": 0.0004318821302149445,
|
|
"m": 0.3524622619152069
|
|
},
|
|
{
|
|
"p": 0.00414554076269269,
|
|
"m": 0.29377707839012146
|
|
},
|
|
{
|
|
"p": 0.005932123400270939,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0015941060846671462,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 26,
|
|
"train_loss": 1.9722987413406372,
|
|
"val_loss": 1.0306637287139893,
|
|
"acc": 64.8,
|
|
"time": 114.21607203300027,
|
|
"mix_dist": 0.9902769923210144,
|
|
"param": [
|
|
{
|
|
"p": 0.012770133092999458,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043285699211992323,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3017107844352722,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13346906006336212,
|
|
"m": 0.10658568888902664
|
|
},
|
|
{
|
|
"p": 0.012398100458085537,
|
|
"m": 0.5366436839103699
|
|
},
|
|
{
|
|
"p": 0.017588984221220016,
|
|
"m": 0.22138459980487823
|
|
},
|
|
{
|
|
"p": 0.22615140676498413,
|
|
"m": 0.254619836807251
|
|
},
|
|
{
|
|
"p": 0.009145908057689667,
|
|
"m": 0.6700682640075684
|
|
},
|
|
{
|
|
"p": 0.00043285699211992323,
|
|
"m": 0.47730836272239685
|
|
},
|
|
{
|
|
"p": 0.018595729023218155,
|
|
"m": 0.6652421355247498
|
|
},
|
|
{
|
|
"p": 0.14337366819381714,
|
|
"m": 0.2475203275680542
|
|
},
|
|
{
|
|
"p": 0.005087770521640778,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029088683426380157,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010991930030286312,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0274836216121912,
|
|
"m": 0.6738094091415405
|
|
},
|
|
{
|
|
"p": 0.00043285699211992323,
|
|
"m": 0.9932193756103516
|
|
},
|
|
{
|
|
"p": 0.008620526641607285,
|
|
"m": 0.7614104151725769
|
|
},
|
|
{
|
|
"p": 0.009170064702630043,
|
|
"m": 0.8720713257789612
|
|
},
|
|
{
|
|
"p": 0.02192719280719757,
|
|
"m": 0.779953122138977
|
|
},
|
|
{
|
|
"p": 0.004034165292978287,
|
|
"m": 0.3514876961708069
|
|
},
|
|
{
|
|
"p": 0.0008711069822311401,
|
|
"m": 0.2599790692329407
|
|
},
|
|
{
|
|
"p": 0.005789879243820906,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043285699211992323,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 27,
|
|
"train_loss": 2.738048553466797,
|
|
"val_loss": 0.9887709021568298,
|
|
"acc": 65.32,
|
|
"time": 113.21790335100013,
|
|
"mix_dist": 0.9778505563735962,
|
|
"param": [
|
|
{
|
|
"p": 0.012849596329033375,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043531155097298324,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2980344295501709,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1305723935365677,
|
|
"m": 0.13483025133609772
|
|
},
|
|
{
|
|
"p": 0.012177477590739727,
|
|
"m": 0.4909270107746124
|
|
},
|
|
{
|
|
"p": 0.019829003140330315,
|
|
"m": 0.18346528708934784
|
|
},
|
|
{
|
|
"p": 0.22290237247943878,
|
|
"m": 0.24032393097877502
|
|
},
|
|
{
|
|
"p": 0.010689609684050083,
|
|
"m": 0.6342610120773315
|
|
},
|
|
{
|
|
"p": 0.00043531155097298324,
|
|
"m": 0.47880396246910095
|
|
},
|
|
{
|
|
"p": 0.01767987571656704,
|
|
"m": 0.6977455019950867
|
|
},
|
|
{
|
|
"p": 0.13960614800453186,
|
|
"m": 0.2645529508590698
|
|
},
|
|
{
|
|
"p": 0.00043531155097298324,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026478543877601624,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016206327825784683,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.031610000878572464,
|
|
"m": 0.6399909257888794
|
|
},
|
|
{
|
|
"p": 0.00043531155097298324,
|
|
"m": 0.9698042869567871
|
|
},
|
|
{
|
|
"p": 0.008317220956087112,
|
|
"m": 0.7249793410301208
|
|
},
|
|
{
|
|
"p": 0.014503905549645424,
|
|
"m": 0.8539870977401733
|
|
},
|
|
{
|
|
"p": 0.026882123202085495,
|
|
"m": 0.793090283870697
|
|
},
|
|
{
|
|
"p": 0.005193039309233427,
|
|
"m": 0.3643137514591217
|
|
},
|
|
{
|
|
"p": 0.00043531155097298324,
|
|
"m": 0.24560511112213135
|
|
},
|
|
{
|
|
"p": 0.0038561688270419836,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043531155097298324,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 28,
|
|
"train_loss": 2.1324944496154785,
|
|
"val_loss": 0.9702149033546448,
|
|
"acc": 65.61,
|
|
"time": 116.84416875999977,
|
|
"mix_dist": 0.9570719599723816,
|
|
"param": [
|
|
{
|
|
"p": 0.012890211306512356,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004347956564743072,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2976166605949402,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1291472464799881,
|
|
"m": 0.15176895260810852
|
|
},
|
|
{
|
|
"p": 0.011015712283551693,
|
|
"m": 0.47193443775177
|
|
},
|
|
{
|
|
"p": 0.02046116814017296,
|
|
"m": 0.17634224891662598
|
|
},
|
|
{
|
|
"p": 0.2219764143228531,
|
|
"m": 0.24476821720600128
|
|
},
|
|
{
|
|
"p": 0.010704657062888145,
|
|
"m": 0.603265106678009
|
|
},
|
|
{
|
|
"p": 0.0004347956564743072,
|
|
"m": 0.48130494356155396
|
|
},
|
|
{
|
|
"p": 0.016101907938718796,
|
|
"m": 0.6933490037918091
|
|
},
|
|
{
|
|
"p": 0.1382094919681549,
|
|
"m": 0.27163276076316833
|
|
},
|
|
{
|
|
"p": 0.00997611228376627,
|
|
"m": 0.9875498414039612
|
|
},
|
|
{
|
|
"p": 0.0193199310451746,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01867290958762169,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03340454399585724,
|
|
"m": 0.6454036235809326
|
|
},
|
|
{
|
|
"p": 0.0004347956564743072,
|
|
"m": 0.9495548605918884
|
|
},
|
|
{
|
|
"p": 0.005068229977041483,
|
|
"m": 0.6939303278923035
|
|
},
|
|
{
|
|
"p": 0.01528569683432579,
|
|
"m": 0.8495305180549622
|
|
},
|
|
{
|
|
"p": 0.028894204646348953,
|
|
"m": 0.7884179353713989
|
|
},
|
|
{
|
|
"p": 0.0030273154843598604,
|
|
"m": 0.3817528784275055
|
|
},
|
|
{
|
|
"p": 0.0004347956564743072,
|
|
"m": 0.23713946342468262
|
|
},
|
|
{
|
|
"p": 0.0018484776373952627,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.004640041850507259,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 29,
|
|
"train_loss": 1.8895776271820068,
|
|
"val_loss": 1.0375432968139648,
|
|
"acc": 65.14,
|
|
"time": 114.92150432500011,
|
|
"mix_dist": 0.9388445615768433,
|
|
"param": [
|
|
{
|
|
"p": 0.013188909739255905,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0027454758528620005,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.29671338200569153,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12786619365215302,
|
|
"m": 0.17529934644699097
|
|
},
|
|
{
|
|
"p": 0.007014263421297073,
|
|
"m": 0.4643532335758209
|
|
},
|
|
{
|
|
"p": 0.019858919084072113,
|
|
"m": 0.151510089635849
|
|
},
|
|
{
|
|
"p": 0.22047215700149536,
|
|
"m": 0.2503461539745331
|
|
},
|
|
{
|
|
"p": 0.013790812343358994,
|
|
"m": 0.5979607701301575
|
|
},
|
|
{
|
|
"p": 0.00043508768430911005,
|
|
"m": 0.4853765070438385
|
|
},
|
|
{
|
|
"p": 0.015624373219907284,
|
|
"m": 0.6963979005813599
|
|
},
|
|
{
|
|
"p": 0.13912703096866608,
|
|
"m": 0.2744198143482208
|
|
},
|
|
{
|
|
"p": 0.01965952105820179,
|
|
"m": 0.9668896794319153
|
|
},
|
|
{
|
|
"p": 0.01586545631289482,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01901245303452015,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.034199975430965424,
|
|
"m": 0.6879075765609741
|
|
},
|
|
{
|
|
"p": 0.00043508768430911005,
|
|
"m": 0.9338510036468506
|
|
},
|
|
{
|
|
"p": 0.00043508768430911005,
|
|
"m": 0.6711345911026001
|
|
},
|
|
{
|
|
"p": 0.014683113433420658,
|
|
"m": 0.8179560303688049
|
|
},
|
|
{
|
|
"p": 0.029706070199608803,
|
|
"m": 0.7839745879173279
|
|
},
|
|
{
|
|
"p": 0.00043508768430911005,
|
|
"m": 0.3722257912158966
|
|
},
|
|
{
|
|
"p": 0.00043508768430911005,
|
|
"m": 0.23058095574378967
|
|
},
|
|
{
|
|
"p": 0.004296392668038607,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.004000219516456127,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 30,
|
|
"train_loss": 2.390655994415283,
|
|
"val_loss": 0.9645258784294128,
|
|
"acc": 66.2,
|
|
"time": 118.21065732199986,
|
|
"mix_dist": 0.9368249177932739,
|
|
"param": [
|
|
{
|
|
"p": 0.012386152520775795,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.007820922881364822,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3044934570789337,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12555868923664093,
|
|
"m": 0.18734495341777802
|
|
},
|
|
{
|
|
"p": 0.0008315554587170482,
|
|
"m": 0.4557190239429474
|
|
},
|
|
{
|
|
"p": 0.01776229590177536,
|
|
"m": 0.14577616751194
|
|
},
|
|
{
|
|
"p": 0.224821075797081,
|
|
"m": 0.2774815857410431
|
|
},
|
|
{
|
|
"p": 0.015085622668266296,
|
|
"m": 0.5976870059967041
|
|
},
|
|
{
|
|
"p": 0.00043737495434470475,
|
|
"m": 0.4852845072746277
|
|
},
|
|
{
|
|
"p": 0.014414128847420216,
|
|
"m": 0.6756985187530518
|
|
},
|
|
{
|
|
"p": 0.1380818635225296,
|
|
"m": 0.27427712082862854
|
|
},
|
|
{
|
|
"p": 0.020063066855072975,
|
|
"m": 0.9812526702880859
|
|
},
|
|
{
|
|
"p": 0.0022245021536946297,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019458036869764328,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.034773748368024826,
|
|
"m": 0.6881489157676697
|
|
},
|
|
{
|
|
"p": 0.00043737495434470475,
|
|
"m": 0.9250695109367371
|
|
},
|
|
{
|
|
"p": 0.00043737495434470475,
|
|
"m": 0.6645479798316956
|
|
},
|
|
{
|
|
"p": 0.015546890906989574,
|
|
"m": 0.7697888612747192
|
|
},
|
|
{
|
|
"p": 0.0313955694437027,
|
|
"m": 0.7734172940254211
|
|
},
|
|
{
|
|
"p": 0.00043737495434470475,
|
|
"m": 0.3637100160121918
|
|
},
|
|
{
|
|
"p": 0.0038753843400627375,
|
|
"m": 0.22587604820728302
|
|
},
|
|
{
|
|
"p": 0.007605894468724728,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.002051734831184149,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 31,
|
|
"train_loss": 2.416764259338379,
|
|
"val_loss": 0.9875229001045227,
|
|
"acc": 65.48,
|
|
"time": 118.64945282999997,
|
|
"mix_dist": 0.9399071335792542,
|
|
"param": [
|
|
{
|
|
"p": 0.007771349512040615,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.007046653889119625,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.29453521966934204,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11598433554172516,
|
|
"m": 0.20291441679000854
|
|
},
|
|
{
|
|
"p": 0.014177773147821426,
|
|
"m": 0.4463628828525543
|
|
},
|
|
{
|
|
"p": 0.01645234413444996,
|
|
"m": 0.1433095782995224
|
|
},
|
|
{
|
|
"p": 0.21570181846618652,
|
|
"m": 0.29765239357948303
|
|
},
|
|
{
|
|
"p": 0.014651577919721603,
|
|
"m": 0.5984951853752136
|
|
},
|
|
{
|
|
"p": 0.00043472571996971965,
|
|
"m": 0.48493725061416626
|
|
},
|
|
{
|
|
"p": 0.009520860388875008,
|
|
"m": 0.6638533473014832
|
|
},
|
|
{
|
|
"p": 0.12938424944877625,
|
|
"m": 0.24384935200214386
|
|
},
|
|
{
|
|
"p": 0.01733238436281681,
|
|
"m": 0.9649093151092529
|
|
},
|
|
{
|
|
"p": 0.043717339634895325,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016697430983185768,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.032722357660532,
|
|
"m": 0.6811962127685547
|
|
},
|
|
{
|
|
"p": 0.00043472571996971965,
|
|
"m": 0.9118262529373169
|
|
},
|
|
{
|
|
"p": 0.00043472571996971965,
|
|
"m": 0.6577821373939514
|
|
},
|
|
{
|
|
"p": 0.012662234716117382,
|
|
"m": 0.7449225783348083
|
|
},
|
|
{
|
|
"p": 0.03056841902434826,
|
|
"m": 0.7951765060424805
|
|
},
|
|
{
|
|
"p": 0.00043472571996971965,
|
|
"m": 0.347743958234787
|
|
},
|
|
{
|
|
"p": 0.0051916432566940784,
|
|
"m": 0.2285926789045334
|
|
},
|
|
{
|
|
"p": 0.011136030778288841,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.003007241291925311,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 32,
|
|
"train_loss": 2.089798927307129,
|
|
"val_loss": 1.0166054964065552,
|
|
"acc": 65.77,
|
|
"time": 118.84336635299996,
|
|
"mix_dist": 0.9399492144584656,
|
|
"param": [
|
|
{
|
|
"p": 0.005471586249768734,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004380984464660287,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.30568158626556396,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11290644854307175,
|
|
"m": 0.1891772449016571
|
|
},
|
|
{
|
|
"p": 0.0207576472312212,
|
|
"m": 0.46311941742897034
|
|
},
|
|
{
|
|
"p": 0.015207819640636444,
|
|
"m": 0.14843401312828064
|
|
},
|
|
{
|
|
"p": 0.22217418253421783,
|
|
"m": 0.2942494750022888
|
|
},
|
|
{
|
|
"p": 0.012913433834910393,
|
|
"m": 0.6148176789283752
|
|
},
|
|
{
|
|
"p": 0.0004380984464660287,
|
|
"m": 0.481696754693985
|
|
},
|
|
{
|
|
"p": 0.0004380984464660287,
|
|
"m": 0.6675538420677185
|
|
},
|
|
{
|
|
"p": 0.12813854217529297,
|
|
"m": 0.23199328780174255
|
|
},
|
|
{
|
|
"p": 0.010130380280315876,
|
|
"m": 0.9884268045425415
|
|
},
|
|
{
|
|
"p": 0.06020265445113182,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013251964934170246,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03187679871916771,
|
|
"m": 0.678121030330658
|
|
},
|
|
{
|
|
"p": 0.0004380984464660287,
|
|
"m": 0.9237173199653625
|
|
},
|
|
{
|
|
"p": 0.0004380984464660287,
|
|
"m": 0.656718373298645
|
|
},
|
|
{
|
|
"p": 0.01120743714272976,
|
|
"m": 0.7441415190696716
|
|
},
|
|
{
|
|
"p": 0.030530763790011406,
|
|
"m": 0.8154433965682983
|
|
},
|
|
{
|
|
"p": 0.0009356127120554447,
|
|
"m": 0.3458845019340515
|
|
},
|
|
{
|
|
"p": 0.00473863584920764,
|
|
"m": 0.2526264786720276
|
|
},
|
|
{
|
|
"p": 0.011246198788285255,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004380984464660287,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 33,
|
|
"train_loss": 2.194016695022583,
|
|
"val_loss": 0.9408360719680786,
|
|
"acc": 65.14,
|
|
"time": 116.76775595900017,
|
|
"mix_dist": 0.9507100582122803,
|
|
"param": [
|
|
{
|
|
"p": 0.011096048168838024,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.007940576411783695,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.30212366580963135,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10177884995937347,
|
|
"m": 0.14421100914478302
|
|
},
|
|
{
|
|
"p": 0.02227383852005005,
|
|
"m": 0.4809170365333557
|
|
},
|
|
{
|
|
"p": 0.015306779183447361,
|
|
"m": 0.12839969992637634
|
|
},
|
|
{
|
|
"p": 0.21956117451190948,
|
|
"m": 0.2648315131664276
|
|
},
|
|
{
|
|
"p": 0.008858139626681805,
|
|
"m": 0.6369244456291199
|
|
},
|
|
{
|
|
"p": 0.001781929167918861,
|
|
"m": 0.4836210012435913
|
|
},
|
|
{
|
|
"p": 0.01694823056459427,
|
|
"m": 0.676559329032898
|
|
},
|
|
{
|
|
"p": 0.11870919167995453,
|
|
"m": 0.21822591125965118
|
|
},
|
|
{
|
|
"p": 0.006346742156893015,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06537868082523346,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009226546622812748,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02863103337585926,
|
|
"m": 0.6451272368431091
|
|
},
|
|
{
|
|
"p": 0.00043471151730045676,
|
|
"m": 0.9390634298324585
|
|
},
|
|
{
|
|
"p": 0.00043471151730045676,
|
|
"m": 0.6431580781936646
|
|
},
|
|
{
|
|
"p": 0.014882361516356468,
|
|
"m": 0.7440611124038696
|
|
},
|
|
{
|
|
"p": 0.029373539611697197,
|
|
"m": 0.8299691677093506
|
|
},
|
|
{
|
|
"p": 0.0035170181654393673,
|
|
"m": 0.3530180752277374
|
|
},
|
|
{
|
|
"p": 0.0022378219291567802,
|
|
"m": 0.2581227123737335
|
|
},
|
|
{
|
|
"p": 0.012723622843623161,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043471151730045676,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 34,
|
|
"train_loss": 2.1027989387512207,
|
|
"val_loss": 1.0438032150268555,
|
|
"acc": 66.49,
|
|
"time": 117.4125256379998,
|
|
"mix_dist": 0.9638395309448242,
|
|
"param": [
|
|
{
|
|
"p": 0.015810074284672737,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.007042956072837114,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.29686859250068665,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09139566868543625,
|
|
"m": 0.12776650488376617
|
|
},
|
|
{
|
|
"p": 0.02191201224923134,
|
|
"m": 0.4785941243171692
|
|
},
|
|
{
|
|
"p": 0.01344031561166048,
|
|
"m": 0.11250236630439758
|
|
},
|
|
{
|
|
"p": 0.21521006524562836,
|
|
"m": 0.22304421663284302
|
|
},
|
|
{
|
|
"p": 0.007698861416429281,
|
|
"m": 0.6018309593200684
|
|
},
|
|
{
|
|
"p": 0.016232460737228394,
|
|
"m": 0.4942152500152588
|
|
},
|
|
{
|
|
"p": 0.021699750795960426,
|
|
"m": 0.6735778450965881
|
|
},
|
|
{
|
|
"p": 0.11511363834142685,
|
|
"m": 0.20161263644695282
|
|
},
|
|
{
|
|
"p": 0.008332979865372181,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06500079482793808,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006638774648308754,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025502415373921394,
|
|
"m": 0.6038068532943726
|
|
},
|
|
{
|
|
"p": 0.00043561458005569875,
|
|
"m": 0.9452158212661743
|
|
},
|
|
{
|
|
"p": 0.00043561458005569875,
|
|
"m": 0.6496482491493225
|
|
},
|
|
{
|
|
"p": 0.014965689741075039,
|
|
"m": 0.7586566209793091
|
|
},
|
|
{
|
|
"p": 0.02864018827676773,
|
|
"m": 0.8611786365509033
|
|
},
|
|
{
|
|
"p": 0.002585069974884391,
|
|
"m": 0.34206733107566833
|
|
},
|
|
{
|
|
"p": 0.010855610482394695,
|
|
"m": 0.2778211534023285
|
|
},
|
|
{
|
|
"p": 0.013747340999543667,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043561458005569875,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 35,
|
|
"train_loss": 1.9392635822296143,
|
|
"val_loss": 0.9717422723770142,
|
|
"acc": 66.58,
|
|
"time": 117.21454782599994,
|
|
"mix_dist": 0.966552734375,
|
|
"param": [
|
|
{
|
|
"p": 0.01634744182229042,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00261135445907712,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.30053818225860596,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08867119252681732,
|
|
"m": 0.12927788496017456
|
|
},
|
|
{
|
|
"p": 0.02150733210146427,
|
|
"m": 0.4936792552471161
|
|
},
|
|
{
|
|
"p": 0.012048346921801567,
|
|
"m": 0.12213065475225449
|
|
},
|
|
{
|
|
"p": 0.21692727506160736,
|
|
"m": 0.1886722594499588
|
|
},
|
|
{
|
|
"p": 0.008583308197557926,
|
|
"m": 0.5397472381591797
|
|
},
|
|
{
|
|
"p": 0.023673096671700478,
|
|
"m": 0.4803134500980377
|
|
},
|
|
{
|
|
"p": 0.02316749282181263,
|
|
"m": 0.6716923117637634
|
|
},
|
|
{
|
|
"p": 0.11379547417163849,
|
|
"m": 0.16930025815963745
|
|
},
|
|
{
|
|
"p": 0.004324665293097496,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06443122029304504,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0051020546816289425,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022728463634848595,
|
|
"m": 0.5428479313850403
|
|
},
|
|
{
|
|
"p": 0.0004354985139798373,
|
|
"m": 0.9729166626930237
|
|
},
|
|
{
|
|
"p": 0.0004354985139798373,
|
|
"m": 0.6568558216094971
|
|
},
|
|
{
|
|
"p": 0.014043839648365974,
|
|
"m": 0.7742589116096497
|
|
},
|
|
{
|
|
"p": 0.029099786654114723,
|
|
"m": 0.8780500888824463
|
|
},
|
|
{
|
|
"p": 0.0004354985139798373,
|
|
"m": 0.3324699401855469
|
|
},
|
|
{
|
|
"p": 0.015296973288059235,
|
|
"m": 0.2894735038280487
|
|
},
|
|
{
|
|
"p": 0.015360423363745213,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004354985139798373,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 36,
|
|
"train_loss": 2.345663070678711,
|
|
"val_loss": 1.0570101737976074,
|
|
"acc": 66.51,
|
|
"time": 114.1695418649997,
|
|
"mix_dist": 0.9667276740074158,
|
|
"param": [
|
|
{
|
|
"p": 0.014254440553486347,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004354300326667726,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3024190068244934,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08138155192136765,
|
|
"m": 0.10581124573945999
|
|
},
|
|
{
|
|
"p": 0.0211188942193985,
|
|
"m": 0.519515872001648
|
|
},
|
|
{
|
|
"p": 0.011919209733605385,
|
|
"m": 0.1654488444328308
|
|
},
|
|
{
|
|
"p": 0.21767692267894745,
|
|
"m": 0.15664055943489075
|
|
},
|
|
{
|
|
"p": 0.005212900694459677,
|
|
"m": 0.4817783534526825
|
|
},
|
|
{
|
|
"p": 0.02731955796480179,
|
|
"m": 0.48234015703201294
|
|
},
|
|
{
|
|
"p": 0.023300977423787117,
|
|
"m": 0.6716896295547485
|
|
},
|
|
{
|
|
"p": 0.1125272586941719,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.010942853055894375,
|
|
"m": 0.9929823875427246
|
|
},
|
|
{
|
|
"p": 0.06299622356891632,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0048765093088150024,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020915115252137184,
|
|
"m": 0.5584921836853027
|
|
},
|
|
{
|
|
"p": 0.0004354300326667726,
|
|
"m": 0.9956541061401367
|
|
},
|
|
{
|
|
"p": 0.007816687226295471,
|
|
"m": 0.636059582233429
|
|
},
|
|
{
|
|
"p": 0.0113828731700778,
|
|
"m": 0.791098952293396
|
|
},
|
|
{
|
|
"p": 0.02956443279981613,
|
|
"m": 0.8778753876686096
|
|
},
|
|
{
|
|
"p": 0.00047808687668293715,
|
|
"m": 0.3254536986351013
|
|
},
|
|
{
|
|
"p": 0.014617221429944038,
|
|
"m": 0.2630930244922638
|
|
},
|
|
{
|
|
"p": 0.016072936356067657,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0023354978766292334,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 37,
|
|
"train_loss": 2.0659561157226562,
|
|
"val_loss": 0.9038249254226685,
|
|
"acc": 66.2,
|
|
"time": 115.78918892000002,
|
|
"mix_dist": 0.9641366004943848,
|
|
"param": [
|
|
{
|
|
"p": 0.008106031455099583,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004343569453340024,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.30997583270072937,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07776231318712234,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.019914500415325165,
|
|
"m": 0.5135573744773865
|
|
},
|
|
{
|
|
"p": 0.012697944417595863,
|
|
"m": 0.18327829241752625
|
|
},
|
|
{
|
|
"p": 0.22266723215579987,
|
|
"m": 0.1330736130475998
|
|
},
|
|
{
|
|
"p": 0.00494811637327075,
|
|
"m": 0.4553779363632202
|
|
},
|
|
{
|
|
"p": 0.028891971334815025,
|
|
"m": 0.46395230293273926
|
|
},
|
|
{
|
|
"p": 0.022867770865559578,
|
|
"m": 0.6733108162879944
|
|
},
|
|
{
|
|
"p": 0.1091531291604042,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.014951271936297417,
|
|
"m": 0.9839688539505005
|
|
},
|
|
{
|
|
"p": 0.0629618763923645,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008871491998434067,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019953031092882156,
|
|
"m": 0.5687428116798401
|
|
},
|
|
{
|
|
"p": 0.0004343569453340024,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004461868200451136,
|
|
"m": 0.645203709602356
|
|
},
|
|
{
|
|
"p": 0.010756292380392551,
|
|
"m": 0.8042113184928894
|
|
},
|
|
{
|
|
"p": 0.03034438006579876,
|
|
"m": 0.8751866221427917
|
|
},
|
|
{
|
|
"p": 0.0004343569453340024,
|
|
"m": 0.3414769768714905
|
|
},
|
|
{
|
|
"p": 0.013011780567467213,
|
|
"m": 0.24053429067134857
|
|
},
|
|
{
|
|
"p": 0.01596573181450367,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004343569453340024,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 38,
|
|
"train_loss": 2.2404932975769043,
|
|
"val_loss": 0.9945030808448792,
|
|
"acc": 66.34,
|
|
"time": 113.84768283100038,
|
|
"mix_dist": 0.9591676592826843,
|
|
"param": [
|
|
{
|
|
"p": 0.003367844969034195,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043405359610915184,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3030572831630707,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07377202063798904,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.018468692898750305,
|
|
"m": 0.49554306268692017
|
|
},
|
|
{
|
|
"p": 0.0124993696808815,
|
|
"m": 0.1794430911540985
|
|
},
|
|
{
|
|
"p": 0.21673189103603363,
|
|
"m": 0.1041688546538353
|
|
},
|
|
{
|
|
"p": 0.026507318019866943,
|
|
"m": 0.42950332164764404
|
|
},
|
|
{
|
|
"p": 0.028488764539361,
|
|
"m": 0.41103535890579224
|
|
},
|
|
{
|
|
"p": 0.021258370950818062,
|
|
"m": 0.6802922487258911
|
|
},
|
|
{
|
|
"p": 0.10758505016565323,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.016996150836348534,
|
|
"m": 0.9750103950500488
|
|
},
|
|
{
|
|
"p": 0.06011872738599777,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010037804022431374,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.018300550058484077,
|
|
"m": 0.5751152038574219
|
|
},
|
|
{
|
|
"p": 0.00043405359610915184,
|
|
"m": 0.9987593293190002
|
|
},
|
|
{
|
|
"p": 0.00043405359610915184,
|
|
"m": 0.684292197227478
|
|
},
|
|
{
|
|
"p": 0.011277364566922188,
|
|
"m": 0.7986791133880615
|
|
},
|
|
{
|
|
"p": 0.03025079146027565,
|
|
"m": 0.8819955587387085
|
|
},
|
|
{
|
|
"p": 0.00043405359610915184,
|
|
"m": 0.3475450277328491
|
|
},
|
|
{
|
|
"p": 0.011877235025167465,
|
|
"m": 0.20239533483982086
|
|
},
|
|
{
|
|
"p": 0.015763426199555397,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.011905113235116005,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 39,
|
|
"train_loss": 2.2980904579162598,
|
|
"val_loss": 0.865043044090271,
|
|
"acc": 66.39,
|
|
"time": 114.63004940600058,
|
|
"mix_dist": 0.9464563131332397,
|
|
"param": [
|
|
{
|
|
"p": 0.018635869026184082,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004331400850787759,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.29441943764686584,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06927961856126785,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.018771721050143242,
|
|
"m": 0.4815373718738556
|
|
},
|
|
{
|
|
"p": 0.011751885525882244,
|
|
"m": 0.14728786051273346
|
|
},
|
|
{
|
|
"p": 0.20965313911437988,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.035235729068517685,
|
|
"m": 0.4025229513645172
|
|
},
|
|
{
|
|
"p": 0.028082825243473053,
|
|
"m": 0.360686719417572
|
|
},
|
|
{
|
|
"p": 0.017950840294361115,
|
|
"m": 0.696982741355896
|
|
},
|
|
{
|
|
"p": 0.11036118865013123,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.017687564715743065,
|
|
"m": 0.9730660319328308
|
|
},
|
|
{
|
|
"p": 0.057439811527729034,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006530496291816235,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01707959733903408,
|
|
"m": 0.5821038484573364
|
|
},
|
|
{
|
|
"p": 0.0004331400850787759,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0015194101724773645,
|
|
"m": 0.7025415897369385
|
|
},
|
|
{
|
|
"p": 0.01322196051478386,
|
|
"m": 0.7843153476715088
|
|
},
|
|
{
|
|
"p": 0.02902446687221527,
|
|
"m": 0.900585949420929
|
|
},
|
|
{
|
|
"p": 0.0004331400850787759,
|
|
"m": 0.35078930854797363
|
|
},
|
|
{
|
|
"p": 0.007300776895135641,
|
|
"m": 0.17207783460617065
|
|
},
|
|
{
|
|
"p": 0.015840696170926094,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.018913617357611656,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 40,
|
|
"train_loss": 2.189014434814453,
|
|
"val_loss": 1.0189476013183594,
|
|
"acc": 64.78,
|
|
"time": 116.47795293299987,
|
|
"mix_dist": 0.9422158598899841,
|
|
"param": [
|
|
{
|
|
"p": 0.03226058930158615,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.012413077987730503,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2834773361682892,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0670475885272026,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.016949469223618507,
|
|
"m": 0.4299156069755554
|
|
},
|
|
{
|
|
"p": 0.011167334392666817,
|
|
"m": 0.10553102195262909
|
|
},
|
|
{
|
|
"p": 0.20113569498062134,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03839322552084923,
|
|
"m": 0.4239298701286316
|
|
},
|
|
{
|
|
"p": 0.028516734018921852,
|
|
"m": 0.3092012107372284
|
|
},
|
|
{
|
|
"p": 0.01293608546257019,
|
|
"m": 0.7060314416885376
|
|
},
|
|
{
|
|
"p": 0.1119784563779831,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.020852388814091682,
|
|
"m": 0.9701347947120667
|
|
},
|
|
{
|
|
"p": 0.053209397941827774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009876981377601624,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016437502577900887,
|
|
"m": 0.5627116560935974
|
|
},
|
|
{
|
|
"p": 0.0004325598129071295,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.001034672255627811,
|
|
"m": 0.7127776145935059
|
|
},
|
|
{
|
|
"p": 0.014464950188994408,
|
|
"m": 0.7294389605522156
|
|
},
|
|
{
|
|
"p": 0.02793460339307785,
|
|
"m": 0.9271712303161621
|
|
},
|
|
{
|
|
"p": 0.0004325598129071295,
|
|
"m": 0.362402081489563
|
|
},
|
|
{
|
|
"p": 0.0017538022948428988,
|
|
"m": 0.15875749289989471
|
|
},
|
|
{
|
|
"p": 0.017066074535250664,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02022891491651535,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 41,
|
|
"train_loss": 2.3715176582336426,
|
|
"val_loss": 1.110252022743225,
|
|
"acc": 65.94,
|
|
"time": 120.25187957900016,
|
|
"mix_dist": 0.9486135244369507,
|
|
"param": [
|
|
{
|
|
"p": 0.036132123321294785,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01769518107175827,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2768223285675049,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.055189456790685654,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.01738637685775757,
|
|
"m": 0.4126649796962738
|
|
},
|
|
{
|
|
"p": 0.012219385243952274,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.1958080381155014,
|
|
"m": 0.10150999575853348
|
|
},
|
|
{
|
|
"p": 0.03860671445727348,
|
|
"m": 0.42220139503479004
|
|
},
|
|
{
|
|
"p": 0.028086723759770393,
|
|
"m": 0.28052520751953125
|
|
},
|
|
{
|
|
"p": 0.012552608735859394,
|
|
"m": 0.7039173245429993
|
|
},
|
|
{
|
|
"p": 0.11028575152158737,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.022539127618074417,
|
|
"m": 0.9959403276443481
|
|
},
|
|
{
|
|
"p": 0.05092047527432442,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01334222499281168,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014349428936839104,
|
|
"m": 0.5693224668502808
|
|
},
|
|
{
|
|
"p": 0.0004357649013400078,
|
|
"m": 0.9693823456764221
|
|
},
|
|
{
|
|
"p": 0.008486812934279442,
|
|
"m": 0.709103524684906
|
|
},
|
|
{
|
|
"p": 0.016211580485105515,
|
|
"m": 0.6864410042762756
|
|
},
|
|
{
|
|
"p": 0.028030188754200935,
|
|
"m": 0.9395549893379211
|
|
},
|
|
{
|
|
"p": 0.0004357649013400078,
|
|
"m": 0.3678255081176758
|
|
},
|
|
{
|
|
"p": 0.006886618677526712,
|
|
"m": 0.15851952135562897
|
|
},
|
|
{
|
|
"p": 0.017953624948859215,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01962384767830372,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 42,
|
|
"train_loss": 2.1589317321777344,
|
|
"val_loss": 0.980593740940094,
|
|
"acc": 66.0,
|
|
"time": 119.46968411700072,
|
|
"mix_dist": 0.9639586210250854,
|
|
"param": [
|
|
{
|
|
"p": 0.03749731555581093,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.019132006913423538,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.284597247838974,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04145052284002304,
|
|
"m": 0.1007111594080925
|
|
},
|
|
{
|
|
"p": 0.017177818343043327,
|
|
"m": 0.3553403913974762
|
|
},
|
|
{
|
|
"p": 0.01584472879767418,
|
|
"m": 0.11541272699832916
|
|
},
|
|
{
|
|
"p": 0.19955205917358398,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.039298687130212784,
|
|
"m": 0.3926006853580475
|
|
},
|
|
{
|
|
"p": 0.02688424102962017,
|
|
"m": 0.2554200291633606
|
|
},
|
|
{
|
|
"p": 0.012213795445859432,
|
|
"m": 0.7055953741073608
|
|
},
|
|
{
|
|
"p": 0.10273674875497818,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0210745669901371,
|
|
"m": 0.9703167080879211
|
|
},
|
|
{
|
|
"p": 0.049183811992406845,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017646105960011482,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012695723213255405,
|
|
"m": 0.6003164052963257
|
|
},
|
|
{
|
|
"p": 0.0004366258508525789,
|
|
"m": 0.9576324224472046
|
|
},
|
|
{
|
|
"p": 0.011878883466124535,
|
|
"m": 0.6964418888092041
|
|
},
|
|
{
|
|
"p": 0.01767873205244541,
|
|
"m": 0.702688455581665
|
|
},
|
|
{
|
|
"p": 0.028953179717063904,
|
|
"m": 0.9347806572914124
|
|
},
|
|
{
|
|
"p": 0.0004366258508525789,
|
|
"m": 0.36890697479248047
|
|
},
|
|
{
|
|
"p": 0.005237946752458811,
|
|
"m": 0.16012614965438843
|
|
},
|
|
{
|
|
"p": 0.01907212845981121,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0193206574767828,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 43,
|
|
"train_loss": 2.70233416557312,
|
|
"val_loss": 1.1998883485794067,
|
|
"acc": 65.84,
|
|
"time": 120.65207599599944,
|
|
"mix_dist": 0.9641954898834229,
|
|
"param": [
|
|
{
|
|
"p": 0.038752712309360504,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01856229268014431,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.29061728715896606,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03259597346186638,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.01649037003517151,
|
|
"m": 0.3162781000137329
|
|
},
|
|
{
|
|
"p": 0.01720624975860119,
|
|
"m": 0.1319316178560257
|
|
},
|
|
{
|
|
"p": 0.20326970517635345,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03984643891453743,
|
|
"m": 0.37702012062072754
|
|
},
|
|
{
|
|
"p": 0.02638527937233448,
|
|
"m": 0.21274679899215698
|
|
},
|
|
{
|
|
"p": 0.010848809964954853,
|
|
"m": 0.7032724022865295
|
|
},
|
|
{
|
|
"p": 0.09835318475961685,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.018759800121188164,
|
|
"m": 0.9830542802810669
|
|
},
|
|
{
|
|
"p": 0.046210985630750656,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019413283094763756,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012948351912200451,
|
|
"m": 0.6167365312576294
|
|
},
|
|
{
|
|
"p": 0.00192940270062536,
|
|
"m": 0.9331254363059998
|
|
},
|
|
{
|
|
"p": 0.013358916155993938,
|
|
"m": 0.6411879062652588
|
|
},
|
|
{
|
|
"p": 0.018129495903849602,
|
|
"m": 0.7326264381408691
|
|
},
|
|
{
|
|
"p": 0.029523350298404694,
|
|
"m": 0.9263367056846619
|
|
},
|
|
{
|
|
"p": 0.00043601964716799557,
|
|
"m": 0.36075258255004883
|
|
},
|
|
{
|
|
"p": 0.006909418385475874,
|
|
"m": 0.16057121753692627
|
|
},
|
|
{
|
|
"p": 0.01973877102136612,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.019713904708623886,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 44,
|
|
"train_loss": 2.4644744396209717,
|
|
"val_loss": 1.0592349767684937,
|
|
"acc": 66.26,
|
|
"time": 122.61026495399983,
|
|
"mix_dist": 0.9579439163208008,
|
|
"param": [
|
|
{
|
|
"p": 0.04097127541899681,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.017335031181573868,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3063705265522003,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.009457758627831936,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.015118912793695927,
|
|
"m": 0.3073287606239319
|
|
},
|
|
{
|
|
"p": 0.017802858725190163,
|
|
"m": 0.13258886337280273
|
|
},
|
|
{
|
|
"p": 0.2138785719871521,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.04112546145915985,
|
|
"m": 0.3843027353286743
|
|
},
|
|
{
|
|
"p": 0.02713748998939991,
|
|
"m": 0.17684578895568848
|
|
},
|
|
{
|
|
"p": 0.004064842592924833,
|
|
"m": 0.6940072178840637
|
|
},
|
|
{
|
|
"p": 0.0962519571185112,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.015900421887636185,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04363778606057167,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019113585352897644,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012377830222249031,
|
|
"m": 0.6408599019050598
|
|
},
|
|
{
|
|
"p": 0.00596805801615119,
|
|
"m": 0.9128552079200745
|
|
},
|
|
{
|
|
"p": 0.014172091148793697,
|
|
"m": 0.630582332611084
|
|
},
|
|
{
|
|
"p": 0.01917104236781597,
|
|
"m": 0.7209950685501099
|
|
},
|
|
{
|
|
"p": 0.030664190649986267,
|
|
"m": 0.9184565544128418
|
|
},
|
|
{
|
|
"p": 0.0030630987603217363,
|
|
"m": 0.3691764771938324
|
|
},
|
|
{
|
|
"p": 0.003952661529183388,
|
|
"m": 0.14858995378017426
|
|
},
|
|
{
|
|
"p": 0.02124663069844246,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.021217869594693184,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 45,
|
|
"train_loss": 2.272477149963379,
|
|
"val_loss": 0.9298911690711975,
|
|
"acc": 66.55,
|
|
"time": 120.44357878200026,
|
|
"mix_dist": 0.952706515789032,
|
|
"param": [
|
|
{
|
|
"p": 0.041590917855501175,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.014975933358073235,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3119699954986572,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0232822448015213,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.014769289642572403,
|
|
"m": 0.33844462037086487
|
|
},
|
|
{
|
|
"p": 0.015970196574926376,
|
|
"m": 0.15491639077663422
|
|
},
|
|
{
|
|
"p": 0.21666458249092102,
|
|
"m": 0.12183539569377899
|
|
},
|
|
{
|
|
"p": 0.04073086753487587,
|
|
"m": 0.3864806592464447
|
|
},
|
|
{
|
|
"p": 0.026773935183882713,
|
|
"m": 0.15115556120872498
|
|
},
|
|
{
|
|
"p": 0.000434317160397768,
|
|
"m": 0.684737503528595
|
|
},
|
|
{
|
|
"p": 0.08651186525821686,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.011751040816307068,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041326336562633514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017553184181451797,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011711040511727333,
|
|
"m": 0.6524565815925598
|
|
},
|
|
{
|
|
"p": 0.0060985274612903595,
|
|
"m": 0.9231067895889282
|
|
},
|
|
{
|
|
"p": 0.012960238382220268,
|
|
"m": 0.6216856837272644
|
|
},
|
|
{
|
|
"p": 0.020149551331996918,
|
|
"m": 0.7055691480636597
|
|
},
|
|
{
|
|
"p": 0.03031275048851967,
|
|
"m": 0.9190324544906616
|
|
},
|
|
{
|
|
"p": 0.004443448502570391,
|
|
"m": 0.34593379497528076
|
|
},
|
|
{
|
|
"p": 0.006865169387310743,
|
|
"m": 0.12637127935886383
|
|
},
|
|
{
|
|
"p": 0.022021925076842308,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.021132640540599823,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 46,
|
|
"train_loss": 2.1870038509368896,
|
|
"val_loss": 1.1045442819595337,
|
|
"acc": 66.64,
|
|
"time": 120.77450194999983,
|
|
"mix_dist": 0.9407881498336792,
|
|
"param": [
|
|
{
|
|
"p": 0.042555972933769226,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.010748585686087608,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3199922442436218,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02168121002614498,
|
|
"m": 0.10496696829795837
|
|
},
|
|
{
|
|
"p": 0.013494886457920074,
|
|
"m": 0.3383517265319824
|
|
},
|
|
{
|
|
"p": 0.014471565373241901,
|
|
"m": 0.16712327301502228
|
|
},
|
|
{
|
|
"p": 0.2210625857114792,
|
|
"m": 0.17133179306983948
|
|
},
|
|
{
|
|
"p": 0.040151987224817276,
|
|
"m": 0.3652961552143097
|
|
},
|
|
{
|
|
"p": 0.027396945282816887,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0004375111311674118,
|
|
"m": 0.682962954044342
|
|
},
|
|
{
|
|
"p": 0.08777864277362823,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0004375111311674118,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.037866927683353424,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014237547293305397,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013394520618021488,
|
|
"m": 0.6441566944122314
|
|
},
|
|
{
|
|
"p": 0.004016142804175615,
|
|
"m": 0.9302433729171753
|
|
},
|
|
{
|
|
"p": 0.009747766889631748,
|
|
"m": 0.6031498908996582
|
|
},
|
|
{
|
|
"p": 0.021206174045801163,
|
|
"m": 0.7091485857963562
|
|
},
|
|
{
|
|
"p": 0.02990102767944336,
|
|
"m": 0.9156002998352051
|
|
},
|
|
{
|
|
"p": 0.0015575423603877425,
|
|
"m": 0.2716115713119507
|
|
},
|
|
{
|
|
"p": 0.023967597633600235,
|
|
"m": 0.1148751750588417
|
|
},
|
|
{
|
|
"p": 0.022527890279889107,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02136736363172531,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 47,
|
|
"train_loss": 2.3186936378479004,
|
|
"val_loss": 0.9147824048995972,
|
|
"acc": 66.21,
|
|
"time": 119.21623650199945,
|
|
"mix_dist": 0.9313129782676697,
|
|
"param": [
|
|
{
|
|
"p": 0.04277537390589714,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0014468436129391193,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3301372230052948,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01838863641023636,
|
|
"m": 0.10600138455629349
|
|
},
|
|
{
|
|
"p": 0.00808718055486679,
|
|
"m": 0.3290860056877136
|
|
},
|
|
{
|
|
"p": 0.011877032928168774,
|
|
"m": 0.15577107667922974
|
|
},
|
|
{
|
|
"p": 0.22692754864692688,
|
|
"m": 0.19774450361728668
|
|
},
|
|
{
|
|
"p": 0.04010772705078125,
|
|
"m": 0.3503754734992981
|
|
},
|
|
{
|
|
"p": 0.027639705687761307,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.006039443891495466,
|
|
"m": 0.7053031325340271
|
|
},
|
|
{
|
|
"p": 0.08474074304103851,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.002084544626995921,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03527948632836342,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011630401015281677,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010105272755026817,
|
|
"m": 0.648699164390564
|
|
},
|
|
{
|
|
"p": 0.004466987680643797,
|
|
"m": 0.9612187743186951
|
|
},
|
|
{
|
|
"p": 0.0017823877278715372,
|
|
"m": 0.6159104108810425
|
|
},
|
|
{
|
|
"p": 0.020569708198308945,
|
|
"m": 0.742696225643158
|
|
},
|
|
{
|
|
"p": 0.029637690633535385,
|
|
"m": 0.8992673754692078
|
|
},
|
|
{
|
|
"p": 0.007947572506964207,
|
|
"m": 0.2244473099708557
|
|
},
|
|
{
|
|
"p": 0.031794607639312744,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.02425915189087391,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.022274669259786606,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 48,
|
|
"train_loss": 2.5965073108673096,
|
|
"val_loss": 1.083686113357544,
|
|
"acc": 66.77,
|
|
"time": 119.77940363499965,
|
|
"mix_dist": 0.919346809387207,
|
|
"param": [
|
|
{
|
|
"p": 0.04128079116344452,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004350434464868158,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.31925880908966064,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.013573924079537392,
|
|
"m": 0.10206892341375351
|
|
},
|
|
{
|
|
"p": 0.010773184709250927,
|
|
"m": 0.3337900638580322
|
|
},
|
|
{
|
|
"p": 0.012778949923813343,
|
|
"m": 0.16470608115196228
|
|
},
|
|
{
|
|
"p": 0.21915258467197418,
|
|
"m": 0.23406639695167542
|
|
},
|
|
{
|
|
"p": 0.03803250566124916,
|
|
"m": 0.3386853039264679
|
|
},
|
|
{
|
|
"p": 0.027492167428135872,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.010651559568941593,
|
|
"m": 0.7172335386276245
|
|
},
|
|
{
|
|
"p": 0.09142755717039108,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.011978333815932274,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03585327789187431,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008868981152772903,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006892404053360224,
|
|
"m": 0.6522038578987122
|
|
},
|
|
{
|
|
"p": 0.010226234793663025,
|
|
"m": 0.9679917693138123
|
|
},
|
|
{
|
|
"p": 0.0028623801190406084,
|
|
"m": 0.6129723191261292
|
|
},
|
|
{
|
|
"p": 0.018612459301948547,
|
|
"m": 0.7579528093338013
|
|
},
|
|
{
|
|
"p": 0.028829554095864296,
|
|
"m": 0.894138753414154
|
|
},
|
|
{
|
|
"p": 0.012488231994211674,
|
|
"m": 0.10403541475534439
|
|
},
|
|
{
|
|
"p": 0.033594902604818344,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.022936709225177765,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.021999472752213478,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 49,
|
|
"train_loss": 2.0836241245269775,
|
|
"val_loss": 1.0509490966796875,
|
|
"acc": 66.32,
|
|
"time": 120.94497468999998,
|
|
"mix_dist": 0.9120943546295166,
|
|
"param": [
|
|
{
|
|
"p": 0.0404641255736351,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004325424088165164,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.32080453634262085,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.009535061195492744,
|
|
"m": 0.10057789087295532
|
|
},
|
|
{
|
|
"p": 0.0060432907193899155,
|
|
"m": 0.33731183409690857
|
|
},
|
|
{
|
|
"p": 0.0100911445915699,
|
|
"m": 0.16584882140159607
|
|
},
|
|
{
|
|
"p": 0.21859660744667053,
|
|
"m": 0.23769061267375946
|
|
},
|
|
{
|
|
"p": 0.038976993411779404,
|
|
"m": 0.3615516722202301
|
|
},
|
|
{
|
|
"p": 0.030600134283304214,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.011081951670348644,
|
|
"m": 0.7385284304618835
|
|
},
|
|
{
|
|
"p": 0.09803659468889236,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.013251742348074913,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03074171394109726,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008678631857037544,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012511414475739002,
|
|
"m": 0.6532745957374573
|
|
},
|
|
{
|
|
"p": 0.012677227146923542,
|
|
"m": 0.9143921136856079
|
|
},
|
|
{
|
|
"p": 0.0004325424088165164,
|
|
"m": 0.5942026376724243
|
|
},
|
|
{
|
|
"p": 0.01746087148785591,
|
|
"m": 0.7829024195671082
|
|
},
|
|
{
|
|
"p": 0.02965673618018627,
|
|
"m": 0.9089341759681702
|
|
},
|
|
{
|
|
"p": 0.009779500775039196,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03445407375693321,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.023034607991576195,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.022657984867691994,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 50,
|
|
"train_loss": 2.3616740703582764,
|
|
"val_loss": 1.0670509338378906,
|
|
"acc": 67.12,
|
|
"time": 120.40533404300004,
|
|
"mix_dist": 0.9159609079360962,
|
|
"param": [
|
|
{
|
|
"p": 0.037008073180913925,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.004984323401004076,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.297628790140152,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04520433396100998,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0004317193815950304,
|
|
"m": 0.3403404951095581
|
|
},
|
|
{
|
|
"p": 0.009133487939834595,
|
|
"m": 0.16042639315128326
|
|
},
|
|
{
|
|
"p": 0.19973188638687134,
|
|
"m": 0.22287490963935852
|
|
},
|
|
{
|
|
"p": 0.03672860190272331,
|
|
"m": 0.36485227942466736
|
|
},
|
|
{
|
|
"p": 0.031944286078214645,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.010763474740087986,
|
|
"m": 0.7656210660934448
|
|
},
|
|
{
|
|
"p": 0.10240443050861359,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.018130160868167877,
|
|
"m": 0.9990202784538269
|
|
},
|
|
{
|
|
"p": 0.03350695222616196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004288665018975735,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017398180440068245,
|
|
"m": 0.6510175466537476
|
|
},
|
|
{
|
|
"p": 0.014782686717808247,
|
|
"m": 0.8710617423057556
|
|
},
|
|
{
|
|
"p": 0.00774456188082695,
|
|
"m": 0.5894730687141418
|
|
},
|
|
{
|
|
"p": 0.014396109618246555,
|
|
"m": 0.7914971113204956
|
|
},
|
|
{
|
|
"p": 0.030242037028074265,
|
|
"m": 0.9281949996948242
|
|
},
|
|
{
|
|
"p": 0.008021490648388863,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03189655393362045,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.02242203801870346,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.021207202225923538,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 51,
|
|
"train_loss": 2.267240285873413,
|
|
"val_loss": 1.018268346786499,
|
|
"acc": 66.87,
|
|
"time": 121.49859964400002,
|
|
"mix_dist": 0.9125168323516846,
|
|
"param": [
|
|
{
|
|
"p": 0.03645394369959831,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043590684072114527,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.30164679884910583,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05561358481645584,
|
|
"m": 0.10057973861694336
|
|
},
|
|
{
|
|
"p": 0.00043590684072114527,
|
|
"m": 0.3416568338871002
|
|
},
|
|
{
|
|
"p": 0.008704635314643383,
|
|
"m": 0.1545974314212799
|
|
},
|
|
{
|
|
"p": 0.19937556982040405,
|
|
"m": 0.20539845526218414
|
|
},
|
|
{
|
|
"p": 0.03628126531839371,
|
|
"m": 0.37917301058769226
|
|
},
|
|
{
|
|
"p": 0.03395012021064758,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.00463671050965786,
|
|
"m": 0.7827346324920654
|
|
},
|
|
{
|
|
"p": 0.10759174823760986,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.01713750511407852,
|
|
"m": 0.9808667898178101
|
|
},
|
|
{
|
|
"p": 0.0325775183737278,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0012023827293887734,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014293600805103779,
|
|
"m": 0.6396666169166565
|
|
},
|
|
{
|
|
"p": 0.015672078356146812,
|
|
"m": 0.8460443615913391
|
|
},
|
|
{
|
|
"p": 0.006596882827579975,
|
|
"m": 0.5620638728141785
|
|
},
|
|
{
|
|
"p": 0.012828881852328777,
|
|
"m": 0.7920859456062317
|
|
},
|
|
{
|
|
"p": 0.033247001469135284,
|
|
"m": 0.9369279742240906
|
|
},
|
|
{
|
|
"p": 0.006637681275606155,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03073926642537117,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.025135550647974014,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.018805380910634995,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 52,
|
|
"train_loss": 2.114370822906494,
|
|
"val_loss": 0.9989076852798462,
|
|
"acc": 66.81,
|
|
"time": 119.04234086299948,
|
|
"mix_dist": 0.9139808416366577,
|
|
"param": [
|
|
{
|
|
"p": 0.035827089101076126,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004322257300373167,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.29757827520370483,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.056438148021698,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0014920353423804045,
|
|
"m": 0.33428749442100525
|
|
},
|
|
{
|
|
"p": 0.010043264366686344,
|
|
"m": 0.15380211174488068
|
|
},
|
|
{
|
|
"p": 0.194830060005188,
|
|
"m": 0.1710854172706604
|
|
},
|
|
{
|
|
"p": 0.034711066633462906,
|
|
"m": 0.3721116781234741
|
|
},
|
|
{
|
|
"p": 0.03447605296969414,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0004322257300373167,
|
|
"m": 0.7953429222106934
|
|
},
|
|
{
|
|
"p": 0.11453604698181152,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.01624281145632267,
|
|
"m": 0.9783492684364319
|
|
},
|
|
{
|
|
"p": 0.02624630555510521,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010637947358191013,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013028894551098347,
|
|
"m": 0.6287837624549866
|
|
},
|
|
{
|
|
"p": 0.015938907861709595,
|
|
"m": 0.8808817863464355
|
|
},
|
|
{
|
|
"p": 0.007551588583737612,
|
|
"m": 0.5488516092300415
|
|
},
|
|
{
|
|
"p": 0.01465547364205122,
|
|
"m": 0.802327573299408
|
|
},
|
|
{
|
|
"p": 0.035454753786325455,
|
|
"m": 0.972443163394928
|
|
},
|
|
{
|
|
"p": 0.0043110777623951435,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.029655789956450462,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.026545092463493347,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.018934842199087143,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 53,
|
|
"train_loss": 2.3270604610443115,
|
|
"val_loss": 1.180193543434143,
|
|
"acc": 65.43,
|
|
"time": 121.6094039919999,
|
|
"mix_dist": 0.9217832088470459,
|
|
"param": [
|
|
{
|
|
"p": 0.03119163028895855,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043574528535827994,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2839106619358063,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05213562399148941,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0012248754501342773,
|
|
"m": 0.3351297974586487
|
|
},
|
|
{
|
|
"p": 0.008481902070343494,
|
|
"m": 0.15762585401535034
|
|
},
|
|
{
|
|
"p": 0.18572531640529633,
|
|
"m": 0.15693245828151703
|
|
},
|
|
{
|
|
"p": 0.03335973992943764,
|
|
"m": 0.33266928791999817
|
|
},
|
|
{
|
|
"p": 0.03456634655594826,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.012353574857115746,
|
|
"m": 0.8026910424232483
|
|
},
|
|
{
|
|
"p": 0.12136660516262054,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.020375102758407593,
|
|
"m": 0.996924877166748
|
|
},
|
|
{
|
|
"p": 0.019015436992049217,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029758628457784653,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009644663892686367,
|
|
"m": 0.6296966671943665
|
|
},
|
|
{
|
|
"p": 0.015154016204178333,
|
|
"m": 0.8810679316520691
|
|
},
|
|
{
|
|
"p": 0.008265501819550991,
|
|
"m": 0.5721839666366577
|
|
},
|
|
{
|
|
"p": 0.019332759082317352,
|
|
"m": 0.7975711226463318
|
|
},
|
|
{
|
|
"p": 0.03614538535475731,
|
|
"m": 0.9881531596183777
|
|
},
|
|
{
|
|
"p": 0.006302997935563326,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.027227193117141724,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.02661379799246788,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01741255819797516,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 54,
|
|
"train_loss": 2.2370240688323975,
|
|
"val_loss": 0.981507420539856,
|
|
"acc": 66.75,
|
|
"time": 119.61245048700039,
|
|
"mix_dist": 0.9255250692367554,
|
|
"param": [
|
|
{
|
|
"p": 0.026364067569375038,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004354808770585805,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2836030125617981,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04970645159482956,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.005084930919110775,
|
|
"m": 0.3406621217727661
|
|
},
|
|
{
|
|
"p": 0.0004354808770585805,
|
|
"m": 0.15591558814048767
|
|
},
|
|
{
|
|
"p": 0.1840972900390625,
|
|
"m": 0.17904646694660187
|
|
},
|
|
{
|
|
"p": 0.03329942747950554,
|
|
"m": 0.3038845956325531
|
|
},
|
|
{
|
|
"p": 0.03556399419903755,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.012738769873976707,
|
|
"m": 0.8258864879608154
|
|
},
|
|
{
|
|
"p": 0.13016118109226227,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.021029524505138397,
|
|
"m": 0.9913703203201294
|
|
},
|
|
{
|
|
"p": 0.007155411411076784,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038820791989564896,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009414794854819775,
|
|
"m": 0.6237726807594299
|
|
},
|
|
{
|
|
"p": 0.015127288177609444,
|
|
"m": 0.8875237703323364
|
|
},
|
|
{
|
|
"p": 0.012318544089794159,
|
|
"m": 0.5817572474479675
|
|
},
|
|
{
|
|
"p": 0.02322152443230152,
|
|
"m": 0.7981438040733337
|
|
},
|
|
{
|
|
"p": 0.038495276123285294,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.002132943132892251,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.026816559955477715,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.02787233144044876,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.016104867681860924,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 55,
|
|
"train_loss": 2.7763524055480957,
|
|
"val_loss": 0.9740927219390869,
|
|
"acc": 65.83,
|
|
"time": 118.53765251799996,
|
|
"mix_dist": 0.9293879270553589,
|
|
"param": [
|
|
{
|
|
"p": 0.024292996153235435,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00044020512723363936,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2978578209877014,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04632032662630081,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.00044020512723363936,
|
|
"m": 0.3606238067150116
|
|
},
|
|
{
|
|
"p": 0.00044020512723363936,
|
|
"m": 0.1569039672613144
|
|
},
|
|
{
|
|
"p": 0.18817399442195892,
|
|
"m": 0.20168861746788025
|
|
},
|
|
{
|
|
"p": 0.03349459543824196,
|
|
"m": 0.27709516882896423
|
|
},
|
|
{
|
|
"p": 0.03628389909863472,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.009918516501784325,
|
|
"m": 0.8541042804718018
|
|
},
|
|
{
|
|
"p": 0.1321120262145996,
|
|
"m": 0.10376852750778198
|
|
},
|
|
{
|
|
"p": 0.015054226852953434,
|
|
"m": 0.9917206168174744
|
|
},
|
|
{
|
|
"p": 0.00044020512723363936,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04314626753330231,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010887960903346539,
|
|
"m": 0.6249710917472839
|
|
},
|
|
{
|
|
"p": 0.013701850548386574,
|
|
"m": 0.9152706265449524
|
|
},
|
|
{
|
|
"p": 0.01409885473549366,
|
|
"m": 0.6011441946029663
|
|
},
|
|
{
|
|
"p": 0.023489713668823242,
|
|
"m": 0.7946087718009949
|
|
},
|
|
{
|
|
"p": 0.04032016918063164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00044020512723363936,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.028006618842482567,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.02901577390730381,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.011623363010585308,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 56,
|
|
"train_loss": 2.5237607955932617,
|
|
"val_loss": 1.0386139154434204,
|
|
"acc": 67.15,
|
|
"time": 116.13852445200064,
|
|
"mix_dist": 0.9297235012054443,
|
|
"param": [
|
|
{
|
|
"p": 0.017758190631866455,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004360145248938352,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3203749656677246,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04298657178878784,
|
|
"m": 0.10012021660804749
|
|
},
|
|
{
|
|
"p": 0.0024134740233421326,
|
|
"m": 0.36559370160102844
|
|
},
|
|
{
|
|
"p": 0.006606427952647209,
|
|
"m": 0.16188625991344452
|
|
},
|
|
{
|
|
"p": 0.19742675125598907,
|
|
"m": 0.2232469618320465
|
|
},
|
|
{
|
|
"p": 0.03508877754211426,
|
|
"m": 0.24648655951023102
|
|
},
|
|
{
|
|
"p": 0.0362461619079113,
|
|
"m": 0.10159780830144882
|
|
},
|
|
{
|
|
"p": 0.006589353084564209,
|
|
"m": 0.8762994408607483
|
|
},
|
|
{
|
|
"p": 0.12718233466148376,
|
|
"m": 0.10517372190952301
|
|
},
|
|
{
|
|
"p": 0.010006170719861984,
|
|
"m": 0.9919834136962891
|
|
},
|
|
{
|
|
"p": 0.0004360145248938352,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04470399022102356,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0042215255089104176,
|
|
"m": 0.614876925945282
|
|
},
|
|
{
|
|
"p": 0.010343470610678196,
|
|
"m": 0.9176965951919556
|
|
},
|
|
{
|
|
"p": 0.009362258017063141,
|
|
"m": 0.6235998272895813
|
|
},
|
|
{
|
|
"p": 0.020884567871689796,
|
|
"m": 0.7921939492225647
|
|
},
|
|
{
|
|
"p": 0.04239943251013756,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004360145248938352,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.027833515778183937,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.029132727533578873,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.007131276186555624,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 57,
|
|
"train_loss": 2.163499116897583,
|
|
"val_loss": 1.0403180122375488,
|
|
"acc": 66.42,
|
|
"time": 120.91297731800023,
|
|
"mix_dist": 0.9315913915634155,
|
|
"param": [
|
|
{
|
|
"p": 0.008034402504563332,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043464143527671695,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3202766478061676,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04044828936457634,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.014165139757096767,
|
|
"m": 0.36738845705986023
|
|
},
|
|
{
|
|
"p": 0.020649688318371773,
|
|
"m": 0.1754060685634613
|
|
},
|
|
{
|
|
"p": 0.19361612200737,
|
|
"m": 0.24562609195709229
|
|
},
|
|
{
|
|
"p": 0.035219427198171616,
|
|
"m": 0.19345222413539886
|
|
},
|
|
{
|
|
"p": 0.03522832691669464,
|
|
"m": 0.10606321692466736
|
|
},
|
|
{
|
|
"p": 0.00327875092625618,
|
|
"m": 0.8825273513793945
|
|
},
|
|
{
|
|
"p": 0.12529078125953674,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.013903588987886906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013354734517633915,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04338696971535683,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009168474934995174,
|
|
"m": 0.6157344579696655
|
|
},
|
|
{
|
|
"p": 0.00825913343578577,
|
|
"m": 0.9095024466514587
|
|
},
|
|
{
|
|
"p": 0.00043464143527671695,
|
|
"m": 0.6458896398544312
|
|
},
|
|
{
|
|
"p": 0.01801403984427452,
|
|
"m": 0.7831056714057922
|
|
},
|
|
{
|
|
"p": 0.04123421385884285,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043464143527671695,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.026940565556287766,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.02779226005077362,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043464143527671695,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 58,
|
|
"train_loss": 2.5275893211364746,
|
|
"val_loss": 0.9685352444648743,
|
|
"acc": 66.2,
|
|
"time": 118.52109181200012,
|
|
"mix_dist": 0.9498400092124939,
|
|
"param": [
|
|
{
|
|
"p": 0.0004386008658912033,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004386008658912033,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.33358561992645264,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.033943578600883484,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.019346242770552635,
|
|
"m": 0.3721741735935211
|
|
},
|
|
{
|
|
"p": 0.026877621188759804,
|
|
"m": 0.20873130857944489
|
|
},
|
|
{
|
|
"p": 0.19720591604709625,
|
|
"m": 0.23551946878433228
|
|
},
|
|
{
|
|
"p": 0.034916333854198456,
|
|
"m": 0.16155487298965454
|
|
},
|
|
{
|
|
"p": 0.03402796387672424,
|
|
"m": 0.14399226009845734
|
|
},
|
|
{
|
|
"p": 0.0004386008658912033,
|
|
"m": 0.8819050788879395
|
|
},
|
|
{
|
|
"p": 0.11275645345449448,
|
|
"m": 0.10923227667808533
|
|
},
|
|
{
|
|
"p": 0.008028739131987095,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020121870562434196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04413805902004242,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013298033736646175,
|
|
"m": 0.6049103736877441
|
|
},
|
|
{
|
|
"p": 0.005164780654013157,
|
|
"m": 0.9087479710578918
|
|
},
|
|
{
|
|
"p": 0.0004386008658912033,
|
|
"m": 0.6541898846626282
|
|
},
|
|
{
|
|
"p": 0.016829662024974823,
|
|
"m": 0.7647054195404053
|
|
},
|
|
{
|
|
"p": 0.041797276586294174,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004386008658912033,
|
|
"m": 0.10735341906547546
|
|
},
|
|
{
|
|
"p": 0.02713717520236969,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.028193235397338867,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004386008658912033,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 59,
|
|
"train_loss": 2.3899662494659424,
|
|
"val_loss": 0.901570737361908,
|
|
"acc": 66.68,
|
|
"time": 112.8417753169997,
|
|
"mix_dist": 0.9613617658615112,
|
|
"param": [
|
|
{
|
|
"p": 0.00043749017640948296,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043749017640948296,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.34659698605537415,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03227987140417099,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.02197987027466297,
|
|
"m": 0.355731338262558
|
|
},
|
|
{
|
|
"p": 0.030166102573275566,
|
|
"m": 0.2559168040752411
|
|
},
|
|
{
|
|
"p": 0.20289328694343567,
|
|
"m": 0.21763232350349426
|
|
},
|
|
{
|
|
"p": 0.03529684245586395,
|
|
"m": 0.16537608206272125
|
|
},
|
|
{
|
|
"p": 0.03282826021313667,
|
|
"m": 0.1797839254140854
|
|
},
|
|
{
|
|
"p": 0.0026877650525420904,
|
|
"m": 0.87824946641922
|
|
},
|
|
{
|
|
"p": 0.09652969986200333,
|
|
"m": 0.12528333067893982
|
|
},
|
|
{
|
|
"p": 0.00043749017640948296,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02016516402363777,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04519756883382797,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013626082800328732,
|
|
"m": 0.5812425017356873
|
|
},
|
|
{
|
|
"p": 0.0006608476396650076,
|
|
"m": 0.9311577677726746
|
|
},
|
|
{
|
|
"p": 0.00043749017640948296,
|
|
"m": 0.6569268107414246
|
|
},
|
|
{
|
|
"p": 0.016433952376246452,
|
|
"m": 0.7523316144943237
|
|
},
|
|
{
|
|
"p": 0.04238852858543396,
|
|
"m": 0.9996113777160645
|
|
},
|
|
{
|
|
"p": 0.0007765168556943536,
|
|
"m": 0.11112698912620544
|
|
},
|
|
{
|
|
"p": 0.028484415262937546,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.02882079780101776,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043749017640948296,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 60,
|
|
"train_loss": 1.938387393951416,
|
|
"val_loss": 0.9545080065727234,
|
|
"acc": 66.56,
|
|
"time": 111.24560409100013,
|
|
"mix_dist": 0.9666264057159424,
|
|
"param": [
|
|
{
|
|
"p": 0.000435421708971262,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.008871275931596756,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3496543765068054,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03012462705373764,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.02233637496829033,
|
|
"m": 0.3471492528915405
|
|
},
|
|
{
|
|
"p": 0.03073742240667343,
|
|
"m": 0.20865212380886078
|
|
},
|
|
{
|
|
"p": 0.20334304869174957,
|
|
"m": 0.22264322638511658
|
|
},
|
|
{
|
|
"p": 0.03428573161363602,
|
|
"m": 0.1608659327030182
|
|
},
|
|
{
|
|
"p": 0.031270548701286316,
|
|
"m": 0.20299875736236572
|
|
},
|
|
{
|
|
"p": 0.006200020667165518,
|
|
"m": 0.8786431550979614
|
|
},
|
|
{
|
|
"p": 0.07775885611772537,
|
|
"m": 0.13442346453666687
|
|
},
|
|
{
|
|
"p": 0.01003513764590025,
|
|
"m": 0.9969444274902344
|
|
},
|
|
{
|
|
"p": 0.020345253869891167,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044653721153736115,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012009050697088242,
|
|
"m": 0.5734531283378601
|
|
},
|
|
{
|
|
"p": 0.001746514462865889,
|
|
"m": 0.9361708164215088
|
|
},
|
|
{
|
|
"p": 0.000435421708971262,
|
|
"m": 0.6683782935142517
|
|
},
|
|
{
|
|
"p": 0.015020710416138172,
|
|
"m": 0.7371857762336731
|
|
},
|
|
{
|
|
"p": 0.04235135763883591,
|
|
"m": 0.9918771982192993
|
|
},
|
|
{
|
|
"p": 0.000435421708971262,
|
|
"m": 0.1038704514503479
|
|
},
|
|
{
|
|
"p": 0.028543204069137573,
|
|
"m": 0.10012613981962204
|
|
},
|
|
{
|
|
"p": 0.028971122577786446,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.000435421708971262,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 61,
|
|
"train_loss": 2.3039677143096924,
|
|
"val_loss": 1.1027649641036987,
|
|
"acc": 67.28,
|
|
"time": 117.23623841100016,
|
|
"mix_dist": 0.9521775841712952,
|
|
"param": [
|
|
{
|
|
"p": 0.003064381657168269,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.010062254033982754,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3603019118309021,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02597183547914028,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.022442428395152092,
|
|
"m": 0.3480369746685028
|
|
},
|
|
{
|
|
"p": 0.030342768877744675,
|
|
"m": 0.11153946816921234
|
|
},
|
|
{
|
|
"p": 0.20707781612873077,
|
|
"m": 0.20246285200119019
|
|
},
|
|
{
|
|
"p": 0.033542465418577194,
|
|
"m": 0.1200844943523407
|
|
},
|
|
{
|
|
"p": 0.03153213858604431,
|
|
"m": 0.21786028146743774
|
|
},
|
|
{
|
|
"p": 0.012156856246292591,
|
|
"m": 0.8866807818412781
|
|
},
|
|
{
|
|
"p": 0.06477056443691254,
|
|
"m": 0.12038151174783707
|
|
},
|
|
{
|
|
"p": 0.012175941839814186,
|
|
"m": 0.9900545477867126
|
|
},
|
|
{
|
|
"p": 0.018704771995544434,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0449640192091465,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006815109867602587,
|
|
"m": 0.5495653748512268
|
|
},
|
|
{
|
|
"p": 0.003601871430873871,
|
|
"m": 0.9304202198982239
|
|
},
|
|
{
|
|
"p": 0.000433830835390836,
|
|
"m": 0.6850216388702393
|
|
},
|
|
{
|
|
"p": 0.00913445744663477,
|
|
"m": 0.7426139712333679
|
|
},
|
|
{
|
|
"p": 0.04384305700659752,
|
|
"m": 0.9841453433036804
|
|
},
|
|
{
|
|
"p": 0.000433830835390836,
|
|
"m": 0.10382919758558273
|
|
},
|
|
{
|
|
"p": 0.028711555525660515,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.029482383280992508,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.000433830835390836,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 62,
|
|
"train_loss": 2.2578110694885254,
|
|
"val_loss": 0.9900702834129333,
|
|
"acc": 66.65,
|
|
"time": 116.92348093700002,
|
|
"mix_dist": 0.954913318157196,
|
|
"param": [
|
|
{
|
|
"p": 0.016162749379873276,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01069294661283493,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.33668220043182373,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.030122920870780945,
|
|
"m": 0.10413122922182083
|
|
},
|
|
{
|
|
"p": 0.02055259980261326,
|
|
"m": 0.4033467471599579
|
|
},
|
|
{
|
|
"p": 0.027888519689440727,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.1929449439048767,
|
|
"m": 0.18211528658866882
|
|
},
|
|
{
|
|
"p": 0.031211545690894127,
|
|
"m": 0.11076579242944717
|
|
},
|
|
{
|
|
"p": 0.029905594885349274,
|
|
"m": 0.21258597075939178
|
|
},
|
|
{
|
|
"p": 0.018408672884106636,
|
|
"m": 0.890770673751831
|
|
},
|
|
{
|
|
"p": 0.06761401146650314,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.012851385399699211,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01894243061542511,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04159447178244591,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007125089410692453,
|
|
"m": 0.5245473980903625
|
|
},
|
|
{
|
|
"p": 0.014056137762963772,
|
|
"m": 0.9487844705581665
|
|
},
|
|
{
|
|
"p": 0.005854079499840736,
|
|
"m": 0.7003483176231384
|
|
},
|
|
{
|
|
"p": 0.007633069530129433,
|
|
"m": 0.7320868968963623
|
|
},
|
|
{
|
|
"p": 0.04172142967581749,
|
|
"m": 0.9729384779930115
|
|
},
|
|
{
|
|
"p": 0.007399486843496561,
|
|
"m": 0.10143227130174637
|
|
},
|
|
{
|
|
"p": 0.026221351698040962,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.027923177927732468,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.006491249427199364,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 63,
|
|
"train_loss": 1.9874451160430908,
|
|
"val_loss": 1.0998443365097046,
|
|
"acc": 67.11,
|
|
"time": 116.14997678700001,
|
|
"mix_dist": 0.9603791832923889,
|
|
"param": [
|
|
{
|
|
"p": 0.02276827022433281,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.010211979039013386,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3257695436477661,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.030845658853650093,
|
|
"m": 0.10651717334985733
|
|
},
|
|
{
|
|
"p": 0.018636608496308327,
|
|
"m": 0.43424949049949646
|
|
},
|
|
{
|
|
"p": 0.026169147342443466,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.18450607359409332,
|
|
"m": 0.1690191775560379
|
|
},
|
|
{
|
|
"p": 0.030252773314714432,
|
|
"m": 0.10237903147935867
|
|
},
|
|
{
|
|
"p": 0.029696738347411156,
|
|
"m": 0.19074606895446777
|
|
},
|
|
{
|
|
"p": 0.01912223920226097,
|
|
"m": 0.8753960132598877
|
|
},
|
|
{
|
|
"p": 0.0701771080493927,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.009163802489638329,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019066479057073593,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.039594169706106186,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00807780772447586,
|
|
"m": 0.5123879313468933
|
|
},
|
|
{
|
|
"p": 0.019515646621584892,
|
|
"m": 0.9949555397033691
|
|
},
|
|
{
|
|
"p": 0.012667376548051834,
|
|
"m": 0.6912356019020081
|
|
},
|
|
{
|
|
"p": 0.009509753435850143,
|
|
"m": 0.7207058668136597
|
|
},
|
|
{
|
|
"p": 0.04127153754234314,
|
|
"m": 0.9499636888504028
|
|
},
|
|
{
|
|
"p": 0.007269778288900852,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.024520430713891983,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.027314839884638786,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.013872244395315647,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 64,
|
|
"train_loss": 2.257136821746826,
|
|
"val_loss": 0.7594189047813416,
|
|
"acc": 67.19,
|
|
"time": 119.22227771399957,
|
|
"mix_dist": 0.9512863159179688,
|
|
"param": [
|
|
{
|
|
"p": 0.026117123663425446,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.005449575372040272,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3296780288219452,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.030483966693282127,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.017278192564845085,
|
|
"m": 0.4456123411655426
|
|
},
|
|
{
|
|
"p": 0.02563413977622986,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.18382741510868073,
|
|
"m": 0.15738503634929657
|
|
},
|
|
{
|
|
"p": 0.029332973062992096,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.029999680817127228,
|
|
"m": 0.15278519690036774
|
|
},
|
|
{
|
|
"p": 0.017959613353013992,
|
|
"m": 0.8642199635505676
|
|
},
|
|
{
|
|
"p": 0.07449234277009964,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0026384771335870028,
|
|
"m": 0.9996189475059509
|
|
},
|
|
{
|
|
"p": 0.01815885677933693,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03902629390358925,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006885441020131111,
|
|
"m": 0.5103651285171509
|
|
},
|
|
{
|
|
"p": 0.023252224549651146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014593508094549179,
|
|
"m": 0.6820496320724487
|
|
},
|
|
{
|
|
"p": 0.009872359223663807,
|
|
"m": 0.7226242423057556
|
|
},
|
|
{
|
|
"p": 0.042566608637571335,
|
|
"m": 0.9352525472640991
|
|
},
|
|
{
|
|
"p": 0.002606357214972377,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0242797639220953,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.027583224698901176,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01828382909297943,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 65,
|
|
"train_loss": 2.2946555614471436,
|
|
"val_loss": 0.9617257714271545,
|
|
"acc": 65.91,
|
|
"time": 116.67742366200036,
|
|
"mix_dist": 0.9462471008300781,
|
|
"param": [
|
|
{
|
|
"p": 0.027000412344932556,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004339384031482041,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.32353711128234863,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.030427588149905205,
|
|
"m": 0.1012820154428482
|
|
},
|
|
{
|
|
"p": 0.016856255009770393,
|
|
"m": 0.4641355276107788
|
|
},
|
|
{
|
|
"p": 0.02419408969581127,
|
|
"m": 0.1050996482372284
|
|
},
|
|
{
|
|
"p": 0.17742425203323364,
|
|
"m": 0.16263753175735474
|
|
},
|
|
{
|
|
"p": 0.027082232758402824,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0300153698772192,
|
|
"m": 0.10356488078832626
|
|
},
|
|
{
|
|
"p": 0.016784096136689186,
|
|
"m": 0.8624151349067688
|
|
},
|
|
{
|
|
"p": 0.08472632616758347,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.017395947128534317,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01904970593750477,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.037235867232084274,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0022947865072637796,
|
|
"m": 0.5249872207641602
|
|
},
|
|
{
|
|
"p": 0.02450021170079708,
|
|
"m": 0.9899289011955261
|
|
},
|
|
{
|
|
"p": 0.014983625151216984,
|
|
"m": 0.672367513179779
|
|
},
|
|
{
|
|
"p": 0.012540032155811787,
|
|
"m": 0.7141244411468506
|
|
},
|
|
{
|
|
"p": 0.04261495918035507,
|
|
"m": 0.9090979099273682
|
|
},
|
|
{
|
|
"p": 0.0008170767687261105,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.022691957652568817,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.02710995264351368,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02028421126306057,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 66,
|
|
"train_loss": 2.3296959400177,
|
|
"val_loss": 0.8619727492332458,
|
|
"acc": 67.37,
|
|
"time": 118.69285979300003,
|
|
"mix_dist": 0.9385480880737305,
|
|
"param": [
|
|
{
|
|
"p": 0.02711419016122818,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004348258953541517,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3179647624492645,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.030007971450686455,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.014715275727212429,
|
|
"m": 0.4438861310482025
|
|
},
|
|
{
|
|
"p": 0.022700117900967598,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.17380811274051666,
|
|
"m": 0.1710623949766159
|
|
},
|
|
{
|
|
"p": 0.024594685062766075,
|
|
"m": 0.11821328848600388
|
|
},
|
|
{
|
|
"p": 0.031202800571918488,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.015182830393314362,
|
|
"m": 0.8234204053878784
|
|
},
|
|
{
|
|
"p": 0.09536948055028915,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.024691499769687653,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01927485316991806,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0359610877931118,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004348258953541517,
|
|
"m": 0.5281948447227478
|
|
},
|
|
{
|
|
"p": 0.02537340484559536,
|
|
"m": 0.9882127046585083
|
|
},
|
|
{
|
|
"p": 0.015886230394244194,
|
|
"m": 0.6620237827301025
|
|
},
|
|
{
|
|
"p": 0.01574663631618023,
|
|
"m": 0.7049660682678223
|
|
},
|
|
{
|
|
"p": 0.04232585430145264,
|
|
"m": 0.8952726125717163
|
|
},
|
|
{
|
|
"p": 0.0004348258953541517,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.021118266507983208,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.026075858622789383,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.019581805914640427,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 67,
|
|
"train_loss": 2.532911539077759,
|
|
"val_loss": 0.9398996233940125,
|
|
"acc": 66.7,
|
|
"time": 114.91000323300068,
|
|
"mix_dist": 0.9377074837684631,
|
|
"param": [
|
|
{
|
|
"p": 0.027048654854297638,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043674797052517533,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3220333755016327,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03273671120405197,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.012399761937558651,
|
|
"m": 0.43587392568588257
|
|
},
|
|
{
|
|
"p": 0.0213988795876503,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.17188383638858795,
|
|
"m": 0.18763749301433563
|
|
},
|
|
{
|
|
"p": 0.02106931433081627,
|
|
"m": 0.14493069052696228
|
|
},
|
|
{
|
|
"p": 0.03171335533261299,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.01596630923449993,
|
|
"m": 0.803891658782959
|
|
},
|
|
{
|
|
"p": 0.09593760222196579,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.026728423312306404,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015539498999714851,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03521975874900818,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0033138759899884462,
|
|
"m": 0.5306326150894165
|
|
},
|
|
{
|
|
"p": 0.026648681610822678,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017240174114704132,
|
|
"m": 0.6603057384490967
|
|
},
|
|
{
|
|
"p": 0.015561592765152454,
|
|
"m": 0.6873881816864014
|
|
},
|
|
{
|
|
"p": 0.04265947639942169,
|
|
"m": 0.9004716277122498
|
|
},
|
|
{
|
|
"p": 0.00043674797052517533,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.01953347586095333,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.02624424174427986,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.018249457702040672,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 68,
|
|
"train_loss": 2.25162410736084,
|
|
"val_loss": 1.0619739294052124,
|
|
"acc": 67.61,
|
|
"time": 119.960180262,
|
|
"mix_dist": 0.9369702339172363,
|
|
"param": [
|
|
{
|
|
"p": 0.026237498968839645,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043730202014558017,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.33849605917930603,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03262565657496452,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.012544980272650719,
|
|
"m": 0.4327827990055084
|
|
},
|
|
{
|
|
"p": 0.0186482984572649,
|
|
"m": 0.10174570977687836
|
|
},
|
|
{
|
|
"p": 0.1735009402036667,
|
|
"m": 0.1908014714717865
|
|
},
|
|
{
|
|
"p": 0.018852470442652702,
|
|
"m": 0.1707300841808319
|
|
},
|
|
{
|
|
"p": 0.03385050594806671,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.015669768676161766,
|
|
"m": 0.8175478577613831
|
|
},
|
|
{
|
|
"p": 0.0942804217338562,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.024609243497252464,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00999176874756813,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03508346155285835,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043730202014558017,
|
|
"m": 0.5197070240974426
|
|
},
|
|
{
|
|
"p": 0.027829278260469437,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017906151711940765,
|
|
"m": 0.6522988080978394
|
|
},
|
|
{
|
|
"p": 0.013119271956384182,
|
|
"m": 0.6829735636711121
|
|
},
|
|
{
|
|
"p": 0.04409918561577797,
|
|
"m": 0.900793731212616
|
|
},
|
|
{
|
|
"p": 0.00043730202014558017,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.018646160140633583,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.026342881843447685,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.016354063525795937,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 69,
|
|
"train_loss": 2.4960646629333496,
|
|
"val_loss": 0.9540762305259705,
|
|
"acc": 66.53,
|
|
"time": 121.2099540270001,
|
|
"mix_dist": 0.9399273991584778,
|
|
"param": [
|
|
{
|
|
"p": 0.02241523191332817,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043289619497954845,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.326976478099823,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.025978874415159225,
|
|
"m": 0.10014209151268005
|
|
},
|
|
{
|
|
"p": 0.012457625940442085,
|
|
"m": 0.4138980209827423
|
|
},
|
|
{
|
|
"p": 0.0185070987790823,
|
|
"m": 0.10227002948522568
|
|
},
|
|
{
|
|
"p": 0.165415421128273,
|
|
"m": 0.1965862512588501
|
|
},
|
|
{
|
|
"p": 0.016529692336916924,
|
|
"m": 0.19882749021053314
|
|
},
|
|
{
|
|
"p": 0.034845802932977676,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.013690555468201637,
|
|
"m": 0.8383426070213318
|
|
},
|
|
{
|
|
"p": 0.10464411973953247,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.025400996208190918,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007188685238361359,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03260813280940056,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02687094546854496,
|
|
"m": 0.4993731677532196
|
|
},
|
|
{
|
|
"p": 0.02705085463821888,
|
|
"m": 0.9912510514259338
|
|
},
|
|
{
|
|
"p": 0.019066637381911278,
|
|
"m": 0.6559668779373169
|
|
},
|
|
{
|
|
"p": 0.018159106373786926,
|
|
"m": 0.6936912536621094
|
|
},
|
|
{
|
|
"p": 0.04295177012681961,
|
|
"m": 0.8986958265304565
|
|
},
|
|
{
|
|
"p": 0.00043289619497954845,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.01694793999195099,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.026358887553215027,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.015069389715790749,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 70,
|
|
"train_loss": 2.603567361831665,
|
|
"val_loss": 0.8756841421127319,
|
|
"acc": 66.66,
|
|
"time": 121.29127107200111,
|
|
"mix_dist": 0.939329206943512,
|
|
"param": [
|
|
{
|
|
"p": 0.022881507873535156,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004372773109935224,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3285353481769562,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.022259369492530823,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.006156063172966242,
|
|
"m": 0.3910452127456665
|
|
},
|
|
{
|
|
"p": 0.018552327528595924,
|
|
"m": 0.11879941821098328
|
|
},
|
|
{
|
|
"p": 0.1613970845937729,
|
|
"m": 0.1915998011827469
|
|
},
|
|
{
|
|
"p": 0.016577573493123055,
|
|
"m": 0.1985701620578766
|
|
},
|
|
{
|
|
"p": 0.035251274704933167,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.011907362379133701,
|
|
"m": 0.8493245244026184
|
|
},
|
|
{
|
|
"p": 0.11346356570720673,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.02490515634417534,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007916407659649849,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.031052114441990852,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03760477527976036,
|
|
"m": 0.5393254160881042
|
|
},
|
|
{
|
|
"p": 0.026630040258169174,
|
|
"m": 0.9958562254905701
|
|
},
|
|
{
|
|
"p": 0.01915297843515873,
|
|
"m": 0.6438905596733093
|
|
},
|
|
{
|
|
"p": 0.0201689675450325,
|
|
"m": 0.6962640881538391
|
|
},
|
|
{
|
|
"p": 0.04217423126101494,
|
|
"m": 0.9139576554298401
|
|
},
|
|
{
|
|
"p": 0.0004372773109935224,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.013742447830736637,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.026330402120947838,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.012466452084481716,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 71,
|
|
"train_loss": 2.5656464099884033,
|
|
"val_loss": 1.208066463470459,
|
|
"acc": 67.26,
|
|
"time": 120.1143323870001,
|
|
"mix_dist": 0.9447733163833618,
|
|
"param": [
|
|
{
|
|
"p": 0.023481080308556557,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.000437980197602883,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.34776511788368225,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.008796204812824726,
|
|
"m": 0.10196177661418915
|
|
},
|
|
{
|
|
"p": 0.000437980197602883,
|
|
"m": 0.37928786873817444
|
|
},
|
|
{
|
|
"p": 0.019832197576761246,
|
|
"m": 0.1453946977853775
|
|
},
|
|
{
|
|
"p": 0.1649589091539383,
|
|
"m": 0.18247494101524353
|
|
},
|
|
{
|
|
"p": 0.014687529765069485,
|
|
"m": 0.19165445864200592
|
|
},
|
|
{
|
|
"p": 0.03715299814939499,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.009892427362501621,
|
|
"m": 0.8640926480293274
|
|
},
|
|
{
|
|
"p": 0.11062760651111603,
|
|
"m": 0.10361815989017487
|
|
},
|
|
{
|
|
"p": 0.024133259430527687,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.000437980197602883,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030737031251192093,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04412764310836792,
|
|
"m": 0.5712736248970032
|
|
},
|
|
{
|
|
"p": 0.026926880702376366,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.018988043069839478,
|
|
"m": 0.6320368647575378
|
|
},
|
|
{
|
|
"p": 0.02214207500219345,
|
|
"m": 0.6792966723442078
|
|
},
|
|
{
|
|
"p": 0.04347066953778267,
|
|
"m": 0.9002984762191772
|
|
},
|
|
{
|
|
"p": 0.000437980197602883,
|
|
"m": 0.10609541088342667
|
|
},
|
|
{
|
|
"p": 0.01461009681224823,
|
|
"m": 0.10867603868246078
|
|
},
|
|
{
|
|
"p": 0.026350097730755806,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.009568266570568085,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 72,
|
|
"train_loss": 2.7952663898468018,
|
|
"val_loss": 0.9025014638900757,
|
|
"acc": 68.36,
|
|
"time": 121.82886904100087,
|
|
"mix_dist": 0.9578569531440735,
|
|
"param": [
|
|
{
|
|
"p": 0.024058222770690918,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004360547463875264,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3510577976703644,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.016051992774009705,
|
|
"m": 0.1016015112400055
|
|
},
|
|
{
|
|
"p": 0.008949107490479946,
|
|
"m": 0.3891403079032898
|
|
},
|
|
{
|
|
"p": 0.01832418330013752,
|
|
"m": 0.1336052566766739
|
|
},
|
|
{
|
|
"p": 0.16202938556671143,
|
|
"m": 0.1641010195016861
|
|
},
|
|
{
|
|
"p": 0.015357633121311665,
|
|
"m": 0.21155165135860443
|
|
},
|
|
{
|
|
"p": 0.03733491897583008,
|
|
"m": 0.12303773313760757
|
|
},
|
|
{
|
|
"p": 0.0029065527487546206,
|
|
"m": 0.875766396522522
|
|
},
|
|
{
|
|
"p": 0.09854312986135483,
|
|
"m": 0.12275741994380951
|
|
},
|
|
{
|
|
"p": 0.021580077707767487,
|
|
"m": 0.9914248585700989
|
|
},
|
|
{
|
|
"p": 0.00601927749812603,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028690466657280922,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04670339077711105,
|
|
"m": 0.5554730892181396
|
|
},
|
|
{
|
|
"p": 0.02666506916284561,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02077319286763668,
|
|
"m": 0.6216402649879456
|
|
},
|
|
{
|
|
"p": 0.02215849980711937,
|
|
"m": 0.6726799607276917
|
|
},
|
|
{
|
|
"p": 0.044209420680999756,
|
|
"m": 0.8891882300376892
|
|
},
|
|
{
|
|
"p": 0.0004360547463875264,
|
|
"m": 0.12044361233711243
|
|
},
|
|
{
|
|
"p": 0.01441007200628519,
|
|
"m": 0.11990948766469955
|
|
},
|
|
{
|
|
"p": 0.025020917877554893,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.008284546434879303,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 73,
|
|
"train_loss": 2.3986480236053467,
|
|
"val_loss": 1.0538665056228638,
|
|
"acc": 67.39,
|
|
"time": 117.97852931899979,
|
|
"mix_dist": 0.9561974406242371,
|
|
"param": [
|
|
{
|
|
"p": 0.02406030148267746,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004361368191894144,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3567824363708496,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02002246119081974,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.007350931875407696,
|
|
"m": 0.4042009115219116
|
|
},
|
|
{
|
|
"p": 0.015332157723605633,
|
|
"m": 0.10785647481679916
|
|
},
|
|
{
|
|
"p": 0.16060306131839752,
|
|
"m": 0.15393729507923126
|
|
},
|
|
{
|
|
"p": 0.015938650816679,
|
|
"m": 0.22937878966331482
|
|
},
|
|
{
|
|
"p": 0.037299398332834244,
|
|
"m": 0.11597622185945511
|
|
},
|
|
{
|
|
"p": 0.0010526945115998387,
|
|
"m": 0.8820623159408569
|
|
},
|
|
{
|
|
"p": 0.0944327637553215,
|
|
"m": 0.1317090541124344
|
|
},
|
|
{
|
|
"p": 0.017686966806650162,
|
|
"m": 0.9721898436546326
|
|
},
|
|
{
|
|
"p": 0.014345556497573853,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027499571442604065,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04805232584476471,
|
|
"m": 0.5562990307807922
|
|
},
|
|
{
|
|
"p": 0.02644164301455021,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021200362592935562,
|
|
"m": 0.6291632652282715
|
|
},
|
|
{
|
|
"p": 0.021617481485009193,
|
|
"m": 0.7009162902832031
|
|
},
|
|
{
|
|
"p": 0.04486513137817383,
|
|
"m": 0.8908383846282959
|
|
},
|
|
{
|
|
"p": 0.003420427441596985,
|
|
"m": 0.13232651352882385
|
|
},
|
|
{
|
|
"p": 0.013547013513743877,
|
|
"m": 0.14159958064556122
|
|
},
|
|
{
|
|
"p": 0.02400355041027069,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.004009010270237923,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 74,
|
|
"train_loss": 2.4539377689361572,
|
|
"val_loss": 1.063889741897583,
|
|
"acc": 66.89,
|
|
"time": 120.58045404499899,
|
|
"mix_dist": 0.9551219344139099,
|
|
"param": [
|
|
{
|
|
"p": 0.02484765462577343,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043343924335204065,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.357255220413208,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.017511263489723206,
|
|
"m": 0.10023227334022522
|
|
},
|
|
{
|
|
"p": 0.0024503630120307207,
|
|
"m": 0.42098793387413025
|
|
},
|
|
{
|
|
"p": 0.013570208102464676,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.15726163983345032,
|
|
"m": 0.14926546812057495
|
|
},
|
|
{
|
|
"p": 0.015266106463968754,
|
|
"m": 0.22605173289775848
|
|
},
|
|
{
|
|
"p": 0.03693931922316551,
|
|
"m": 0.10918762534856796
|
|
},
|
|
{
|
|
"p": 0.014499479904770851,
|
|
"m": 0.8991742134094238
|
|
},
|
|
{
|
|
"p": 0.0893886536359787,
|
|
"m": 0.13119326531887054
|
|
},
|
|
{
|
|
"p": 0.013846216723322868,
|
|
"m": 0.977769136428833
|
|
},
|
|
{
|
|
"p": 0.02089622989296913,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026332803070545197,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0479499027132988,
|
|
"m": 0.5798306465148926
|
|
},
|
|
{
|
|
"p": 0.026001742109656334,
|
|
"m": 0.9724849462509155
|
|
},
|
|
{
|
|
"p": 0.020709769800305367,
|
|
"m": 0.6985042691230774
|
|
},
|
|
{
|
|
"p": 0.022265326231718063,
|
|
"m": 0.7147830128669739
|
|
},
|
|
{
|
|
"p": 0.04525323212146759,
|
|
"m": 0.891829788684845
|
|
},
|
|
{
|
|
"p": 0.007604941260069609,
|
|
"m": 0.1312551349401474
|
|
},
|
|
{
|
|
"p": 0.011752254329621792,
|
|
"m": 0.13863852620124817
|
|
},
|
|
{
|
|
"p": 0.022488761693239212,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.005475485231727362,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 75,
|
|
"train_loss": 2.32131290435791,
|
|
"val_loss": 1.036261796951294,
|
|
"acc": 67.73,
|
|
"time": 120.06619142300042,
|
|
"mix_dist": 0.954170286655426,
|
|
"param": [
|
|
{
|
|
"p": 0.025870848447084427,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.000436034140875563,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3543187081813812,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.024022301658988,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.004727096296846867,
|
|
"m": 0.42050278186798096
|
|
},
|
|
{
|
|
"p": 0.009374335408210754,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.15268783271312714,
|
|
"m": 0.1497151255607605
|
|
},
|
|
{
|
|
"p": 0.014564374461770058,
|
|
"m": 0.22557660937309265
|
|
},
|
|
{
|
|
"p": 0.03653401881456375,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.02477147988975048,
|
|
"m": 0.9082517623901367
|
|
},
|
|
{
|
|
"p": 0.08281629532575607,
|
|
"m": 0.12496834993362427
|
|
},
|
|
{
|
|
"p": 0.010247080586850643,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02458345890045166,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.024325773119926453,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04726776108145714,
|
|
"m": 0.5815619230270386
|
|
},
|
|
{
|
|
"p": 0.025370007380843163,
|
|
"m": 0.9734664559364319
|
|
},
|
|
{
|
|
"p": 0.020374052226543427,
|
|
"m": 0.7597386837005615
|
|
},
|
|
{
|
|
"p": 0.020362641662359238,
|
|
"m": 0.7337509393692017
|
|
},
|
|
{
|
|
"p": 0.04464239254593849,
|
|
"m": 0.9013105630874634
|
|
},
|
|
{
|
|
"p": 0.008953658863902092,
|
|
"m": 0.11745987832546234
|
|
},
|
|
{
|
|
"p": 0.011635408736765385,
|
|
"m": 0.13309906423091888
|
|
},
|
|
{
|
|
"p": 0.021144792437553406,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.010969672352075577,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 76,
|
|
"train_loss": 1.9594730138778687,
|
|
"val_loss": 0.9709805250167847,
|
|
"acc": 67.05,
|
|
"time": 115.86873268499949,
|
|
"mix_dist": 0.9575431942939758,
|
|
"param": [
|
|
{
|
|
"p": 0.024751586839556694,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004352420219220221,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.35732007026672363,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.021618258208036423,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.01064091082662344,
|
|
"m": 0.4127412438392639
|
|
},
|
|
{
|
|
"p": 0.00600166991353035,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.15081587433815002,
|
|
"m": 0.16273120045661926
|
|
},
|
|
{
|
|
"p": 0.012631557881832123,
|
|
"m": 0.23701104521751404
|
|
},
|
|
{
|
|
"p": 0.036730844527482986,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03049076534807682,
|
|
"m": 0.9077188372612
|
|
},
|
|
{
|
|
"p": 0.07699088007211685,
|
|
"m": 0.11333366483449936
|
|
},
|
|
{
|
|
"p": 0.01144105289131403,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026636173948645592,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021605653688311577,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04745972156524658,
|
|
"m": 0.5515542030334473
|
|
},
|
|
{
|
|
"p": 0.02518797479569912,
|
|
"m": 0.9748002290725708
|
|
},
|
|
{
|
|
"p": 0.020687894895672798,
|
|
"m": 0.8052216172218323
|
|
},
|
|
{
|
|
"p": 0.01942656747996807,
|
|
"m": 0.7498924732208252
|
|
},
|
|
{
|
|
"p": 0.0448940247297287,
|
|
"m": 0.8944551944732666
|
|
},
|
|
{
|
|
"p": 0.00880015641450882,
|
|
"m": 0.12164727598428726
|
|
},
|
|
{
|
|
"p": 0.010846980847418308,
|
|
"m": 0.11479470133781433
|
|
},
|
|
{
|
|
"p": 0.020404692739248276,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.014181410893797874,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 77,
|
|
"train_loss": 2.4046900272369385,
|
|
"val_loss": 0.9759587049484253,
|
|
"acc": 67.32,
|
|
"time": 118.86278088200015,
|
|
"mix_dist": 0.9481431841850281,
|
|
"param": [
|
|
{
|
|
"p": 0.023823201656341553,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.000496012915391475,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3657131493091583,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01886667311191559,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.011329189874231815,
|
|
"m": 0.40919092297554016
|
|
},
|
|
{
|
|
"p": 0.00993929710239172,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.1533389687538147,
|
|
"m": 0.1608303189277649
|
|
},
|
|
{
|
|
"p": 0.013051124289631844,
|
|
"m": 0.24679908156394958
|
|
},
|
|
{
|
|
"p": 0.03735967352986336,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0335451178252697,
|
|
"m": 0.9208002686500549
|
|
},
|
|
{
|
|
"p": 0.07368651032447815,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.00971203949302435,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02793746255338192,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017490994185209274,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048039067536592484,
|
|
"m": 0.5179675221443176
|
|
},
|
|
{
|
|
"p": 0.025303862988948822,
|
|
"m": 0.98460853099823
|
|
},
|
|
{
|
|
"p": 0.01984446309506893,
|
|
"m": 0.8418299555778503
|
|
},
|
|
{
|
|
"p": 0.0149556128308177,
|
|
"m": 0.7676395773887634
|
|
},
|
|
{
|
|
"p": 0.0453835166990757,
|
|
"m": 0.8758260607719421
|
|
},
|
|
{
|
|
"p": 0.007657815236598253,
|
|
"m": 0.14031590521335602
|
|
},
|
|
{
|
|
"p": 0.008896240964531898,
|
|
"m": 0.12035595625638962
|
|
},
|
|
{
|
|
"p": 0.018236098811030388,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01539395097643137,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 78,
|
|
"train_loss": 2.1509671211242676,
|
|
"val_loss": 1.148819923400879,
|
|
"acc": 67.52,
|
|
"time": 120.30459624899959,
|
|
"mix_dist": 0.9398555755615234,
|
|
"param": [
|
|
{
|
|
"p": 0.022802188992500305,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043485118658281863,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3807249963283539,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.013368572108447552,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.010347209870815277,
|
|
"m": 0.4128868877887726
|
|
},
|
|
{
|
|
"p": 0.007296550553292036,
|
|
"m": 0.10249525308609009
|
|
},
|
|
{
|
|
"p": 0.15693747997283936,
|
|
"m": 0.1690063625574112
|
|
},
|
|
{
|
|
"p": 0.017032120376825333,
|
|
"m": 0.25609973073005676
|
|
},
|
|
{
|
|
"p": 0.037987735122442245,
|
|
"m": 0.1001845970749855
|
|
},
|
|
{
|
|
"p": 0.0352281890809536,
|
|
"m": 0.9388570785522461
|
|
},
|
|
{
|
|
"p": 0.0678538978099823,
|
|
"m": 0.10068267583847046
|
|
},
|
|
{
|
|
"p": 0.008719315752387047,
|
|
"m": 0.9990088939666748
|
|
},
|
|
{
|
|
"p": 0.02816559374332428,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012758912518620491,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049104899168014526,
|
|
"m": 0.47727206349372864
|
|
},
|
|
{
|
|
"p": 0.02613094635307789,
|
|
"m": 0.9958578944206238
|
|
},
|
|
{
|
|
"p": 0.019154692068696022,
|
|
"m": 0.8647215962409973
|
|
},
|
|
{
|
|
"p": 0.012035464867949486,
|
|
"m": 0.7636545896530151
|
|
},
|
|
{
|
|
"p": 0.04613735154271126,
|
|
"m": 0.8789958357810974
|
|
},
|
|
{
|
|
"p": 0.006981129292398691,
|
|
"m": 0.1545870304107666
|
|
},
|
|
{
|
|
"p": 0.01013190858066082,
|
|
"m": 0.12605981528759003
|
|
},
|
|
{
|
|
"p": 0.01700005680322647,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.013665838167071342,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 79,
|
|
"train_loss": 2.1548500061035156,
|
|
"val_loss": 0.9421217441558838,
|
|
"acc": 66.79,
|
|
"time": 117.66624741900159,
|
|
"mix_dist": 0.9449665546417236,
|
|
"param": [
|
|
{
|
|
"p": 0.02163058891892433,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004335803969297558,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.37372565269470215,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01683037355542183,
|
|
"m": 0.10346220433712006
|
|
},
|
|
{
|
|
"p": 0.011623324826359749,
|
|
"m": 0.4081578254699707
|
|
},
|
|
{
|
|
"p": 0.01216164231300354,
|
|
"m": 0.13576103746891022
|
|
},
|
|
{
|
|
"p": 0.1531193107366562,
|
|
"m": 0.18467701971530914
|
|
},
|
|
{
|
|
"p": 0.020632801577448845,
|
|
"m": 0.2697441577911377
|
|
},
|
|
{
|
|
"p": 0.036958176642656326,
|
|
"m": 0.10239285975694656
|
|
},
|
|
{
|
|
"p": 0.033768121153116226,
|
|
"m": 0.9544590711593628
|
|
},
|
|
{
|
|
"p": 0.07038753479719162,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.009598898701369762,
|
|
"m": 0.9972102046012878
|
|
},
|
|
{
|
|
"p": 0.027762731537222862,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011314364150166512,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04803851991891861,
|
|
"m": 0.4307219684123993
|
|
},
|
|
{
|
|
"p": 0.02624182403087616,
|
|
"m": 0.9818942546844482
|
|
},
|
|
{
|
|
"p": 0.019154835492372513,
|
|
"m": 0.8239315748214722
|
|
},
|
|
{
|
|
"p": 0.011891642585396767,
|
|
"m": 0.7527144551277161
|
|
},
|
|
{
|
|
"p": 0.045001450926065445,
|
|
"m": 0.8656969666481018
|
|
},
|
|
{
|
|
"p": 0.007617100141942501,
|
|
"m": 0.1360711008310318
|
|
},
|
|
{
|
|
"p": 0.012602481059730053,
|
|
"m": 0.13247622549533844
|
|
},
|
|
{
|
|
"p": 0.018093908205628395,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.011411124840378761,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 80,
|
|
"train_loss": 2.245980978012085,
|
|
"val_loss": 1.0835174322128296,
|
|
"acc": 67.43,
|
|
"time": 117.29922548899958,
|
|
"mix_dist": 0.947160005569458,
|
|
"param": [
|
|
{
|
|
"p": 0.016707850620150566,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.016079114750027657,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.37500619888305664,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.020736824721097946,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.009197106584906578,
|
|
"m": 0.3909231722354889
|
|
},
|
|
{
|
|
"p": 0.0185718797147274,
|
|
"m": 0.17270398139953613
|
|
},
|
|
{
|
|
"p": 0.15119940042495728,
|
|
"m": 0.17654074728488922
|
|
},
|
|
{
|
|
"p": 0.023312892764806747,
|
|
"m": 0.2963208258152008
|
|
},
|
|
{
|
|
"p": 0.03542434424161911,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03315166011452675,
|
|
"m": 0.9782101511955261
|
|
},
|
|
{
|
|
"p": 0.06264019757509232,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.007647410500794649,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02583996020257473,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012541483156383038,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04660063236951828,
|
|
"m": 0.3972108066082001
|
|
},
|
|
{
|
|
"p": 0.026203883811831474,
|
|
"m": 0.9690345525741577
|
|
},
|
|
{
|
|
"p": 0.01948448270559311,
|
|
"m": 0.7942676544189453
|
|
},
|
|
{
|
|
"p": 0.012566979974508286,
|
|
"m": 0.7336488366127014
|
|
},
|
|
{
|
|
"p": 0.0452030673623085,
|
|
"m": 0.8107225894927979
|
|
},
|
|
{
|
|
"p": 0.005369796417653561,
|
|
"m": 0.10223247855901718
|
|
},
|
|
{
|
|
"p": 0.01091238483786583,
|
|
"m": 0.11975306272506714
|
|
},
|
|
{
|
|
"p": 0.0195180531591177,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.006084364373236895,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 81,
|
|
"train_loss": 2.3890597820281982,
|
|
"val_loss": 1.0223079919815063,
|
|
"acc": 66.75,
|
|
"time": 115.57926679400043,
|
|
"mix_dist": 0.9505642056465149,
|
|
"param": [
|
|
{
|
|
"p": 0.014432305470108986,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.025716161355376244,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3773083984851837,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.015485034324228764,
|
|
"m": 0.102974534034729
|
|
},
|
|
{
|
|
"p": 0.003336538327857852,
|
|
"m": 0.37430885434150696
|
|
},
|
|
{
|
|
"p": 0.021957242861390114,
|
|
"m": 0.21154595911502838
|
|
},
|
|
{
|
|
"p": 0.14819516241550446,
|
|
"m": 0.16980025172233582
|
|
},
|
|
{
|
|
"p": 0.022549057379364967,
|
|
"m": 0.2922619581222534
|
|
},
|
|
{
|
|
"p": 0.034028712660074234,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.032256219536066055,
|
|
"m": 0.9984702467918396
|
|
},
|
|
{
|
|
"p": 0.05897088721394539,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.01559862494468689,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02514217607676983,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012483510188758373,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04516178369522095,
|
|
"m": 0.3670192062854767
|
|
},
|
|
{
|
|
"p": 0.026684856042265892,
|
|
"m": 0.9628375768661499
|
|
},
|
|
{
|
|
"p": 0.019642218947410583,
|
|
"m": 0.7660173177719116
|
|
},
|
|
{
|
|
"p": 0.013041884638369083,
|
|
"m": 0.733161449432373
|
|
},
|
|
{
|
|
"p": 0.04616817086935043,
|
|
"m": 0.7796998620033264
|
|
},
|
|
{
|
|
"p": 0.005779189057648182,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.008025665767490864,
|
|
"m": 0.10620234906673431
|
|
},
|
|
{
|
|
"p": 0.02116883173584938,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.006867385469377041,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 82,
|
|
"train_loss": 2.208296775817871,
|
|
"val_loss": 0.981292724609375,
|
|
"acc": 66.44,
|
|
"time": 115.61433870700057,
|
|
"mix_dist": 0.938259482383728,
|
|
"param": [
|
|
{
|
|
"p": 0.009963764809072018,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.029720772057771683,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.40409019589424133,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043873258982785046,
|
|
"m": 0.10768762230873108
|
|
},
|
|
{
|
|
"p": 0.00043873258982785046,
|
|
"m": 0.3588506877422333
|
|
},
|
|
{
|
|
"p": 0.022926026955246925,
|
|
"m": 0.20376206934452057
|
|
},
|
|
{
|
|
"p": 0.1506803333759308,
|
|
"m": 0.15872132778167725
|
|
},
|
|
{
|
|
"p": 0.02051727846264839,
|
|
"m": 0.28932610154151917
|
|
},
|
|
{
|
|
"p": 0.03519222512841225,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.033168643712997437,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056260570883750916,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.017320601269602776,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.024736138060688972,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011620339006185532,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04602931812405586,
|
|
"m": 0.3577919006347656
|
|
},
|
|
{
|
|
"p": 0.027566440403461456,
|
|
"m": 0.9585958123207092
|
|
},
|
|
{
|
|
"p": 0.017884623259305954,
|
|
"m": 0.7665838599205017
|
|
},
|
|
{
|
|
"p": 0.008451239205896854,
|
|
"m": 0.7393928170204163
|
|
},
|
|
{
|
|
"p": 0.048616643995046616,
|
|
"m": 0.7937073111534119
|
|
},
|
|
{
|
|
"p": 0.003426507581025362,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0031272713094949722,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.021003354340791702,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.006820217706263065,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 83,
|
|
"train_loss": 2.334721088409424,
|
|
"val_loss": 1.0590983629226685,
|
|
"acc": 67.17,
|
|
"time": 120.70501820500067,
|
|
"mix_dist": 0.923420786857605,
|
|
"param": [
|
|
{
|
|
"p": 0.00043543658102862537,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.029752414673566818,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.41886794567108154,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.026674950495362282,
|
|
"m": 0.10553441941738129
|
|
},
|
|
{
|
|
"p": 0.00043543658102862537,
|
|
"m": 0.35382208228111267
|
|
},
|
|
{
|
|
"p": 0.023334002122282982,
|
|
"m": 0.18063953518867493
|
|
},
|
|
{
|
|
"p": 0.14569377899169922,
|
|
"m": 0.16566099226474762
|
|
},
|
|
{
|
|
"p": 0.017078764736652374,
|
|
"m": 0.3000029921531677
|
|
},
|
|
{
|
|
"p": 0.035556361079216,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.033574219793081284,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05222529545426369,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.017494328320026398,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020566517487168312,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011645227670669556,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045342978090047836,
|
|
"m": 0.35742610692977905
|
|
},
|
|
{
|
|
"p": 0.02731480449438095,
|
|
"m": 0.9680178165435791
|
|
},
|
|
{
|
|
"p": 0.014933794736862183,
|
|
"m": 0.7622209191322327
|
|
},
|
|
{
|
|
"p": 0.006368144415318966,
|
|
"m": 0.743013322353363
|
|
},
|
|
{
|
|
"p": 0.04970037564635277,
|
|
"m": 0.7995243668556213
|
|
},
|
|
{
|
|
"p": 0.00043543658102862537,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.00043543658102862537,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.020844588056206703,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0012898246059194207,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 84,
|
|
"train_loss": 2.17771315574646,
|
|
"val_loss": 1.0339082479476929,
|
|
"acc": 66.87,
|
|
"time": 117.49417936900136,
|
|
"mix_dist": 0.9188168048858643,
|
|
"param": [
|
|
{
|
|
"p": 0.021766843274235725,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02769513428211212,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.41709738969802856,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.026921499520540237,
|
|
"m": 0.10045287758111954
|
|
},
|
|
{
|
|
"p": 0.0004357346915639937,
|
|
"m": 0.3475852906703949
|
|
},
|
|
{
|
|
"p": 0.021598629653453827,
|
|
"m": 0.18513421714305878
|
|
},
|
|
{
|
|
"p": 0.1356513947248459,
|
|
"m": 0.17300723493099213
|
|
},
|
|
{
|
|
"p": 0.009124581702053547,
|
|
"m": 0.3224393129348755
|
|
},
|
|
{
|
|
"p": 0.03478723764419556,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03201616555452347,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07258953154087067,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.01650288887321949,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007579909637570381,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01565358228981495,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04265256226062775,
|
|
"m": 0.3719590902328491
|
|
},
|
|
{
|
|
"p": 0.025398654863238335,
|
|
"m": 0.9625799655914307
|
|
},
|
|
{
|
|
"p": 0.012006446719169617,
|
|
"m": 0.7473725080490112
|
|
},
|
|
{
|
|
"p": 0.00931880809366703,
|
|
"m": 0.7430749535560608
|
|
},
|
|
{
|
|
"p": 0.04895918816328049,
|
|
"m": 0.8153571486473083
|
|
},
|
|
{
|
|
"p": 0.0004357346915639937,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0004357346915639937,
|
|
"m": 0.10027465969324112
|
|
},
|
|
{
|
|
"p": 0.020936572924256325,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004357346915639937,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 85,
|
|
"train_loss": 2.0540096759796143,
|
|
"val_loss": 0.9674932956695557,
|
|
"acc": 67.13,
|
|
"time": 116.14569862499957,
|
|
"mix_dist": 0.9235803484916687,
|
|
"param": [
|
|
{
|
|
"p": 0.03123435564339161,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02434225007891655,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.42475980520248413,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.028904663398861885,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.000436678237747401,
|
|
"m": 0.34191519021987915
|
|
},
|
|
{
|
|
"p": 0.015256008133292198,
|
|
"m": 0.20617146790027618
|
|
},
|
|
{
|
|
"p": 0.12602105736732483,
|
|
"m": 0.15822112560272217
|
|
},
|
|
{
|
|
"p": 0.000436678237747401,
|
|
"m": 0.32902413606643677
|
|
},
|
|
{
|
|
"p": 0.03542386367917061,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.030160902068018913,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0890783965587616,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.01285766065120697,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.000436678237747401,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013356536626815796,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040117669850587845,
|
|
"m": 0.4288460314273834
|
|
},
|
|
{
|
|
"p": 0.023545866832137108,
|
|
"m": 0.9497700333595276
|
|
},
|
|
{
|
|
"p": 0.010592891834676266,
|
|
"m": 0.7578082084655762
|
|
},
|
|
{
|
|
"p": 0.003397835185751319,
|
|
"m": 0.7213951349258423
|
|
},
|
|
{
|
|
"p": 0.04848615080118179,
|
|
"m": 0.83025723695755
|
|
},
|
|
{
|
|
"p": 0.000436678237747401,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0005294275470077991,
|
|
"m": 0.10389617085456848
|
|
},
|
|
{
|
|
"p": 0.021587776020169258,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01860029436647892,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 86,
|
|
"train_loss": 2.1177330017089844,
|
|
"val_loss": 1.049506425857544,
|
|
"acc": 67.42,
|
|
"time": 113.11779921299967,
|
|
"mix_dist": 0.9289242625236511,
|
|
"param": [
|
|
{
|
|
"p": 0.036307625472545624,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02100127562880516,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.4471628665924072,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02710900269448757,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.00043642675154842436,
|
|
"m": 0.3363465964794159
|
|
},
|
|
{
|
|
"p": 0.0038349535316228867,
|
|
"m": 0.19116495549678802
|
|
},
|
|
{
|
|
"p": 0.11864423751831055,
|
|
"m": 0.13434945046901703
|
|
},
|
|
{
|
|
"p": 0.003504345891997218,
|
|
"m": 0.3317045569419861
|
|
},
|
|
{
|
|
"p": 0.03570318594574928,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.030066899955272675,
|
|
"m": 0.9969979524612427
|
|
},
|
|
{
|
|
"p": 0.07801642268896103,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.005270608235150576,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043642675154842436,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009327731095254421,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04012962058186531,
|
|
"m": 0.4679703414440155
|
|
},
|
|
{
|
|
"p": 0.0229097381234169,
|
|
"m": 0.9121420383453369
|
|
},
|
|
{
|
|
"p": 0.009081972762942314,
|
|
"m": 0.7487475275993347
|
|
},
|
|
{
|
|
"p": 0.00043642675154842436,
|
|
"m": 0.7128155827522278
|
|
},
|
|
{
|
|
"p": 0.05012354999780655,
|
|
"m": 0.8149384260177612
|
|
},
|
|
{
|
|
"p": 0.00043642675154842436,
|
|
"m": 0.10061334073543549
|
|
},
|
|
{
|
|
"p": 0.0037307636812329292,
|
|
"m": 0.10609831660985947
|
|
},
|
|
{
|
|
"p": 0.023707890883088112,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.032621752470731735,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 87,
|
|
"train_loss": 2.350891590118408,
|
|
"val_loss": 0.8940119743347168,
|
|
"acc": 66.72,
|
|
"time": 115.13350458999957,
|
|
"mix_dist": 0.9262751936912537,
|
|
"param": [
|
|
{
|
|
"p": 0.038469672203063965,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.015687912702560425,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.45859453082084656,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.023518694564700127,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0004343767068348825,
|
|
"m": 0.3294231593608856
|
|
},
|
|
{
|
|
"p": 0.01751810684800148,
|
|
"m": 0.1781674027442932
|
|
},
|
|
{
|
|
"p": 0.11044442653656006,
|
|
"m": 0.13021846115589142
|
|
},
|
|
{
|
|
"p": 0.008887755684554577,
|
|
"m": 0.33491939306259155
|
|
},
|
|
{
|
|
"p": 0.03507980704307556,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.026789244264364243,
|
|
"m": 0.9740915894508362
|
|
},
|
|
{
|
|
"p": 0.07442859560251236,
|
|
"m": 0.10022629797458649
|
|
},
|
|
{
|
|
"p": 0.0004343767068348825,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004343767068348825,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004910149611532688,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03848392143845558,
|
|
"m": 0.463392049074173
|
|
},
|
|
{
|
|
"p": 0.021540913730859756,
|
|
"m": 0.8688592314720154
|
|
},
|
|
{
|
|
"p": 0.0004343767068348825,
|
|
"m": 0.756782591342926
|
|
},
|
|
{
|
|
"p": 0.0004343767068348825,
|
|
"m": 0.7078801393508911
|
|
},
|
|
{
|
|
"p": 0.050156623125076294,
|
|
"m": 0.8011624217033386
|
|
},
|
|
{
|
|
"p": 0.0004343767068348825,
|
|
"m": 0.1034739688038826
|
|
},
|
|
{
|
|
"p": 0.011236707679927349,
|
|
"m": 0.10933198779821396
|
|
},
|
|
{
|
|
"p": 0.023593731224536896,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03805318474769592,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 88,
|
|
"train_loss": 2.0167551040649414,
|
|
"val_loss": 0.9145317077636719,
|
|
"acc": 67.7,
|
|
"time": 117.13277248300074,
|
|
"mix_dist": 0.9252211451530457,
|
|
"param": [
|
|
{
|
|
"p": 0.03971590846776962,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.010554001666605473,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.4579426050186157,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01945921778678894,
|
|
"m": 0.11432860046625137
|
|
},
|
|
{
|
|
"p": 0.00043409591307863593,
|
|
"m": 0.3288291394710541
|
|
},
|
|
{
|
|
"p": 0.029922109097242355,
|
|
"m": 0.16442915797233582
|
|
},
|
|
{
|
|
"p": 0.10322573035955429,
|
|
"m": 0.12309713661670685
|
|
},
|
|
{
|
|
"p": 0.01153509970754385,
|
|
"m": 0.32953575253486633
|
|
},
|
|
{
|
|
"p": 0.03207439184188843,
|
|
"m": 0.11858024448156357
|
|
},
|
|
{
|
|
"p": 0.024344036355614662,
|
|
"m": 0.9590165019035339
|
|
},
|
|
{
|
|
"p": 0.06887307018041611,
|
|
"m": 0.10808851569890976
|
|
},
|
|
{
|
|
"p": 0.00043409591307863593,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043409591307863593,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00943873543292284,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03749594837427139,
|
|
"m": 0.4669265151023865
|
|
},
|
|
{
|
|
"p": 0.02167714573442936,
|
|
"m": 0.852590024471283
|
|
},
|
|
{
|
|
"p": 0.00043409591307863593,
|
|
"m": 0.7609673142433167
|
|
},
|
|
{
|
|
"p": 0.003476906567811966,
|
|
"m": 0.7009734511375427
|
|
},
|
|
{
|
|
"p": 0.04969707503914833,
|
|
"m": 0.7693260908126831
|
|
},
|
|
{
|
|
"p": 0.00043409591307863593,
|
|
"m": 0.10534193366765976
|
|
},
|
|
{
|
|
"p": 0.015223795548081398,
|
|
"m": 0.10835855454206467
|
|
},
|
|
{
|
|
"p": 0.023988278582692146,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.039185646921396255,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 89,
|
|
"train_loss": 2.06927752494812,
|
|
"val_loss": 0.9153817892074585,
|
|
"acc": 67.04,
|
|
"time": 117.72050866899917,
|
|
"mix_dist": 0.9375833868980408,
|
|
"param": [
|
|
{
|
|
"p": 0.03971720486879349,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.004021968226879835,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.43961188197135925,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.009917424991726875,
|
|
"m": 0.13328002393245697
|
|
},
|
|
{
|
|
"p": 0.0166250579059124,
|
|
"m": 0.334784597158432
|
|
},
|
|
{
|
|
"p": 0.03375552222132683,
|
|
"m": 0.12908852100372314
|
|
},
|
|
{
|
|
"p": 0.08384610712528229,
|
|
"m": 0.12146882712841034
|
|
},
|
|
{
|
|
"p": 0.019299188628792763,
|
|
"m": 0.3226766884326935
|
|
},
|
|
{
|
|
"p": 0.03006032109260559,
|
|
"m": 0.1249631941318512
|
|
},
|
|
{
|
|
"p": 0.022994711995124817,
|
|
"m": 0.9647685289382935
|
|
},
|
|
{
|
|
"p": 0.07415063679218292,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0004354723496362567,
|
|
"m": 0.9980554580688477
|
|
},
|
|
{
|
|
"p": 0.004502672702074051,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011745666153728962,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.035781942307949066,
|
|
"m": 0.42946910858154297
|
|
},
|
|
{
|
|
"p": 0.022142434492707253,
|
|
"m": 0.8646718859672546
|
|
},
|
|
{
|
|
"p": 0.01035692635923624,
|
|
"m": 0.7647728323936462
|
|
},
|
|
{
|
|
"p": 0.012607444077730179,
|
|
"m": 0.6980103254318237
|
|
},
|
|
{
|
|
"p": 0.04866664856672287,
|
|
"m": 0.7134534120559692
|
|
},
|
|
{
|
|
"p": 0.0004354723496362567,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.01618916727602482,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.025428494438529015,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0377076081931591,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 90,
|
|
"train_loss": 2.7250232696533203,
|
|
"val_loss": 0.9344322085380554,
|
|
"acc": 67.64,
|
|
"time": 118.4885504490012,
|
|
"mix_dist": 0.9372693300247192,
|
|
"param": [
|
|
{
|
|
"p": 0.039973918348550797,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004320931911934167,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.4365270435810089,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004320931911934167,
|
|
"m": 0.1526927649974823
|
|
},
|
|
{
|
|
"p": 0.024003775790333748,
|
|
"m": 0.32162803411483765
|
|
},
|
|
{
|
|
"p": 0.034446947276592255,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.06676693260669708,
|
|
"m": 0.13475674390792847
|
|
},
|
|
{
|
|
"p": 0.019739607349038124,
|
|
"m": 0.32326942682266235
|
|
},
|
|
{
|
|
"p": 0.029881780967116356,
|
|
"m": 0.10801538825035095
|
|
},
|
|
{
|
|
"p": 0.019986610859632492,
|
|
"m": 0.9563028812408447
|
|
},
|
|
{
|
|
"p": 0.07356173545122147,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.00221000867895782,
|
|
"m": 0.9949114322662354
|
|
},
|
|
{
|
|
"p": 0.015955455601215363,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009773148223757744,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0339164100587368,
|
|
"m": 0.4306659400463104
|
|
},
|
|
{
|
|
"p": 0.02263503521680832,
|
|
"m": 0.8753966689109802
|
|
},
|
|
{
|
|
"p": 0.018106181174516678,
|
|
"m": 0.7766565084457397
|
|
},
|
|
{
|
|
"p": 0.019339006394147873,
|
|
"m": 0.7058020234107971
|
|
},
|
|
{
|
|
"p": 0.04878440499305725,
|
|
"m": 0.7485366463661194
|
|
},
|
|
{
|
|
"p": 0.0041572838090360165,
|
|
"m": 0.10053276270627975
|
|
},
|
|
{
|
|
"p": 0.0156223950907588,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.025985373184084892,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03776264563202858,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 91,
|
|
"train_loss": 2.0376110076904297,
|
|
"val_loss": 0.980113685131073,
|
|
"acc": 67.12,
|
|
"time": 118.99377459700008,
|
|
"mix_dist": 0.9382741451263428,
|
|
"param": [
|
|
{
|
|
"p": 0.03784307837486267,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043137394823133945,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.39833587408065796,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04049193114042282,
|
|
"m": 0.1668958067893982
|
|
},
|
|
{
|
|
"p": 0.02512388676404953,
|
|
"m": 0.32793158292770386
|
|
},
|
|
{
|
|
"p": 0.030593223869800568,
|
|
"m": 0.10693557560443878
|
|
},
|
|
{
|
|
"p": 0.06251892447471619,
|
|
"m": 0.14543260633945465
|
|
},
|
|
{
|
|
"p": 0.015348769724369049,
|
|
"m": 0.3193098306655884
|
|
},
|
|
{
|
|
"p": 0.028530925512313843,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.017991866916418076,
|
|
"m": 0.9666092395782471
|
|
},
|
|
{
|
|
"p": 0.07798665016889572,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.011447491124272346,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028106769546866417,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005206423811614513,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02948293648660183,
|
|
"m": 0.4351697266101837
|
|
},
|
|
{
|
|
"p": 0.02153097838163376,
|
|
"m": 0.8817904591560364
|
|
},
|
|
{
|
|
"p": 0.020200861617922783,
|
|
"m": 0.7937920689582825
|
|
},
|
|
{
|
|
"p": 0.02195153757929802,
|
|
"m": 0.714113175868988
|
|
},
|
|
{
|
|
"p": 0.04503130540251732,
|
|
"m": 0.7830836772918701
|
|
},
|
|
{
|
|
"p": 0.006300631444901228,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.01426650956273079,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.02539844438433647,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03587956726551056,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 92,
|
|
"train_loss": 2.658510684967041,
|
|
"val_loss": 1.0102689266204834,
|
|
"acc": 66.63,
|
|
"time": 122.55560369100021,
|
|
"mix_dist": 0.9324617385864258,
|
|
"param": [
|
|
{
|
|
"p": 0.03668687865138054,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043510374962352216,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.38536545634269714,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06118732690811157,
|
|
"m": 0.1820126473903656
|
|
},
|
|
{
|
|
"p": 0.025674479082226753,
|
|
"m": 0.35303524136543274
|
|
},
|
|
{
|
|
"p": 0.02833898365497589,
|
|
"m": 0.10138696432113647
|
|
},
|
|
{
|
|
"p": 0.062112171202898026,
|
|
"m": 0.15730883181095123
|
|
},
|
|
{
|
|
"p": 0.015805352479219437,
|
|
"m": 0.3187375068664551
|
|
},
|
|
{
|
|
"p": 0.025738799944519997,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.016955571249127388,
|
|
"m": 0.9516037106513977
|
|
},
|
|
{
|
|
"p": 0.08660370111465454,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.013417663052678108,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03147939592599869,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043510374962352216,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026995914056897163,
|
|
"m": 0.4248378872871399
|
|
},
|
|
{
|
|
"p": 0.021404393017292023,
|
|
"m": 0.9103056192398071
|
|
},
|
|
{
|
|
"p": 0.020761828869581223,
|
|
"m": 0.7887804508209229
|
|
},
|
|
{
|
|
"p": 0.022285331040620804,
|
|
"m": 0.7266161441802979
|
|
},
|
|
{
|
|
"p": 0.043864693492650986,
|
|
"m": 0.8017399907112122
|
|
},
|
|
{
|
|
"p": 0.00043510374962352216,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.012405040673911572,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.02684624493122101,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.034765489399433136,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 93,
|
|
"train_loss": 2.0988590717315674,
|
|
"val_loss": 1.0091053247451782,
|
|
"acc": 66.94,
|
|
"time": 120.50007770299999,
|
|
"mix_dist": 0.9279781579971313,
|
|
"param": [
|
|
{
|
|
"p": 0.033727727830410004,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004337910795584321,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.36768871545791626,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06641177088022232,
|
|
"m": 0.18346215784549713
|
|
},
|
|
{
|
|
"p": 0.02395116537809372,
|
|
"m": 0.3999616503715515
|
|
},
|
|
{
|
|
"p": 0.026009557768702507,
|
|
"m": 0.11764242500066757
|
|
},
|
|
{
|
|
"p": 0.05490373447537422,
|
|
"m": 0.17704913020133972
|
|
},
|
|
{
|
|
"p": 0.0173996202647686,
|
|
"m": 0.3179709315299988
|
|
},
|
|
{
|
|
"p": 0.024327168241143227,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.01771688461303711,
|
|
"m": 0.914624035358429
|
|
},
|
|
{
|
|
"p": 0.10404180735349655,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.017199693247675896,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02989817038178444,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02360447123646736,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02449348010122776,
|
|
"m": 0.4128071665763855
|
|
},
|
|
{
|
|
"p": 0.01992475613951683,
|
|
"m": 0.9280933737754822
|
|
},
|
|
{
|
|
"p": 0.01976063847541809,
|
|
"m": 0.7817069888114929
|
|
},
|
|
{
|
|
"p": 0.017885847017169,
|
|
"m": 0.7271724343299866
|
|
},
|
|
{
|
|
"p": 0.04138519987463951,
|
|
"m": 0.7861292362213135
|
|
},
|
|
{
|
|
"p": 0.0004337910795584321,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.011427517980337143,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.026010708883404732,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03136381506919861,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 94,
|
|
"train_loss": 2.4755799770355225,
|
|
"val_loss": 1.0512462854385376,
|
|
"acc": 67.39,
|
|
"time": 116.8041291669997,
|
|
"mix_dist": 0.9223453402519226,
|
|
"param": [
|
|
{
|
|
"p": 0.032196056097745895,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004358867590781301,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.37709370255470276,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07028815895318985,
|
|
"m": 0.186678946018219
|
|
},
|
|
{
|
|
"p": 0.02211029641330242,
|
|
"m": 0.40693220496177673
|
|
},
|
|
{
|
|
"p": 0.023417554795742035,
|
|
"m": 0.12498299777507782
|
|
},
|
|
{
|
|
"p": 0.049898240715265274,
|
|
"m": 0.1858256459236145
|
|
},
|
|
{
|
|
"p": 0.02026844210922718,
|
|
"m": 0.3162084221839905
|
|
},
|
|
{
|
|
"p": 0.02156788669526577,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.01895114965736866,
|
|
"m": 0.8962223529815674
|
|
},
|
|
{
|
|
"p": 0.10425590723752975,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.014519055373966694,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027999920770525932,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03243739902973175,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0245328638702631,
|
|
"m": 0.42093002796173096
|
|
},
|
|
{
|
|
"p": 0.019357897341251373,
|
|
"m": 0.9554584622383118
|
|
},
|
|
{
|
|
"p": 0.01945813000202179,
|
|
"m": 0.7844346761703491
|
|
},
|
|
{
|
|
"p": 0.01225805189460516,
|
|
"m": 0.7221739888191223
|
|
},
|
|
{
|
|
"p": 0.04248904809355736,
|
|
"m": 0.7753143310546875
|
|
},
|
|
{
|
|
"p": 0.0017106222221627831,
|
|
"m": 0.10352884232997894
|
|
},
|
|
{
|
|
"p": 0.010673458687961102,
|
|
"m": 0.10131897032260895
|
|
},
|
|
{
|
|
"p": 0.02454294264316559,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02953731082379818,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 95,
|
|
"train_loss": 2.284287929534912,
|
|
"val_loss": 1.0732759237289429,
|
|
"acc": 67.21,
|
|
"time": 121.64329649399951,
|
|
"mix_dist": 0.9163542985916138,
|
|
"param": [
|
|
{
|
|
"p": 0.03184919431805611,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004371045797597617,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3897306025028229,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07266168296337128,
|
|
"m": 0.19298921525478363
|
|
},
|
|
{
|
|
"p": 0.021402226760983467,
|
|
"m": 0.4133549630641937
|
|
},
|
|
{
|
|
"p": 0.020606180652976036,
|
|
"m": 0.1273649036884308
|
|
},
|
|
{
|
|
"p": 0.04447329044342041,
|
|
"m": 0.1839890033006668
|
|
},
|
|
{
|
|
"p": 0.02507382072508335,
|
|
"m": 0.3233725130558014
|
|
},
|
|
{
|
|
"p": 0.017003322020173073,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.016601281240582466,
|
|
"m": 0.897564709186554
|
|
},
|
|
{
|
|
"p": 0.09956029802560806,
|
|
"m": 0.10013766586780548
|
|
},
|
|
{
|
|
"p": 0.009603590704500675,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029116569086909294,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03420178219676018,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02511313557624817,
|
|
"m": 0.43648186326026917
|
|
},
|
|
{
|
|
"p": 0.020681317895650864,
|
|
"m": 0.9591668844223022
|
|
},
|
|
{
|
|
"p": 0.020338255912065506,
|
|
"m": 0.7811642289161682
|
|
},
|
|
{
|
|
"p": 0.005753024015575647,
|
|
"m": 0.7255341410636902
|
|
},
|
|
{
|
|
"p": 0.044273436069488525,
|
|
"m": 0.763949990272522
|
|
},
|
|
{
|
|
"p": 0.01186005026102066,
|
|
"m": 0.11495054513216019
|
|
},
|
|
{
|
|
"p": 0.008564865216612816,
|
|
"m": 0.10594422370195389
|
|
},
|
|
{
|
|
"p": 0.022713467478752136,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02838161401450634,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 96,
|
|
"train_loss": 2.460204839706421,
|
|
"val_loss": 1.097365140914917,
|
|
"acc": 67.81,
|
|
"time": 117.57540979300029,
|
|
"mix_dist": 0.9159461259841919,
|
|
"param": [
|
|
{
|
|
"p": 0.03295258432626724,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004385457723401487,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.4176040291786194,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0770857110619545,
|
|
"m": 0.2053976207971573
|
|
},
|
|
{
|
|
"p": 0.0210142582654953,
|
|
"m": 0.40996477007865906
|
|
},
|
|
{
|
|
"p": 0.019409162923693657,
|
|
"m": 0.14550583064556122
|
|
},
|
|
{
|
|
"p": 0.00589607423171401,
|
|
"m": 0.176577627658844
|
|
},
|
|
{
|
|
"p": 0.02647772803902626,
|
|
"m": 0.33435916900634766
|
|
},
|
|
{
|
|
"p": 0.01672140508890152,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.007166121155023575,
|
|
"m": 0.8839934468269348
|
|
},
|
|
{
|
|
"p": 0.10435525327920914,
|
|
"m": 0.10287775844335556
|
|
},
|
|
{
|
|
"p": 0.0004385457723401487,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03179268166422844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03687434643507004,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0257284976541996,
|
|
"m": 0.472433477640152
|
|
},
|
|
{
|
|
"p": 0.023784339427947998,
|
|
"m": 0.9578497409820557
|
|
},
|
|
{
|
|
"p": 0.02188226208090782,
|
|
"m": 0.8032892942428589
|
|
},
|
|
{
|
|
"p": 0.00891963392496109,
|
|
"m": 0.7194433808326721
|
|
},
|
|
{
|
|
"p": 0.04705546423792839,
|
|
"m": 0.7719126343727112
|
|
},
|
|
{
|
|
"p": 0.01633366011083126,
|
|
"m": 0.10557033121585846
|
|
},
|
|
{
|
|
"p": 0.0061500538140535355,
|
|
"m": 0.10695716738700867
|
|
},
|
|
{
|
|
"p": 0.02264128066599369,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.029278401285409927,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 97,
|
|
"train_loss": 2.2626678943634033,
|
|
"val_loss": 1.0194841623306274,
|
|
"acc": 67.11,
|
|
"time": 123.09655754599953,
|
|
"mix_dist": 0.909412145614624,
|
|
"param": [
|
|
{
|
|
"p": 0.031641360372304916,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043330262997187674,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.39999842643737793,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07324597984552383,
|
|
"m": 0.2197914570569992
|
|
},
|
|
{
|
|
"p": 0.019055819138884544,
|
|
"m": 0.4027920663356781
|
|
},
|
|
{
|
|
"p": 0.018068529665470123,
|
|
"m": 0.1593664139509201
|
|
},
|
|
{
|
|
"p": 0.033583831042051315,
|
|
"m": 0.1767202466726303
|
|
},
|
|
{
|
|
"p": 0.023947231471538544,
|
|
"m": 0.34765973687171936
|
|
},
|
|
{
|
|
"p": 0.016389930620789528,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.00043330262997187674,
|
|
"m": 0.8721452951431274
|
|
},
|
|
{
|
|
"p": 0.10151010751724243,
|
|
"m": 0.1006680428981781
|
|
},
|
|
{
|
|
"p": 0.02478654682636261,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030999207869172096,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03354450687766075,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.024406561627984047,
|
|
"m": 0.49481749534606934
|
|
},
|
|
{
|
|
"p": 0.023636147379875183,
|
|
"m": 0.9547213315963745
|
|
},
|
|
{
|
|
"p": 0.02091163583099842,
|
|
"m": 0.828856885433197
|
|
},
|
|
{
|
|
"p": 0.003916435409337282,
|
|
"m": 0.7226628065109253
|
|
},
|
|
{
|
|
"p": 0.042700059711933136,
|
|
"m": 0.7912535071372986
|
|
},
|
|
{
|
|
"p": 0.016182320192456245,
|
|
"m": 0.11086449772119522
|
|
},
|
|
{
|
|
"p": 0.012996150180697441,
|
|
"m": 0.1047382578253746
|
|
},
|
|
{
|
|
"p": 0.020726049318909645,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.026886502280831337,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 98,
|
|
"train_loss": 2.0655765533447266,
|
|
"val_loss": 0.9427605867385864,
|
|
"acc": 67.6,
|
|
"time": 113.52677048000078,
|
|
"mix_dist": 0.9055390357971191,
|
|
"param": [
|
|
{
|
|
"p": 0.02809668332338333,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004359268641564995,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.39056819677352905,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07100913673639297,
|
|
"m": 0.21031302213668823
|
|
},
|
|
{
|
|
"p": 0.016326894983649254,
|
|
"m": 0.40436604619026184
|
|
},
|
|
{
|
|
"p": 0.013167939148843288,
|
|
"m": 0.15407240390777588
|
|
},
|
|
{
|
|
"p": 0.05546983703970909,
|
|
"m": 0.18446388840675354
|
|
},
|
|
{
|
|
"p": 0.022096510976552963,
|
|
"m": 0.3462516963481903
|
|
},
|
|
{
|
|
"p": 0.016819480806589127,
|
|
"m": 0.10658907890319824
|
|
},
|
|
{
|
|
"p": 0.014145251363515854,
|
|
"m": 0.8653031587600708
|
|
},
|
|
{
|
|
"p": 0.09176643937826157,
|
|
"m": 0.10474580526351929
|
|
},
|
|
{
|
|
"p": 0.04184461757540703,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03022701106965542,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029882295057177544,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020580582320690155,
|
|
"m": 0.5364172458648682
|
|
},
|
|
{
|
|
"p": 0.022615229710936546,
|
|
"m": 0.9673380851745605
|
|
},
|
|
{
|
|
"p": 0.019839663058519363,
|
|
"m": 0.8128756880760193
|
|
},
|
|
{
|
|
"p": 0.004832292906939983,
|
|
"m": 0.7186810970306396
|
|
},
|
|
{
|
|
"p": 0.03999575227499008,
|
|
"m": 0.7976382970809937
|
|
},
|
|
{
|
|
"p": 0.013225559145212173,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.015840625390410423,
|
|
"m": 0.11024687439203262
|
|
},
|
|
{
|
|
"p": 0.018516458570957184,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.022697629407048225,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 99,
|
|
"train_loss": 2.1944918632507324,
|
|
"val_loss": 0.9834102392196655,
|
|
"acc": 67.35,
|
|
"time": 117.76641916500012,
|
|
"mix_dist": 0.9052189588546753,
|
|
"param": [
|
|
{
|
|
"p": 0.026701388880610466,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043398310663178563,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3923470973968506,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06862049549818039,
|
|
"m": 0.22387422621250153
|
|
},
|
|
{
|
|
"p": 0.013330779038369656,
|
|
"m": 0.4011945128440857
|
|
},
|
|
{
|
|
"p": 0.007948081009089947,
|
|
"m": 0.1389932781457901
|
|
},
|
|
{
|
|
"p": 0.058181457221508026,
|
|
"m": 0.1809292584657669
|
|
},
|
|
{
|
|
"p": 0.021410595625638962,
|
|
"m": 0.36287257075309753
|
|
},
|
|
{
|
|
"p": 0.017904412001371384,
|
|
"m": 0.11281473934650421
|
|
},
|
|
{
|
|
"p": 0.01642252877354622,
|
|
"m": 0.8419722318649292
|
|
},
|
|
{
|
|
"p": 0.08634263277053833,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.048869527876377106,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.031980421394109726,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02866971306502819,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01821102201938629,
|
|
"m": 0.562034547328949
|
|
},
|
|
{
|
|
"p": 0.02125617302954197,
|
|
"m": 0.9652516841888428
|
|
},
|
|
{
|
|
"p": 0.01881640963256359,
|
|
"m": 0.8043786883354187
|
|
},
|
|
{
|
|
"p": 0.014497509226202965,
|
|
"m": 0.6984158754348755
|
|
},
|
|
{
|
|
"p": 0.04178277403116226,
|
|
"m": 0.791524350643158
|
|
},
|
|
{
|
|
"p": 0.00958305411040783,
|
|
"m": 0.10490293055772781
|
|
},
|
|
{
|
|
"p": 0.02040904574096203,
|
|
"m": 0.11058623343706131
|
|
},
|
|
{
|
|
"p": 0.018445109948515892,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.017835771664977074,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 100,
|
|
"train_loss": 2.2709460258483887,
|
|
"val_loss": 0.9629007577896118,
|
|
"acc": 67.71,
|
|
"time": 117.374918462001,
|
|
"mix_dist": 0.9176468849182129,
|
|
"param": [
|
|
{
|
|
"p": 0.021761015057563782,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0032790149562060833,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3941873610019684,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06475348025560379,
|
|
"m": 0.21679599583148956
|
|
},
|
|
{
|
|
"p": 0.009563311003148556,
|
|
"m": 0.38583189249038696
|
|
},
|
|
{
|
|
"p": 0.005796982441097498,
|
|
"m": 0.1297108232975006
|
|
},
|
|
{
|
|
"p": 0.05417373776435852,
|
|
"m": 0.17070072889328003
|
|
},
|
|
{
|
|
"p": 0.023945437744259834,
|
|
"m": 0.3627167046070099
|
|
},
|
|
{
|
|
"p": 0.016314972192049026,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.014804774895310402,
|
|
"m": 0.831060528755188
|
|
},
|
|
{
|
|
"p": 0.08975393325090408,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.050292130559682846,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.032595064491033554,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02787642739713192,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015791242942214012,
|
|
"m": 0.5777395963668823
|
|
},
|
|
{
|
|
"p": 0.021563133224844933,
|
|
"m": 0.9538413882255554
|
|
},
|
|
{
|
|
"p": 0.021621396765112877,
|
|
"m": 0.7989055514335632
|
|
},
|
|
{
|
|
"p": 0.02456011436879635,
|
|
"m": 0.6744412779808044
|
|
},
|
|
{
|
|
"p": 0.04336177185177803,
|
|
"m": 0.8073479533195496
|
|
},
|
|
{
|
|
"p": 0.005908148363232613,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.025242159143090248,
|
|
"m": 0.11973386257886887
|
|
},
|
|
{
|
|
"p": 0.02090754173696041,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.011946743354201317,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 101,
|
|
"train_loss": 2.5229549407958984,
|
|
"val_loss": 0.9210975170135498,
|
|
"acc": 66.68,
|
|
"time": 115.90095624499918,
|
|
"mix_dist": 0.9119759202003479,
|
|
"param": [
|
|
{
|
|
"p": 0.017757369205355644,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.013940604403614998,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.38945797085762024,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06023288145661354,
|
|
"m": 0.1852555274963379
|
|
},
|
|
{
|
|
"p": 0.005869675427675247,
|
|
"m": 0.3630686402320862
|
|
},
|
|
{
|
|
"p": 0.0004353656549938023,
|
|
"m": 0.12297172099351883
|
|
},
|
|
{
|
|
"p": 0.04780672490596771,
|
|
"m": 0.175172358751297
|
|
},
|
|
{
|
|
"p": 0.026907188817858696,
|
|
"m": 0.36174312233924866
|
|
},
|
|
{
|
|
"p": 0.01783580146729946,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.013186856172978878,
|
|
"m": 0.818996012210846
|
|
},
|
|
{
|
|
"p": 0.11642275750637054,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.04898948594927788,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03174419328570366,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02673068456351757,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010027280077338219,
|
|
"m": 0.5903413891792297
|
|
},
|
|
{
|
|
"p": 0.021325156092643738,
|
|
"m": 0.954434871673584
|
|
},
|
|
{
|
|
"p": 0.023316245526075363,
|
|
"m": 0.8106616735458374
|
|
},
|
|
{
|
|
"p": 0.028129074722528458,
|
|
"m": 0.6842498779296875
|
|
},
|
|
{
|
|
"p": 0.04352256655693054,
|
|
"m": 0.8257583975791931
|
|
},
|
|
{
|
|
"p": 0.0004353656549938023,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.027522584423422813,
|
|
"m": 0.11403399705886841
|
|
},
|
|
{
|
|
"p": 0.022089751437306404,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.006314455531537533,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 102,
|
|
"train_loss": 2.296966791152954,
|
|
"val_loss": 1.0513789653778076,
|
|
"acc": 67.84,
|
|
"time": 117.04449255799955,
|
|
"mix_dist": 0.8978652954101562,
|
|
"param": [
|
|
{
|
|
"p": 0.00932189542800188,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.015871813520789146,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.39401471614837646,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05597659945487976,
|
|
"m": 0.16092471778392792
|
|
},
|
|
{
|
|
"p": 0.010531791485846043,
|
|
"m": 0.36116403341293335
|
|
},
|
|
{
|
|
"p": 0.002221165457740426,
|
|
"m": 0.11752303689718246
|
|
},
|
|
{
|
|
"p": 0.03315930441021919,
|
|
"m": 0.17921608686447144
|
|
},
|
|
{
|
|
"p": 0.02936732769012451,
|
|
"m": 0.3709288537502289
|
|
},
|
|
{
|
|
"p": 0.02100607007741928,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.016814421862363815,
|
|
"m": 0.8081266283988953
|
|
},
|
|
{
|
|
"p": 0.13522504270076752,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.04779600724577904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.031034374609589577,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.024425556883215904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00900969933718443,
|
|
"m": 0.5936224460601807
|
|
},
|
|
{
|
|
"p": 0.019838985055685043,
|
|
"m": 0.9584391713142395
|
|
},
|
|
{
|
|
"p": 0.021796276792883873,
|
|
"m": 0.8338065147399902
|
|
},
|
|
{
|
|
"p": 0.02904467284679413,
|
|
"m": 0.6892519593238831
|
|
},
|
|
{
|
|
"p": 0.043128788471221924,
|
|
"m": 0.8316868543624878
|
|
},
|
|
{
|
|
"p": 0.0004345912020653486,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.028109541162848473,
|
|
"m": 0.11816314607858658
|
|
},
|
|
{
|
|
"p": 0.019590916112065315,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.002280387794598937,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 103,
|
|
"train_loss": 2.466973066329956,
|
|
"val_loss": 1.0199576616287231,
|
|
"acc": 67.15,
|
|
"time": 122.89000385100007,
|
|
"mix_dist": 0.8811817765235901,
|
|
"param": [
|
|
{
|
|
"p": 0.0004343386390246451,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01293494738638401,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.4057069420814514,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05512644350528717,
|
|
"m": 0.1477009654045105
|
|
},
|
|
{
|
|
"p": 0.010342665947973728,
|
|
"m": 0.3457418978214264
|
|
},
|
|
{
|
|
"p": 0.009871971793472767,
|
|
"m": 0.11324411630630493
|
|
},
|
|
{
|
|
"p": 0.023186909034848213,
|
|
"m": 0.17927035689353943
|
|
},
|
|
{
|
|
"p": 0.0331491157412529,
|
|
"m": 0.39171624183654785
|
|
},
|
|
{
|
|
"p": 0.025286583229899406,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.011747477576136589,
|
|
"m": 0.8062661290168762
|
|
},
|
|
{
|
|
"p": 0.13903731107711792,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.04823244735598564,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.034774161875247955,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.023094333708286285,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0031450896058231592,
|
|
"m": 0.5981252193450928
|
|
},
|
|
{
|
|
"p": 0.019816480576992035,
|
|
"m": 0.9369174838066101
|
|
},
|
|
{
|
|
"p": 0.01946156658232212,
|
|
"m": 0.8800943493843079
|
|
},
|
|
{
|
|
"p": 0.02944662980735302,
|
|
"m": 0.7176716327667236
|
|
},
|
|
{
|
|
"p": 0.04415692761540413,
|
|
"m": 0.8382437825202942
|
|
},
|
|
{
|
|
"p": 0.0015690382570028305,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.027602335438132286,
|
|
"m": 0.12215826660394669
|
|
},
|
|
{
|
|
"p": 0.01938008703291416,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0024963084142655134,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 104,
|
|
"train_loss": 2.508226156234741,
|
|
"val_loss": 0.9147272706031799,
|
|
"acc": 67.11,
|
|
"time": 117.55947775700042,
|
|
"mix_dist": 0.8807917237281799,
|
|
"param": [
|
|
{
|
|
"p": 0.015456481836736202,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.003870427841320634,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.4280490577220917,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05157709866762161,
|
|
"m": 0.1689155250787735
|
|
},
|
|
{
|
|
"p": 0.011393778957426548,
|
|
"m": 0.31433460116386414
|
|
},
|
|
{
|
|
"p": 0.0053646015003323555,
|
|
"m": 0.11055783182382584
|
|
},
|
|
{
|
|
"p": 0.009750792756676674,
|
|
"m": 0.18033546209335327
|
|
},
|
|
{
|
|
"p": 0.02994285151362419,
|
|
"m": 0.3858898878097534
|
|
},
|
|
{
|
|
"p": 0.023690085858106613,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.002250419929623604,
|
|
"m": 0.8074243068695068
|
|
},
|
|
{
|
|
"p": 0.12551946938037872,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.04965023323893547,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040508780628442764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.018685663118958473,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010693521238863468,
|
|
"m": 0.6099419593811035
|
|
},
|
|
{
|
|
"p": 0.01904481090605259,
|
|
"m": 0.9213230609893799
|
|
},
|
|
{
|
|
"p": 0.017787843942642212,
|
|
"m": 0.9116802215576172
|
|
},
|
|
{
|
|
"p": 0.03086795285344124,
|
|
"m": 0.7216458320617676
|
|
},
|
|
{
|
|
"p": 0.04552512988448143,
|
|
"m": 0.832667350769043
|
|
},
|
|
{
|
|
"p": 0.0007674829685129225,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.026703760027885437,
|
|
"m": 0.10626741498708725
|
|
},
|
|
{
|
|
"p": 0.019629018381237984,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.013270585797727108,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 105,
|
|
"train_loss": 2.0225813388824463,
|
|
"val_loss": 1.0485258102416992,
|
|
"acc": 67.12,
|
|
"time": 120.62050940100016,
|
|
"mix_dist": 0.8780652284622192,
|
|
"param": [
|
|
{
|
|
"p": 0.028546838089823723,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004321950546000153,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.4494572877883911,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.044835615903139114,
|
|
"m": 0.20993363857269287
|
|
},
|
|
{
|
|
"p": 0.009636955335736275,
|
|
"m": 0.2783189117908478
|
|
},
|
|
{
|
|
"p": 0.0034613178577274084,
|
|
"m": 0.11014410108327866
|
|
},
|
|
{
|
|
"p": 0.0090878801420331,
|
|
"m": 0.18765690922737122
|
|
},
|
|
{
|
|
"p": 0.02475365810096264,
|
|
"m": 0.3516855239868164
|
|
},
|
|
{
|
|
"p": 0.019802164286375046,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0004321950546000153,
|
|
"m": 0.8179746270179749
|
|
},
|
|
{
|
|
"p": 0.110911525785923,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.050666071474552155,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04063050076365471,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013292782008647919,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008354611694812775,
|
|
"m": 0.6078615188598633
|
|
},
|
|
{
|
|
"p": 0.020334141328930855,
|
|
"m": 0.9325194954872131
|
|
},
|
|
{
|
|
"p": 0.019036654382944107,
|
|
"m": 0.9180348515510559
|
|
},
|
|
{
|
|
"p": 0.031082944944500923,
|
|
"m": 0.736543595790863
|
|
},
|
|
{
|
|
"p": 0.046075489372015,
|
|
"m": 0.8406934142112732
|
|
},
|
|
{
|
|
"p": 0.0004321950546000153,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.028966380283236504,
|
|
"m": 0.10095132142305374
|
|
},
|
|
{
|
|
"p": 0.020582353696227074,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.019188301637768745,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 106,
|
|
"train_loss": 2.5071215629577637,
|
|
"val_loss": 0.9877480864524841,
|
|
"acc": 67.54,
|
|
"time": 120.42002553900056,
|
|
"mix_dist": 0.8912361860275269,
|
|
"param": [
|
|
{
|
|
"p": 0.03356144577264786,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004287735209800303,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.40111926198005676,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03685499727725983,
|
|
"m": 0.241977259516716
|
|
},
|
|
{
|
|
"p": 0.011692378669977188,
|
|
"m": 0.26224279403686523
|
|
},
|
|
{
|
|
"p": 0.012665634043514729,
|
|
"m": 0.10960108041763306
|
|
},
|
|
{
|
|
"p": 0.0577600859105587,
|
|
"m": 0.18708831071853638
|
|
},
|
|
{
|
|
"p": 0.020942144095897675,
|
|
"m": 0.32809972763061523
|
|
},
|
|
{
|
|
"p": 0.01584000140428543,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0005821500672027469,
|
|
"m": 0.8264118432998657
|
|
},
|
|
{
|
|
"p": 0.10320404917001724,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.044413503259420395,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03848080709576607,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013191167265176773,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020932523533701897,
|
|
"m": 0.6098089218139648
|
|
},
|
|
{
|
|
"p": 0.020482419058680534,
|
|
"m": 0.931602418422699
|
|
},
|
|
{
|
|
"p": 0.021695800125598907,
|
|
"m": 0.8979128003120422
|
|
},
|
|
{
|
|
"p": 0.03071545995771885,
|
|
"m": 0.7525544166564941
|
|
},
|
|
{
|
|
"p": 0.04259733110666275,
|
|
"m": 0.8526616096496582
|
|
},
|
|
{
|
|
"p": 0.0004287735209800303,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.027119440957903862,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.023778792470693588,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02151305414736271,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 107,
|
|
"train_loss": 2.588453531265259,
|
|
"val_loss": 0.9490438103675842,
|
|
"acc": 67.33,
|
|
"time": 121.96798993899938,
|
|
"mix_dist": 0.9055585265159607,
|
|
"param": [
|
|
{
|
|
"p": 0.03235429525375366,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043192048906348646,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.36395570635795593,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.034110814332962036,
|
|
"m": 0.25702953338623047
|
|
},
|
|
{
|
|
"p": 0.017090609297156334,
|
|
"m": 0.26925963163375854
|
|
},
|
|
{
|
|
"p": 0.02624114230275154,
|
|
"m": 0.10997860133647919
|
|
},
|
|
{
|
|
"p": 0.06965351849794388,
|
|
"m": 0.19645412266254425
|
|
},
|
|
{
|
|
"p": 0.01687867008149624,
|
|
"m": 0.3235219120979309
|
|
},
|
|
{
|
|
"p": 0.016834985464811325,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.019712748005986214,
|
|
"m": 0.8369049429893494
|
|
},
|
|
{
|
|
"p": 0.10470181703567505,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03941068798303604,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03586983680725098,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012588546611368656,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02139137126505375,
|
|
"m": 0.6219353079795837
|
|
},
|
|
{
|
|
"p": 0.01887357421219349,
|
|
"m": 0.9110333323478699
|
|
},
|
|
{
|
|
"p": 0.025159206241369247,
|
|
"m": 0.8923319578170776
|
|
},
|
|
{
|
|
"p": 0.029049022123217583,
|
|
"m": 0.7325335144996643
|
|
},
|
|
{
|
|
"p": 0.04210546240210533,
|
|
"m": 0.8476700782775879
|
|
},
|
|
{
|
|
"p": 0.00043192048906348646,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.023695096373558044,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.025199344381690025,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.024259760975837708,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 108,
|
|
"train_loss": 2.725210428237915,
|
|
"val_loss": 0.8775632381439209,
|
|
"acc": 66.79,
|
|
"time": 120.36125525599891,
|
|
"mix_dist": 0.9099971652030945,
|
|
"param": [
|
|
{
|
|
"p": 0.03463844209909439,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043597581679932773,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.34926003217697144,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0404842235147953,
|
|
"m": 0.26380860805511475
|
|
},
|
|
{
|
|
"p": 0.016334179788827896,
|
|
"m": 0.27437856793403625
|
|
},
|
|
{
|
|
"p": 0.03070668689906597,
|
|
"m": 0.13590413331985474
|
|
},
|
|
{
|
|
"p": 0.0707455649971962,
|
|
"m": 0.21262352168560028
|
|
},
|
|
{
|
|
"p": 0.012968241237103939,
|
|
"m": 0.35103362798690796
|
|
},
|
|
{
|
|
"p": 0.021762236952781677,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.02908170409500599,
|
|
"m": 0.858852744102478
|
|
},
|
|
{
|
|
"p": 0.11240655183792114,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03664793446660042,
|
|
"m": 0.9993993043899536
|
|
},
|
|
{
|
|
"p": 0.03592466935515404,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006091956049203873,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01694118045270443,
|
|
"m": 0.6396538615226746
|
|
},
|
|
{
|
|
"p": 0.018235502764582634,
|
|
"m": 0.8865974545478821
|
|
},
|
|
{
|
|
"p": 0.026473289355635643,
|
|
"m": 0.881096363067627
|
|
},
|
|
{
|
|
"p": 0.02711096778512001,
|
|
"m": 0.7150139808654785
|
|
},
|
|
{
|
|
"p": 0.03975490853190422,
|
|
"m": 0.8426819443702698
|
|
},
|
|
{
|
|
"p": 0.00043597581679932773,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.02270800806581974,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.025403810665011406,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02544795721769333,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 109,
|
|
"train_loss": 2.578702211380005,
|
|
"val_loss": 0.9207790493965149,
|
|
"acc": 66.18,
|
|
"time": 116.1712080640009,
|
|
"mix_dist": 0.902567446231842,
|
|
"param": [
|
|
{
|
|
"p": 0.037433844059705734,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004372072289697826,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.36552122235298157,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04624507948756218,
|
|
"m": 0.2669000029563904
|
|
},
|
|
{
|
|
"p": 0.012897389009594917,
|
|
"m": 0.2796756327152252
|
|
},
|
|
{
|
|
"p": 0.03261839970946312,
|
|
"m": 0.138341024518013
|
|
},
|
|
{
|
|
"p": 0.07106837630271912,
|
|
"m": 0.23233933746814728
|
|
},
|
|
{
|
|
"p": 0.0004372072289697826,
|
|
"m": 0.37954771518707275
|
|
},
|
|
{
|
|
"p": 0.020891165360808372,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03471701219677925,
|
|
"m": 0.8891928791999817
|
|
},
|
|
{
|
|
"p": 0.10931102186441422,
|
|
"m": 0.10007786750793457
|
|
},
|
|
{
|
|
"p": 0.03592060133814812,
|
|
"m": 0.9968661665916443
|
|
},
|
|
{
|
|
"p": 0.03714940696954727,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004372072289697826,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016807859763503075,
|
|
"m": 0.6574609279632568
|
|
},
|
|
{
|
|
"p": 0.016879938542842865,
|
|
"m": 0.8626262545585632
|
|
},
|
|
{
|
|
"p": 0.026027044281363487,
|
|
"m": 0.8644227385520935
|
|
},
|
|
{
|
|
"p": 0.023343130946159363,
|
|
"m": 0.6833201050758362
|
|
},
|
|
{
|
|
"p": 0.038807738572359085,
|
|
"m": 0.8511611223220825
|
|
},
|
|
{
|
|
"p": 0.0004372072289697826,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.022143147885799408,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.02498127706348896,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.025487568229436874,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 110,
|
|
"train_loss": 2.3692290782928467,
|
|
"val_loss": 0.9534605741500854,
|
|
"acc": 66.73,
|
|
"time": 121.33159590899959,
|
|
"mix_dist": 0.9047481417655945,
|
|
"param": [
|
|
{
|
|
"p": 0.03776373341679573,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043503340566530824,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.37712565064430237,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04787714406847954,
|
|
"m": 0.27055132389068604
|
|
},
|
|
{
|
|
"p": 0.005634121596813202,
|
|
"m": 0.27060848474502563
|
|
},
|
|
{
|
|
"p": 0.03484443202614784,
|
|
"m": 0.14460434019565582
|
|
},
|
|
{
|
|
"p": 0.06668763607740402,
|
|
"m": 0.2460044026374817
|
|
},
|
|
{
|
|
"p": 0.00043503340566530824,
|
|
"m": 0.38522955775260925
|
|
},
|
|
{
|
|
"p": 0.014815600588917732,
|
|
"m": 0.11059600859880447
|
|
},
|
|
{
|
|
"p": 0.0390046201646328,
|
|
"m": 0.9007834196090698
|
|
},
|
|
{
|
|
"p": 0.09472348541021347,
|
|
"m": 0.10448084771633148
|
|
},
|
|
{
|
|
"p": 0.035604458302259445,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04040655121207237,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01351729966700077,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02007894217967987,
|
|
"m": 0.6454492807388306
|
|
},
|
|
{
|
|
"p": 0.019642259925603867,
|
|
"m": 0.8693647980690002
|
|
},
|
|
{
|
|
"p": 0.02644076943397522,
|
|
"m": 0.8699325323104858
|
|
},
|
|
{
|
|
"p": 0.015350869856774807,
|
|
"m": 0.6398535370826721
|
|
},
|
|
{
|
|
"p": 0.03912217915058136,
|
|
"m": 0.831701397895813
|
|
},
|
|
{
|
|
"p": 0.00043503340566530824,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0219900943338871,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.02482536807656288,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.023239724338054657,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 111,
|
|
"train_loss": 2.0258688926696777,
|
|
"val_loss": 1.002131462097168,
|
|
"acc": 67.16,
|
|
"time": 117.01121599399994,
|
|
"mix_dist": 0.8957984447479248,
|
|
"param": [
|
|
{
|
|
"p": 0.0371587760746479,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043052449473179877,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.354118287563324,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04360697790980339,
|
|
"m": 0.2513478100299835
|
|
},
|
|
{
|
|
"p": 0.00043052449473179877,
|
|
"m": 0.25128135085105896
|
|
},
|
|
{
|
|
"p": 0.03506465256214142,
|
|
"m": 0.17086642980575562
|
|
},
|
|
{
|
|
"p": 0.06191437318921089,
|
|
"m": 0.25062739849090576
|
|
},
|
|
{
|
|
"p": 0.036112230271101,
|
|
"m": 0.39814621210098267
|
|
},
|
|
{
|
|
"p": 0.009410509839653969,
|
|
"m": 0.1140807569026947
|
|
},
|
|
{
|
|
"p": 0.03871800750494003,
|
|
"m": 0.9175573587417603
|
|
},
|
|
{
|
|
"p": 0.10502026230096817,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03258718177676201,
|
|
"m": 0.9972315430641174
|
|
},
|
|
{
|
|
"p": 0.039664819836616516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025834711268544197,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020711544901132584,
|
|
"m": 0.6142953634262085
|
|
},
|
|
{
|
|
"p": 0.019223960116505623,
|
|
"m": 0.8719223737716675
|
|
},
|
|
{
|
|
"p": 0.02603437937796116,
|
|
"m": 0.8829641938209534
|
|
},
|
|
{
|
|
"p": 0.010765993036329746,
|
|
"m": 0.594187319278717
|
|
},
|
|
{
|
|
"p": 0.03731505945324898,
|
|
"m": 0.8358035683631897
|
|
},
|
|
{
|
|
"p": 0.00043052449473179877,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.021733449772000313,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.023919174447655678,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.019794128835201263,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 112,
|
|
"train_loss": 2.1898751258850098,
|
|
"val_loss": 1.0283206701278687,
|
|
"acc": 67.66,
|
|
"time": 118.90576524899916,
|
|
"mix_dist": 0.8950615525245667,
|
|
"param": [
|
|
{
|
|
"p": 0.03402306139469147,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043419591384008527,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.35079067945480347,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03469398245215416,
|
|
"m": 0.21579861640930176
|
|
},
|
|
{
|
|
"p": 0.0021683168597519398,
|
|
"m": 0.24628236889839172
|
|
},
|
|
{
|
|
"p": 0.0346444770693779,
|
|
"m": 0.18969224393367767
|
|
},
|
|
{
|
|
"p": 0.05746956542134285,
|
|
"m": 0.2499123513698578
|
|
},
|
|
{
|
|
"p": 0.07091951370239258,
|
|
"m": 0.4359346330165863
|
|
},
|
|
{
|
|
"p": 0.010954199358820915,
|
|
"m": 0.12057410925626755
|
|
},
|
|
{
|
|
"p": 0.03808356821537018,
|
|
"m": 0.96248859167099
|
|
},
|
|
{
|
|
"p": 0.09892558306455612,
|
|
"m": 0.10071320831775665
|
|
},
|
|
{
|
|
"p": 0.02662128210067749,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04011126980185509,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03169799596071243,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020941611379384995,
|
|
"m": 0.6083142161369324
|
|
},
|
|
{
|
|
"p": 0.018985046073794365,
|
|
"m": 0.8853280544281006
|
|
},
|
|
{
|
|
"p": 0.024355657398700714,
|
|
"m": 0.882738471031189
|
|
},
|
|
{
|
|
"p": 0.0065655168145895,
|
|
"m": 0.5579434633255005
|
|
},
|
|
{
|
|
"p": 0.037493154406547546,
|
|
"m": 0.8422869443893433
|
|
},
|
|
{
|
|
"p": 0.00043419591384008527,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.016750097274780273,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0243369247764349,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.018600108101963997,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 113,
|
|
"train_loss": 2.218599319458008,
|
|
"val_loss": 0.8438523411750793,
|
|
"acc": 67.84,
|
|
"time": 119.760968528999,
|
|
"mix_dist": 0.897367537021637,
|
|
"param": [
|
|
{
|
|
"p": 0.030627572908997536,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043803645530715585,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3519528806209564,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.027977680787444115,
|
|
"m": 0.22488658130168915
|
|
},
|
|
{
|
|
"p": 0.01593814417719841,
|
|
"m": 0.26988473534584045
|
|
},
|
|
{
|
|
"p": 0.03243429958820343,
|
|
"m": 0.19037361443042755
|
|
},
|
|
{
|
|
"p": 0.045732010155916214,
|
|
"m": 0.24233148992061615
|
|
},
|
|
{
|
|
"p": 0.08621454238891602,
|
|
"m": 0.46781522035598755
|
|
},
|
|
{
|
|
"p": 0.00979140680283308,
|
|
"m": 0.11975626647472382
|
|
},
|
|
{
|
|
"p": 0.035566605627536774,
|
|
"m": 0.9696764349937439
|
|
},
|
|
{
|
|
"p": 0.09340275079011917,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.02519940212368965,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04089680314064026,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0334705151617527,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01794779859483242,
|
|
"m": 0.5681440830230713
|
|
},
|
|
{
|
|
"p": 0.019558662548661232,
|
|
"m": 0.8650233149528503
|
|
},
|
|
{
|
|
"p": 0.025897422805428505,
|
|
"m": 0.867504358291626
|
|
},
|
|
{
|
|
"p": 0.00512933311983943,
|
|
"m": 0.5610186457633972
|
|
},
|
|
{
|
|
"p": 0.03970251977443695,
|
|
"m": 0.8242069482803345
|
|
},
|
|
{
|
|
"p": 0.00043803645530715585,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.01797470822930336,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.025747030973434448,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.017961865290999413,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 114,
|
|
"train_loss": 2.1858389377593994,
|
|
"val_loss": 0.9113067984580994,
|
|
"acc": 67.7,
|
|
"time": 122.06013791999976,
|
|
"mix_dist": 0.8949238061904907,
|
|
"param": [
|
|
{
|
|
"p": 0.027052830904722214,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.001877062488347292,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.362874835729599,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00955931469798088,
|
|
"m": 0.20894786715507507
|
|
},
|
|
{
|
|
"p": 0.019696030765771866,
|
|
"m": 0.2894201874732971
|
|
},
|
|
{
|
|
"p": 0.029394211247563362,
|
|
"m": 0.14558275043964386
|
|
},
|
|
{
|
|
"p": 0.036491356790065765,
|
|
"m": 0.252146452665329
|
|
},
|
|
{
|
|
"p": 0.09471128135919571,
|
|
"m": 0.465930312871933
|
|
},
|
|
{
|
|
"p": 0.012072551064193249,
|
|
"m": 0.11876042932271957
|
|
},
|
|
{
|
|
"p": 0.03675190731883049,
|
|
"m": 0.996845543384552
|
|
},
|
|
{
|
|
"p": 0.09641716629266739,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.019877184182405472,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044797077775001526,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03412792459130287,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016749590635299683,
|
|
"m": 0.5432302355766296
|
|
},
|
|
{
|
|
"p": 0.018242690712213516,
|
|
"m": 0.8276441693305969
|
|
},
|
|
{
|
|
"p": 0.02767818421125412,
|
|
"m": 0.8507247567176819
|
|
},
|
|
{
|
|
"p": 0.004170347936451435,
|
|
"m": 0.5787981152534485
|
|
},
|
|
{
|
|
"p": 0.03997129574418068,
|
|
"m": 0.838117241859436
|
|
},
|
|
{
|
|
"p": 0.001050951424986124,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.021188845857977867,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.026854874566197395,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.018392449244856834,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 115,
|
|
"train_loss": 2.208350419998169,
|
|
"val_loss": 0.944762647151947,
|
|
"acc": 67.72,
|
|
"time": 118.68327471599878,
|
|
"mix_dist": 0.8758485317230225,
|
|
"param": [
|
|
{
|
|
"p": 0.025384273380041122,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043339800322428346,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3730258643627167,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.002407369203865528,
|
|
"m": 0.19877488911151886
|
|
},
|
|
{
|
|
"p": 0.019342409446835518,
|
|
"m": 0.2733953595161438
|
|
},
|
|
{
|
|
"p": 0.02721969597041607,
|
|
"m": 0.128357395529747
|
|
},
|
|
{
|
|
"p": 0.029273010790348053,
|
|
"m": 0.26214513182640076
|
|
},
|
|
{
|
|
"p": 0.09948398172855377,
|
|
"m": 0.42030099034309387
|
|
},
|
|
{
|
|
"p": 0.014719764702022076,
|
|
"m": 0.10459838807582855
|
|
},
|
|
{
|
|
"p": 0.039992909878492355,
|
|
"m": 0.9946880340576172
|
|
},
|
|
{
|
|
"p": 0.11936157941818237,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.007936839945614338,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04814089089632034,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0303327739238739,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011313404887914658,
|
|
"m": 0.5208397507667542
|
|
},
|
|
{
|
|
"p": 0.015823425725102425,
|
|
"m": 0.8332765102386475
|
|
},
|
|
{
|
|
"p": 0.028103724122047424,
|
|
"m": 0.7935601472854614
|
|
},
|
|
{
|
|
"p": 0.00043339800322428346,
|
|
"m": 0.5914724469184875
|
|
},
|
|
{
|
|
"p": 0.03845726698637009,
|
|
"m": 0.8621103763580322
|
|
},
|
|
{
|
|
"p": 0.00043339800322428346,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.024997834116220474,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0254582017660141,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.017924785614013672,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 116,
|
|
"train_loss": 2.402432918548584,
|
|
"val_loss": 0.8407666087150574,
|
|
"acc": 67.56,
|
|
"time": 117.13452022599995,
|
|
"mix_dist": 0.868043839931488,
|
|
"param": [
|
|
{
|
|
"p": 0.024701286107301712,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007961727096699178,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3563390374183655,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03382200747728348,
|
|
"m": 0.19900290668010712
|
|
},
|
|
{
|
|
"p": 0.016780033707618713,
|
|
"m": 0.26306673884391785
|
|
},
|
|
{
|
|
"p": 0.02397138997912407,
|
|
"m": 0.11502047628164291
|
|
},
|
|
{
|
|
"p": 0.0351901538670063,
|
|
"m": 0.2663794159889221
|
|
},
|
|
{
|
|
"p": 0.09515128284692764,
|
|
"m": 0.36510348320007324
|
|
},
|
|
{
|
|
"p": 0.02003743313252926,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.04159814864397049,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12287137657403946,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0006576231680810452,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04646746814250946,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03080289252102375,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004306273767724633,
|
|
"m": 0.5014371871948242
|
|
},
|
|
{
|
|
"p": 0.01377676147967577,
|
|
"m": 0.8591741919517517
|
|
},
|
|
{
|
|
"p": 0.02685692347586155,
|
|
"m": 0.780092716217041
|
|
},
|
|
{
|
|
"p": 0.008268693462014198,
|
|
"m": 0.5840910077095032
|
|
},
|
|
{
|
|
"p": 0.035440169274806976,
|
|
"m": 0.8815120458602905
|
|
},
|
|
{
|
|
"p": 0.0004306273767724633,
|
|
"m": 0.10291537642478943
|
|
},
|
|
{
|
|
"p": 0.025111738592386246,
|
|
"m": 0.10632648319005966
|
|
},
|
|
{
|
|
"p": 0.02428826503455639,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.016210028901696205,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 117,
|
|
"train_loss": 2.2148325443267822,
|
|
"val_loss": 0.9506565928459167,
|
|
"acc": 67.67,
|
|
"time": 122.24193610200018,
|
|
"mix_dist": 0.8669759035110474,
|
|
"param": [
|
|
{
|
|
"p": 0.026178782805800438,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.010597173124551773,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.31583988666534424,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.053247641772031784,
|
|
"m": 0.20868141949176788
|
|
},
|
|
{
|
|
"p": 0.01712772808969021,
|
|
"m": 0.2617025077342987
|
|
},
|
|
{
|
|
"p": 0.02101612649857998,
|
|
"m": 0.10094674676656723
|
|
},
|
|
{
|
|
"p": 0.054663874208927155,
|
|
"m": 0.26862090826034546
|
|
},
|
|
{
|
|
"p": 0.08430630713701248,
|
|
"m": 0.341998428106308
|
|
},
|
|
{
|
|
"p": 0.02045506052672863,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.038569819182157516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11286981403827667,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.011818439699709415,
|
|
"m": 0.9982917308807373
|
|
},
|
|
{
|
|
"p": 0.04087764024734497,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026297735050320625,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.023691099137067795,
|
|
"m": 0.48976340889930725
|
|
},
|
|
{
|
|
"p": 0.01623939350247383,
|
|
"m": 0.8573002219200134
|
|
},
|
|
{
|
|
"p": 0.024366574361920357,
|
|
"m": 0.7743576765060425
|
|
},
|
|
{
|
|
"p": 0.015353638678789139,
|
|
"m": 0.5895808935165405
|
|
},
|
|
{
|
|
"p": 0.03064468689262867,
|
|
"m": 0.8959612250328064
|
|
},
|
|
{
|
|
"p": 0.00042960915016010404,
|
|
"m": 0.10014794021844864
|
|
},
|
|
{
|
|
"p": 0.02215428091585636,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.02071012184023857,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.012544576078653336,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 118,
|
|
"train_loss": 2.4856984615325928,
|
|
"val_loss": 0.8653262257575989,
|
|
"acc": 67.74,
|
|
"time": 117.33437468800003,
|
|
"mix_dist": 0.8578513860702515,
|
|
"param": [
|
|
{
|
|
"p": 0.02832452766597271,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.009985914453864098,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3230861723423004,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06060247868299484,
|
|
"m": 0.20231091976165771
|
|
},
|
|
{
|
|
"p": 0.013999472372233868,
|
|
"m": 0.26256242394447327
|
|
},
|
|
{
|
|
"p": 0.013010331429541111,
|
|
"m": 0.10081180185079575
|
|
},
|
|
{
|
|
"p": 0.062246840447187424,
|
|
"m": 0.2649286389350891
|
|
},
|
|
{
|
|
"p": 0.08661898970603943,
|
|
"m": 0.34585773944854736
|
|
},
|
|
{
|
|
"p": 0.018060114234685898,
|
|
"m": 0.10013050585985184
|
|
},
|
|
{
|
|
"p": 0.04062313959002495,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09825121611356735,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.023063983768224716,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038617588579654694,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022732434794306755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03801734745502472,
|
|
"m": 0.4705505967140198
|
|
},
|
|
{
|
|
"p": 0.018998097628355026,
|
|
"m": 0.8576744198799133
|
|
},
|
|
{
|
|
"p": 0.021664004772901535,
|
|
"m": 0.7803561091423035
|
|
},
|
|
{
|
|
"p": 0.016924047842621803,
|
|
"m": 0.5981919765472412
|
|
},
|
|
{
|
|
"p": 0.030268752947449684,
|
|
"m": 0.8692217469215393
|
|
},
|
|
{
|
|
"p": 0.0027981444727629423,
|
|
"m": 0.10064536333084106
|
|
},
|
|
{
|
|
"p": 0.01530376449227333,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.016362255439162254,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004404085921123624,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 119,
|
|
"train_loss": 2.272834300994873,
|
|
"val_loss": 0.9717426896095276,
|
|
"acc": 67.27,
|
|
"time": 117.982197972,
|
|
"mix_dist": 0.8452180027961731,
|
|
"param": [
|
|
{
|
|
"p": 0.020639628171920776,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.004627158399671316,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3199615776538849,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.062236472964286804,
|
|
"m": 0.20436203479766846
|
|
},
|
|
{
|
|
"p": 0.015138761140406132,
|
|
"m": 0.27199554443359375
|
|
},
|
|
{
|
|
"p": 0.0004353206022642553,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.054799847304821014,
|
|
"m": 0.2574562728404999
|
|
},
|
|
{
|
|
"p": 0.08671756833791733,
|
|
"m": 0.33296704292297363
|
|
},
|
|
{
|
|
"p": 0.01951701007783413,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.04103425517678261,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11182297766208649,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.028246678411960602,
|
|
"m": 0.9819151759147644
|
|
},
|
|
{
|
|
"p": 0.036739375442266464,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019493622705340385,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043366964906454086,
|
|
"m": 0.4693583548069
|
|
},
|
|
{
|
|
"p": 0.020201195031404495,
|
|
"m": 0.8454781770706177
|
|
},
|
|
{
|
|
"p": 0.019599100574851036,
|
|
"m": 0.771314799785614
|
|
},
|
|
{
|
|
"p": 0.02700388990342617,
|
|
"m": 0.6244331002235413
|
|
},
|
|
{
|
|
"p": 0.02913855016231537,
|
|
"m": 0.8455435633659363
|
|
},
|
|
{
|
|
"p": 0.009482813999056816,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0031562205404043198,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.016185717657208443,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.010455155745148659,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 120,
|
|
"train_loss": 2.4951021671295166,
|
|
"val_loss": 0.9575262665748596,
|
|
"acc": 67.48,
|
|
"time": 124.36047120299918,
|
|
"mix_dist": 0.8380868434906006,
|
|
"param": [
|
|
{
|
|
"p": 0.015301144681870937,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004363204352557659,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3225245475769043,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05856773257255554,
|
|
"m": 0.1956382542848587
|
|
},
|
|
{
|
|
"p": 0.019985541701316833,
|
|
"m": 0.277959942817688
|
|
},
|
|
{
|
|
"p": 0.0004363204352557659,
|
|
"m": 0.10280730575323105
|
|
},
|
|
{
|
|
"p": 0.04356466978788376,
|
|
"m": 0.24625225365161896
|
|
},
|
|
{
|
|
"p": 0.08850207179784775,
|
|
"m": 0.3822390139102936
|
|
},
|
|
{
|
|
"p": 0.016357935965061188,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.04039415344595909,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11064549535512924,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03647901117801666,
|
|
"m": 0.9579219222068787
|
|
},
|
|
{
|
|
"p": 0.038086339831352234,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01138221099972725,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04634745046496391,
|
|
"m": 0.4455080032348633
|
|
},
|
|
{
|
|
"p": 0.02085794322192669,
|
|
"m": 0.8266839981079102
|
|
},
|
|
{
|
|
"p": 0.019645588472485542,
|
|
"m": 0.7580704092979431
|
|
},
|
|
{
|
|
"p": 0.03387326002120972,
|
|
"m": 0.6705875992774963
|
|
},
|
|
{
|
|
"p": 0.02698812074959278,
|
|
"m": 0.8345743417739868
|
|
},
|
|
{
|
|
"p": 0.009325445629656315,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0004363204352557659,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.01556710246950388,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02429514192044735,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 121,
|
|
"train_loss": 2.460780620574951,
|
|
"val_loss": 0.8232242465019226,
|
|
"acc": 67.43,
|
|
"time": 120.42206517500017,
|
|
"mix_dist": 0.8378515839576721,
|
|
"param": [
|
|
{
|
|
"p": 0.009524771012365818,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0005587942432612181,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3453616499900818,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05885476619005203,
|
|
"m": 0.22142963111400604
|
|
},
|
|
{
|
|
"p": 0.02238658256828785,
|
|
"m": 0.25482749938964844
|
|
},
|
|
{
|
|
"p": 0.00043866352643817663,
|
|
"m": 0.1105259582400322
|
|
},
|
|
{
|
|
"p": 0.029746413230895996,
|
|
"m": 0.23587900400161743
|
|
},
|
|
{
|
|
"p": 0.09629084914922714,
|
|
"m": 0.44370734691619873
|
|
},
|
|
{
|
|
"p": 0.001059683389030397,
|
|
"m": 0.10073506087064743
|
|
},
|
|
{
|
|
"p": 0.0431329645216465,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09482419490814209,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.039719585329294205,
|
|
"m": 0.9503478407859802
|
|
},
|
|
{
|
|
"p": 0.04320598393678665,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01193673349916935,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04974536597728729,
|
|
"m": 0.39995381236076355
|
|
},
|
|
{
|
|
"p": 0.020702825859189034,
|
|
"m": 0.8568412065505981
|
|
},
|
|
{
|
|
"p": 0.021296987310051918,
|
|
"m": 0.7552040815353394
|
|
},
|
|
{
|
|
"p": 0.039116546511650085,
|
|
"m": 0.7038617134094238
|
|
},
|
|
{
|
|
"p": 0.029228361323475838,
|
|
"m": 0.8273772597312927
|
|
},
|
|
{
|
|
"p": 0.00043866352643817663,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.00043866352643817663,
|
|
"m": 0.10195241123437881
|
|
},
|
|
{
|
|
"p": 0.011198421008884907,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.030792657285928726,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 122,
|
|
"train_loss": 2.0505619049072266,
|
|
"val_loss": 1.0203702449798584,
|
|
"acc": 67.28,
|
|
"time": 122.28534896199926,
|
|
"mix_dist": 0.8499500155448914,
|
|
"param": [
|
|
{
|
|
"p": 0.00043897266732528806,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043897266732528806,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3730597198009491,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06056336313486099,
|
|
"m": 0.22109271585941315
|
|
},
|
|
{
|
|
"p": 0.021027281880378723,
|
|
"m": 0.22209522128105164
|
|
},
|
|
{
|
|
"p": 0.00043897266732528806,
|
|
"m": 0.11927519738674164
|
|
},
|
|
{
|
|
"p": 0.011089631356298923,
|
|
"m": 0.23710539937019348
|
|
},
|
|
{
|
|
"p": 0.10558676719665527,
|
|
"m": 0.4708365797996521
|
|
},
|
|
{
|
|
"p": 0.0009400155395269394,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.04509706422686577,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06969188898801804,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.04392845183610916,
|
|
"m": 0.9567252397537231
|
|
},
|
|
{
|
|
"p": 0.04780732840299606,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013220420107245445,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052414607256650925,
|
|
"m": 0.37054625153541565
|
|
},
|
|
{
|
|
"p": 0.019197918474674225,
|
|
"m": 0.8819681406021118
|
|
},
|
|
{
|
|
"p": 0.020980410277843475,
|
|
"m": 0.7506244778633118
|
|
},
|
|
{
|
|
"p": 0.0431441105902195,
|
|
"m": 0.7175631523132324
|
|
},
|
|
{
|
|
"p": 0.027669791132211685,
|
|
"m": 0.8016296029090881
|
|
},
|
|
{
|
|
"p": 0.00043897266732528806,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.00043897266732528806,
|
|
"m": 0.10309906303882599
|
|
},
|
|
{
|
|
"p": 0.006555726286023855,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0358307883143425,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 123,
|
|
"train_loss": 2.101252317428589,
|
|
"val_loss": 1.0560463666915894,
|
|
"acc": 68.03,
|
|
"time": 124.38933071400061,
|
|
"mix_dist": 0.872697651386261,
|
|
"param": [
|
|
{
|
|
"p": 0.006287571042776108,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043164691305719316,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.34810423851013184,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05517246574163437,
|
|
"m": 0.21444351971149445
|
|
},
|
|
{
|
|
"p": 0.015087734907865524,
|
|
"m": 0.18830668926239014
|
|
},
|
|
{
|
|
"p": 0.00043164691305719316,
|
|
"m": 0.12511251866817474
|
|
},
|
|
{
|
|
"p": 0.018101340159773827,
|
|
"m": 0.24441827833652496
|
|
},
|
|
{
|
|
"p": 0.09860450029373169,
|
|
"m": 0.47653454542160034
|
|
},
|
|
{
|
|
"p": 0.030400708317756653,
|
|
"m": 0.10673394799232483
|
|
},
|
|
{
|
|
"p": 0.03746303543448448,
|
|
"m": 0.9827649593353271
|
|
},
|
|
{
|
|
"p": 0.09457322955131531,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.04390499368309975,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04391094297170639,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014336345717310905,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047411005944013596,
|
|
"m": 0.37295153737068176
|
|
},
|
|
{
|
|
"p": 0.016853902488946915,
|
|
"m": 0.896482527256012
|
|
},
|
|
{
|
|
"p": 0.019804012030363083,
|
|
"m": 0.722963809967041
|
|
},
|
|
{
|
|
"p": 0.040652647614479065,
|
|
"m": 0.7456827163696289
|
|
},
|
|
{
|
|
"p": 0.02221846580505371,
|
|
"m": 0.797487735748291
|
|
},
|
|
{
|
|
"p": 0.00043164691305719316,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.007706558331847191,
|
|
"m": 0.10434827953577042
|
|
},
|
|
{
|
|
"p": 0.0037112359423190355,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03440014272928238,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 124,
|
|
"train_loss": 1.8210811614990234,
|
|
"val_loss": 0.9572413563728333,
|
|
"acc": 67.92,
|
|
"time": 125.11263676700037,
|
|
"mix_dist": 0.8923705220222473,
|
|
"param": [
|
|
{
|
|
"p": 0.0023287516087293625,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004358144069556147,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3479155898094177,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05225355550646782,
|
|
"m": 0.18830345571041107
|
|
},
|
|
{
|
|
"p": 0.013014457188546658,
|
|
"m": 0.1808508038520813
|
|
},
|
|
{
|
|
"p": 0.0004358144069556147,
|
|
"m": 0.12460023164749146
|
|
},
|
|
{
|
|
"p": 0.01650707796216011,
|
|
"m": 0.2518806755542755
|
|
},
|
|
{
|
|
"p": 0.09925782680511475,
|
|
"m": 0.48431602120399475
|
|
},
|
|
{
|
|
"p": 0.04345191642642021,
|
|
"m": 0.13908331096172333
|
|
},
|
|
{
|
|
"p": 0.03327711671590805,
|
|
"m": 0.964665949344635
|
|
},
|
|
{
|
|
"p": 0.10255167633295059,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.04684856906533241,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04174082726240158,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025948548689484596,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04372967407107353,
|
|
"m": 0.3922465443611145
|
|
},
|
|
{
|
|
"p": 0.015640679746866226,
|
|
"m": 0.8877682685852051
|
|
},
|
|
{
|
|
"p": 0.016915060579776764,
|
|
"m": 0.7084714770317078
|
|
},
|
|
{
|
|
"p": 0.038375310599803925,
|
|
"m": 0.7661652565002441
|
|
},
|
|
{
|
|
"p": 0.014996807090938091,
|
|
"m": 0.8038488626480103
|
|
},
|
|
{
|
|
"p": 0.0004358144069556147,
|
|
"m": 0.10117805004119873
|
|
},
|
|
{
|
|
"p": 0.010087951086461544,
|
|
"m": 0.10167776048183441
|
|
},
|
|
{
|
|
"p": 0.0004358144069556147,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.033415310084819794,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 125,
|
|
"train_loss": 2.0808122158050537,
|
|
"val_loss": 0.8961422443389893,
|
|
"acc": 67.36,
|
|
"time": 120.04149376700116,
|
|
"mix_dist": 0.9116542935371399,
|
|
"param": [
|
|
{
|
|
"p": 0.0031711224000900984,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004360218590591103,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.360602468252182,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05040207505226135,
|
|
"m": 0.17239350080490112
|
|
},
|
|
{
|
|
"p": 0.008617663756012917,
|
|
"m": 0.18411211669445038
|
|
},
|
|
{
|
|
"p": 0.0004360218590591103,
|
|
"m": 0.12372926622629166
|
|
},
|
|
{
|
|
"p": 0.012450304813683033,
|
|
"m": 0.2500036060810089
|
|
},
|
|
{
|
|
"p": 0.10393690317869186,
|
|
"m": 0.43308159708976746
|
|
},
|
|
{
|
|
"p": 0.04902912676334381,
|
|
"m": 0.1768496334552765
|
|
},
|
|
{
|
|
"p": 0.031688492745161057,
|
|
"m": 0.9789126515388489
|
|
},
|
|
{
|
|
"p": 0.08045309036970139,
|
|
"m": 0.1134333536028862
|
|
},
|
|
{
|
|
"p": 0.04731173440814018,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04005367308855057,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027589701116085052,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04339761659502983,
|
|
"m": 0.37084847688674927
|
|
},
|
|
{
|
|
"p": 0.014898953959345818,
|
|
"m": 0.8844011425971985
|
|
},
|
|
{
|
|
"p": 0.019838588312268257,
|
|
"m": 0.7308457493782043
|
|
},
|
|
{
|
|
"p": 0.03916339948773384,
|
|
"m": 0.7670931220054626
|
|
},
|
|
{
|
|
"p": 0.010348925366997719,
|
|
"m": 0.8111288547515869
|
|
},
|
|
{
|
|
"p": 0.0004360218590591103,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.004916821606457233,
|
|
"m": 0.10414108633995056
|
|
},
|
|
{
|
|
"p": 0.01560883317142725,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03521246835589409,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 126,
|
|
"train_loss": 2.5642194747924805,
|
|
"val_loss": 0.9598622918128967,
|
|
"acc": 67.72,
|
|
"time": 118.82664119699984,
|
|
"mix_dist": 0.9236008524894714,
|
|
"param": [
|
|
{
|
|
"p": 0.014148252084851265,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.005724688991904259,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.34715768694877625,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.047097306698560715,
|
|
"m": 0.13789355754852295
|
|
},
|
|
{
|
|
"p": 0.00043465697672218084,
|
|
"m": 0.17769519984722137
|
|
},
|
|
{
|
|
"p": 0.001737233716994524,
|
|
"m": 0.12663519382476807
|
|
},
|
|
{
|
|
"p": 0.011149411089718342,
|
|
"m": 0.25281012058258057
|
|
},
|
|
{
|
|
"p": 0.10081469267606735,
|
|
"m": 0.3812601566314697
|
|
},
|
|
{
|
|
"p": 0.04997042566537857,
|
|
"m": 0.17137587070465088
|
|
},
|
|
{
|
|
"p": 0.029351364821195602,
|
|
"m": 0.9770020842552185
|
|
},
|
|
{
|
|
"p": 0.07844725996255875,
|
|
"m": 0.10631006956100464
|
|
},
|
|
{
|
|
"p": 0.04558730870485306,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03834143653512001,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.024812230840325356,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042255502194166183,
|
|
"m": 0.3647894263267517
|
|
},
|
|
{
|
|
"p": 0.013608396984636784,
|
|
"m": 0.8879179358482361
|
|
},
|
|
{
|
|
"p": 0.022184262052178383,
|
|
"m": 0.7593244314193726
|
|
},
|
|
{
|
|
"p": 0.03838728368282318,
|
|
"m": 0.7618321180343628
|
|
},
|
|
{
|
|
"p": 0.01370008010417223,
|
|
"m": 0.8122474551200867
|
|
},
|
|
{
|
|
"p": 0.00966134574264288,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.00531262019649148,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.024301650002598763,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03581487014889717,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 127,
|
|
"train_loss": 2.3531243801116943,
|
|
"val_loss": 0.7794283628463745,
|
|
"acc": 67.73,
|
|
"time": 116.13868698200167,
|
|
"mix_dist": 0.915603756904602,
|
|
"param": [
|
|
{
|
|
"p": 0.01687708869576454,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043449390796013176,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.33699145913124084,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.045631613582372665,
|
|
"m": 0.10403674095869064
|
|
},
|
|
{
|
|
"p": 0.002612828044220805,
|
|
"m": 0.18414507806301117
|
|
},
|
|
{
|
|
"p": 0.016747843474149704,
|
|
"m": 0.1287689059972763
|
|
},
|
|
{
|
|
"p": 0.0276672150939703,
|
|
"m": 0.2542842626571655
|
|
},
|
|
{
|
|
"p": 0.0985899269580841,
|
|
"m": 0.35021305084228516
|
|
},
|
|
{
|
|
"p": 0.04947984963655472,
|
|
"m": 0.15507318079471588
|
|
},
|
|
{
|
|
"p": 0.027742668986320496,
|
|
"m": 0.9635820984840393
|
|
},
|
|
{
|
|
"p": 0.0803893655538559,
|
|
"m": 0.10238958895206451
|
|
},
|
|
{
|
|
"p": 0.04404275864362717,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.037021785974502563,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020399603992700577,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038617148995399475,
|
|
"m": 0.34048211574554443
|
|
},
|
|
{
|
|
"p": 0.012353695929050446,
|
|
"m": 0.9038103222846985
|
|
},
|
|
{
|
|
"p": 0.021414577960968018,
|
|
"m": 0.7854355573654175
|
|
},
|
|
{
|
|
"p": 0.035411834716796875,
|
|
"m": 0.7386365532875061
|
|
},
|
|
{
|
|
"p": 0.010288803838193417,
|
|
"m": 0.8137097358703613
|
|
},
|
|
{
|
|
"p": 0.013688107021152973,
|
|
"m": 0.10269282758235931
|
|
},
|
|
{
|
|
"p": 0.0010017232270911336,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.02685490995645523,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03574061021208763,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 128,
|
|
"train_loss": 2.420759439468384,
|
|
"val_loss": 1.0568028688430786,
|
|
"acc": 67.07,
|
|
"time": 122.6199102490009,
|
|
"mix_dist": 0.9132416844367981,
|
|
"param": [
|
|
{
|
|
"p": 0.01720678247511387,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004332017560955137,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.32928895950317383,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04179934412240982,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0004332017560955137,
|
|
"m": 0.18652088940143585
|
|
},
|
|
{
|
|
"p": 0.02328103594481945,
|
|
"m": 0.13746438920497894
|
|
},
|
|
{
|
|
"p": 0.06447110325098038,
|
|
"m": 0.2607492506504059
|
|
},
|
|
{
|
|
"p": 0.09722167253494263,
|
|
"m": 0.3710251748561859
|
|
},
|
|
{
|
|
"p": 0.04862861707806587,
|
|
"m": 0.12921640276908875
|
|
},
|
|
{
|
|
"p": 0.027559734880924225,
|
|
"m": 0.9375962615013123
|
|
},
|
|
{
|
|
"p": 0.06581888347864151,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.04106954485177994,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.037090595811605453,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012683188542723656,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03502872958779335,
|
|
"m": 0.32582545280456543
|
|
},
|
|
{
|
|
"p": 0.009793641045689583,
|
|
"m": 0.9113227725028992
|
|
},
|
|
{
|
|
"p": 0.019914984703063965,
|
|
"m": 0.7914192080497742
|
|
},
|
|
{
|
|
"p": 0.03356804698705673,
|
|
"m": 0.7315368056297302
|
|
},
|
|
{
|
|
"p": 0.0063776420429348946,
|
|
"m": 0.8110997080802917
|
|
},
|
|
{
|
|
"p": 0.015315109863877296,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.009835799224674702,
|
|
"m": 0.10307861119508743
|
|
},
|
|
{
|
|
"p": 0.027465997263789177,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03571407124400139,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 129,
|
|
"train_loss": 2.4005157947540283,
|
|
"val_loss": 0.9706122279167175,
|
|
"acc": 67.91,
|
|
"time": 126.87025170800007,
|
|
"mix_dist": 0.9163377285003662,
|
|
"param": [
|
|
{
|
|
"p": 0.022909123450517654,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004298035055398941,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3029062747955322,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03627712279558182,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0121255898848176,
|
|
"m": 0.1981099545955658
|
|
},
|
|
{
|
|
"p": 0.025201797485351562,
|
|
"m": 0.13064192235469818
|
|
},
|
|
{
|
|
"p": 0.07462999224662781,
|
|
"m": 0.27758070826530457
|
|
},
|
|
{
|
|
"p": 0.08921518176794052,
|
|
"m": 0.37053754925727844
|
|
},
|
|
{
|
|
"p": 0.04722341522574425,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.02886524423956871,
|
|
"m": 0.9170956611633301
|
|
},
|
|
{
|
|
"p": 0.08479344099760056,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.036533422768116,
|
|
"m": 0.9992642402648926
|
|
},
|
|
{
|
|
"p": 0.03416791558265686,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004189712461084127,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030850816518068314,
|
|
"m": 0.29077062010765076
|
|
},
|
|
{
|
|
"p": 0.006629915442317724,
|
|
"m": 0.9107992649078369
|
|
},
|
|
{
|
|
"p": 0.02143161930143833,
|
|
"m": 0.806091845035553
|
|
},
|
|
{
|
|
"p": 0.03390277922153473,
|
|
"m": 0.7436575293540955
|
|
},
|
|
{
|
|
"p": 0.012711565010249615,
|
|
"m": 0.8090948462486267
|
|
},
|
|
{
|
|
"p": 0.01793762482702732,
|
|
"m": 0.12792249023914337
|
|
},
|
|
{
|
|
"p": 0.013540370389819145,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.029562588781118393,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03396473079919815,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 130,
|
|
"train_loss": 2.2717058658599854,
|
|
"val_loss": 1.0409235954284668,
|
|
"acc": 67.22,
|
|
"time": 128.82929981799862,
|
|
"mix_dist": 0.9144048094749451,
|
|
"param": [
|
|
{
|
|
"p": 0.025253377854824066,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0031243229750543833,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.28832826018333435,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03145492076873779,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.021133247762918472,
|
|
"m": 0.22356444597244263
|
|
},
|
|
{
|
|
"p": 0.026395397260785103,
|
|
"m": 0.13221375644207
|
|
},
|
|
{
|
|
"p": 0.07506512105464935,
|
|
"m": 0.301532506942749
|
|
},
|
|
{
|
|
"p": 0.08480652421712875,
|
|
"m": 0.3549344539642334
|
|
},
|
|
{
|
|
"p": 0.048279352486133575,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.029097720980644226,
|
|
"m": 0.9390321969985962
|
|
},
|
|
{
|
|
"p": 0.10952664166688919,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.031199583783745766,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030463440343737602,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004326004709582776,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028506731614470482,
|
|
"m": 0.2582089602947235
|
|
},
|
|
{
|
|
"p": 0.0011547624599188566,
|
|
"m": 0.9152540564537048
|
|
},
|
|
{
|
|
"p": 0.024414848536252975,
|
|
"m": 0.8112867474555969
|
|
},
|
|
{
|
|
"p": 0.035429563373327255,
|
|
"m": 0.7500395178794861
|
|
},
|
|
{
|
|
"p": 0.013565297238528728,
|
|
"m": 0.8105421662330627
|
|
},
|
|
{
|
|
"p": 0.017259007319808006,
|
|
"m": 0.135420560836792
|
|
},
|
|
{
|
|
"p": 0.011607669293880463,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03144560754299164,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03205595538020134,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 131,
|
|
"train_loss": 2.1577465534210205,
|
|
"val_loss": 0.9779320359230042,
|
|
"acc": 68.19,
|
|
"time": 124.43088636100038,
|
|
"mix_dist": 0.9137226939201355,
|
|
"param": [
|
|
{
|
|
"p": 0.02262341044843197,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.020067717880010605,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2777946889400482,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.022837623953819275,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.022456226870417595,
|
|
"m": 0.2213989943265915
|
|
},
|
|
{
|
|
"p": 0.026128459721803665,
|
|
"m": 0.12467052042484283
|
|
},
|
|
{
|
|
"p": 0.07133252173662186,
|
|
"m": 0.3210049271583557
|
|
},
|
|
{
|
|
"p": 0.08129306137561798,
|
|
"m": 0.3170088827610016
|
|
},
|
|
{
|
|
"p": 0.04933486878871918,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.030015772208571434,
|
|
"m": 0.9200952053070068
|
|
},
|
|
{
|
|
"p": 0.12286723405122757,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.028206748887896538,
|
|
"m": 0.962124228477478
|
|
},
|
|
{
|
|
"p": 0.025535933673381805,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004371062386780977,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.023611461743712425,
|
|
"m": 0.19899199903011322
|
|
},
|
|
{
|
|
"p": 0.009990407153964043,
|
|
"m": 0.9155945181846619
|
|
},
|
|
{
|
|
"p": 0.02485874854028225,
|
|
"m": 0.8152077794075012
|
|
},
|
|
{
|
|
"p": 0.03581475839018822,
|
|
"m": 0.7397283911705017
|
|
},
|
|
{
|
|
"p": 0.019438182935118675,
|
|
"m": 0.816787600517273
|
|
},
|
|
{
|
|
"p": 0.015116387978196144,
|
|
"m": 0.11874290555715561
|
|
},
|
|
{
|
|
"p": 0.0075931549072265625,
|
|
"m": 0.10135531425476074
|
|
},
|
|
{
|
|
"p": 0.032855723053216934,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.029789799824357033,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 132,
|
|
"train_loss": 2.128876209259033,
|
|
"val_loss": 0.9530433416366577,
|
|
"acc": 67.37,
|
|
"time": 122.98390501199901,
|
|
"mix_dist": 0.8996716141700745,
|
|
"param": [
|
|
{
|
|
"p": 0.022175028920173645,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.025077834725379944,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.28647732734680176,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00886539090424776,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.022024746984243393,
|
|
"m": 0.21789170801639557
|
|
},
|
|
{
|
|
"p": 0.027554292231798172,
|
|
"m": 0.12325864285230637
|
|
},
|
|
{
|
|
"p": 0.06983515620231628,
|
|
"m": 0.33283552527427673
|
|
},
|
|
{
|
|
"p": 0.08428550511598587,
|
|
"m": 0.3071410655975342
|
|
},
|
|
{
|
|
"p": 0.05135234817862511,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03047299198806286,
|
|
"m": 0.9243723750114441
|
|
},
|
|
{
|
|
"p": 0.13197721540927887,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.028967360034585,
|
|
"m": 0.9330165386199951
|
|
},
|
|
{
|
|
"p": 0.022716689854860306,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00043709963210858405,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.018379177898168564,
|
|
"m": 0.17549879848957062
|
|
},
|
|
{
|
|
"p": 0.007169969845563173,
|
|
"m": 0.9199818968772888
|
|
},
|
|
{
|
|
"p": 0.023300640285015106,
|
|
"m": 0.819544792175293
|
|
},
|
|
{
|
|
"p": 0.03467207029461861,
|
|
"m": 0.7409024238586426
|
|
},
|
|
{
|
|
"p": 0.020094508305191994,
|
|
"m": 0.8088779449462891
|
|
},
|
|
{
|
|
"p": 0.013435318134725094,
|
|
"m": 0.11779190599918365
|
|
},
|
|
{
|
|
"p": 0.009426730684936047,
|
|
"m": 0.10870207846164703
|
|
},
|
|
{
|
|
"p": 0.033061493188142776,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.028241245076060295,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 133,
|
|
"train_loss": 2.212766647338867,
|
|
"val_loss": 0.9019917845726013,
|
|
"acc": 67.4,
|
|
"time": 133.09504558299886,
|
|
"mix_dist": 0.8973104357719421,
|
|
"param": [
|
|
{
|
|
"p": 0.017376989126205444,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.025516292080283165,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2859352231025696,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.020594676956534386,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.019833970814943314,
|
|
"m": 0.20881858468055725
|
|
},
|
|
{
|
|
"p": 0.028861667960882187,
|
|
"m": 0.10272469371557236
|
|
},
|
|
{
|
|
"p": 0.06483969837427139,
|
|
"m": 0.3328580856323242
|
|
},
|
|
{
|
|
"p": 0.08469503372907639,
|
|
"m": 0.29353272914886475
|
|
},
|
|
{
|
|
"p": 0.05239783972501755,
|
|
"m": 0.10390473902225494
|
|
},
|
|
{
|
|
"p": 0.028665026649832726,
|
|
"m": 0.9358779191970825
|
|
},
|
|
{
|
|
"p": 0.1367606371641159,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03475385159254074,
|
|
"m": 0.9208613634109497
|
|
},
|
|
{
|
|
"p": 0.01857704669237137,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009472688660025597,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010626940988004208,
|
|
"m": 0.16869708895683289
|
|
},
|
|
{
|
|
"p": 0.004760431125760078,
|
|
"m": 0.9104372262954712
|
|
},
|
|
{
|
|
"p": 0.019959168508648872,
|
|
"m": 0.8246023654937744
|
|
},
|
|
{
|
|
"p": 0.03211916610598564,
|
|
"m": 0.740909993648529
|
|
},
|
|
{
|
|
"p": 0.019693909212946892,
|
|
"m": 0.8081980347633362
|
|
},
|
|
{
|
|
"p": 0.01250756811350584,
|
|
"m": 0.1060272753238678
|
|
},
|
|
{
|
|
"p": 0.012810095213353634,
|
|
"m": 0.1121084913611412
|
|
},
|
|
{
|
|
"p": 0.03358994796872139,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.025652125477790833,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 134,
|
|
"train_loss": 2.1087396144866943,
|
|
"val_loss": 0.9364198446273804,
|
|
"acc": 66.42,
|
|
"time": 125.73791679100032,
|
|
"mix_dist": 0.8921183347702026,
|
|
"param": [
|
|
{
|
|
"p": 0.021415265277028084,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02468808926641941,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.296875923871994,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03999067097902298,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.01797633431851864,
|
|
"m": 0.20910774171352386
|
|
},
|
|
{
|
|
"p": 0.02959432825446129,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.06404121965169907,
|
|
"m": 0.3448401391506195
|
|
},
|
|
{
|
|
"p": 0.0886588916182518,
|
|
"m": 0.2791813313961029
|
|
},
|
|
{
|
|
"p": 0.05382322520017624,
|
|
"m": 0.1375030279159546
|
|
},
|
|
{
|
|
"p": 0.029580242931842804,
|
|
"m": 0.9563550353050232
|
|
},
|
|
{
|
|
"p": 0.13117800652980804,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0362076461315155,
|
|
"m": 0.9561045169830322
|
|
},
|
|
{
|
|
"p": 0.013227585703134537,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015272803604602814,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004155742935836315,
|
|
"m": 0.18090340495109558
|
|
},
|
|
{
|
|
"p": 0.0004396630101837218,
|
|
"m": 0.9058049321174622
|
|
},
|
|
{
|
|
"p": 0.0149648142978549,
|
|
"m": 0.8456851243972778
|
|
},
|
|
{
|
|
"p": 0.02968297339975834,
|
|
"m": 0.7404235601425171
|
|
},
|
|
{
|
|
"p": 0.011607847176492214,
|
|
"m": 0.8244959712028503
|
|
},
|
|
{
|
|
"p": 0.007309896405786276,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.012128779664635658,
|
|
"m": 0.1049298346042633
|
|
},
|
|
{
|
|
"p": 0.033433765172958374,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.023746415972709656,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 135,
|
|
"train_loss": 2.1784534454345703,
|
|
"val_loss": 0.9917029142379761,
|
|
"acc": 66.91,
|
|
"time": 123.56042197399984,
|
|
"mix_dist": 0.8933043479919434,
|
|
"param": [
|
|
{
|
|
"p": 0.0253599863499403,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.021900400519371033,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.3169919550418854,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.042484041303396225,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.009917879477143288,
|
|
"m": 0.19672828912734985
|
|
},
|
|
{
|
|
"p": 0.026472393423318863,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.06317314505577087,
|
|
"m": 0.3421732783317566
|
|
},
|
|
{
|
|
"p": 0.09543740004301071,
|
|
"m": 0.24204054474830627
|
|
},
|
|
{
|
|
"p": 0.05550099164247513,
|
|
"m": 0.1403358280658722
|
|
},
|
|
{
|
|
"p": 0.03219304978847504,
|
|
"m": 0.9757053256034851
|
|
},
|
|
{
|
|
"p": 0.11945483088493347,
|
|
"m": 0.10174703598022461
|
|
},
|
|
{
|
|
"p": 0.04128974676132202,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013941275887191296,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015805235132575035,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008152693510055542,
|
|
"m": 0.1862393468618393
|
|
},
|
|
{
|
|
"p": 0.00044040678767487407,
|
|
"m": 0.9024251699447632
|
|
},
|
|
{
|
|
"p": 0.010830149054527283,
|
|
"m": 0.8362697958946228
|
|
},
|
|
{
|
|
"p": 0.029245823621749878,
|
|
"m": 0.7257855534553528
|
|
},
|
|
{
|
|
"p": 0.00044040678767487407,
|
|
"m": 0.8360093235969543
|
|
},
|
|
{
|
|
"p": 0.0015428279293701053,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.013562232255935669,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03354954719543457,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.022313537076115608,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 136,
|
|
"train_loss": 2.0109763145446777,
|
|
"val_loss": 0.8253191113471985,
|
|
"acc": 67.59,
|
|
"time": 137.83491286200115,
|
|
"mix_dist": 0.8883034586906433,
|
|
"param": [
|
|
{
|
|
"p": 0.025083621963858604,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01924268901348114,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.31224778294563293,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04098973795771599,
|
|
"m": 0.10639843344688416
|
|
},
|
|
{
|
|
"p": 0.010511458851397038,
|
|
"m": 0.17417386174201965
|
|
},
|
|
{
|
|
"p": 0.02615698054432869,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.05242753028869629,
|
|
"m": 0.33411285281181335
|
|
},
|
|
{
|
|
"p": 0.09418873488903046,
|
|
"m": 0.18588215112686157
|
|
},
|
|
{
|
|
"p": 0.05526711419224739,
|
|
"m": 0.12150119245052338
|
|
},
|
|
{
|
|
"p": 0.03272261470556259,
|
|
"m": 0.9953837394714355
|
|
},
|
|
{
|
|
"p": 0.13026954233646393,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03917071595788002,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019436851143836975,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00782228447496891,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015646230429410934,
|
|
"m": 0.19752497971057892
|
|
},
|
|
{
|
|
"p": 0.0006452718516811728,
|
|
"m": 0.9056516885757446
|
|
},
|
|
{
|
|
"p": 0.008840017952024937,
|
|
"m": 0.8463589549064636
|
|
},
|
|
{
|
|
"p": 0.03137905150651932,
|
|
"m": 0.7259929776191711
|
|
},
|
|
{
|
|
"p": 0.005428137257695198,
|
|
"m": 0.8479481935501099
|
|
},
|
|
{
|
|
"p": 0.0004328358336351812,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.01809547282755375,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.031639084219932556,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.022356387227773666,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 137,
|
|
"train_loss": 2.433718204498291,
|
|
"val_loss": 0.9750233292579651,
|
|
"acc": 66.93,
|
|
"time": 139.67575111100086,
|
|
"mix_dist": 0.8835147023200989,
|
|
"param": [
|
|
{
|
|
"p": 0.023295437917113304,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01495291292667389,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.29904821515083313,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.041648395359516144,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.011845382861793041,
|
|
"m": 0.13933435082435608
|
|
},
|
|
{
|
|
"p": 0.021860891953110695,
|
|
"m": 0.10238132625818253
|
|
},
|
|
{
|
|
"p": 0.03805729001760483,
|
|
"m": 0.3224189877510071
|
|
},
|
|
{
|
|
"p": 0.09101451188325882,
|
|
"m": 0.1693672090768814
|
|
},
|
|
{
|
|
"p": 0.05297955125570297,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03373695909976959,
|
|
"m": 0.996496319770813
|
|
},
|
|
{
|
|
"p": 0.14688073098659515,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.034681569784879684,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01770232617855072,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006245443131774664,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017252931371331215,
|
|
"m": 0.19100122153759003
|
|
},
|
|
{
|
|
"p": 0.004378358833491802,
|
|
"m": 0.9084816575050354
|
|
},
|
|
{
|
|
"p": 0.012155499309301376,
|
|
"m": 0.8813984394073486
|
|
},
|
|
{
|
|
"p": 0.03269537165760994,
|
|
"m": 0.7222649455070496
|
|
},
|
|
{
|
|
"p": 0.02842881716787815,
|
|
"m": 0.8500776290893555
|
|
},
|
|
{
|
|
"p": 0.00043552566785365343,
|
|
"m": 0.10078071802854538
|
|
},
|
|
{
|
|
"p": 0.0139674823731184,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03202499821782112,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02471143752336502,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 138,
|
|
"train_loss": 2.519801378250122,
|
|
"val_loss": 1.128893256187439,
|
|
"acc": 67.12,
|
|
"time": 134.5820241500005,
|
|
"mix_dist": 0.8889361023902893,
|
|
"param": [
|
|
{
|
|
"p": 0.02096543274819851,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.012670150958001614,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.28976970911026,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.041616447269916534,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.011778080835938454,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.02038351632654667,
|
|
"m": 0.10480394959449768
|
|
},
|
|
{
|
|
"p": 0.03138205036520958,
|
|
"m": 0.32559913396835327
|
|
},
|
|
{
|
|
"p": 0.08934908360242844,
|
|
"m": 0.17863750457763672
|
|
},
|
|
{
|
|
"p": 0.05140369385480881,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03396342322230339,
|
|
"m": 0.9927212595939636
|
|
},
|
|
{
|
|
"p": 0.15875139832496643,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03236159682273865,
|
|
"m": 0.9992191195487976
|
|
},
|
|
{
|
|
"p": 0.012285949662327766,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010220599360764027,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010811422020196915,
|
|
"m": 0.17821402847766876
|
|
},
|
|
{
|
|
"p": 0.012608549557626247,
|
|
"m": 0.9133642911911011
|
|
},
|
|
{
|
|
"p": 0.015663951635360718,
|
|
"m": 0.8987457156181335
|
|
},
|
|
{
|
|
"p": 0.031268272548913956,
|
|
"m": 0.7338916063308716
|
|
},
|
|
{
|
|
"p": 0.038989003747701645,
|
|
"m": 0.8363643288612366
|
|
},
|
|
{
|
|
"p": 0.0009768814779818058,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.012749907560646534,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03405485674738884,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.025976013392210007,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 139,
|
|
"train_loss": 2.4770348072052,
|
|
"val_loss": 1.0927225351333618,
|
|
"acc": 68.09,
|
|
"time": 140.67491460599922,
|
|
"mix_dist": 0.8878178596496582,
|
|
"param": [
|
|
{
|
|
"p": 0.01991269178688526,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0062357657589018345,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2952297329902649,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04157041385769844,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.007878705859184265,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.01944723352789879,
|
|
"m": 0.10429630428552628
|
|
},
|
|
{
|
|
"p": 0.027999145910143852,
|
|
"m": 0.3104408085346222
|
|
},
|
|
{
|
|
"p": 0.09161282330751419,
|
|
"m": 0.16006070375442505
|
|
},
|
|
{
|
|
"p": 0.05139801278710365,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03460421785712242,
|
|
"m": 0.9813166260719299
|
|
},
|
|
{
|
|
"p": 0.1661919355392456,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03290371596813202,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0066364542581140995,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007018030155450106,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004491898231208324,
|
|
"m": 0.17551475763320923
|
|
},
|
|
{
|
|
"p": 0.015633057802915573,
|
|
"m": 0.9254271388053894
|
|
},
|
|
{
|
|
"p": 0.016481032595038414,
|
|
"m": 0.8878554701805115
|
|
},
|
|
{
|
|
"p": 0.02768958918750286,
|
|
"m": 0.7472934126853943
|
|
},
|
|
{
|
|
"p": 0.04219844564795494,
|
|
"m": 0.8162499070167542
|
|
},
|
|
{
|
|
"p": 0.007686397060751915,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.01477636769413948,
|
|
"m": 0.10970049351453781
|
|
},
|
|
{
|
|
"p": 0.035983528941869736,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.026420867070555687,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 140,
|
|
"train_loss": 2.5031676292419434,
|
|
"val_loss": 0.8435198068618774,
|
|
"acc": 67.53,
|
|
"time": 141.22674896800163,
|
|
"mix_dist": 0.8835389614105225,
|
|
"param": [
|
|
{
|
|
"p": 0.01951984129846096,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0020265025086700916,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.305266797542572,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.043331246823072433,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.010120666585862637,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.021200496703386307,
|
|
"m": 0.11163969337940216
|
|
},
|
|
{
|
|
"p": 0.009488960728049278,
|
|
"m": 0.30949461460113525
|
|
},
|
|
{
|
|
"p": 0.09591402113437653,
|
|
"m": 0.16127833724021912
|
|
},
|
|
{
|
|
"p": 0.05096753314137459,
|
|
"m": 0.1093272715806961
|
|
},
|
|
{
|
|
"p": 0.038241010159254074,
|
|
"m": 0.9791667461395264
|
|
},
|
|
{
|
|
"p": 0.17005078494548798,
|
|
"m": 0.11689882725477219
|
|
},
|
|
{
|
|
"p": 0.035413794219493866,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004392705741338432,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006523230113089085,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0021393117494881153,
|
|
"m": 0.17116667330265045
|
|
},
|
|
{
|
|
"p": 0.01747133582830429,
|
|
"m": 0.9322925209999084
|
|
},
|
|
{
|
|
"p": 0.0162932351231575,
|
|
"m": 0.8867763876914978
|
|
},
|
|
{
|
|
"p": 0.026990531012415886,
|
|
"m": 0.752936065196991
|
|
},
|
|
{
|
|
"p": 0.04310036450624466,
|
|
"m": 0.7746632695198059
|
|
},
|
|
{
|
|
"p": 0.011280740611255169,
|
|
"m": 0.10297632962465286
|
|
},
|
|
{
|
|
"p": 0.012020229361951351,
|
|
"m": 0.12001506239175797
|
|
},
|
|
{
|
|
"p": 0.03682897239923477,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.025371035560965538,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 141,
|
|
"train_loss": 2.6835477352142334,
|
|
"val_loss": 0.9998921751976013,
|
|
"acc": 67.84,
|
|
"time": 122.36992683399876,
|
|
"mix_dist": 0.8941646814346313,
|
|
"param": [
|
|
{
|
|
"p": 0.018938621506094933,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00042971872608177364,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.29520878195762634,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.041352611035108566,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.013322314247488976,
|
|
"m": 0.10115908086299896
|
|
},
|
|
{
|
|
"p": 0.01718245819211006,
|
|
"m": 0.10621484369039536
|
|
},
|
|
{
|
|
"p": 0.04170634597539902,
|
|
"m": 0.30794963240623474
|
|
},
|
|
{
|
|
"p": 0.09449559450149536,
|
|
"m": 0.16726745665073395
|
|
},
|
|
{
|
|
"p": 0.04699604585766792,
|
|
"m": 0.12351054698228836
|
|
},
|
|
{
|
|
"p": 0.036778524518013,
|
|
"m": 0.969437837600708
|
|
},
|
|
{
|
|
"p": 0.15555724501609802,
|
|
"m": 0.13660137355327606
|
|
},
|
|
{
|
|
"p": 0.03381357342004776,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012241804040968418,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011762681417167187,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00042971872608177364,
|
|
"m": 0.18801410496234894
|
|
},
|
|
{
|
|
"p": 0.016906004399061203,
|
|
"m": 0.9192855954170227
|
|
},
|
|
{
|
|
"p": 0.017323758453130722,
|
|
"m": 0.8920645117759705
|
|
},
|
|
{
|
|
"p": 0.022373825311660767,
|
|
"m": 0.7524334788322449
|
|
},
|
|
{
|
|
"p": 0.040585730224847794,
|
|
"m": 0.7535454630851746
|
|
},
|
|
{
|
|
"p": 0.015695003792643547,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.009536894969642162,
|
|
"m": 0.1363329142332077
|
|
},
|
|
{
|
|
"p": 0.034543946385383606,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.022818755358457565,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 142,
|
|
"train_loss": 2.041512966156006,
|
|
"val_loss": 1.0806596279144287,
|
|
"acc": 67.16,
|
|
"time": 122.86315974000172,
|
|
"mix_dist": 0.9051311612129211,
|
|
"param": [
|
|
{
|
|
"p": 0.015922022983431816,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004322396998759359,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.28373855352401733,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.035842299461364746,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.010782148689031601,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.012361890636384487,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.08970208466053009,
|
|
"m": 0.2737758755683899
|
|
},
|
|
{
|
|
"p": 0.09247373044490814,
|
|
"m": 0.13251706957817078
|
|
},
|
|
{
|
|
"p": 0.04317086935043335,
|
|
"m": 0.1240115836262703
|
|
},
|
|
{
|
|
"p": 0.030725626274943352,
|
|
"m": 0.9778812527656555
|
|
},
|
|
{
|
|
"p": 0.14090047776699066,
|
|
"m": 0.14639554917812347
|
|
},
|
|
{
|
|
"p": 0.033379845321178436,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013893365859985352,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019205287098884583,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0004322396998759359,
|
|
"m": 0.20087946951389313
|
|
},
|
|
{
|
|
"p": 0.017552953213453293,
|
|
"m": 0.9062870740890503
|
|
},
|
|
{
|
|
"p": 0.018532605841755867,
|
|
"m": 0.8853259086608887
|
|
},
|
|
{
|
|
"p": 0.023475198075175285,
|
|
"m": 0.7467200756072998
|
|
},
|
|
{
|
|
"p": 0.040169186890125275,
|
|
"m": 0.7576390504837036
|
|
},
|
|
{
|
|
"p": 0.015558898448944092,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.009797239676117897,
|
|
"m": 0.13630405068397522
|
|
},
|
|
{
|
|
"p": 0.03367459401488304,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.018276674672961235,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 143,
|
|
"train_loss": 2.1365747451782227,
|
|
"val_loss": 1.0407483577728271,
|
|
"acc": 67.43,
|
|
"time": 119.60830768599772,
|
|
"mix_dist": 0.8993462920188904,
|
|
"param": [
|
|
{
|
|
"p": 0.0004995758063159883,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004323321336414665,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.27483922243118286,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.031386736780405045,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.011304117739200592,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.00718466704711318,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.10897226631641388,
|
|
"m": 0.2281189262866974
|
|
},
|
|
{
|
|
"p": 0.09039080142974854,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.04141886904835701,
|
|
"m": 0.1152632087469101
|
|
},
|
|
{
|
|
"p": 0.023695237934589386,
|
|
"m": 0.9948552846908569
|
|
},
|
|
{
|
|
"p": 0.14341625571250916,
|
|
"m": 0.12519873678684235
|
|
},
|
|
{
|
|
"p": 0.03398217633366585,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016567986458539963,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026548365131020546,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011259572580456734,
|
|
"m": 0.21135041117668152
|
|
},
|
|
{
|
|
"p": 0.020028963685035706,
|
|
"m": 0.8600857257843018
|
|
},
|
|
{
|
|
"p": 0.023167628794908524,
|
|
"m": 0.8786946535110474
|
|
},
|
|
{
|
|
"p": 0.029918713495135307,
|
|
"m": 0.7440141439437866
|
|
},
|
|
{
|
|
"p": 0.04114910960197449,
|
|
"m": 0.7156180739402771
|
|
},
|
|
{
|
|
"p": 0.00967470370233059,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.002926816698163748,
|
|
"m": 0.12116768211126328
|
|
},
|
|
{
|
|
"p": 0.03496761620044708,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.016268307343125343,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 144,
|
|
"train_loss": 2.1934213638305664,
|
|
"val_loss": 0.8064162135124207,
|
|
"acc": 68.08,
|
|
"time": 123.5795218830026,
|
|
"mix_dist": 0.8927022814750671,
|
|
"param": [
|
|
{
|
|
"p": 0.015508432872593403,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0023348385002464056,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2664348781108856,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02367224358022213,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.010113826021552086,
|
|
"m": 0.10092931240797043
|
|
},
|
|
{
|
|
"p": 0.002008661162108183,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.11451299488544464,
|
|
"m": 0.18982966244220734
|
|
},
|
|
{
|
|
"p": 0.08829156309366226,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0406963974237442,
|
|
"m": 0.10673095285892487
|
|
},
|
|
{
|
|
"p": 0.019061537459492683,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14104601740837097,
|
|
"m": 0.10459422320127487
|
|
},
|
|
{
|
|
"p": 0.03164195641875267,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022164776921272278,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03353792428970337,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01803278923034668,
|
|
"m": 0.21439191699028015
|
|
},
|
|
{
|
|
"p": 0.019790342077612877,
|
|
"m": 0.8411164879798889
|
|
},
|
|
{
|
|
"p": 0.026104532182216644,
|
|
"m": 0.8725776672363281
|
|
},
|
|
{
|
|
"p": 0.034696344286203384,
|
|
"m": 0.7255208492279053
|
|
},
|
|
{
|
|
"p": 0.04103409871459007,
|
|
"m": 0.7320175170898438
|
|
},
|
|
{
|
|
"p": 0.002671395894140005,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0004343903565313667,
|
|
"m": 0.1061304435133934
|
|
},
|
|
{
|
|
"p": 0.03550693765282631,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01070323120802641,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 145,
|
|
"train_loss": 2.0488061904907227,
|
|
"val_loss": 1.0295153856277466,
|
|
"acc": 66.52,
|
|
"time": 119.72996411500208,
|
|
"mix_dist": 0.8868541121482849,
|
|
"param": [
|
|
{
|
|
"p": 0.013472359627485275,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004418501630425453,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2771441638469696,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.010520506650209427,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.012846214696764946,
|
|
"m": 0.11606886237859726
|
|
},
|
|
{
|
|
"p": 0.0004418501630425453,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.1226758360862732,
|
|
"m": 0.15764623880386353
|
|
},
|
|
{
|
|
"p": 0.0931459292769432,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03968694061040878,
|
|
"m": 0.1151079311966896
|
|
},
|
|
{
|
|
"p": 0.012597216293215752,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14232632517814636,
|
|
"m": 0.10129673779010773
|
|
},
|
|
{
|
|
"p": 0.030798649415373802,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02750273421406746,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03749169036746025,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017386339604854584,
|
|
"m": 0.23274290561676025
|
|
},
|
|
{
|
|
"p": 0.0192454531788826,
|
|
"m": 0.8519561290740967
|
|
},
|
|
{
|
|
"p": 0.027896231040358543,
|
|
"m": 0.8633223176002502
|
|
},
|
|
{
|
|
"p": 0.03709546476602554,
|
|
"m": 0.7113683819770813
|
|
},
|
|
{
|
|
"p": 0.03954746574163437,
|
|
"m": 0.744647204875946
|
|
},
|
|
{
|
|
"p": 0.0004418501630425453,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0004418501630425453,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03641123324632645,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004418501630425453,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 146,
|
|
"train_loss": 2.2788188457489014,
|
|
"val_loss": 0.9112507700920105,
|
|
"acc": 66.77,
|
|
"time": 122.06942613299907,
|
|
"mix_dist": 0.8946537971496582,
|
|
"param": [
|
|
{
|
|
"p": 0.012776169925928116,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043373642256483436,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.27753233909606934,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02337643690407276,
|
|
"m": 0.10008946806192398
|
|
},
|
|
{
|
|
"p": 0.011806394904851913,
|
|
"m": 0.12767814099788666
|
|
},
|
|
{
|
|
"p": 0.00043373642256483436,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.1253691464662552,
|
|
"m": 0.15807805955410004
|
|
},
|
|
{
|
|
"p": 0.09675607085227966,
|
|
"m": 0.11052827537059784
|
|
},
|
|
{
|
|
"p": 0.039995066821575165,
|
|
"m": 0.12053942680358887
|
|
},
|
|
{
|
|
"p": 0.007320553995668888,
|
|
"m": 0.9996097087860107
|
|
},
|
|
{
|
|
"p": 0.1357218474149704,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.02318825013935566,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027878111228346825,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03795652836561203,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017148973420262337,
|
|
"m": 0.2564672529697418
|
|
},
|
|
{
|
|
"p": 0.017267588526010513,
|
|
"m": 0.8614403009414673
|
|
},
|
|
{
|
|
"p": 0.025257408618927002,
|
|
"m": 0.8675645589828491
|
|
},
|
|
{
|
|
"p": 0.03747553378343582,
|
|
"m": 0.7234075665473938
|
|
},
|
|
{
|
|
"p": 0.03669169172644615,
|
|
"m": 0.7362945079803467
|
|
},
|
|
{
|
|
"p": 0.00043373642256483436,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.011017928831279278,
|
|
"m": 0.10185695439577103
|
|
},
|
|
{
|
|
"p": 0.03372910991311073,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043373642256483436,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 147,
|
|
"train_loss": 2.3280186653137207,
|
|
"val_loss": 1.1050333976745605,
|
|
"acc": 67.58,
|
|
"time": 119.76047294399905,
|
|
"mix_dist": 0.8976600766181946,
|
|
"param": [
|
|
{
|
|
"p": 0.011324390769004822,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043171830475330353,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.27272093296051025,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.042653195559978485,
|
|
"m": 0.10119246691465378
|
|
},
|
|
{
|
|
"p": 0.01253378577530384,
|
|
"m": 0.13918618857860565
|
|
},
|
|
{
|
|
"p": 0.00043171830475330353,
|
|
"m": 0.10417655110359192
|
|
},
|
|
{
|
|
"p": 0.12454007565975189,
|
|
"m": 0.15738624334335327
|
|
},
|
|
{
|
|
"p": 0.09681117534637451,
|
|
"m": 0.10713191330432892
|
|
},
|
|
{
|
|
"p": 0.03862687572836876,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.006201083306223154,
|
|
"m": 0.995658814907074
|
|
},
|
|
{
|
|
"p": 0.13048020005226135,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.010044203139841557,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02576499991118908,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03698793053627014,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015901576727628708,
|
|
"m": 0.28370237350463867
|
|
},
|
|
{
|
|
"p": 0.014534958638250828,
|
|
"m": 0.8663234114646912
|
|
},
|
|
{
|
|
"p": 0.023781582713127136,
|
|
"m": 0.8683860898017883
|
|
},
|
|
{
|
|
"p": 0.037908706814050674,
|
|
"m": 0.741750180721283
|
|
},
|
|
{
|
|
"p": 0.035808805376291275,
|
|
"m": 0.7227334380149841
|
|
},
|
|
{
|
|
"p": 0.00043171830475330353,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.02826373465359211,
|
|
"m": 0.10005415230989456
|
|
},
|
|
{
|
|
"p": 0.03175605461001396,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.002060681814327836,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 148,
|
|
"train_loss": 2.539090156555176,
|
|
"val_loss": 0.9783179759979248,
|
|
"acc": 67.2,
|
|
"time": 125.05199185499805,
|
|
"mix_dist": 0.8948337435722351,
|
|
"param": [
|
|
{
|
|
"p": 0.016173508018255234,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.00043415522668510675,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2648353576660156,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04663462191820145,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.004734743852168322,
|
|
"m": 0.12223229557275772
|
|
},
|
|
{
|
|
"p": 0.00043415522668510675,
|
|
"m": 0.1043340414762497
|
|
},
|
|
{
|
|
"p": 0.12101615965366364,
|
|
"m": 0.1627337485551834
|
|
},
|
|
{
|
|
"p": 0.09472642838954926,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.039477959275245667,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.00043415522668510675,
|
|
"m": 0.9927534461021423
|
|
},
|
|
{
|
|
"p": 0.1292610913515091,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0046870228834450245,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02628372050821781,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.035724617540836334,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017650386318564415,
|
|
"m": 0.27744561433792114
|
|
},
|
|
{
|
|
"p": 0.013743259944021702,
|
|
"m": 0.844791054725647
|
|
},
|
|
{
|
|
"p": 0.02399948425590992,
|
|
"m": 0.8831552267074585
|
|
},
|
|
{
|
|
"p": 0.039370667189359665,
|
|
"m": 0.7561634182929993
|
|
},
|
|
{
|
|
"p": 0.036544304341077805,
|
|
"m": 0.7148456573486328
|
|
},
|
|
{
|
|
"p": 0.0021449115592986345,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03712175041437149,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.03242015838623047,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.012147451750934124,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 149,
|
|
"train_loss": 2.4457333087921143,
|
|
"val_loss": 1.0632327795028687,
|
|
"acc": 67.41,
|
|
"time": 120.94239418000143,
|
|
"mix_dist": 0.9013152718544006,
|
|
"param": [
|
|
{
|
|
"p": 0.023381613194942474,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0004307771159801632,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.2554028034210205,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.045010581612586975,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0004307771159801632,
|
|
"m": 0.11897970736026764
|
|
},
|
|
{
|
|
"p": 0.008366204798221588,
|
|
"m": 0.10419691354036331
|
|
},
|
|
{
|
|
"p": 0.11905557662248611,
|
|
"m": 0.16644063591957092
|
|
},
|
|
{
|
|
"p": 0.092673659324646,
|
|
"m": 0.10664458572864532
|
|
},
|
|
{
|
|
"p": 0.03967170789837837,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0004307771159801632,
|
|
"m": 0.9895147681236267
|
|
},
|
|
{
|
|
"p": 0.12460115551948547,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.008837705478072166,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028658900409936905,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03320799395442009,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014384272508323193,
|
|
"m": 0.2913685142993927
|
|
},
|
|
{
|
|
"p": 0.016123509034514427,
|
|
"m": 0.8424167633056641
|
|
},
|
|
{
|
|
"p": 0.020852891728281975,
|
|
"m": 0.8895098567008972
|
|
},
|
|
{
|
|
"p": 0.04045695811510086,
|
|
"m": 0.7632468938827515
|
|
},
|
|
{
|
|
"p": 0.03807586431503296,
|
|
"m": 0.692295491695404
|
|
},
|
|
{
|
|
"p": 0.007381191477179527,
|
|
"m": 0.10376137495040894
|
|
},
|
|
{
|
|
"p": 0.04025598242878914,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0319041945040226,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.010404907166957855,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 150,
|
|
"train_loss": 2.346163749694824,
|
|
"val_loss": 0.9890411496162415,
|
|
"acc": 66.28,
|
|
"time": 115.2457439380014,
|
|
"mix_dist": 0.9083514213562012,
|
|
"param": [
|
|
{
|
|
"p": 0.026915641501545906,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.000436744507169351,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.24309130012989044,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.044884126633405685,
|
|
"m": 0.12537117302417755
|
|
},
|
|
{
|
|
"p": 0.000436744507169351,
|
|
"m": 0.11023761332035065
|
|
},
|
|
{
|
|
"p": 0.025216542184352875,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.11547345668077469,
|
|
"m": 0.1763167679309845
|
|
},
|
|
{
|
|
"p": 0.08946257084608078,
|
|
"m": 0.10095441341400146
|
|
},
|
|
{
|
|
"p": 0.03778325393795967,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.000436744507169351,
|
|
"m": 0.9883603453636169
|
|
},
|
|
{
|
|
"p": 0.12457281351089478,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.000436744507169351,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03133012726902962,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02995113655924797,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00965140014886856,
|
|
"m": 0.3032655119895935
|
|
},
|
|
{
|
|
"p": 0.017721863463521004,
|
|
"m": 0.8413553833961487
|
|
},
|
|
{
|
|
"p": 0.023873191326856613,
|
|
"m": 0.8839183449745178
|
|
},
|
|
{
|
|
"p": 0.04184384271502495,
|
|
"m": 0.7734440565109253
|
|
},
|
|
{
|
|
"p": 0.03964778408408165,
|
|
"m": 0.6657223105430603
|
|
},
|
|
{
|
|
"p": 0.014718846417963505,
|
|
"m": 0.10122121125459671
|
|
},
|
|
{
|
|
"p": 0.04014531522989273,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.030453195795416832,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.011516775004565716,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
}
|
|
]
|
|
} |