AntoineH/smart_augmentation
1
0
Fork 0
mirror of https://github.com/AntoineHX/smart_augmentation.git synced 2025-05-04 12:10:45 +02:00
Code Issues Projects Releases Packages Wiki Activity
smart_augmentation/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx2-Mag)-LeNet)-150epochs(dataug:0)-1in_it-0.json

9776 lines
No EOL
159 KiB
JSON
Executable file
Raw Blame History

{
"Accuracy": 74.07,
"Time": [
169.67881857594475,
7.645903262372026
],
"Device": "Graphics Device",
"Param_names": [
"Identity",
"FlipUD",
"FlipLR",
"Rotate",
"TranslateX",
"TranslateY",
"ShearX",
"ShearY",
"Contrast",
"Color",
"Brightness",
"Sharpness",
"Posterize",
"Solarize"
],
"Log": [
{
"epoch": 1,
"train_loss": 2.299549102783203,
"val_loss": 2.281285047531128,
"acc": 20.13,
"time": 161.0933638610877,
"param": [
{
"p": 0.08146953582763672,
"m": 1.0
},
{
"p": 0.021314887329936028,
"m": 1.0
},
{
"p": 0.0030996634159237146,
"m": 1.0
},
{
"p": 0.08912139385938644,
"m": 0.9982249140739441
},
{
"p": 0.12476886808872223,
"m": 0.9868742227554321
},
{
"p": 0.07296331226825714,
"m": 0.993657112121582
},
{
"p": 0.10323219746351242,
"m": 0.9919936060905457
},
{
"p": 0.07299768924713135,
"m": 0.9987674951553345
},
{
"p": 0.06982598453760147,
"m": 0.9812577366828918
},
{
"p": 0.10945871472358704,
"m": 1.0
},
{
"p": 0.0954645648598671,
"m": 0.9875995516777039
},
{
"p": 0.07520770281553268,
"m": 1.0
},
{
"p": 0.07722006738185883,
"m": 1.0
},
{
"p": 0.003855328541249037,
"m": 1.0
}
]
},
{
"epoch": 2,
"train_loss": 2.2570250034332275,
"val_loss": 2.020141363143921,
"acc": 27.28,
"time": 168.38268775306642,
"param": [
{
"p": 0.12432786077260971,
"m": 1.0
},
{
"p": 0.06837988644838333,
"m": 1.0
},
{
"p": 0.05887877941131592,
"m": 1.0
},
{
"p": 0.10257788002490997,
"m": 0.9851512312889099
},
{
"p": 0.04710707440972328,
"m": 0.7685171365737915
},
{
"p": 0.07291505485773087,
"m": 0.6292263865470886
},
{
"p": 0.0955352932214737,
"m": 0.9347153306007385
},
{
"p": 0.0009244905086234212,
"m": 0.9999483823776245
},
{
"p": 0.0029871552251279354,
"m": 0.7907576560974121
},
{
"p": 0.09130820631980896,
"m": 0.8306387662887573
},
{
"p": 0.08479991555213928,
"m": 0.9981049299240112
},
{
"p": 0.15657393634319305,
"m": 0.9961131811141968
},
{
"p": 0.02519376203417778,
"m": 1.0
},
{
"p": 0.06849075108766556,
"m": 1.0
}
]
},
{
"epoch": 3,
"train_loss": 2.102224111557007,
"val_loss": 1.8450427055358887,
"acc": 30.39,
"time": 176.82737633492798,
"param": [
{
"p": 0.05872022360563278,
"m": 1.0
},
{
"p": 0.03161637857556343,
"m": 1.0
},
{
"p": 0.06291300058364868,
"m": 1.0
},
{
"p": 0.015794912353157997,
"m": 0.9696586728096008
},
{
"p": 0.15465033054351807,
"m": 0.7591316103935242
},
{
"p": 0.09414759278297424,
"m": 0.589367151260376
},
{
"p": 0.111225925385952,
"m": 0.9297131896018982
},
{
"p": 0.045718543231487274,
"m": 1.0
},
{
"p": 0.07607580721378326,
"m": 1.0
},
{
"p": 0.04408535361289978,
"m": 0.6881168484687805
},
{
"p": 0.11346031725406647,
"m": 1.0
},
{
"p": 0.09837556630373001,
"m": 1.0
},
{
"p": 0.05060227960348129,
"m": 1.0
},
{
"p": 0.04261374846100807,
"m": 1.0
}
]
},
{
"epoch": 4,
"train_loss": 1.996196985244751,
"val_loss": 1.779929757118225,
"acc": 35.52,
"time": 177.87766202283092,
"param": [
{
"p": 0.07079564034938812,
"m": 1.0
},
{
"p": 0.06472808867692947,
"m": 1.0
},
{
"p": 0.1075858473777771,
"m": 1.0
},
{
"p": 0.09093214571475983,
"m": 0.86972975730896
},
{
"p": 0.06706958264112473,
"m": 0.5000964999198914
},
{
"p": 0.06758040189743042,
"m": 0.7995578646659851
},
{
"p": 0.0650738999247551,
"m": 0.9400344491004944
},
{
"p": 0.05388689786195755,
"m": 0.9314830899238586
},
{
"p": 0.06763358414173126,
"m": 1.0
},
{
"p": 0.10667411237955093,
"m": 0.579881489276886
},
{
"p": 0.10219074040651321,
"m": 1.0
},
{
"p": 0.0344805009663105,
"m": 1.0
},
{
"p": 0.06060445308685303,
"m": 1.0
},
{
"p": 0.04076405614614487,
"m": 1.0
}
]
},
{
"epoch": 5,
"train_loss": 1.9186663627624512,
"val_loss": 1.6846822500228882,
"acc": 38.06,
"time": 172.10563664208166,
"param": [
{
"p": 0.098451167345047,
"m": 1.0
},
{
"p": 0.04213812202215195,
"m": 1.0
},
{
"p": 0.06942933052778244,
"m": 1.0
},
{
"p": 0.10150214284658432,
"m": 0.7740000486373901
},
{
"p": 0.06802340596914291,
"m": 0.35977160930633545
},
{
"p": 0.06778483837842941,
"m": 0.6902385354042053
},
{
"p": 0.04325838387012482,
"m": 0.9998571872711182
},
{
"p": 0.0773458182811737,
"m": 0.94234299659729
},
{
"p": 0.0796569287776947,
"m": 1.0
},
{
"p": 0.11108420789241791,
"m": 0.4426468312740326
},
{
"p": 0.05009172484278679,
"m": 1.0
},
{
"p": 0.05816569924354553,
"m": 1.0
},
{
"p": 0.05058964341878891,
"m": 1.0
},
{
"p": 0.08247864991426468,
"m": 1.0
}
]
},
{
"epoch": 6,
"train_loss": 1.8267300128936768,
"val_loss": 1.5769909620285034,
"acc": 43.42,
"time": 167.5812531209085,
"param": [
{
"p": 0.0672406554222107,
"m": 1.0
},
{
"p": 0.09406708925962448,
"m": 1.0
},
{
"p": 0.060753848403692245,
"m": 1.0
},
{
"p": 0.09070376306772232,
"m": 0.9093555808067322
},
{
"p": 0.0558752678334713,
"m": 0.26298320293426514
},
{
"p": 0.10460297763347626,
"m": 0.7604445815086365
},
{
"p": 0.07542337477207184,
"m": 0.9298123717308044
},
{
"p": 0.08104816824197769,
"m": 0.9906517267227173
},
{
"p": 0.08328962326049805,
"m": 0.9969934821128845
},
{
"p": 0.05382595583796501,
"m": 0.4635452330112457
},
{
"p": 0.09300747513771057,
"m": 1.0
},
{
"p": 0.07514356821775436,
"m": 0.9925662875175476
},
{
"p": 0.052319567650556564,
"m": 1.0
},
{
"p": 0.012698591686785221,
"m": 1.0
}
]
},
{
"epoch": 7,
"train_loss": 1.8034249544143677,
"val_loss": 1.4924625158309937,
"acc": 43.85,
"time": 175.12504687299952,
"param": [
{
"p": 0.0734340250492096,
"m": 1.0
},
{
"p": 0.07378814369440079,
"m": 1.0
},
{
"p": 0.06651841104030609,
"m": 1.0
},
{
"p": 0.07368829846382141,
"m": 0.6779646873474121
},
{
"p": 0.07801898568868637,
"m": 0.07136711478233337
},
{
"p": 0.07061374187469482,
"m": 0.9710982441902161
},
{
"p": 0.060683272778987885,
"m": 0.7425550818443298
},
{
"p": 0.08055496215820312,
"m": 0.9814808368682861
},
{
"p": 0.10454241931438446,
"m": 1.0
},
{
"p": 0.0715111717581749,
"m": 0.5130821466445923
},
{
"p": 0.045626819133758545,
"m": 1.0
},
{
"p": 0.07276181131601334,
"m": 0.9302607774734497
},
{
"p": 0.055519092828035355,
"m": 1.0
},
{
"p": 0.07273879647254944,
"m": 1.0
}
]
},
{
"epoch": 8,
"train_loss": 1.742233395576477,
"val_loss": 1.497562050819397,
"acc": 45.66,
"time": 158.25845970213413,
"param": [
{
"p": 0.05292024090886116,
"m": 1.0
},
{
"p": 0.02595931850373745,
"m": 1.0
},
{
"p": 0.03645997494459152,
"m": 1.0
},
{
"p": 0.09293590486049652,
"m": 0.5834556221961975
},
{
"p": 0.08648218214511871,
"m": 0.1332794576883316
},
{
"p": 0.04691378027200699,
"m": 0.9924995303153992
},
{
"p": 0.10889743268489838,
"m": 0.8468548059463501
},
{
"p": 0.07578842341899872,
"m": 0.8665980100631714
},
{
"p": 0.11585503816604614,
"m": 0.9893435835838318
},
{
"p": 0.04435647279024124,
"m": 0.5666735768318176
},
{
"p": 0.06316030025482178,
"m": 1.0
},
{
"p": 0.08161697536706924,
"m": 0.9075388312339783
},
{
"p": 0.10724993795156479,
"m": 1.0
},
{
"p": 0.06140417605638504,
"m": 1.0
}
]
},
{
"epoch": 9,
"train_loss": 1.7636806964874268,
"val_loss": 1.55277419090271,
"acc": 45.79,
"time": 176.11197039997205,
"param": [
{
"p": 0.06408669054508209,
"m": 1.0
},
{
"p": 0.07015404105186462,
"m": 1.0
},
{
"p": 0.07585731148719788,
"m": 1.0
},
{
"p": 0.05919650197029114,
"m": 0.6925662159919739
},
{
"p": 0.0794164389371872,
"m": 0.16219396889209747
},
{
"p": 0.06219285726547241,
"m": 0.9314950108528137
},
{
"p": 0.08594003319740295,
"m": 0.8331499099731445
},
{
"p": 0.07402341812849045,
"m": 0.9110114574432373
},
{
"p": 0.08006281405687332,
"m": 1.0
},
{
"p": 0.05199279263615608,
"m": 0.5771151185035706
},
{
"p": 0.06110725551843643,
"m": 1.0
},
{
"p": 0.08118195086717606,
"m": 0.9271799325942993
},
{
"p": 0.09415559470653534,
"m": 1.0
},
{
"p": 0.060632187873125076,
"m": 1.0
}
]
},
{
"epoch": 10,
"train_loss": 1.636121153831482,
"val_loss": 1.4290831089019775,
"acc": 48.06,
"time": 171.52018253295682,
"param": [
{
"p": 0.08557596802711487,
"m": 1.0
},
{
"p": 0.04774251580238342,
"m": 1.0
},
{
"p": 0.0849650651216507,
"m": 1.0
},
{
"p": 0.07442635297775269,
"m": 0.7395491003990173
},
{
"p": 0.08617592602968216,
"m": 0.16840948164463043
},
{
"p": 0.03596439212560654,
"m": 0.8438770174980164
},
{
"p": 0.08727636933326721,
"m": 0.911464273929596
},
{
"p": 0.09887028485536575,
"m": 0.9509867429733276
},
{
"p": 0.04795973002910614,
"m": 0.9909728169441223
},
{
"p": 0.04912653565406799,
"m": 0.583996057510376
},
{
"p": 0.06415382772684097,
"m": 1.0
},
{
"p": 0.06766761094331741,
"m": 0.9999533295631409
},
{
"p": 0.10301875323057175,
"m": 1.0
},
{
"p": 0.0670766532421112,
"m": 1.0
}
]
},
{
"epoch": 11,
"train_loss": 1.7036257982254028,
"val_loss": 1.4486777782440186,
"acc": 49.49,
"time": 177.66243789717555,
"param": [
{
"p": 0.08780240267515182,
"m": 1.0
},
{
"p": 0.059565018862485886,
"m": 1.0
},
{
"p": 0.07108218967914581,
"m": 1.0
},
{
"p": 0.08372300118207932,
"m": 0.7883760333061218
},
{
"p": 0.09137574583292007,
"m": 0.12532195448875427
},
{
"p": 0.07691458612680435,
"m": 0.8153141140937805
},
{
"p": 0.07688047736883163,
"m": 0.8383419513702393
},
{
"p": 0.056388549506664276,
"m": 0.9914969205856323
},
{
"p": 0.05747602880001068,
"m": 0.9953335523605347
},
{
"p": 0.07178272306919098,
"m": 0.5935906171798706
},
{
"p": 0.0870601087808609,
"m": 0.99042147397995
},
{
"p": 0.06259337067604065,
"m": 1.0
},
{
"p": 0.07025815546512604,
"m": 1.0
},
{
"p": 0.04709761589765549,
"m": 1.0
}
]
},
{
"epoch": 12,
"train_loss": 1.5719729661941528,
"val_loss": 1.479379653930664,
"acc": 46.63,
"time": 179.3419998290483,
"param": [
{
"p": 0.060419127345085144,
"m": 1.0
},
{
"p": 0.05706323683261871,
"m": 1.0
},
{
"p": 0.08432307094335556,
"m": 1.0
},
{
"p": 0.0721825659275055,
"m": 0.84043288230896
},
{
"p": 0.0730758085846901,
"m": 0.11304333060979843
},
{
"p": 0.04415217414498329,
"m": 0.7848445177078247
},
{
"p": 0.08180317282676697,
"m": 0.7427886128425598
},
{
"p": 0.08266998827457428,
"m": 0.9784356355667114
},
{
"p": 0.07569702714681625,
"m": 0.9979521036148071
},
{
"p": 0.08458574116230011,
"m": 0.6540194749832153
},
{
"p": 0.05574137717485428,
"m": 0.9992831349372864
},
{
"p": 0.07727117836475372,
"m": 0.9991346001625061
},
{
"p": 0.09151878207921982,
"m": 1.0
},
{
"p": 0.05949678644537926,
"m": 1.0
}
]
},
{
"epoch": 13,
"train_loss": 1.5030418634414673,
"val_loss": 1.2860603332519531,
"acc": 52.89,
"time": 170.73984203813598,
"param": [
{
"p": 0.07779474556446075,
"m": 1.0
},
{
"p": 0.038174618035554886,
"m": 1.0
},
{
"p": 0.08125712722539902,
"m": 1.0
},
{
"p": 0.09896060079336166,
"m": 0.9603953957557678
},
{
"p": 0.04962082579731941,
"m": 0.07946647703647614
},
{
"p": 0.08125022053718567,
"m": 0.577983021736145
},
{
"p": 0.04873078688979149,
"m": 0.7287462949752808
},
{
"p": 0.07501525431871414,
"m": 0.9978272318840027
},
{
"p": 0.059857118874788284,
"m": 0.9857460260391235
},
{
"p": 0.07728247344493866,
"m": 0.649705171585083
},
{
"p": 0.07124664634466171,
"m": 0.9981884956359863
},
{
"p": 0.0986219123005867,
"m": 1.0
},
{
"p": 0.07730940729379654,
"m": 1.0
},
{
"p": 0.06487822532653809,
"m": 1.0
}
]
},
{
"epoch": 14,
"train_loss": 1.5662163496017456,
"val_loss": 1.3639018535614014,
"acc": 53.15,
"time": 177.54436819208786,
"param": [
{
"p": 0.07728977501392365,
"m": 1.0
},
{
"p": 0.04390990734100342,
"m": 1.0
},
{
"p": 0.07632286846637726,
"m": 1.0
},
{
"p": 0.06806640326976776,
"m": 0.8436448574066162
},
{
"p": 0.08838218450546265,
"m": 0.12926584482192993
},
{
"p": 0.07485344260931015,
"m": 0.621148407459259
},
{
"p": 0.10020379722118378,
"m": 0.6979425549507141
},
{
"p": 0.06831184029579163,
"m": 1.0
},
{
"p": 0.06547673791646957,
"m": 0.9937187433242798
},
{
"p": 0.04611409828066826,
"m": 0.7248582243919373
},
{
"p": 0.06414218991994858,
"m": 0.9939126372337341
},
{
"p": 0.10216188430786133,
"m": 1.0
},
{
"p": 0.09422644972801208,
"m": 1.0
},
{
"p": 0.030538393184542656,
"m": 1.0
}
]
},
{
"epoch": 15,
"train_loss": 1.636393666267395,
"val_loss": 1.4191416501998901,
"acc": 53.51,
"time": 177.187423564028,
"param": [
{
"p": 0.08864322304725647,
"m": 1.0
},
{
"p": 0.05944134294986725,
"m": 1.0
},
{
"p": 0.0727602168917656,
"m": 1.0
},
{
"p": 0.06745630502700806,
"m": 0.9709509611129761
},
{
"p": 0.060807131230831146,
"m": 0.22040991485118866
},
{
"p": 0.06814427673816681,
"m": 0.5622315406799316
},
{
"p": 0.049249179661273956,
"m": 0.7594390511512756
},
{
"p": 0.0727451890707016,
"m": 0.9992181062698364
},
{
"p": 0.09136319905519485,
"m": 1.0
},
{
"p": 0.08368846774101257,
"m": 0.7844657897949219
},
{
"p": 0.0589885413646698,
"m": 1.0
},
{
"p": 0.07614545524120331,
"m": 1.0
},
{
"p": 0.08394302427768707,
"m": 1.0
},
{
"p": 0.06662444025278091,
"m": 1.0
}
]
},
{
"epoch": 16,
"train_loss": 1.4498226642608643,
"val_loss": 1.2704625129699707,
"acc": 54.41,
"time": 170.84647931088693,
"param": [
{
"p": 0.07579053193330765,
"m": 1.0
},
{
"p": 0.053247351199388504,
"m": 1.0
},
{
"p": 0.06595732271671295,
"m": 1.0
},
{
"p": 0.08628465235233307,
"m": 0.957645833492279
},
{
"p": 0.07955554127693176,
"m": 0.19305996596813202
},
{
"p": 0.07598865032196045,
"m": 0.6004072427749634
},
{
"p": 0.06364980340003967,
"m": 0.8292071223258972
},
{
"p": 0.08774641156196594,
"m": 0.9760029911994934
},
{
"p": 0.08533018827438354,
"m": 0.9898288249969482
},
{
"p": 0.06931375712156296,
"m": 0.8276947140693665
},
{
"p": 0.060054145753383636,
"m": 0.9954119920730591
},
{
"p": 0.08236159384250641,
"m": 1.0
},
{
"p": 0.06568561494350433,
"m": 1.0
},
{
"p": 0.04903446510434151,
"m": 1.0
}
]
},
{
"epoch": 17,
"train_loss": 1.4891527891159058,
"val_loss": 1.2286489009857178,
"acc": 55.39,
"time": 176.70191562199034,
"param": [
{
"p": 0.09000357240438461,
"m": 1.0
},
{
"p": 0.03616480156779289,
"m": 1.0
},
{
"p": 0.08957953006029129,
"m": 1.0
},
{
"p": 0.07051066309213638,
"m": 0.9262446165084839
},
{
"p": 0.09820250421762466,
"m": 0.19590729475021362
},
{
"p": 0.06724467873573303,
"m": 0.7225741147994995
},
{
"p": 0.07872162759304047,
"m": 0.9151765704154968
},
{
"p": 0.0773937925696373,
"m": 1.0
},
{
"p": 0.05999679118394852,
"m": 1.0
},
{
"p": 0.050401657819747925,
"m": 0.8533475399017334
},
{
"p": 0.05573238432407379,
"m": 0.9983469843864441
},
{
"p": 0.07327503710985184,
"m": 1.0
},
{
"p": 0.09863339364528656,
"m": 1.0
},
{
"p": 0.05413958802819252,
"m": 1.0
}
]
},
{
"epoch": 18,
"train_loss": 1.5160491466522217,
"val_loss": 1.3096578121185303,
"acc": 54.79,
"time": 175.01601214078255,
"param": [
{
"p": 0.08116485178470612,
"m": 1.0
},
{
"p": 0.03137790039181709,
"m": 1.0
},
{
"p": 0.06833603233098984,
"m": 1.0
},
{
"p": 0.08597791939973831,
"m": 0.916548490524292
},
{
"p": 0.0754646435379982,
"m": 0.12920144200325012
},
{
"p": 0.07300819456577301,
"m": 0.7474609613418579
},
{
"p": 0.07923074811697006,
"m": 0.8853540420532227
},
{
"p": 0.06305526942014694,
"m": 0.9936772584915161
},
{
"p": 0.08494129776954651,
"m": 1.0
},
{
"p": 0.07607736438512802,
"m": 0.878116250038147
},
{
"p": 0.041833922266960144,
"m": 0.9995577931404114
},
{
"p": 0.1022559255361557,
"m": 1.0
},
{
"p": 0.07811164855957031,
"m": 1.0
},
{
"p": 0.059164270758628845,
"m": 1.0
}
]
},
{
"epoch": 19,
"train_loss": 1.3624255657196045,
"val_loss": 1.230586051940918,
"acc": 56.78,
"time": 168.77086499799043,
"param": [
{
"p": 0.09163393080234528,
"m": 1.0
},
{
"p": 0.03685925155878067,
"m": 1.0
},
{
"p": 0.0931444764137268,
"m": 1.0
},
{
"p": 0.09393691271543503,
"m": 0.9755423665046692
},
{
"p": 0.08785794675350189,
"m": 0.11816558986902237
},
{
"p": 0.05221616104245186,
"m": 0.7322136759757996
},
{
"p": 0.09927336871623993,
"m": 0.8840305209159851
},
{
"p": 0.05332465097308159,
"m": 1.0
},
{
"p": 0.054643526673316956,
"m": 1.0
},
{
"p": 0.06273043900728226,
"m": 0.8548523187637329
},
{
"p": 0.06555361300706863,
"m": 0.9899635910987854
},
{
"p": 0.071621373295784,
"m": 1.0
},
{
"p": 0.07779025286436081,
"m": 1.0
},
{
"p": 0.05941417068243027,
"m": 1.0
}
]
},
{
"epoch": 20,
"train_loss": 1.4496749639511108,
"val_loss": 1.1805108785629272,
"acc": 56.95,
"time": 167.60370885091834,
"param": [
{
"p": 0.10556589066982269,
"m": 1.0
},
{
"p": 0.03569066524505615,
"m": 1.0
},
{
"p": 0.07494918256998062,
"m": 1.0
},
{
"p": 0.07994160056114197,
"m": 0.999420702457428
},
{
"p": 0.06531979888677597,
"m": 0.08616090565919876
},
{
"p": 0.06951064616441727,
"m": 0.692915678024292
},
{
"p": 0.06683890521526337,
"m": 0.8523045182228088
},
{
"p": 0.06522795557975769,
"m": 1.0
},
{
"p": 0.07023869454860687,
"m": 1.0
},
{
"p": 0.08636320382356644,
"m": 0.9008322358131409
},
{
"p": 0.07422187924385071,
"m": 0.9976522326469421
},
{
"p": 0.06664056330919266,
"m": 1.0
},
{
"p": 0.08635415881872177,
"m": 1.0
},
{
"p": 0.05313698947429657,
"m": 1.0
}
]
},
{
"epoch": 21,
"train_loss": 1.5050644874572754,
"val_loss": 1.204599142074585,
"acc": 57.53,
"time": 168.56489672884345,
"param": [
{
"p": 0.08459734171628952,
"m": 1.0
},
{
"p": 0.07135903090238571,
"m": 1.0
},
{
"p": 0.09456419199705124,
"m": 1.0
},
{
"p": 0.072191022336483,
"m": 0.993054211139679
},
{
"p": 0.07806947827339172,
"m": 0.14071187376976013
},
{
"p": 0.06696456670761108,
"m": 0.6652573347091675
},
{
"p": 0.07298611849546432,
"m": 0.9207119345664978
},
{
"p": 0.07376673072576523,
"m": 1.0
},
{
"p": 0.061628736555576324,
"m": 0.999068558216095
},
{
"p": 0.049521300941705704,
"m": 0.8898218870162964
},
{
"p": 0.06514327228069305,
"m": 0.9981741905212402
},
{
"p": 0.08797012269496918,
"m": 1.0
},
{
"p": 0.0872899740934372,
"m": 1.0
},
{
"p": 0.03394819423556328,
"m": 1.0
}
]
},
{
"epoch": 22,
"train_loss": 1.4429094791412354,
"val_loss": 1.2451082468032837,
"acc": 56.98,
"time": 169.1967653699685,
"param": [
{
"p": 0.08135002851486206,
"m": 1.0
},
{
"p": 0.03530104085803032,
"m": 1.0
},
{
"p": 0.072450190782547,
"m": 1.0
},
{
"p": 0.0787968635559082,
"m": 0.9696488976478577
},
{
"p": 0.07925908267498016,
"m": 0.12951381504535675
},
{
"p": 0.07270298898220062,
"m": 0.7651016712188721
},
{
"p": 0.07965348660945892,
"m": 0.8592983484268188
},
{
"p": 0.07266318798065186,
"m": 0.9913955926895142
},
{
"p": 0.08220820128917694,
"m": 0.9665943384170532
},
{
"p": 0.08002424240112305,
"m": 0.9211685657501221
},
{
"p": 0.08339838683605194,
"m": 0.991346538066864
},
{
"p": 0.07713735103607178,
"m": 1.0
},
{
"p": 0.07516983151435852,
"m": 1.0
},
{
"p": 0.029885103926062584,
"m": 1.0
}
]
},
{
"epoch": 23,
"train_loss": 1.4027117490768433,
"val_loss": 1.2272670269012451,
"acc": 59.11,
"time": 175.00771777401678,
"param": [
{
"p": 0.08041471987962723,
"m": 1.0
},
{
"p": 0.05874226614832878,
"m": 1.0
},
{
"p": 0.07445498555898666,
"m": 1.0
},
{
"p": 0.04309524595737457,
"m": 0.9148020148277283
},
{
"p": 0.0755937322974205,
"m": 0.11176759749650955
},
{
"p": 0.06090838462114334,
"m": 0.8281535506248474
},
{
"p": 0.06973348557949066,
"m": 0.7771698236465454
},
{
"p": 0.06848566979169846,
"m": 0.9662231206893921
},
{
"p": 0.06165125221014023,
"m": 1.0
},
{
"p": 0.0688444972038269,
"m": 0.9378986954689026
},
{
"p": 0.07476283609867096,
"m": 1.0
},
{
"p": 0.10130441933870316,
"m": 1.0
},
{
"p": 0.09520234912633896,
"m": 1.0
},
{
"p": 0.06680610030889511,
"m": 1.0
}
]
},
{
"epoch": 24,
"train_loss": 1.3610224723815918,
"val_loss": 1.0952062606811523,
"acc": 59.5,
"time": 160.33544050203636,
"param": [
{
"p": 0.08249355852603912,
"m": 1.0
},
{
"p": 0.06514327228069305,
"m": 1.0
},
{
"p": 0.07348965108394623,
"m": 1.0
},
{
"p": 0.0581229142844677,
"m": 0.9157955050468445
},
{
"p": 0.057423196732997894,
"m": 0.1491830199956894
},
{
"p": 0.07134824991226196,
"m": 0.6917582750320435
},
{
"p": 0.05791756510734558,
"m": 0.7832766175270081
},
{
"p": 0.08451791107654572,
"m": 1.0
},
{
"p": 0.0712333470582962,
"m": 0.9999239444732666
},
{
"p": 0.06430328637361526,
"m": 0.9949126243591309
},
{
"p": 0.06880785524845123,
"m": 0.9827479124069214
},
{
"p": 0.10169948637485504,
"m": 1.0
},
{
"p": 0.0861208587884903,
"m": 1.0
},
{
"p": 0.05737883970141411,
"m": 1.0
}
]
},
{
"epoch": 25,
"train_loss": 1.5258979797363281,
"val_loss": 1.2209559679031372,
"acc": 61.57,
"time": 176.68174789403565,
"param": [
{
"p": 0.06064121797680855,
"m": 1.0
},
{
"p": 0.05002075061202049,
"m": 1.0
},
{
"p": 0.0685540959239006,
"m": 1.0
},
{
"p": 0.0896143913269043,
"m": 0.8725463151931763
},
{
"p": 0.08033904433250427,
"m": 0.15156258642673492
},
{
"p": 0.07740776985883713,
"m": 0.7399117946624756
},
{
"p": 0.039348047226667404,
"m": 0.7898460626602173
},
{
"p": 0.08696997165679932,
"m": 0.9696890115737915
},
{
"p": 0.07385335862636566,
"m": 0.9868963360786438
},
{
"p": 0.0711924359202385,
"m": 1.0
},
{
"p": 0.09858105331659317,
"m": 1.0
},
{
"p": 0.09757629781961441,
"m": 1.0
},
{
"p": 0.07717832922935486,
"m": 1.0
},
{
"p": 0.02872317284345627,
"m": 1.0
}
]
},
{
"epoch": 26,
"train_loss": 1.3477822542190552,
"val_loss": 1.208433747291565,
"acc": 58.2,
"time": 155.8955283178948,
"param": [
{
"p": 0.08152834326028824,
"m": 1.0
},
{
"p": 0.07714805006980896,
"m": 1.0
},
{
"p": 0.07955692708492279,
"m": 1.0
},
{
"p": 0.09039326757192612,
"m": 0.936678946018219
},
{
"p": 0.08645490556955338,
"m": 0.19977417588233948
},
{
"p": 0.049967166036367416,
"m": 0.843490481376648
},
{
"p": 0.07307787984609604,
"m": 0.9193139672279358
},
{
"p": 0.0713825523853302,
"m": 1.0
},
{
"p": 0.05431532487273216,
"m": 0.9628987312316895
},
{
"p": 0.05536840111017227,
"m": 0.9665617346763611
},
{
"p": 0.061417702585458755,
"m": 0.9702301025390625
},
{
"p": 0.07943659275770187,
"m": 1.0
},
{
"p": 0.09276958554983139,
"m": 1.0
},
{
"p": 0.04718327149748802,
"m": 1.0
}
]
},
{
"epoch": 27,
"train_loss": 1.1691395044326782,
"val_loss": 1.1412742137908936,
"acc": 58.69,
"time": 156.15205214289017,
"param": [
{
"p": 0.08122176676988602,
"m": 1.0
},
{
"p": 0.037478674203157425,
"m": 1.0
},
{
"p": 0.08144523948431015,
"m": 1.0
},
{
"p": 0.05852365866303444,
"m": 0.8375570178031921
},
{
"p": 0.06645260006189346,
"m": 0.1251370757818222
},
{
"p": 0.07333116233348846,
"m": 0.8694866299629211
},
{
"p": 0.0890577882528305,
"m": 0.7969061732292175
},
{
"p": 0.09788291156291962,
"m": 0.8834978938102722
},
{
"p": 0.03350182622671127,
"m": 0.9828613996505737
},
{
"p": 0.08937335759401321,
"m": 0.9646347761154175
},
{
"p": 0.0722561925649643,
"m": 0.9976170659065247
},
{
"p": 0.08209187537431717,
"m": 1.0
},
{
"p": 0.08776596933603287,
"m": 1.0
},
{
"p": 0.0496169812977314,
"m": 1.0
}
]
},
{
"epoch": 28,
"train_loss": 1.515544056892395,
"val_loss": 1.1794558763504028,
"acc": 60.6,
"time": 174.03708443511277,
"param": [
{
"p": 0.08325361460447311,
"m": 1.0
},
{
"p": 0.049699123948812485,
"m": 1.0
},
{
"p": 0.06892281025648117,
"m": 1.0
},
{
"p": 0.07470017671585083,
"m": 1.0
},
{
"p": 0.06168876588344574,
"m": 0.09087657928466797
},
{
"p": 0.05143153667449951,
"m": 0.903857946395874
},
{
"p": 0.05236044526100159,
"m": 0.7803959846496582
},
{
"p": 0.08167993277311325,
"m": 1.0
},
{
"p": 0.07261903584003448,
"m": 1.0
},
{
"p": 0.06908747553825378,
"m": 1.0
},
{
"p": 0.0814066156744957,
"m": 1.0
},
{
"p": 0.09333757311105728,
"m": 1.0
},
{
"p": 0.08247609436511993,
"m": 1.0
},
{
"p": 0.07733676582574844,
"m": 1.0
}
]
},
{
"epoch": 29,
"train_loss": 1.2434130907058716,
"val_loss": 1.065041422843933,
"acc": 61.43,
"time": 168.69983889185824,
"param": [
{
"p": 0.06960086524486542,
"m": 1.0
},
{
"p": 0.05030512064695358,
"m": 1.0
},
{
"p": 0.05795776844024658,
"m": 1.0
},
{
"p": 0.06626847386360168,
"m": 0.9328234791755676
},
{
"p": 0.06502217799425125,
"m": 0.13422773778438568
},
{
"p": 0.05791037157177925,
"m": 0.8951634764671326
},
{
"p": 0.07959360629320145,
"m": 0.7788915634155273
},
{
"p": 0.0647650957107544,
"m": 1.0
},
{
"p": 0.07787026464939117,
"m": 1.0
},
{
"p": 0.0913953185081482,
"m": 0.9858236908912659
},
{
"p": 0.07966744899749756,
"m": 0.9883261919021606
},
{
"p": 0.08341415971517563,
"m": 1.0
},
{
"p": 0.0994686558842659,
"m": 1.0
},
{
"p": 0.056760676205158234,
"m": 1.0
}
]
},
{
"epoch": 30,
"train_loss": 1.326011061668396,
"val_loss": 1.073979139328003,
"acc": 61.9,
"time": 176.58511791494675,
"param": [
{
"p": 0.09235458076000214,
"m": 1.0
},
{
"p": 0.041635796427726746,
"m": 1.0
},
{
"p": 0.07266796380281448,
"m": 1.0
},
{
"p": 0.04908427968621254,
"m": 0.9709072113037109
},
{
"p": 0.08737479150295258,
"m": 0.1631874442100525
},
{
"p": 0.06539790332317352,
"m": 0.8269407153129578
},
{
"p": 0.0662340521812439,
"m": 0.7336587905883789
},
{
"p": 0.0800371989607811,
"m": 0.9978708028793335
},
{
"p": 0.07763952016830444,
"m": 0.9667909145355225
},
{
"p": 0.057934604585170746,
"m": 0.9432384967803955
},
{
"p": 0.06130364537239075,
"m": 0.992997407913208
},
{
"p": 0.08272518962621689,
"m": 1.0
},
{
"p": 0.08008205890655518,
"m": 1.0
},
{
"p": 0.08552835136651993,
"m": 1.0
}
]
},
{
"epoch": 31,
"train_loss": 1.0818840265274048,
"val_loss": 1.1203722953796387,
"acc": 61.59,
"time": 177.99140915484168,
"param": [
{
"p": 0.061115480959415436,
"m": 1.0
},
{
"p": 0.039347823709249496,
"m": 1.0
},
{
"p": 0.08097636699676514,
"m": 1.0
},
{
"p": 0.048199813812971115,
"m": 0.8390582799911499
},
{
"p": 0.07363102585077286,
"m": 0.11819346249103546
},
{
"p": 0.07357589155435562,
"m": 0.8863269686698914
},
{
"p": 0.0699182003736496,
"m": 0.6709122061729431
},
{
"p": 0.07117709517478943,
"m": 0.8924321532249451
},
{
"p": 0.0888969749212265,
"m": 1.0
},
{
"p": 0.08284779638051987,
"m": 0.9372868537902832
},
{
"p": 0.061783432960510254,
"m": 0.9975780844688416
},
{
"p": 0.08556494861841202,
"m": 1.0
},
{
"p": 0.09638020396232605,
"m": 1.0
},
{
"p": 0.06658489257097244,
"m": 1.0
}
]
},
{
"epoch": 32,
"train_loss": 1.2858929634094238,
"val_loss": 1.0237334966659546,
"acc": 63.21,
"time": 172.05874291690998,
"param": [
{
"p": 0.08156688511371613,
"m": 1.0
},
{
"p": 0.045726921409368515,
"m": 1.0
},
{
"p": 0.07376483827829361,
"m": 1.0
},
{
"p": 0.041391097009181976,
"m": 0.9013790488243103
},
{
"p": 0.04653743654489517,
"m": 0.1415041834115982
},
{
"p": 0.039918143302202225,
"m": 0.9715279936790466
},
{
"p": 0.07974837720394135,
"m": 0.6972455978393555
},
{
"p": 0.08867264539003372,
"m": 0.9223045706748962
},
{
"p": 0.09634086489677429,
"m": 1.0
},
{
"p": 0.07761688530445099,
"m": 0.9365229606628418
},
{
"p": 0.08556271344423294,
"m": 1.0
},
{
"p": 0.08158864825963974,
"m": 1.0
},
{
"p": 0.11087692528963089,
"m": 1.0
},
{
"p": 0.05068763345479965,
"m": 1.0
}
]
},
{
"epoch": 33,
"train_loss": 1.2086341381072998,
"val_loss": 1.100939154624939,
"acc": 61.67,
"time": 159.24542976589873,
"param": [
{
"p": 0.0837860256433487,
"m": 1.0
},
{
"p": 0.06088527292013168,
"m": 1.0
},
{
"p": 0.0805354043841362,
"m": 1.0
},
{
"p": 0.07557433098554611,
"m": 0.9067398905754089
},
{
"p": 0.07635544240474701,
"m": 0.09403157234191895
},
{
"p": 0.021577369421720505,
"m": 1.0
},
{
"p": 0.08011413365602493,
"m": 0.7580854892730713
},
{
"p": 0.07134304940700531,
"m": 0.8986301422119141
},
{
"p": 0.06068691983819008,
"m": 1.0
},
{
"p": 0.06749564409255981,
"m": 0.9970350861549377
},
{
"p": 0.08277630060911179,
"m": 1.0
},
{
"p": 0.09392993152141571,
"m": 1.0
},
{
"p": 0.06812744587659836,
"m": 1.0
},
{
"p": 0.07681265473365784,
"m": 1.0
}
]
},
{
"epoch": 34,
"train_loss": 1.2164442539215088,
"val_loss": 1.0254653692245483,
"acc": 64.0,
"time": 159.09509513503872,
"param": [
{
"p": 0.06193087249994278,
"m": 1.0
},
{
"p": 0.04882847145199776,
"m": 1.0
},
{
"p": 0.09047971665859222,
"m": 1.0
},
{
"p": 0.05518636107444763,
"m": 0.8661357164382935
},
{
"p": 0.07550647109746933,
"m": 0.15834316611289978
},
{
"p": 0.058221831917762756,
"m": 1.0
},
{
"p": 0.0634179338812828,
"m": 0.7457177042961121
},
{
"p": 0.07514077425003052,
"m": 1.0
},
{
"p": 0.07016286253929138,
"m": 1.0
},
{
"p": 0.10408783704042435,
"m": 1.0
},
{
"p": 0.06187691166996956,
"m": 1.0
},
{
"p": 0.08664335310459137,
"m": 1.0
},
{
"p": 0.08655311167240143,
"m": 1.0
},
{
"p": 0.06196355074644089,
"m": 1.0
}
]
},
{
"epoch": 35,
"train_loss": 1.0509777069091797,
"val_loss": 0.9555524587631226,
"acc": 64.08,
"time": 163.01004746905528,
"param": [
{
"p": 0.06805212050676346,
"m": 1.0
},
{
"p": 0.05095132067799568,
"m": 1.0
},
{
"p": 0.08057574927806854,
"m": 1.0
},
{
"p": 0.06702263653278351,
"m": 0.8099936842918396
},
{
"p": 0.09275073558092117,
"m": 0.06930138170719147
},
{
"p": 0.05351196229457855,
"m": 0.981682538986206
},
{
"p": 0.07062921673059464,
"m": 0.7689822316169739
},
{
"p": 0.054513998329639435,
"m": 0.9912848472595215
},
{
"p": 0.06872740387916565,
"m": 0.9633644819259644
},
{
"p": 0.10026314854621887,
"m": 0.9916437864303589
},
{
"p": 0.06986477971076965,
"m": 0.988650918006897
},
{
"p": 0.07935705035924911,
"m": 1.0
},
{
"p": 0.09453021734952927,
"m": 1.0
},
{
"p": 0.049249593168497086,
"m": 1.0
}
]
},
{
"epoch": 36,
"train_loss": 1.0704439878463745,
"val_loss": 1.1420730352401733,
"acc": 63.75,
"time": 177.52178536495194,
"param": [
{
"p": 0.08306559920310974,
"m": 1.0
},
{
"p": 0.0466231144964695,
"m": 1.0
},
{
"p": 0.1074172854423523,
"m": 1.0
},
{
"p": 0.05189299210906029,
"m": 0.8463227152824402
},
{
"p": 0.07868596911430359,
"m": 0.1849762499332428
},
{
"p": 0.06299107521772385,
"m": 0.9106296300888062
},
{
"p": 0.059449758380651474,
"m": 0.8132652640342712
},
{
"p": 0.08069469034671783,
"m": 1.0
},
{
"p": 0.08738298714160919,
"m": 1.0
},
{
"p": 0.06698331236839294,
"m": 0.8969470262527466
},
{
"p": 0.04665089398622513,
"m": 1.0
},
{
"p": 0.08188793063163757,
"m": 1.0
},
{
"p": 0.08135971426963806,
"m": 1.0
},
{
"p": 0.06491469591856003,
"m": 1.0
}
]
},
{
"epoch": 37,
"train_loss": 1.086699366569519,
"val_loss": 0.9956063628196716,
"acc": 64.56,
"time": 175.6344151739031,
"param": [
{
"p": 0.08123526722192764,
"m": 1.0
},
{
"p": 0.045529644936323166,
"m": 1.0
},
{
"p": 0.06764833629131317,
"m": 1.0
},
{
"p": 0.04936579242348671,
"m": 0.8715658783912659
},
{
"p": 0.08399780839681625,
"m": 0.1695035696029663
},
{
"p": 0.062216658145189285,
"m": 0.8786876201629639
},
{
"p": 0.0736541673541069,
"m": 0.7747544646263123
},
{
"p": 0.0819353312253952,
"m": 0.9982580542564392
},
{
"p": 0.07492106407880783,
"m": 1.0
},
{
"p": 0.08785896748304367,
"m": 0.9607129096984863
},
{
"p": 0.06451697647571564,
"m": 1.0
},
{
"p": 0.07649024575948715,
"m": 1.0
},
{
"p": 0.08238866180181503,
"m": 1.0
},
{
"p": 0.06824107468128204,
"m": 1.0
}
]
},
{
"epoch": 38,
"train_loss": 1.0811866521835327,
"val_loss": 1.0595096349716187,
"acc": 64.87,
"time": 168.6285609230399,
"param": [
{
"p": 0.08411052823066711,
"m": 1.0
},
{
"p": 0.047351207584142685,
"m": 1.0
},
{
"p": 0.09704411029815674,
"m": 1.0
},
{
"p": 0.0630427673459053,
"m": 0.822661280632019
},
{
"p": 0.08916502445936203,
"m": 0.19225510954856873
},
{
"p": 0.05670803785324097,
"m": 0.8459884524345398
},
{
"p": 0.055619046092033386,
"m": 0.754689633846283
},
{
"p": 0.08944855630397797,
"m": 1.0
},
{
"p": 0.06594619899988174,
"m": 0.9997251033782959
},
{
"p": 0.07011174410581589,
"m": 0.9127368927001953
},
{
"p": 0.05709733068943024,
"m": 0.9473375678062439
},
{
"p": 0.07883142679929733,
"m": 1.0
},
{
"p": 0.09503636509180069,
"m": 1.0
},
{
"p": 0.0504877083003521,
"m": 1.0
}
]
},
{
"epoch": 39,
"train_loss": 1.1505792140960693,
"val_loss": 1.0626319646835327,
"acc": 65.32,
"time": 171.99519059387967,
"param": [
{
"p": 0.06644222885370255,
"m": 1.0
},
{
"p": 0.05515500158071518,
"m": 1.0
},
{
"p": 0.05708357319235802,
"m": 1.0
},
{
"p": 0.06307296454906464,
"m": 0.9176048636436462
},
{
"p": 0.07693590223789215,
"m": 0.228172168135643
},
{
"p": 0.07561980932950974,
"m": 0.8696364760398865
},
{
"p": 0.0643022283911705,
"m": 0.7294703125953674
},
{
"p": 0.06769554316997528,
"m": 1.0
},
{
"p": 0.061721496284008026,
"m": 1.0
},
{
"p": 0.09679916501045227,
"m": 0.9430679082870483
},
{
"p": 0.07326605916023254,
"m": 1.0
},
{
"p": 0.07118236273527145,
"m": 1.0
},
{
"p": 0.0935937762260437,
"m": 1.0
},
{
"p": 0.07712984830141068,
"m": 1.0
}
]
},
{
"epoch": 40,
"train_loss": 1.1850253343582153,
"val_loss": 1.0167533159255981,
"acc": 65.52,
"time": 172.85591824701987,
"param": [
{
"p": 0.0892544537782669,
"m": 1.0
},
{
"p": 0.04772484302520752,
"m": 1.0
},
{
"p": 0.05421018972992897,
"m": 1.0
},
{
"p": 0.03835395351052284,
"m": 0.7413100004196167
},
{
"p": 0.06390135735273361,
"m": 0.2924513816833496
},
{
"p": 0.04073198884725571,
"m": 0.9650086760520935
},
{
"p": 0.0757836103439331,
"m": 0.9048994183540344
},
{
"p": 0.1093883290886879,
"m": 0.9581036567687988
},
{
"p": 0.06172749400138855,
"m": 0.9878094792366028
},
{
"p": 0.0762409195303917,
"m": 0.9843758940696716
},
{
"p": 0.09658801555633545,
"m": 1.0
},
{
"p": 0.08770117908716202,
"m": 1.0
},
{
"p": 0.10478758811950684,
"m": 1.0
},
{
"p": 0.05360613763332367,
"m": 1.0
}
]
},
{
"epoch": 41,
"train_loss": 1.2200355529785156,
"val_loss": 0.9187270402908325,
"acc": 66.17,
"time": 178.64307770016603,
"param": [
{
"p": 0.08503847569227219,
"m": 1.0
},
{
"p": 0.03833997994661331,
"m": 1.0
},
{
"p": 0.07204374670982361,
"m": 1.0
},
{
"p": 0.07186092436313629,
"m": 0.7883375287055969
},
{
"p": 0.06427013874053955,
"m": 0.17537625133991241
},
{
"p": 0.04370361566543579,
"m": 0.8379328846931458
},
{
"p": 0.0738510861992836,
"m": 0.7956885695457458
},
{
"p": 0.07879901677370071,
"m": 0.9581330418586731
},
{
"p": 0.06910085678100586,
"m": 0.9996047616004944
},
{
"p": 0.07706393301486969,
"m": 1.0
},
{
"p": 0.08878684788942337,
"m": 1.0
},
{
"p": 0.09999851882457733,
"m": 1.0
},
{
"p": 0.07955991476774216,
"m": 1.0
},
{
"p": 0.057582952082157135,
"m": 1.0
}
]
},
{
"epoch": 42,
"train_loss": 1.0920666456222534,
"val_loss": 0.971003532409668,
"acc": 65.31,
"time": 181.596005552914,
"param": [
{
"p": 0.07642620801925659,
"m": 1.0
},
{
"p": 0.04512486234307289,
"m": 1.0
},
{
"p": 0.09018044173717499,
"m": 1.0
},
{
"p": 0.05927401781082153,
"m": 0.6751633882522583
},
{
"p": 0.07183833420276642,
"m": 0.19159488379955292
},
{
"p": 0.06155717372894287,
"m": 0.6934888362884521
},
{
"p": 0.09337129443883896,
"m": 0.7661498785018921
},
{
"p": 0.05935674160718918,
"m": 0.9458704590797424
},
{
"p": 0.05289589613676071,
"m": 0.9761386513710022
},
{
"p": 0.0818011537194252,
"m": 1.0
},
{
"p": 0.09255135804414749,
"m": 0.9708928465843201
},
{
"p": 0.08335680514574051,
"m": 1.0
},
{
"p": 0.07320750504732132,
"m": 1.0
},
{
"p": 0.059058208018541336,
"m": 1.0
}
]
},
{
"epoch": 43,
"train_loss": 0.955271303653717,
"val_loss": 0.8689162731170654,
"acc": 66.8,
"time": 174.90039227390662,
"param": [
{
"p": 0.08871611207723618,
"m": 1.0
},
{
"p": 0.04926208406686783,
"m": 1.0
},
{
"p": 0.07621433585882187,
"m": 1.0
},
{
"p": 0.06130487099289894,
"m": 0.7150118350982666
},
{
"p": 0.09423799067735672,
"m": 0.15342848002910614
},
{
"p": 0.06704185158014297,
"m": 0.7092273235321045
},
{
"p": 0.07257408648729324,
"m": 0.678192138671875
},
{
"p": 0.06955068558454514,
"m": 1.0
},
{
"p": 0.06290353834629059,
"m": 1.0
},
{
"p": 0.06931894272565842,
"m": 0.9155586361885071
},
{
"p": 0.07812884449958801,
"m": 1.0
},
{
"p": 0.07283899188041687,
"m": 1.0
},
{
"p": 0.09828297048807144,
"m": 1.0
},
{
"p": 0.039624787867069244,
"m": 1.0
}
]
},
{
"epoch": 44,
"train_loss": 1.2109885215759277,
"val_loss": 0.8591761589050293,
"acc": 66.5,
"time": 165.1541138361208,
"param": [
{
"p": 0.08357801288366318,
"m": 1.0
},
{
"p": 0.0423995666205883,
"m": 1.0
},
{
"p": 0.05506959185004234,
"m": 1.0
},
{
"p": 0.08136463910341263,
"m": 0.7987673282623291
},
{
"p": 0.07301688194274902,
"m": 0.20608949661254883
},
{
"p": 0.060209307819604874,
"m": 0.7211940884590149
},
{
"p": 0.06524977833032608,
"m": 0.6891291737556458
},
{
"p": 0.045389190316200256,
"m": 1.0
},
{
"p": 0.0762421116232872,
"m": 0.9557034969329834
},
{
"p": 0.08110899478197098,
"m": 0.963223397731781
},
{
"p": 0.08953020721673965,
"m": 1.0
},
{
"p": 0.1014065369963646,
"m": 0.9985054135322571
},
{
"p": 0.07444854080677032,
"m": 1.0
},
{
"p": 0.07098662853240967,
"m": 1.0
}
]
},
{
"epoch": 45,
"train_loss": 1.22861647605896,
"val_loss": 1.0647406578063965,
"acc": 66.6,
"time": 165.87000724696554,
"param": [
{
"p": 0.1031353697180748,
"m": 1.0
},
{
"p": 0.05006401613354683,
"m": 1.0
},
{
"p": 0.08384987711906433,
"m": 1.0
},
{
"p": 0.052889078855514526,
"m": 0.9007206559181213
},
{
"p": 0.06852155923843384,
"m": 0.18378448486328125
},
{
"p": 0.05711852014064789,
"m": 0.652585506439209
},
{
"p": 0.059462469071149826,
"m": 0.7865381836891174
},
{
"p": 0.0846480131149292,
"m": 0.9627558588981628
},
{
"p": 0.076746366918087,
"m": 0.9988004565238953
},
{
"p": 0.07012569159269333,
"m": 0.9953517317771912
},
{
"p": 0.058980729430913925,
"m": 1.0
},
{
"p": 0.0966334193944931,
"m": 1.0
},
{
"p": 0.09726224094629288,
"m": 1.0
},
{
"p": 0.040562596172094345,
"m": 1.0
}
]
},
{
"epoch": 46,
"train_loss": 1.2871564626693726,
"val_loss": 1.0862993001937866,
"acc": 67.3,
"time": 157.63168221595697,
"param": [
{
"p": 0.06416117399930954,
"m": 1.0
},
{
"p": 0.037712108343839645,
"m": 1.0
},
{
"p": 0.05641498416662216,
"m": 1.0
},
{
"p": 0.0658322349190712,
"m": 0.884249210357666
},
{
"p": 0.08782367408275604,
"m": 0.20275497436523438
},
{
"p": 0.06730619072914124,
"m": 0.645455002784729
},
{
"p": 0.07564643025398254,
"m": 0.8127970099449158
},
{
"p": 0.09411019831895828,
"m": 0.9052851796150208
},
{
"p": 0.08754847198724747,
"m": 1.0
},
{
"p": 0.07493218034505844,
"m": 0.9924836158752441
},
{
"p": 0.05490683391690254,
"m": 0.9845666885375977
},
{
"p": 0.09778373688459396,
"m": 1.0
},
{
"p": 0.06077186018228531,
"m": 1.0
},
{
"p": 0.07504996657371521,
"m": 1.0
}
]
},
{
"epoch": 47,
"train_loss": 1.0817898511886597,
"val_loss": 0.9929961562156677,
"acc": 66.39,
"time": 160.98836944880895,
"param": [
{
"p": 0.08074408769607544,
"m": 1.0
},
{
"p": 0.058452997356653214,
"m": 1.0
},
{
"p": 0.05923287197947502,
"m": 1.0
},
{
"p": 0.05682836100459099,
"m": 0.9698635935783386
},
{
"p": 0.05791596323251724,
"m": 0.2398986667394638
},
{
"p": 0.07225540280342102,
"m": 0.6640593409538269
},
{
"p": 0.07035171985626221,
"m": 0.8572983145713806
},
{
"p": 0.08015600591897964,
"m": 0.9602553248405457
},
{
"p": 0.08304823189973831,
"m": 1.0
},
{
"p": 0.07446436583995819,
"m": 1.0
},
{
"p": 0.08775321394205093,
"m": 1.0
},
{
"p": 0.08093024045228958,
"m": 1.0
},
{
"p": 0.07358622550964355,
"m": 1.0
},
{
"p": 0.06428024917840958,
"m": 1.0
}
]
},
{
"epoch": 48,
"train_loss": 1.0053776502609253,
"val_loss": 0.9660549759864807,
"acc": 67.57,
"time": 161.76263786200434,
"param": [
{
"p": 0.08317209780216217,
"m": 1.0
},
{
"p": 0.010158452205359936,
"m": 1.0
},
{
"p": 0.07818233966827393,
"m": 1.0
},
{
"p": 0.0637897327542305,
"m": 0.8773357272148132
},
{
"p": 0.0831175148487091,
"m": 0.25450652837753296
},
{
"p": 0.06746239960193634,
"m": 0.68519127368927
},
{
"p": 0.0912783145904541,
"m": 0.8568508625030518
},
{
"p": 0.05941511318087578,
"m": 1.0
},
{
"p": 0.05358152836561203,
"m": 1.0
},
{
"p": 0.07825642079114914,
"m": 0.995305061340332
},
{
"p": 0.06899202615022659,
"m": 1.0
},
{
"p": 0.08660970628261566,
"m": 1.0
},
{
"p": 0.11869107931852341,
"m": 1.0
},
{
"p": 0.057293325662612915,
"m": 1.0
}
]
},
{
"epoch": 49,
"train_loss": 1.1859060525894165,
"val_loss": 0.9657512903213501,
"acc": 66.78,
"time": 165.8031708279159,
"param": [
{
"p": 0.06027602031826973,
"m": 1.0
},
{
"p": 0.05697796866297722,
"m": 1.0
},
{
"p": 0.08815079927444458,
"m": 1.0
},
{
"p": 0.055226828902959824,
"m": 0.9251739382743835
},
{
"p": 0.05457416921854019,
"m": 0.34587833285331726
},
{
"p": 0.05458485707640648,
"m": 0.6172244548797607
},
{
"p": 0.08025757968425751,
"m": 0.8322203755378723
},
{
"p": 0.07307402789592743,
"m": 0.985191285610199
},
{
"p": 0.08135740458965302,
"m": 1.0
},
{
"p": 0.06093002110719681,
"m": 0.9780285954475403
},
{
"p": 0.07814924418926239,
"m": 0.9943622946739197
},
{
"p": 0.08060945570468903,
"m": 1.0
},
{
"p": 0.08781960606575012,
"m": 1.0
},
{
"p": 0.0880119800567627,
"m": 1.0
}
]
},
{
"epoch": 50,
"train_loss": 1.041878342628479,
"val_loss": 0.9876546263694763,
"acc": 67.62,
"time": 166.67165595619008,
"param": [
{
"p": 0.08988973498344421,
"m": 1.0
},
{
"p": 0.030924102291464806,
"m": 1.0
},
{
"p": 0.0782691240310669,
"m": 1.0
},
{
"p": 0.07155562192201614,
"m": 0.7909168004989624
},
{
"p": 0.07495854794979095,
"m": 0.22565510869026184
},
{
"p": 0.0473315566778183,
"m": 0.6788737773895264
},
{
"p": 0.08663841336965561,
"m": 0.803673505783081
},
{
"p": 0.063507579267025,
"m": 1.0
},
{
"p": 0.087382972240448,
"m": 1.0
},
{
"p": 0.05257638543844223,
"m": 1.0
},
{
"p": 0.08247087895870209,
"m": 1.0
},
{
"p": 0.07168211042881012,
"m": 1.0
},
{
"p": 0.08877382427453995,
"m": 1.0
},
{
"p": 0.07403910905122757,
"m": 1.0
}
]
},
{
"epoch": 51,
"train_loss": 1.2003462314605713,
"val_loss": 0.879139244556427,
"acc": 68.09,
"time": 178.6605627699755,
"param": [
{
"p": 0.08029354363679886,
"m": 1.0
},
{
"p": 0.050454672425985336,
"m": 1.0
},
{
"p": 0.0843009501695633,
"m": 1.0
},
{
"p": 0.07514671981334686,
"m": 0.8426679372787476
},
{
"p": 0.06737130880355835,
"m": 0.14240925014019012
},
{
"p": 0.04039476811885834,
"m": 0.6777077913284302
},
{
"p": 0.058363690972328186,
"m": 0.6820705533027649
},
{
"p": 0.07643488049507141,
"m": 0.9477441310882568
},
{
"p": 0.06620906293392181,
"m": 1.0
},
{
"p": 0.07251637428998947,
"m": 0.9836414456367493
},
{
"p": 0.06299637258052826,
"m": 0.9021883606910706
},
{
"p": 0.09112759679555893,
"m": 1.0
},
{
"p": 0.09675440192222595,
"m": 1.0
},
{
"p": 0.07763566076755524,
"m": 1.0
}
]
},
{
"epoch": 52,
"train_loss": 1.1296414136886597,
"val_loss": 0.842396080493927,
"acc": 68.42,
"time": 174.268791802926,
"param": [
{
"p": 0.081059031188488,
"m": 1.0
},
{
"p": 0.05383933335542679,
"m": 1.0
},
{
"p": 0.10632064193487167,
"m": 1.0
},
{
"p": 0.02565723843872547,
"m": 0.9207302927970886
},
{
"p": 0.0656096562743187,
"m": 0.1531991809606552
},
{
"p": 0.06961575895547867,
"m": 0.5166916847229004
},
{
"p": 0.045340973883867264,
"m": 0.808576226234436
},
{
"p": 0.06290004402399063,
"m": 0.879136860370636
},
{
"p": 0.08764432370662689,
"m": 1.0
},
{
"p": 0.0886654406785965,
"m": 0.9620783925056458
},
{
"p": 0.04845500364899635,
"m": 0.9405380487442017
},
{
"p": 0.13290296494960785,
"m": 1.0
},
{
"p": 0.09549735486507416,
"m": 1.0
},
{
"p": 0.03649219870567322,
"m": 1.0
}
]
},
{
"epoch": 53,
"train_loss": 0.8170509338378906,
"val_loss": 1.028761863708496,
"acc": 68.42,
"time": 174.9233420030214,
"param": [
{
"p": 0.09335381537675858,
"m": 1.0
},
{
"p": 0.05012417957186699,
"m": 1.0
},
{
"p": 0.06914760917425156,
"m": 1.0
},
{
"p": 0.06338987499475479,
"m": 0.8705983757972717
},
{
"p": 0.07366225868463516,
"m": 0.20664365589618683
},
{
"p": 0.056420739740133286,
"m": 0.5750220417976379
},
{
"p": 0.051565736532211304,
"m": 0.8674235343933105
},
{
"p": 0.07257149368524551,
"m": 0.9104154109954834
},
{
"p": 0.07263645529747009,
"m": 0.9967353940010071
},
{
"p": 0.07263988256454468,
"m": 1.0
},
{
"p": 0.06694726645946503,
"m": 0.9928642511367798
},
{
"p": 0.09174712002277374,
"m": 1.0
},
{
"p": 0.07310066372156143,
"m": 1.0
},
{
"p": 0.09269293397665024,
"m": 1.0
}
]
},
{
"epoch": 54,
"train_loss": 1.076493501663208,
"val_loss": 0.990882396697998,
"acc": 68.47,
"time": 177.28946931590326,
"param": [
{
"p": 0.07870127260684967,
"m": 1.0
},
{
"p": 0.06433219462633133,
"m": 1.0
},
{
"p": 0.06645818799734116,
"m": 1.0
},
{
"p": 0.0881301611661911,
"m": 0.902100145816803
},
{
"p": 0.07215312123298645,
"m": 0.10131265968084335
},
{
"p": 0.0573468878865242,
"m": 0.8043460845947266
},
{
"p": 0.06929655373096466,
"m": 0.8427198529243469
},
{
"p": 0.06218331679701805,
"m": 0.8704739212989807
},
{
"p": 0.07235915958881378,
"m": 0.9816184639930725
},
{
"p": 0.0687241405248642,
"m": 0.9976294040679932
},
{
"p": 0.05340861156582832,
"m": 0.9396214485168457
},
{
"p": 0.09165824949741364,
"m": 1.0
},
{
"p": 0.08252716809511185,
"m": 1.0
},
{
"p": 0.07272085547447205,
"m": 1.0
}
]
},
{
"epoch": 55,
"train_loss": 1.0040478706359863,
"val_loss": 0.7973073720932007,
"acc": 67.73,
"time": 171.73314966098405,
"param": [
{
"p": 0.08414352685213089,
"m": 1.0
},
{
"p": 0.04875737056136131,
"m": 1.0
},
{
"p": 0.0697922632098198,
"m": 1.0
},
{
"p": 0.0629846602678299,
"m": 0.969671905040741
},
{
"p": 0.051530517637729645,
"m": 0.08338779956102371
},
{
"p": 0.04834465682506561,
"m": 0.8386617302894592
},
{
"p": 0.07534047961235046,
"m": 0.9310129880905151
},
{
"p": 0.10376835614442825,
"m": 0.9982824325561523
},
{
"p": 0.06717722117900848,
"m": 1.0
},
{
"p": 0.07944290339946747,
"m": 0.9885677695274353
},
{
"p": 0.07336947321891785,
"m": 0.9909736514091492
},
{
"p": 0.10039380192756653,
"m": 1.0
},
{
"p": 0.07902346551418304,
"m": 1.0
},
{
"p": 0.055931247770786285,
"m": 1.0
}
]
},
{
"epoch": 56,
"train_loss": 1.0003575086593628,
"val_loss": 1.0451979637145996,
"acc": 66.54,
"time": 167.80985447298735,
"param": [
{
"p": 0.1051531732082367,
"m": 1.0
},
{
"p": 0.06192002445459366,
"m": 1.0
},
{
"p": 0.08045504987239838,
"m": 1.0
},
{
"p": 0.04562826454639435,
"m": 0.9637624621391296
},
{
"p": 0.06104230880737305,
"m": 0.10975122451782227
},
{
"p": 0.060978397727012634,
"m": 0.8160066604614258
},
{
"p": 0.04348158463835716,
"m": 0.8266968727111816
},
{
"p": 0.05250569060444832,
"m": 0.8974373936653137
},
{
"p": 0.08143187314271927,
"m": 0.9684401154518127
},
{
"p": 0.08562751859426498,
"m": 0.988275945186615
},
{
"p": 0.06481724977493286,
"m": 0.996181845664978
},
{
"p": 0.06781812012195587,
"m": 0.9991758465766907
},
{
"p": 0.08771412074565887,
"m": 1.0
},
{
"p": 0.10142660140991211,
"m": 1.0
}
]
},
{
"epoch": 57,
"train_loss": 1.013745665550232,
"val_loss": 0.8631354570388794,
"acc": 68.56,
"time": 180.11775385891087,
"param": [
{
"p": 0.07048451900482178,
"m": 1.0
},
{
"p": 0.043277546763420105,
"m": 1.0
},
{
"p": 0.07552602887153625,
"m": 1.0
},
{
"p": 0.045264724642038345,
"m": 0.9937068819999695
},
{
"p": 0.07476602494716644,
"m": 0.13406673073768616
},
{
"p": 0.07600163668394089,
"m": 0.8797686696052551
},
{
"p": 0.06260959059000015,
"m": 0.8133004307746887
},
{
"p": 0.0562000535428524,
"m": 0.8913217186927795
},
{
"p": 0.0782942995429039,
"m": 0.9863492250442505
},
{
"p": 0.08481798321008682,
"m": 0.9470043778419495
},
{
"p": 0.09028851240873337,
"m": 0.9997515082359314
},
{
"p": 0.08693093061447144,
"m": 1.0
},
{
"p": 0.07996398955583572,
"m": 1.0
},
{
"p": 0.07557418197393417,
"m": 1.0
}
]
},
{
"epoch": 58,
"train_loss": 1.0959841012954712,
"val_loss": 0.9881765842437744,
"acc": 69.19,
"time": 180.75449805008247,
"param": [
{
"p": 0.10357571393251419,
"m": 1.0
},
{
"p": 0.045578498393297195,
"m": 1.0
},
{
"p": 0.07829009741544724,
"m": 1.0
},
{
"p": 0.052387941628694534,
"m": 0.9638156294822693
},
{
"p": 0.07430293411016464,
"m": 0.19810305535793304
},
{
"p": 0.06575330346822739,
"m": 0.7704467177391052
},
{
"p": 0.07782233506441116,
"m": 0.7591341137886047
},
{
"p": 0.07240945845842361,
"m": 0.9932180047035217
},
{
"p": 0.09005513042211533,
"m": 0.9996007680892944
},
{
"p": 0.04928571730852127,
"m": 0.958280622959137
},
{
"p": 0.07182889431715012,
"m": 1.0
},
{
"p": 0.05968420207500458,
"m": 1.0
},
{
"p": 0.07163605839014053,
"m": 1.0
},
{
"p": 0.0873897522687912,
"m": 1.0
}
]
},
{
"epoch": 59,
"train_loss": 1.1212131977081299,
"val_loss": 0.9803639650344849,
"acc": 68.84,
"time": 173.47699398896657,
"param": [
{
"p": 0.08301657438278198,
"m": 1.0
},
{
"p": 0.0659964457154274,
"m": 1.0
},
{
"p": 0.06504352390766144,
"m": 1.0
},
{
"p": 0.056942254304885864,
"m": 0.8724787831306458
},
{
"p": 0.06657765805721283,
"m": 0.23339739441871643
},
{
"p": 0.05873389542102814,
"m": 0.696385383605957
},
{
"p": 0.0657820999622345,
"m": 0.7086867690086365
},
{
"p": 0.08163589984178543,
"m": 0.8699830174446106
},
{
"p": 0.058945219963788986,
"m": 1.0
},
{
"p": 0.09234452247619629,
"m": 0.9314972162246704
},
{
"p": 0.06922856718301773,
"m": 1.0
},
{
"p": 0.09839208424091339,
"m": 1.0
},
{
"p": 0.06119869276881218,
"m": 1.0
},
{
"p": 0.07616251707077026,
"m": 1.0
}
]
},
{
"epoch": 60,
"train_loss": 1.1425713300704956,
"val_loss": 0.9190605878829956,
"acc": 66.68,
"time": 176.2869738228619,
"param": [
{
"p": 0.0779372900724411,
"m": 1.0
},
{
"p": 0.030879970639944077,
"m": 1.0
},
{
"p": 0.10205713659524918,
"m": 1.0
},
{
"p": 0.0529872365295887,
"m": 0.8813905715942383
},
{
"p": 0.0840049460530281,
"m": 0.1654348075389862
},
{
"p": 0.05285105109214783,
"m": 0.7257253527641296
},
{
"p": 0.0688851922750473,
"m": 0.9219229817390442
},
{
"p": 0.09015832841396332,
"m": 0.9122920036315918
},
{
"p": 0.056975170969963074,
"m": 0.9455203413963318
},
{
"p": 0.06777594238519669,
"m": 0.9941595196723938
},
{
"p": 0.07060837745666504,
"m": 0.964203417301178
},
{
"p": 0.09310806542634964,
"m": 1.0
},
{
"p": 0.0964055061340332,
"m": 1.0
},
{
"p": 0.05536569654941559,
"m": 1.0
}
]
},
{
"epoch": 61,
"train_loss": 1.025626540184021,
"val_loss": 0.9305418133735657,
"acc": 68.25,
"time": 167.57870004000142,
"param": [
{
"p": 0.07791738212108612,
"m": 1.0
},
{
"p": 0.0483197420835495,
"m": 1.0
},
{
"p": 0.07834257930517197,
"m": 1.0
},
{
"p": 0.049039170145988464,
"m": 0.854864776134491
},
{
"p": 0.06817017495632172,
"m": 0.16452695429325104
},
{
"p": 0.05238063633441925,
"m": 0.7612241506576538
},
{
"p": 0.07991766929626465,
"m": 0.76875901222229
},
{
"p": 0.07261322438716888,
"m": 1.0
},
{
"p": 0.06003183871507645,
"m": 1.0
},
{
"p": 0.0808744952082634,
"m": 0.9557391405105591
},
{
"p": 0.06320098042488098,
"m": 0.9926706552505493
},
{
"p": 0.08782472461462021,
"m": 1.0
},
{
"p": 0.1075645461678505,
"m": 1.0
},
{
"p": 0.07380276173353195,
"m": 1.0
}
]
},
{
"epoch": 62,
"train_loss": 1.1215943098068237,
"val_loss": 0.876766562461853,
"acc": 69.29,
"time": 162.02764425589703,
"param": [
{
"p": 0.09234066307544708,
"m": 1.0
},
{
"p": 0.04139301925897598,
"m": 1.0
},
{
"p": 0.06839112937450409,
"m": 1.0
},
{
"p": 0.07508772611618042,
"m": 0.8513715267181396
},
{
"p": 0.06470347195863724,
"m": 0.10838915407657623
},
{
"p": 0.05078327655792236,
"m": 0.7317790389060974
},
{
"p": 0.0818217545747757,
"m": 0.9010587334632874
},
{
"p": 0.08205299079418182,
"m": 0.9111019968986511
},
{
"p": 0.08755558729171753,
"m": 1.0
},
{
"p": 0.06463950127363205,
"m": 0.9251707196235657
},
{
"p": 0.08718470484018326,
"m": 0.9940719604492188
},
{
"p": 0.07091109454631805,
"m": 0.9998800754547119
},
{
"p": 0.07464767247438431,
"m": 1.0
},
{
"p": 0.05848756432533264,
"m": 1.0
}
]
},
{
"epoch": 63,
"train_loss": 0.9970026016235352,
"val_loss": 0.8029420375823975,
"acc": 67.81,
"time": 158.27712819282897,
"param": [
{
"p": 0.08198972046375275,
"m": 1.0
},
{
"p": 0.053030215203762054,
"m": 1.0
},
{
"p": 0.08626669645309448,
"m": 1.0
},
{
"p": 0.055159807205200195,
"m": 0.9463098645210266
},
{
"p": 0.07169345766305923,
"m": 0.10636798292398453
},
{
"p": 0.043316129595041275,
"m": 0.806229293346405
},
{
"p": 0.04648416489362717,
"m": 0.9806795716285706
},
{
"p": 0.07876747101545334,
"m": 0.9910386204719543
},
{
"p": 0.06747095286846161,
"m": 0.9974671006202698
},
{
"p": 0.09658264368772507,
"m": 0.9144904613494873
},
{
"p": 0.06379127502441406,
"m": 0.9952647686004639
},
{
"p": 0.07339189946651459,
"m": 1.0
},
{
"p": 0.09529025107622147,
"m": 1.0
},
{
"p": 0.08676522970199585,
"m": 1.0
}
]
},
{
"epoch": 64,
"train_loss": 1.0002459287643433,
"val_loss": 0.7997109889984131,
"acc": 69.75,
"time": 172.98261755821295,
"param": [
{
"p": 0.08986932784318924,
"m": 1.0
},
{
"p": 0.048379480838775635,
"m": 1.0
},
{
"p": 0.06383172422647476,
"m": 1.0
},
{
"p": 0.05663933977484703,
"m": 0.7999852299690247
},
{
"p": 0.07008106261491776,
"m": 0.12200864404439926
},
{
"p": 0.05687170475721359,
"m": 0.8475065231323242
},
{
"p": 0.07734723389148712,
"m": 0.9895843267440796
},
{
"p": 0.09866195172071457,
"m": 0.9882978200912476
},
{
"p": 0.06575558334589005,
"m": 0.962647557258606
},
{
"p": 0.07957983016967773,
"m": 0.8917815089225769
},
{
"p": 0.08444608002901077,
"m": 0.9989479184150696
},
{
"p": 0.07383909076452255,
"m": 1.0
},
{
"p": 0.09586647152900696,
"m": 1.0
},
{
"p": 0.03883110731840134,
"m": 1.0
}
]
},
{
"epoch": 65,
"train_loss": 1.1255390644073486,
"val_loss": 0.8678315877914429,
"acc": 69.35,
"time": 178.76311335409991,
"param": [
{
"p": 0.09129853546619415,
"m": 1.0
},
{
"p": 0.05177474021911621,
"m": 1.0
},
{
"p": 0.09366278350353241,
"m": 1.0
},
{
"p": 0.04814452305436134,
"m": 0.8519718647003174
},
{
"p": 0.08980681002140045,
"m": 0.2528340220451355
},
{
"p": 0.03823715075850487,
"m": 0.9504731297492981
},
{
"p": 0.07380078732967377,
"m": 0.9525541663169861
},
{
"p": 0.07651988416910172,
"m": 0.9750481843948364
},
{
"p": 0.08627976477146149,
"m": 1.0
},
{
"p": 0.05634809285402298,
"m": 0.841515302658081
},
{
"p": 0.06546267122030258,
"m": 0.9941011667251587
},
{
"p": 0.08072617650032043,
"m": 0.9997640252113342
},
{
"p": 0.07501371204853058,
"m": 1.0
},
{
"p": 0.07292429357767105,
"m": 1.0
}
]
},
{
"epoch": 66,
"train_loss": 1.0064582824707031,
"val_loss": 0.9180405139923096,
"acc": 68.86,
"time": 164.17499489989132,
"param": [
{
"p": 0.052303463220596313,
"m": 1.0
},
{
"p": 0.0331231988966465,
"m": 1.0
},
{
"p": 0.08827873319387436,
"m": 1.0
},
{
"p": 0.06204339489340782,
"m": 0.7964183688163757
},
{
"p": 0.07029635459184647,
"m": 0.1480446457862854
},
{
"p": 0.08276093751192093,
"m": 0.9543906450271606
},
{
"p": 0.0656137615442276,
"m": 0.9175031781196594
},
{
"p": 0.06814925372600555,
"m": 0.8910123705863953
},
{
"p": 0.05263122543692589,
"m": 0.9469236135482788
},
{
"p": 0.113646499812603,
"m": 0.9203627109527588
},
{
"p": 0.09811808913946152,
"m": 1.0
},
{
"p": 0.06963900476694107,
"m": 1.0
},
{
"p": 0.07749519497156143,
"m": 1.0
},
{
"p": 0.06590083241462708,
"m": 1.0
}
]
},
{
"epoch": 67,
"train_loss": 0.9664479494094849,
"val_loss": 0.8703592419624329,
"acc": 69.01,
"time": 173.652313338127,
"param": [
{
"p": 0.06446000188589096,
"m": 1.0
},
{
"p": 0.08483168482780457,
"m": 1.0
},
{
"p": 0.05985249578952789,
"m": 1.0
},
{
"p": 0.09620485454797745,
"m": 0.9941874742507935
},
{
"p": 0.06907358020544052,
"m": 0.15122947096824646
},
{
"p": 0.06870472431182861,
"m": 0.7688738703727722
},
{
"p": 0.05587119609117508,
"m": 0.8480554819107056
},
{
"p": 0.06910065561532974,
"m": 0.8556339740753174
},
{
"p": 0.062269777059555054,
"m": 0.8901171684265137
},
{
"p": 0.08012086898088455,
"m": 0.9566760659217834
},
{
"p": 0.06531442701816559,
"m": 0.9412351846694946
},
{
"p": 0.0820968970656395,
"m": 1.0
},
{
"p": 0.07744210213422775,
"m": 1.0
},
{
"p": 0.06465666741132736,
"m": 1.0
}
]
},
{
"epoch": 68,
"train_loss": 0.9907118082046509,
"val_loss": 0.824336588382721,
"acc": 69.13,
"time": 177.0104666359257,
"param": [
{
"p": 0.0748348981142044,
"m": 1.0
},
{
"p": 0.04810052365064621,
"m": 1.0
},
{
"p": 0.08883684128522873,
"m": 1.0
},
{
"p": 0.06791964918375015,
"m": 0.9638789892196655
},
{
"p": 0.07359413057565689,
"m": 0.19262158870697021
},
{
"p": 0.057922910898923874,
"m": 0.6704689264297485
},
{
"p": 0.06190553680062294,
"m": 0.8934420943260193
},
{
"p": 0.053010180592536926,
"m": 0.952479362487793
},
{
"p": 0.08640194684267044,
"m": 1.0
},
{
"p": 0.09686580300331116,
"m": 1.0
},
{
"p": 0.06995806843042374,
"m": 0.9993025064468384
},
{
"p": 0.07558810710906982,
"m": 1.0
},
{
"p": 0.09147436916828156,
"m": 1.0
},
{
"p": 0.05358710139989853,
"m": 1.0
}
]
},
{
"epoch": 69,
"train_loss": 0.8269941806793213,
"val_loss": 0.861585259437561,
"acc": 70.44,
"time": 156.71028564916924,
"param": [
{
"p": 0.11101509630680084,
"m": 1.0
},
{
"p": 0.04117435961961746,
"m": 1.0
},
{
"p": 0.09296171367168427,
"m": 1.0
},
{
"p": 0.07395458221435547,
"m": 0.9366050362586975
},
{
"p": 0.06426186114549637,
"m": 0.31988033652305603
},
{
"p": 0.06762716919183731,
"m": 0.6898559331893921
},
{
"p": 0.050847481936216354,
"m": 0.8677808046340942
},
{
"p": 0.08099643141031265,
"m": 0.9998092651367188
},
{
"p": 0.09463657438755035,
"m": 0.9968465566635132
},
{
"p": 0.08675208687782288,
"m": 1.0
},
{
"p": 0.0750969722867012,
"m": 0.9880547523498535
},
{
"p": 0.06103667616844177,
"m": 1.0
},
{
"p": 0.07849840819835663,
"m": 1.0
},
{
"p": 0.02114051952958107,
"m": 1.0
}
]
},
{
"epoch": 70,
"train_loss": 0.9296033382415771,
"val_loss": 0.9209917187690735,
"acc": 69.62,
"time": 156.10222762078047,
"param": [
{
"p": 0.10604694485664368,
"m": 1.0
},
{
"p": 0.05802619457244873,
"m": 1.0
},
{
"p": 0.05839605629444122,
"m": 1.0
},
{
"p": 0.07173319905996323,
"m": 0.9999289512634277
},
{
"p": 0.037998445332050323,
"m": 0.2527177035808563
},
{
"p": 0.05938994139432907,
"m": 0.7950722575187683
},
{
"p": 0.07270368933677673,
"m": 0.9424146413803101
},
{
"p": 0.05299355834722519,
"m": 0.9526245594024658
},
{
"p": 0.08534024655818939,
"m": 0.991963803768158
},
{
"p": 0.07628375291824341,
"m": 0.9900655746459961
},
{
"p": 0.07306712865829468,
"m": 0.880506157875061
},
{
"p": 0.08296017348766327,
"m": 1.0
},
{
"p": 0.09057755023241043,
"m": 1.0
},
{
"p": 0.07448320835828781,
"m": 1.0
}
]
},
{
"epoch": 71,
"train_loss": 0.6693900227546692,
"val_loss": 0.8980254530906677,
"acc": 68.97,
"time": 163.88292489782907,
"param": [
{
"p": 0.05064058303833008,
"m": 1.0
},
{
"p": 0.05305573344230652,
"m": 1.0
},
{
"p": 0.1140131801366806,
"m": 1.0
},
{
"p": 0.08205235004425049,
"m": 0.9840670228004456
},
{
"p": 0.06003890186548233,
"m": 0.1589755117893219
},
{
"p": 0.07182934135198593,
"m": 0.7095024585723877
},
{
"p": 0.05389336496591568,
"m": 0.9809507131576538
},
{
"p": 0.08697626739740372,
"m": 0.9976893067359924
},
{
"p": 0.06271366029977798,
"m": 1.0
},
{
"p": 0.06733101606369019,
"m": 1.0
},
{
"p": 0.09039583802223206,
"m": 0.8977665305137634
},
{
"p": 0.0786842554807663,
"m": 1.0
},
{
"p": 0.0691562369465828,
"m": 1.0
},
{
"p": 0.05921921506524086,
"m": 1.0
}
]
},
{
"epoch": 72,
"train_loss": 1.0375038385391235,
"val_loss": 0.8236792683601379,
"acc": 70.93,
"time": 173.79038193495944,
"param": [
{
"p": 0.0893087163567543,
"m": 1.0
},
{
"p": 0.06502323597669601,
"m": 1.0
},
{
"p": 0.06459280848503113,
"m": 1.0
},
{
"p": 0.07899908721446991,
"m": 1.0
},
{
"p": 0.07515960931777954,
"m": 0.269986093044281
},
{
"p": 0.058128733187913895,
"m": 0.6676944494247437
},
{
"p": 0.08020258694887161,
"m": 0.8831965327262878
},
{
"p": 0.08687019348144531,
"m": 0.9664685130119324
},
{
"p": 0.05657171830534935,
"m": 0.9904946684837341
},
{
"p": 0.05505818873643875,
"m": 0.9773297309875488
},
{
"p": 0.07712873071432114,
"m": 0.9562607407569885
},
{
"p": 0.05943140387535095,
"m": 1.0
},
{
"p": 0.09077298641204834,
"m": 1.0
},
{
"p": 0.06275197118520737,
"m": 1.0
}
]
},
{
"epoch": 73,
"train_loss": 0.9741883873939514,
"val_loss": 0.9222701787948608,
"acc": 69.62,
"time": 176.96039512800053,
"param": [
{
"p": 0.08271925151348114,
"m": 1.0
},
{
"p": 0.04360369220376015,
"m": 1.0
},
{
"p": 0.07810046523809433,
"m": 1.0
},
{
"p": 0.06024684011936188,
"m": 0.9986133575439453
},
{
"p": 0.07792391628026962,
"m": 0.26488760113716125
},
{
"p": 0.06371627748012543,
"m": 0.7135598659515381
},
{
"p": 0.045322347432374954,
"m": 0.9293621182441711
},
{
"p": 0.0786367729306221,
"m": 0.9880422949790955
},
{
"p": 0.08405471593141556,
"m": 1.0
},
{
"p": 0.08794942498207092,
"m": 0.9651162028312683
},
{
"p": 0.07940687984228134,
"m": 0.9811210036277771
},
{
"p": 0.06780614703893661,
"m": 1.0
},
{
"p": 0.08448227494955063,
"m": 1.0
},
{
"p": 0.06603095680475235,
"m": 1.0
}
]
},
{
"epoch": 74,
"train_loss": 0.9716026186943054,
"val_loss": 0.8554613590240479,
"acc": 70.52,
"time": 174.9730974638369,
"param": [
{
"p": 0.07806199043989182,
"m": 1.0
},
{
"p": 0.06419584900140762,
"m": 1.0
},
{
"p": 0.0593939945101738,
"m": 1.0
},
{
"p": 0.04416684806346893,
"m": 0.904006838798523
},
{
"p": 0.08985347300767899,
"m": 0.29102811217308044
},
{
"p": 0.06432713568210602,
"m": 0.6925931572914124
},
{
"p": 0.05950939655303955,
"m": 0.8549634218215942
},
{
"p": 0.06480859220027924,
"m": 0.9140923619270325
},
{
"p": 0.06289581954479218,
"m": 0.9567173719406128
},
{
"p": 0.08533085882663727,
"m": 0.9508616328239441
},
{
"p": 0.08793772757053375,
"m": 1.0
},
{
"p": 0.09234555065631866,
"m": 1.0
},
{
"p": 0.08697838336229324,
"m": 1.0
},
{
"p": 0.060194212943315506,
"m": 1.0
}
]
},
{
"epoch": 75,
"train_loss": 0.916370689868927,
"val_loss": 0.7625338435173035,
"acc": 70.93,
"time": 176.24982541589998,
"param": [
{
"p": 0.0716395378112793,
"m": 1.0
},
{
"p": 0.060495682060718536,
"m": 1.0
},
{
"p": 0.0706605315208435,
"m": 1.0
},
{
"p": 0.06473512202501297,
"m": 0.9843815565109253
},
{
"p": 0.051681455224752426,
"m": 0.33755260705947876
},
{
"p": 0.07139363884925842,
"m": 0.7572622895240784
},
{
"p": 0.07257632911205292,
"m": 0.8178987503051758
},
{
"p": 0.08941613137722015,
"m": 1.0
},
{
"p": 0.08183708041906357,
"m": 0.9893857836723328
},
{
"p": 0.08814272284507751,
"m": 1.0
},
{
"p": 0.06197543814778328,
"m": 0.8998568654060364
},
{
"p": 0.0804586261510849,
"m": 1.0
},
{
"p": 0.09275281429290771,
"m": 1.0
},
{
"p": 0.042234908789396286,
"m": 1.0
}
]
},
{
"epoch": 76,
"train_loss": 0.9906197786331177,
"val_loss": 0.9060430526733398,
"acc": 71.06,
"time": 178.10789248812944,
"param": [
{
"p": 0.08025949448347092,
"m": 1.0
},
{
"p": 0.02840479649603367,
"m": 1.0
},
{
"p": 0.05062112212181091,
"m": 1.0
},
{
"p": 0.08560876548290253,
"m": 0.9381033778190613
},
{
"p": 0.04805969446897507,
"m": 0.3891964256763458
},
{
"p": 0.05641591176390648,
"m": 0.7105419039726257
},
{
"p": 0.052311018109321594,
"m": 0.8439604640007019
},
{
"p": 0.07846084237098694,
"m": 0.9534804224967957
},
{
"p": 0.09563399106264114,
"m": 0.9488867521286011
},
{
"p": 0.06703135371208191,
"m": 0.9687674641609192
},
{
"p": 0.10506363958120346,
"m": 0.9540944695472717
},
{
"p": 0.08679361641407013,
"m": 1.0
},
{
"p": 0.10499843209981918,
"m": 1.0
},
{
"p": 0.060337312519550323,
"m": 1.0
}
]
},
{
"epoch": 77,
"train_loss": 1.0254889726638794,
"val_loss": 1.0231260061264038,
"acc": 69.15,
"time": 170.24423063499853,
"param": [
{
"p": 0.08085640519857407,
"m": 1.0
},
{
"p": 0.050809767097234726,
"m": 1.0
},
{
"p": 0.08396553248167038,
"m": 1.0
},
{
"p": 0.05251540243625641,
"m": 0.8606935143470764
},
{
"p": 0.0746936947107315,
"m": 0.35569626092910767
},
{
"p": 0.08739936351776123,
"m": 0.8590580224990845
},
{
"p": 0.06452526897192001,
"m": 0.8994875550270081
},
{
"p": 0.07246259599924088,
"m": 0.8874960541725159
},
{
"p": 0.07421042770147324,
"m": 1.0
},
{
"p": 0.06745228916406631,
"m": 1.0
},
{
"p": 0.08293361961841583,
"m": 1.0
},
{
"p": 0.050204310566186905,
"m": 1.0
},
{
"p": 0.08091369271278381,
"m": 1.0
},
{
"p": 0.07705757766962051,
"m": 1.0
}
]
},
{
"epoch": 78,
"train_loss": 0.9821426272392273,
"val_loss": 0.7653435468673706,
"acc": 71.82,
"time": 169.1855633049272,
"param": [
{
"p": 0.10447142273187637,
"m": 1.0
},
{
"p": 0.042519934475421906,
"m": 1.0
},
{
"p": 0.09157099574804306,
"m": 1.0
},
{
"p": 0.06979319453239441,
"m": 0.886427104473114
},
{
"p": 0.05954894423484802,
"m": 0.4448932409286499
},
{
"p": 0.06044909358024597,
"m": 0.8343127965927124
},
{
"p": 0.06770747154951096,
"m": 0.9276872277259827
},
{
"p": 0.06094534322619438,
"m": 0.9953467845916748
},
{
"p": 0.04933801293373108,
"m": 1.0
},
{
"p": 0.07615739852190018,
"m": 0.9884111881256104
},
{
"p": 0.08655986189842224,
"m": 1.0
},
{
"p": 0.08533184230327606,
"m": 1.0
},
{
"p": 0.0947464182972908,
"m": 1.0
},
{
"p": 0.05086015164852142,
"m": 1.0
}
]
},
{
"epoch": 79,
"train_loss": 1.0129597187042236,
"val_loss": 0.758986234664917,
"acc": 71.11,
"time": 159.7460091591347,
"param": [
{
"p": 0.07980253547430038,
"m": 1.0
},
{
"p": 0.07020026445388794,
"m": 1.0
},
{
"p": 0.07650020718574524,
"m": 1.0
},
{
"p": 0.07628179341554642,
"m": 0.8097342252731323
},
{
"p": 0.03916659578680992,
"m": 0.3829253017902374
},
{
"p": 0.08292875438928604,
"m": 1.0
},
{
"p": 0.07521750777959824,
"m": 0.8528446555137634
},
{
"p": 0.08646025508642197,
"m": 0.909153938293457
},
{
"p": 0.06494508683681488,
"m": 0.9952983856201172
},
{
"p": 0.052749425172805786,
"m": 0.9814019203186035
},
{
"p": 0.08034513145685196,
"m": 0.9921591877937317
},
{
"p": 0.07833303511142731,
"m": 1.0
},
{
"p": 0.06859661638736725,
"m": 1.0
},
{
"p": 0.06847276538610458,
"m": 1.0
}
]
},
{
"epoch": 80,
"train_loss": 1.0072605609893799,
"val_loss": 0.9271563291549683,
"acc": 70.49,
"time": 161.32001553010195,
"param": [
{
"p": 0.08821704983711243,
"m": 1.0
},
{
"p": 0.06818114966154099,
"m": 1.0
},
{
"p": 0.04094311222434044,
"m": 1.0
},
{
"p": 0.0677296370267868,
"m": 0.8889504075050354
},
{
"p": 0.0584416463971138,
"m": 0.355263352394104
},
{
"p": 0.057224590331315994,
"m": 1.0
},
{
"p": 0.07232537865638733,
"m": 0.9476714134216309
},
{
"p": 0.06863009929656982,
"m": 0.9189354777336121
},
{
"p": 0.07316046208143234,
"m": 0.9421319961547852
},
{
"p": 0.07557987421751022,
"m": 0.9755222797393799
},
{
"p": 0.08016312122344971,
"m": 0.9078608155250549
},
{
"p": 0.08229165524244308,
"m": 1.0
},
{
"p": 0.09470479935407639,
"m": 1.0
},
{
"p": 0.07240739464759827,
"m": 1.0
}
]
},
{
"epoch": 81,
"train_loss": 0.8033638596534729,
"val_loss": 0.8529388904571533,
"acc": 69.19,
"time": 164.1865058420226,
"param": [
{
"p": 0.08052822202444077,
"m": 1.0
},
{
"p": 0.06770366430282593,
"m": 1.0
},
{
"p": 0.08641047775745392,
"m": 1.0
},
{
"p": 0.0723591074347496,
"m": 0.9368310570716858
},
{
"p": 0.05595797672867775,
"m": 0.22901786863803864
},
{
"p": 0.062013328075408936,
"m": 1.0
},
{
"p": 0.06758584082126617,
"m": 0.9376652240753174
},
{
"p": 0.07043562084436417,
"m": 0.9890843033790588
},
{
"p": 0.08360306918621063,
"m": 0.995166540145874
},
{
"p": 0.06351549178361893,
"m": 0.9940385222434998
},
{
"p": 0.10224731266498566,
"m": 0.9699868559837341
},
{
"p": 0.06833390891551971,
"m": 1.0
},
{
"p": 0.06069125235080719,
"m": 1.0
},
{
"p": 0.05861473083496094,
"m": 1.0
}
]
},
{
"epoch": 82,
"train_loss": 0.7356498837471008,
"val_loss": 0.8198140859603882,
"acc": 71.58,
"time": 180.51978052710183,
"param": [
{
"p": 0.08134310692548752,
"m": 1.0
},
{
"p": 0.07923641800880432,
"m": 1.0
},
{
"p": 0.09003343433141708,
"m": 1.0
},
{
"p": 0.04071640595793724,
"m": 0.874340295791626
},
{
"p": 0.06764987856149673,
"m": 0.10070746392011642
},
{
"p": 0.03375672921538353,
"m": 0.9257351160049438
},
{
"p": 0.06943470239639282,
"m": 0.9456791281700134
},
{
"p": 0.08544889837503433,
"m": 0.9991596937179565
},
{
"p": 0.07678928971290588,
"m": 1.0
},
{
"p": 0.06174461171030998,
"m": 1.0
},
{
"p": 0.07811085134744644,
"m": 0.9339722394943237
},
{
"p": 0.06491754204034805,
"m": 1.0
},
{
"p": 0.09735814481973648,
"m": 1.0
},
{
"p": 0.07346003502607346,
"m": 1.0
}
]
},
{
"epoch": 83,
"train_loss": 0.8549631834030151,
"val_loss": 0.8666667342185974,
"acc": 71.67,
"time": 175.61683747614734,
"param": [
{
"p": 0.07701735943555832,
"m": 1.0
},
{
"p": 0.06926702708005905,
"m": 1.0
},
{
"p": 0.09291116893291473,
"m": 1.0
},
{
"p": 0.049445994198322296,
"m": 0.8599780201911926
},
{
"p": 0.05032515898346901,
"m": 0.14922165870666504
},
{
"p": 0.07104578614234924,
"m": 0.8520416617393494
},
{
"p": 0.052674319595098495,
"m": 0.975771963596344
},
{
"p": 0.07500096410512924,
"m": 0.9842272996902466
},
{
"p": 0.05692886561155319,
"m": 0.9518857598304749
},
{
"p": 0.10855362564325333,
"m": 0.9963697791099548
},
{
"p": 0.0843055248260498,
"m": 0.9868772029876709
},
{
"p": 0.06927917152643204,
"m": 1.0
},
{
"p": 0.12779083847999573,
"m": 1.0
},
{
"p": 0.01545421127229929,
"m": 1.0
}
]
},
{
"epoch": 84,
"train_loss": 0.8149635195732117,
"val_loss": 0.8987017869949341,
"acc": 70.95,
"time": 170.78235690295696,
"param": [
{
"p": 0.08711210638284683,
"m": 1.0
},
{
"p": 0.03746257349848747,
"m": 1.0
},
{
"p": 0.06087470427155495,
"m": 1.0
},
{
"p": 0.07711096107959747,
"m": 0.8404302000999451
},
{
"p": 0.06166629493236542,
"m": 0.18506915867328644
},
{
"p": 0.050047390162944794,
"m": 0.7574220895767212
},
{
"p": 0.06971728056669235,
"m": 0.9964116215705872
},
{
"p": 0.08071868121623993,
"m": 0.9049161076545715
},
{
"p": 0.10943569988012314,
"m": 0.9798380732536316
},
{
"p": 0.08683327585458755,
"m": 1.0
},
{
"p": 0.06408627331256866,
"m": 0.9502195119857788
},
{
"p": 0.07873521745204926,
"m": 1.0
},
{
"p": 0.07943549752235413,
"m": 1.0
},
{
"p": 0.05676410347223282,
"m": 1.0
}
]
},
{
"epoch": 85,
"train_loss": 0.9425627589225769,
"val_loss": 0.889395534992218,
"acc": 70.15,
"time": 176.25507675902918,
"param": [
{
"p": 0.08044372498989105,
"m": 1.0
},
{
"p": 0.06317456811666489,
"m": 1.0
},
{
"p": 0.05971470847725868,
"m": 1.0
},
{
"p": 0.05276714637875557,
"m": 0.8948608040809631
},
{
"p": 0.06698530912399292,
"m": 0.250055193901062
},
{
"p": 0.08115565776824951,
"m": 0.7489013075828552
},
{
"p": 0.056345436722040176,
"m": 1.0
},
{
"p": 0.06827787309885025,
"m": 0.9164859056472778
},
{
"p": 0.06880629807710648,
"m": 1.0
},
{
"p": 0.09199867397546768,
"m": 0.9022061228752136
},
{
"p": 0.09589196741580963,
"m": 0.9654293656349182
},
{
"p": 0.06558603048324585,
"m": 1.0
},
{
"p": 0.07552792131900787,
"m": 1.0
},
{
"p": 0.07332475483417511,
"m": 1.0
}
]
},
{
"epoch": 86,
"train_loss": 0.8435947299003601,
"val_loss": 0.8773629069328308,
"acc": 71.3,
"time": 166.98106849589385,
"param": [
{
"p": 0.08737137913703918,
"m": 1.0
},
{
"p": 0.10289349406957626,
"m": 1.0
},
{
"p": 0.05592655390501022,
"m": 1.0
},
{
"p": 0.03450847044587135,
"m": 0.9413231015205383
},
{
"p": 0.06684743613004684,
"m": 0.212746724486351
},
{
"p": 0.07904477417469025,
"m": 0.6516548991203308
},
{
"p": 0.11253970116376877,
"m": 0.9895139336585999
},
{
"p": 0.07054971158504486,
"m": 0.884382963180542
},
{
"p": 0.09584551304578781,
"m": 0.8734818696975708
},
{
"p": 0.07203854620456696,
"m": 1.0
},
{
"p": 0.060035742819309235,
"m": 0.9811415076255798
},
{
"p": 0.03319525346159935,
"m": 1.0
},
{
"p": 0.07760599255561829,
"m": 1.0
},
{
"p": 0.05159749090671539,
"m": 1.0
}
]
},
{
"epoch": 87,
"train_loss": 0.8585631847381592,
"val_loss": 0.7775794267654419,
"acc": 71.39,
"time": 165.92513023479842,
"param": [
{
"p": 0.07850906997919083,
"m": 1.0
},
{
"p": 0.045322295278310776,
"m": 1.0
},
{
"p": 0.10849051922559738,
"m": 1.0
},
{
"p": 0.04323462396860123,
"m": 0.8903226256370544
},
{
"p": 0.07510071992874146,
"m": 0.3236282765865326
},
{
"p": 0.065658338367939,
"m": 0.7141367793083191
},
{
"p": 0.06390485912561417,
"m": 0.9463039636611938
},
{
"p": 0.05862141028046608,
"m": 1.0
},
{
"p": 0.0943116843700409,
"m": 0.8299376368522644
},
{
"p": 0.07328516244888306,
"m": 1.0
},
{
"p": 0.0878223106265068,
"m": 0.954520583152771
},
{
"p": 0.08580544590950012,
"m": 1.0
},
{
"p": 0.07051391154527664,
"m": 1.0
},
{
"p": 0.049419693648815155,
"m": 1.0
}
]
},
{
"epoch": 88,
"train_loss": 0.7911679148674011,
"val_loss": 0.817595362663269,
"acc": 71.5,
"time": 176.5885085731279,
"param": [
{
"p": 0.09311386197805405,
"m": 1.0
},
{
"p": 0.05679251253604889,
"m": 1.0
},
{
"p": 0.0643799751996994,
"m": 1.0
},
{
"p": 0.049255017191171646,
"m": 0.9488455057144165
},
{
"p": 0.059075966477394104,
"m": 0.29978373646736145
},
{
"p": 0.08904159814119339,
"m": 0.7902476191520691
},
{
"p": 0.044987473636865616,
"m": 0.8694643378257751
},
{
"p": 0.0904257670044899,
"m": 0.9181813597679138
},
{
"p": 0.06347766518592834,
"m": 0.9535959959030151
},
{
"p": 0.08375421911478043,
"m": 0.9969862103462219
},
{
"p": 0.09348919242620468,
"m": 0.9967330694198608
},
{
"p": 0.06965373456478119,
"m": 1.0
},
{
"p": 0.07693543285131454,
"m": 1.0
},
{
"p": 0.06561769545078278,
"m": 1.0
}
]
},
{
"epoch": 89,
"train_loss": 0.6869907975196838,
"val_loss": 0.9500095844268799,
"acc": 70.99,
"time": 157.22966083092615,
"param": [
{
"p": 0.0666307583451271,
"m": 1.0
},
{
"p": 0.07869934290647507,
"m": 1.0
},
{
"p": 0.09287256747484207,
"m": 1.0
},
{
"p": 0.05970858037471771,
"m": 0.9367332458496094
},
{
"p": 0.055264174938201904,
"m": 0.37709474563598633
},
{
"p": 0.07398401200771332,
"m": 0.7793110609054565
},
{
"p": 0.060478873550891876,
"m": 0.959829568862915
},
{
"p": 0.07853979617357254,
"m": 0.9929450750350952
},
{
"p": 0.06325961649417877,
"m": 0.9773938059806824
},
{
"p": 0.07260959595441818,
"m": 0.9263030290603638
},
{
"p": 0.0656319186091423,
"m": 0.9495275020599365
},
{
"p": 0.07533004134893417,
"m": 1.0
},
{
"p": 0.08442314714193344,
"m": 1.0
},
{
"p": 0.07256753742694855,
"m": 1.0
}
]
},
{
"epoch": 90,
"train_loss": 0.9443570971488953,
"val_loss": 0.9197468161582947,
"acc": 71.26,
"time": 165.0188994759228,
"param": [
{
"p": 0.09118744730949402,
"m": 1.0
},
{
"p": 0.047540850937366486,
"m": 1.0
},
{
"p": 0.08064979314804077,
"m": 1.0
},
{
"p": 0.06467733532190323,
"m": 0.9207752346992493
},
{
"p": 0.06866271048784256,
"m": 0.31134775280952454
},
{
"p": 0.0714050680398941,
"m": 0.6487846970558167
},
{
"p": 0.05422835424542427,
"m": 0.8726627826690674
},
{
"p": 0.08054754137992859,
"m": 0.952012836933136
},
{
"p": 0.07355736941099167,
"m": 0.9594332575798035
},
{
"p": 0.06226964294910431,
"m": 1.0
},
{
"p": 0.07013162225484848,
"m": 0.8814061284065247
},
{
"p": 0.08210138976573944,
"m": 1.0
},
{
"p": 0.10186246782541275,
"m": 1.0
},
{
"p": 0.05117833986878395,
"m": 1.0
}
]
},
{
"epoch": 91,
"train_loss": 1.0524890422821045,
"val_loss": 0.8274228572845459,
"acc": 71.35,
"time": 159.42845913302153,
"param": [
{
"p": 0.09041911363601685,
"m": 1.0
},
{
"p": 0.061233799904584885,
"m": 1.0
},
{
"p": 0.07145533710718155,
"m": 1.0
},
{
"p": 0.06244692951440811,
"m": 0.9402734041213989
},
{
"p": 0.02855698950588703,
"m": 0.17635850608348846
},
{
"p": 0.0744696781039238,
"m": 0.6863436102867126
},
{
"p": 0.06897975504398346,
"m": 0.8978070616722107
},
{
"p": 0.07349680364131927,
"m": 0.9971719980239868
},
{
"p": 0.07949783653020859,
"m": 1.0
},
{
"p": 0.050982266664505005,
"m": 0.9954521656036377
},
{
"p": 0.08269058167934418,
"m": 0.9736337065696716
},
{
"p": 0.07858407497406006,
"m": 1.0
},
{
"p": 0.08523685485124588,
"m": 1.0
},
{
"p": 0.09195004403591156,
"m": 1.0
}
]
},
{
"epoch": 92,
"train_loss": 0.7410674691200256,
"val_loss": 0.8384093046188354,
"acc": 71.75,
"time": 180.50352231389843,
"param": [
{
"p": 0.0973147451877594,
"m": 1.0
},
{
"p": 0.05479119345545769,
"m": 1.0
},
{
"p": 0.0838397890329361,
"m": 1.0
},
{
"p": 0.05558391660451889,
"m": 0.9335041046142578
},
{
"p": 0.038734037429094315,
"m": 0.1108165979385376
},
{
"p": 0.08851692825555801,
"m": 0.5913722515106201
},
{
"p": 0.034082867205142975,
"m": 0.9147782325744629
},
{
"p": 0.09066308289766312,
"m": 0.8914042115211487
},
{
"p": 0.060656145215034485,
"m": 0.876421332359314
},
{
"p": 0.05149511992931366,
"m": 0.9893049597740173
},
{
"p": 0.0680314376950264,
"m": 0.927017092704773
},
{
"p": 0.11713112145662308,
"m": 1.0
},
{
"p": 0.092320516705513,
"m": 1.0
},
{
"p": 0.0668390765786171,
"m": 1.0
}
]
},
{
"epoch": 93,
"train_loss": 0.6964226961135864,
"val_loss": 0.8884831666946411,
"acc": 71.81,
"time": 168.40040432289243,
"param": [
{
"p": 0.0800461396574974,
"m": 1.0
},
{
"p": 0.07899005711078644,
"m": 1.0
},
{
"p": 0.09935430437326431,
"m": 1.0
},
{
"p": 0.08190363645553589,
"m": 0.9660816788673401
},
{
"p": 0.07173394411802292,
"m": 0.0
},
{
"p": 0.08704515546560287,
"m": 0.5656164288520813
},
{
"p": 0.0589449442923069,
"m": 0.9803770184516907
},
{
"p": 0.059576403349637985,
"m": 0.9384685754776001
},
{
"p": 0.0470479279756546,
"m": 0.7967668175697327
},
{
"p": 0.06182350218296051,
"m": 0.9792110323905945
},
{
"p": 0.07698146998882294,
"m": 0.9632796049118042
},
{
"p": 0.0592389740049839,
"m": 1.0
},
{
"p": 0.08701834827661514,
"m": 1.0
},
{
"p": 0.05029522255063057,
"m": 1.0
}
]
},
{
"epoch": 94,
"train_loss": 0.8184548616409302,
"val_loss": 0.802495539188385,
"acc": 72.32,
"time": 179.00946109485812,
"param": [
{
"p": 0.06382077187299728,
"m": 1.0
},
{
"p": 0.047770705074071884,
"m": 1.0
},
{
"p": 0.08436372131109238,
"m": 1.0
},
{
"p": 0.045193832367658615,
"m": 0.9093692898750305
},
{
"p": 0.0808170884847641,
"m": 0.02584652043879032
},
{
"p": 0.07427269220352173,
"m": 0.7082729935646057
},
{
"p": 0.052723463624715805,
"m": 0.965973436832428
},
{
"p": 0.07445921748876572,
"m": 0.9809301495552063
},
{
"p": 0.06654691696166992,
"m": 0.8106725811958313
},
{
"p": 0.086944580078125,
"m": 0.9067462682723999
},
{
"p": 0.07800327986478806,
"m": 0.9794256687164307
},
{
"p": 0.07481012493371964,
"m": 1.0
},
{
"p": 0.10448869317770004,
"m": 1.0
},
{
"p": 0.06578493118286133,
"m": 1.0
}
]
},
{
"epoch": 95,
"train_loss": 0.7533443570137024,
"val_loss": 0.9044137597084045,
"acc": 72.06,
"time": 170.82927471213043,
"param": [
{
"p": 0.060706596821546555,
"m": 1.0
},
{
"p": 0.04684493690729141,
"m": 1.0
},
{
"p": 0.06822020560503006,
"m": 1.0
},
{
"p": 0.061936866492033005,
"m": 0.9460263848304749
},
{
"p": 0.08675988763570786,
"m": 0.1790008693933487
},
{
"p": 0.05104939267039299,
"m": 0.871082603931427
},
{
"p": 0.05989904701709747,
"m": 0.9558238983154297
},
{
"p": 0.0743008553981781,
"m": 0.9928169250488281
},
{
"p": 0.0740194246172905,
"m": 0.8708012104034424
},
{
"p": 0.06764582544565201,
"m": 0.9261592626571655
},
{
"p": 0.07093838602304459,
"m": 1.0
},
{
"p": 0.0875207856297493,
"m": 1.0
},
{
"p": 0.11648538708686829,
"m": 1.0
},
{
"p": 0.07367240637540817,
"m": 1.0
}
]
},
{
"epoch": 96,
"train_loss": 0.8434443473815918,
"val_loss": 0.786711573600769,
"acc": 72.54,
"time": 164.4657925791107,
"param": [
{
"p": 0.08525073528289795,
"m": 1.0
},
{
"p": 0.06139783561229706,
"m": 1.0
},
{
"p": 0.07684317976236343,
"m": 1.0
},
{
"p": 0.059533704072237015,
"m": 0.9066412448883057
},
{
"p": 0.06529542058706284,
"m": 0.11056458204984665
},
{
"p": 0.0852498933672905,
"m": 0.9141905307769775
},
{
"p": 0.0641099214553833,
"m": 0.9938172698020935
},
{
"p": 0.07331342995166779,
"m": 0.8975339531898499
},
{
"p": 0.05265195295214653,
"m": 0.8765459060668945
},
{
"p": 0.07897476851940155,
"m": 0.8701324462890625
},
{
"p": 0.09556430578231812,
"m": 0.9583294987678528
},
{
"p": 0.062284257262945175,
"m": 1.0
},
{
"p": 0.07516195625066757,
"m": 1.0
},
{
"p": 0.06436873227357864,
"m": 1.0
}
]
},
{
"epoch": 97,
"train_loss": 0.9244858622550964,
"val_loss": 0.9176286458969116,
"acc": 72.08,
"time": 172.13944320683368,
"param": [
{
"p": 0.056955188512802124,
"m": 1.0
},
{
"p": 0.05094162002205849,
"m": 1.0
},
{
"p": 0.07153388112783432,
"m": 1.0
},
{
"p": 0.0829675942659378,
"m": 0.882391631603241
},
{
"p": 0.06542970985174179,
"m": 0.13503685593605042
},
{
"p": 0.06785612553358078,
"m": 0.7895282506942749
},
{
"p": 0.05960601940751076,
"m": 0.8014162182807922
},
{
"p": 0.061826590448617935,
"m": 0.8707289099693298
},
{
"p": 0.06602589040994644,
"m": 0.8974521160125732
},
{
"p": 0.09349006414413452,
"m": 1.0
},
{
"p": 0.06992869079113007,
"m": 0.8041729927062988
},
{
"p": 0.09995342791080475,
"m": 1.0
},
{
"p": 0.09767300635576248,
"m": 1.0
},
{
"p": 0.05581212043762207,
"m": 1.0
}
]
},
{
"epoch": 98,
"train_loss": 1.1755189895629883,
"val_loss": 0.8919721245765686,
"acc": 72.56,
"time": 159.13088445691392,
"param": [
{
"p": 0.09732621163129807,
"m": 1.0
},
{
"p": 0.0722532719373703,
"m": 1.0
},
{
"p": 0.08166688680648804,
"m": 1.0
},
{
"p": 0.0688588097691536,
"m": 0.9922953844070435
},
{
"p": 0.08464699983596802,
"m": 0.13800910115242004
},
{
"p": 0.048832785338163376,
"m": 0.81251060962677
},
{
"p": 0.06432504206895828,
"m": 0.8450382947921753
},
{
"p": 0.0909569263458252,
"m": 0.8261199593544006
},
{
"p": 0.066969133913517,
"m": 0.9742668271064758
},
{
"p": 0.07909272611141205,
"m": 1.0
},
{
"p": 0.05058623477816582,
"m": 0.9457036256790161
},
{
"p": 0.05863463506102562,
"m": 1.0
},
{
"p": 0.07365969568490982,
"m": 1.0
},
{
"p": 0.06219062954187393,
"m": 1.0
}
]
},
{
"epoch": 99,
"train_loss": 0.8027834296226501,
"val_loss": 0.7415502667427063,
"acc": 72.74,
"time": 178.2807666719891,
"param": [
{
"p": 0.0862814337015152,
"m": 1.0
},
{
"p": 0.05193979665637016,
"m": 1.0
},
{
"p": 0.08015768975019455,
"m": 1.0
},
{
"p": 0.06313948333263397,
"m": 1.0
},
{
"p": 0.07622412592172623,
"m": 0.12901949882507324
},
{
"p": 0.042123086750507355,
"m": 1.0
},
{
"p": 0.07648146897554398,
"m": 0.8700207471847534
},
{
"p": 0.06625525653362274,
"m": 0.8943169116973877
},
{
"p": 0.07388638705015182,
"m": 0.9991164803504944
},
{
"p": 0.0717892274260521,
"m": 0.9313399195671082
},
{
"p": 0.08541428297758102,
"m": 0.9608709216117859
},
{
"p": 0.08216296881437302,
"m": 1.0
},
{
"p": 0.07977060973644257,
"m": 1.0
},
{
"p": 0.06437422335147858,
"m": 1.0
}
]
},
{
"epoch": 100,
"train_loss": 0.7767583131790161,
"val_loss": 0.9479204416275024,
"acc": 72.36,
"time": 175.81583861401305,
"param": [
{
"p": 0.07675822079181671,
"m": 1.0
},
{
"p": 0.044693801552057266,
"m": 1.0
},
{
"p": 0.09035489708185196,
"m": 1.0
},
{
"p": 0.07485227286815643,
"m": 0.9460327625274658
},
{
"p": 0.07405645400285721,
"m": 0.13578484952449799
},
{
"p": 0.07851848006248474,
"m": 0.9827854633331299
},
{
"p": 0.06333478540182114,
"m": 0.7732648253440857
},
{
"p": 0.0889783725142479,
"m": 0.9698535203933716
},
{
"p": 0.06933742761611938,
"m": 0.9707655310630798
},
{
"p": 0.06932017207145691,
"m": 0.9214566946029663
},
{
"p": 0.06575220823287964,
"m": 0.8758222460746765
},
{
"p": 0.085486501455307,
"m": 1.0
},
{
"p": 0.06440579891204834,
"m": 1.0
},
{
"p": 0.05415054038167,
"m": 1.0
}
]
},
{
"epoch": 101,
"train_loss": 0.9699540734291077,
"val_loss": 0.8932880163192749,
"acc": 71.08,
"time": 162.30871893605217,
"param": [
{
"p": 0.07311555743217468,
"m": 1.0
},
{
"p": 0.09487996995449066,
"m": 1.0
},
{
"p": 0.0814686119556427,
"m": 1.0
},
{
"p": 0.06589243561029434,
"m": 0.8912684917449951
},
{
"p": 0.08251672238111496,
"m": 0.20044298470020294
},
{
"p": 0.055525485426187515,
"m": 0.9508994817733765
},
{
"p": 0.0623653344810009,
"m": 0.8848707675933838
},
{
"p": 0.06178710237145424,
"m": 0.9721677303314209
},
{
"p": 0.07207627594470978,
"m": 0.9407945871353149
},
{
"p": 0.057536374777555466,
"m": 1.0
},
{
"p": 0.06088624894618988,
"m": 0.851449728012085
},
{
"p": 0.07752949744462967,
"m": 1.0
},
{
"p": 0.08696871995925903,
"m": 1.0
},
{
"p": 0.06745170801877975,
"m": 1.0
}
]
},
{
"epoch": 102,
"train_loss": 0.6874300241470337,
"val_loss": 0.7085345983505249,
"acc": 71.74,
"time": 167.71381151513197,
"param": [
{
"p": 0.09046617150306702,
"m": 1.0
},
{
"p": 0.0635303482413292,
"m": 1.0
},
{
"p": 0.09000415354967117,
"m": 1.0
},
{
"p": 0.048838019371032715,
"m": 0.9178040623664856
},
{
"p": 0.03030790388584137,
"m": 0.17393583059310913
},
{
"p": 0.07317546010017395,
"m": 0.9546490907669067
},
{
"p": 0.07657017558813095,
"m": 0.7931625843048096
},
{
"p": 0.08185910433530807,
"m": 0.9832538962364197
},
{
"p": 0.05634063109755516,
"m": 0.9038483500480652
},
{
"p": 0.052006930112838745,
"m": 0.9928682446479797
},
{
"p": 0.06286747753620148,
"m": 0.8183616399765015
},
{
"p": 0.11360850185155869,
"m": 1.0
},
{
"p": 0.09609998762607574,
"m": 1.0
},
{
"p": 0.06432516127824783,
"m": 1.0
}
]
},
{
"epoch": 103,
"train_loss": 0.8801419138908386,
"val_loss": 0.7885499000549316,
"acc": 72.3,
"time": 177.47026707418263,
"param": [
{
"p": 0.09541936963796616,
"m": 1.0
},
{
"p": 0.07871881127357483,
"m": 1.0
},
{
"p": 0.07299356162548065,
"m": 1.0
},
{
"p": 0.07443798333406448,
"m": 0.8147388696670532
},
{
"p": 0.05794013664126396,
"m": 0.3056451976299286
},
{
"p": 0.04443974792957306,
"m": 0.8620649576187134
},
{
"p": 0.06543900817632675,
"m": 0.8259274959564209
},
{
"p": 0.08093119412660599,
"m": 0.9686859846115112
},
{
"p": 0.07779363542795181,
"m": 0.966503918170929
},
{
"p": 0.0602489672601223,
"m": 0.8446497321128845
},
{
"p": 0.0925719365477562,
"m": 0.9169882535934448
},
{
"p": 0.046376097947359085,
"m": 1.0
},
{
"p": 0.07810390740633011,
"m": 1.0
},
{
"p": 0.07458561658859253,
"m": 1.0
}
]
},
{
"epoch": 104,
"train_loss": 1.038057804107666,
"val_loss": 0.7634590864181519,
"acc": 71.43,
"time": 169.62977878609672,
"param": [
{
"p": 0.08080124855041504,
"m": 1.0
},
{
"p": 0.07098095118999481,
"m": 1.0
},
{
"p": 0.08063790947198868,
"m": 1.0
},
{
"p": 0.051758263260126114,
"m": 0.9087802171707153
},
{
"p": 0.06958018988370895,
"m": 0.2222721129655838
},
{
"p": 0.06522524356842041,
"m": 0.944767951965332
},
{
"p": 0.07698452472686768,
"m": 0.8851599097251892
},
{
"p": 0.039916153997182846,
"m": 0.8710492253303528
},
{
"p": 0.061756063252687454,
"m": 0.973264753818512
},
{
"p": 0.07529626041650772,
"m": 0.9613393545150757
},
{
"p": 0.073366679251194,
"m": 0.9695309400558472
},
{
"p": 0.10228446125984192,
"m": 0.9989855885505676
},
{
"p": 0.07735207676887512,
"m": 1.0
},
{
"p": 0.07405994832515717,
"m": 1.0
}
]
},
{
"epoch": 105,
"train_loss": 0.8457516431808472,
"val_loss": 0.6561176180839539,
"acc": 71.76,
"time": 180.02481888397597,
"param": [
{
"p": 0.09491001814603806,
"m": 1.0
},
{
"p": 0.04934151470661163,
"m": 1.0
},
{
"p": 0.07713638991117477,
"m": 1.0
},
{
"p": 0.05722755566239357,
"m": 0.8833392858505249
},
{
"p": 0.08007124811410904,
"m": 0.2358778864145279
},
{
"p": 0.07141121476888657,
"m": 0.9855939149856567
},
{
"p": 0.07647286355495453,
"m": 0.6896909475326538
},
{
"p": 0.05107186734676361,
"m": 0.8594136238098145
},
{
"p": 0.07295750081539154,
"m": 0.9755422472953796
},
{
"p": 0.07548623532056808,
"m": 0.8946340084075928
},
{
"p": 0.08715445548295975,
"m": 1.0
},
{
"p": 0.07269993424415588,
"m": 1.0
},
{
"p": 0.0675269290804863,
"m": 1.0
},
{
"p": 0.066532202064991,
"m": 1.0
}
]
},
{
"epoch": 106,
"train_loss": 0.88210129737854,
"val_loss": 0.7131584882736206,
"acc": 72.38,
"time": 178.81773398513906,
"param": [
{
"p": 0.08947543054819107,
"m": 1.0
},
{
"p": 0.055187612771987915,
"m": 1.0
},
{
"p": 0.05218469724059105,
"m": 1.0
},
{
"p": 0.05988979712128639,
"m": 0.9068184494972229
},
{
"p": 0.0713733583688736,
"m": 0.18032239377498627
},
{
"p": 0.07327738404273987,
"m": 0.9835513830184937
},
{
"p": 0.054143477231264114,
"m": 0.8880255818367004
},
{
"p": 0.06155622750520706,
"m": 0.7802331447601318
},
{
"p": 0.07519775629043579,
"m": 0.9982940554618835
},
{
"p": 0.08393128961324692,
"m": 0.9220208525657654
},
{
"p": 0.06887435913085938,
"m": 0.9727377891540527
},
{
"p": 0.08046887069940567,
"m": 1.0
},
{
"p": 0.09896495938301086,
"m": 1.0
},
{
"p": 0.07547478377819061,
"m": 1.0
}
]
},
{
"epoch": 107,
"train_loss": 0.5674017071723938,
"val_loss": 0.8294615149497986,
"acc": 72.21,
"time": 163.09098013211042,
"param": [
{
"p": 0.07446051388978958,
"m": 1.0
},
{
"p": 0.07052385061979294,
"m": 1.0
},
{
"p": 0.09915386140346527,
"m": 1.0
},
{
"p": 0.07521247118711472,
"m": 1.0
},
{
"p": 0.07596992701292038,
"m": 0.284945011138916
},
{
"p": 0.04056603088974953,
"m": 1.0
},
{
"p": 0.06375210732221603,
"m": 0.8979124426841736
},
{
"p": 0.06778065115213394,
"m": 0.8108271956443787
},
{
"p": 0.067657470703125,
"m": 0.9856919646263123
},
{
"p": 0.07548156380653381,
"m": 0.8444117307662964
},
{
"p": 0.07031097263097763,
"m": 0.9301320910453796
},
{
"p": 0.08665390312671661,
"m": 1.0
},
{
"p": 0.07709967344999313,
"m": 1.0
},
{
"p": 0.05537707731127739,
"m": 1.0
}
]
},
{
"epoch": 108,
"train_loss": 0.712133526802063,
"val_loss": 0.7927858233451843,
"acc": 72.11,
"time": 171.64607121795416,
"param": [
{
"p": 0.08982129395008087,
"m": 1.0
},
{
"p": 0.07180646806955338,
"m": 1.0
},
{
"p": 0.06724485754966736,
"m": 1.0
},
{
"p": 0.05850713700056076,
"m": 0.9863182902336121
},
{
"p": 0.07547818869352341,
"m": 0.10621001571416855
},
{
"p": 0.05682579427957535,
"m": 0.9842612147331238
},
{
"p": 0.05949722230434418,
"m": 0.9998268485069275
},
{
"p": 0.07887805998325348,
"m": 0.8458815217018127
},
{
"p": 0.05199781432747841,
"m": 0.9680279493331909
},
{
"p": 0.0809006616473198,
"m": 0.8601022958755493
},
{
"p": 0.05519537627696991,
"m": 0.8350194096565247
},
{
"p": 0.07859911024570465,
"m": 1.0
},
{
"p": 0.08717575669288635,
"m": 1.0
},
{
"p": 0.0880722925066948,
"m": 1.0
}
]
},
{
"epoch": 109,
"train_loss": 0.8076449632644653,
"val_loss": 0.8650751709938049,
"acc": 72.15,
"time": 162.51328887115233,
"param": [
{
"p": 0.10229126363992691,
"m": 1.0
},
{
"p": 0.0734395906329155,
"m": 1.0
},
{
"p": 0.08536084741353989,
"m": 1.0
},
{
"p": 0.03609247878193855,
"m": 0.8832546472549438
},
{
"p": 0.07639627903699875,
"m": 0.1902552992105484
},
{
"p": 0.09081599861383438,
"m": 0.8550506234169006
},
{
"p": 0.02735959365963936,
"m": 0.9401363730430603
},
{
"p": 0.07863223552703857,
"m": 0.7587552070617676
},
{
"p": 0.0526542104780674,
"m": 0.9428556561470032
},
{
"p": 0.055780332535505295,
"m": 0.8899669647216797
},
{
"p": 0.06158732995390892,
"m": 0.9148101210594177
},
{
"p": 0.07986130565404892,
"m": 1.0
},
{
"p": 0.09774719923734665,
"m": 1.0
},
{
"p": 0.08198126405477524,
"m": 1.0
}
]
},
{
"epoch": 110,
"train_loss": 0.5465376973152161,
"val_loss": 0.778096616268158,
"acc": 71.14,
"time": 156.91499007702805,
"param": [
{
"p": 0.06290842592716217,
"m": 1.0
},
{
"p": 0.05896595120429993,
"m": 1.0
},
{
"p": 0.06625540554523468,
"m": 1.0
},
{
"p": 0.04682907089591026,
"m": 0.9703121781349182
},
{
"p": 0.08751670271158218,
"m": 0.3278147280216217
},
{
"p": 0.056945182383060455,
"m": 0.7370018362998962
},
{
"p": 0.061695851385593414,
"m": 0.8852701187133789
},
{
"p": 0.07582342624664307,
"m": 0.8956540822982788
},
{
"p": 0.08589604496955872,
"m": 0.9355310201644897
},
{
"p": 0.05657226964831352,
"m": 0.8650540709495544
},
{
"p": 0.08100271970033646,
"m": 0.9549567103385925
},
{
"p": 0.08610400557518005,
"m": 1.0
},
{
"p": 0.1120198518037796,
"m": 1.0
},
{
"p": 0.061465151607990265,
"m": 1.0
}
]
},
{
"epoch": 111,
"train_loss": 0.9229036569595337,
"val_loss": 0.9133189916610718,
"acc": 72.38,
"time": 158.22966093802825,
"param": [
{
"p": 0.06546756625175476,
"m": 1.0
},
{
"p": 0.0706198662519455,
"m": 1.0
},
{
"p": 0.09763585776090622,
"m": 1.0
},
{
"p": 0.06450760364532471,
"m": 0.9743914008140564
},
{
"p": 0.05472734570503235,
"m": 0.23007294535636902
},
{
"p": 0.0948546975851059,
"m": 0.7619738578796387
},
{
"p": 0.07316580414772034,
"m": 0.9954044818878174
},
{
"p": 0.042864784598350525,
"m": 0.8343260884284973
},
{
"p": 0.07458837330341339,
"m": 0.9252170324325562
},
{
"p": 0.07110296189785004,
"m": 0.9618100523948669
},
{
"p": 0.06129254028201103,
"m": 0.8851144313812256
},
{
"p": 0.0769067108631134,
"m": 1.0
},
{
"p": 0.09365225583314896,
"m": 1.0
},
{
"p": 0.0586136095225811,
"m": 1.0
}
]
},
{
"epoch": 112,
"train_loss": 0.7939890623092651,
"val_loss": 0.7270606160163879,
"acc": 72.43,
"time": 160.8757592891343,
"param": [
{
"p": 0.07596156746149063,
"m": 1.0
},
{
"p": 0.059142861515283585,
"m": 1.0
},
{
"p": 0.06744781136512756,
"m": 1.0
},
{
"p": 0.08435046672821045,
"m": 0.9042580127716064
},
{
"p": 0.05693940073251724,
"m": 0.25816911458969116
},
{
"p": 0.021702317520976067,
"m": 0.5676159262657166
},
{
"p": 0.12457721680402756,
"m": 0.9858552813529968
},
{
"p": 0.05871671065688133,
"m": 0.8461010456085205
},
{
"p": 0.05930587276816368,
"m": 0.8826841115951538
},
{
"p": 0.10912483930587769,
"m": 0.9830455183982849
},
{
"p": 0.07748148590326309,
"m": 0.8984378576278687
},
{
"p": 0.07171086966991425,
"m": 1.0
},
{
"p": 0.0778159573674202,
"m": 1.0
},
{
"p": 0.055722612887620926,
"m": 1.0
}
]
},
{
"epoch": 113,
"train_loss": 0.8187251687049866,
"val_loss": 0.819028377532959,
"acc": 72.14,
"time": 167.5500061509665,
"param": [
{
"p": 0.10377080738544464,
"m": 1.0
},
{
"p": 0.06348825246095657,
"m": 1.0
},
{
"p": 0.06308534741401672,
"m": 1.0
},
{
"p": 0.04150987043976784,
"m": 0.9584004878997803
},
{
"p": 0.0702197253704071,
"m": 0.24038571119308472
},
{
"p": 0.09361570328474045,
"m": 0.72530597448349
},
{
"p": 0.040686823427677155,
"m": 0.9957566857337952
},
{
"p": 0.04970688000321388,
"m": 0.7788549661636353
},
{
"p": 0.10560878366231918,
"m": 0.943094789981842
},
{
"p": 0.05796976387500763,
"m": 0.9881003499031067
},
{
"p": 0.07583561539649963,
"m": 0.8929105997085571
},
{
"p": 0.08427241444587708,
"m": 1.0
},
{
"p": 0.08344904333353043,
"m": 1.0
},
{
"p": 0.0667809545993805,
"m": 1.0
}
]
},
{
"epoch": 114,
"train_loss": 0.5573634505271912,
"val_loss": 0.8450010418891907,
"acc": 72.58,
"time": 175.17017061985098,
"param": [
{
"p": 0.08428122103214264,
"m": 1.0
},
{
"p": 0.044745784252882004,
"m": 1.0
},
{
"p": 0.09147196263074875,
"m": 1.0
},
{
"p": 0.05719767138361931,
"m": 0.9490860104560852
},
{
"p": 0.052452512085437775,
"m": 0.30792489647865295
},
{
"p": 0.05979664623737335,
"m": 0.7003119587898254
},
{
"p": 0.05550792068243027,
"m": 0.9810898900032043
},
{
"p": 0.08302473276853561,
"m": 0.8375216722488403
},
{
"p": 0.09382813423871994,
"m": 1.0
},
{
"p": 0.0814410001039505,
"m": 0.9444361925125122
},
{
"p": 0.08750435709953308,
"m": 0.995381772518158
},
{
"p": 0.04930367320775986,
"m": 1.0
},
{
"p": 0.06343971937894821,
"m": 1.0
},
{
"p": 0.09600462019443512,
"m": 1.0
}
]
},
{
"epoch": 115,
"train_loss": 0.5931494832038879,
"val_loss": 0.9707927107810974,
"acc": 72.61,
"time": 177.31790558015928,
"param": [
{
"p": 0.06151554733514786,
"m": 1.0
},
{
"p": 0.06369820237159729,
"m": 1.0
},
{
"p": 0.056461770087480545,
"m": 1.0
},
{
"p": 0.04767845571041107,
"m": 0.8930988907814026
},
{
"p": 0.07562483847141266,
"m": 0.2657642662525177
},
{
"p": 0.056048326194286346,
"m": 0.7208335995674133
},
{
"p": 0.06336565315723419,
"m": 0.9146178364753723
},
{
"p": 0.08284786343574524,
"m": 0.8882980346679688
},
{
"p": 0.05445116013288498,
"m": 0.8487522006034851
},
{
"p": 0.07913379371166229,
"m": 0.8717746734619141
},
{
"p": 0.14599892497062683,
"m": 0.9998239278793335
},
{
"p": 0.07681111246347427,
"m": 1.0
},
{
"p": 0.07753650099039078,
"m": 1.0
},
{
"p": 0.05882782116532326,
"m": 1.0
}
]
},
{
"epoch": 116,
"train_loss": 0.8012335896492004,
"val_loss": 0.8770134449005127,
"acc": 71.6,
"time": 167.69263300090097,
"param": [
{
"p": 0.053309470415115356,
"m": 1.0
},
{
"p": 0.06144219636917114,
"m": 1.0
},
{
"p": 0.08718816936016083,
"m": 1.0
},
{
"p": 0.07217481732368469,
"m": 0.8414283394813538
},
{
"p": 0.059538181871175766,
"m": 0.1279117316007614
},
{
"p": 0.05229008570313454,
"m": 0.6401224136352539
},
{
"p": 0.07446721941232681,
"m": 0.7960073351860046
},
{
"p": 0.07862503826618195,
"m": 0.8394643068313599
},
{
"p": 0.07599157094955444,
"m": 0.9063394665718079
},
{
"p": 0.09053701162338257,
"m": 0.963114321231842
},
{
"p": 0.07557102292776108,
"m": 0.9984905123710632
},
{
"p": 0.08050878345966339,
"m": 1.0
},
{
"p": 0.061588749289512634,
"m": 1.0
},
{
"p": 0.07676767557859421,
"m": 1.0
}
]
},
{
"epoch": 117,
"train_loss": 0.7178896069526672,
"val_loss": 0.8305681943893433,
"acc": 73.27,
"time": 170.90567815490067,
"param": [
{
"p": 0.07641217112541199,
"m": 1.0
},
{
"p": 0.0471377857029438,
"m": 1.0
},
{
"p": 0.06630901247262955,
"m": 1.0
},
{
"p": 0.07292672991752625,
"m": 0.896609365940094
},
{
"p": 0.05054314434528351,
"m": 0.1914917230606079
},
{
"p": 0.09778942167758942,
"m": 0.6656860709190369
},
{
"p": 0.0427679680287838,
"m": 0.8972641825675964
},
{
"p": 0.09180667251348495,
"m": 0.8560179471969604
},
{
"p": 0.09761543571949005,
"m": 0.9720143675804138
},
{
"p": 0.051792822778224945,
"m": 0.972359836101532
},
{
"p": 0.08519179373979568,
"m": 0.9325323700904846
},
{
"p": 0.0690169483423233,
"m": 1.0
},
{
"p": 0.07804728299379349,
"m": 1.0
},
{
"p": 0.07264285534620285,
"m": 1.0
}
]
},
{
"epoch": 118,
"train_loss": 0.8491342663764954,
"val_loss": 0.9642596244812012,
"acc": 71.74,
"time": 188.50251508597285,
"param": [
{
"p": 0.101442351937294,
"m": 1.0
},
{
"p": 0.05162394419312477,
"m": 1.0
},
{
"p": 0.11317957192659378,
"m": 1.0
},
{
"p": 0.055125150829553604,
"m": 1.0
},
{
"p": 0.04841597005724907,
"m": 0.24797971546649933
},
{
"p": 0.08521754294633865,
"m": 0.7777584195137024
},
{
"p": 0.05177217721939087,
"m": 0.9882746934890747
},
{
"p": 0.048872366547584534,
"m": 0.8703166246414185
},
{
"p": 0.10078182816505432,
"m": 0.9510354399681091
},
{
"p": 0.07737142592668533,
"m": 0.8795578479766846
},
{
"p": 0.04328685253858566,
"m": 0.8383522033691406
},
{
"p": 0.07825428992509842,
"m": 1.0
},
{
"p": 0.08941584080457687,
"m": 1.0
},
{
"p": 0.05524079501628876,
"m": 1.0
}
]
},
{
"epoch": 119,
"train_loss": 0.7878195643424988,
"val_loss": 0.6620103716850281,
"acc": 72.34,
"time": 178.67269185185432,
"param": [
{
"p": 0.07503367215394974,
"m": 1.0
},
{
"p": 0.06019110977649689,
"m": 1.0
},
{
"p": 0.08220472931861877,
"m": 1.0
},
{
"p": 0.055285707116127014,
"m": 0.9819865226745605
},
{
"p": 0.061561450362205505,
"m": 0.217721089720726
},
{
"p": 0.059705089777708054,
"m": 0.6956947445869446
},
{
"p": 0.07414662092924118,
"m": 0.9895066022872925
},
{
"p": 0.06604666262865067,
"m": 1.0
},
{
"p": 0.09068825840950012,
"m": 1.0
},
{
"p": 0.06751015782356262,
"m": 0.9366106986999512
},
{
"p": 0.07506177574396133,
"m": 0.7754819989204407
},
{
"p": 0.06588941812515259,
"m": 1.0
},
{
"p": 0.08392814546823502,
"m": 1.0
},
{
"p": 0.08274730294942856,
"m": 1.0
}
]
},
{
"epoch": 120,
"train_loss": 0.7207067608833313,
"val_loss": 0.8714894652366638,
"acc": 71.98,
"time": 159.12365886103362,
"param": [
{
"p": 0.0633283481001854,
"m": 1.0
},
{
"p": 0.06177966669201851,
"m": 1.0
},
{
"p": 0.08471447974443436,
"m": 1.0
},
{
"p": 0.08273705840110779,
"m": 0.8888230323791504
},
{
"p": 0.0783407911658287,
"m": 0.20767861604690552
},
{
"p": 0.08751681447029114,
"m": 0.7860236763954163
},
{
"p": 0.06579626351594925,
"m": 0.7638829946517944
},
{
"p": 0.06170859560370445,
"m": 0.8649397492408752
},
{
"p": 0.09407810121774673,
"m": 0.8347697257995605
},
{
"p": 0.031791649758815765,
"m": 0.9799928665161133
},
{
"p": 0.06231200695037842,
"m": 0.7966328263282776
},
{
"p": 0.06516575813293457,
"m": 1.0
},
{
"p": 0.10968746244907379,
"m": 1.0
},
{
"p": 0.051042962819337845,
"m": 1.0
}
]
},
{
"epoch": 121,
"train_loss": 0.7305625677108765,
"val_loss": 0.6686183214187622,
"acc": 72.95,
"time": 157.47833771584556,
"param": [
{
"p": 0.08945628255605698,
"m": 1.0
},
{
"p": 0.06698665767908096,
"m": 1.0
},
{
"p": 0.08754831552505493,
"m": 1.0
},
{
"p": 0.034454748034477234,
"m": 0.8493497371673584
},
{
"p": 0.08285468816757202,
"m": 0.2614836096763611
},
{
"p": 0.06744229048490524,
"m": 0.6570231318473816
},
{
"p": 0.0729275718331337,
"m": 0.8719726204872131
},
{
"p": 0.07234781980514526,
"m": 0.9118074178695679
},
{
"p": 0.07313092797994614,
"m": 0.8319011926651001
},
{
"p": 0.08178187906742096,
"m": 0.9849889278411865
},
{
"p": 0.04408423975110054,
"m": 0.7842532992362976
},
{
"p": 0.06133602187037468,
"m": 0.9930045008659363
},
{
"p": 0.09786787629127502,
"m": 1.0
},
{
"p": 0.06778077781200409,
"m": 1.0
}
]
},
{
"epoch": 122,
"train_loss": 0.7460374236106873,
"val_loss": 0.6786877512931824,
"acc": 72.52,
"time": 159.772855859017,
"param": [
{
"p": 0.09871163219213486,
"m": 1.0
},
{
"p": 0.08844184875488281,
"m": 1.0
},
{
"p": 0.08498874306678772,
"m": 1.0
},
{
"p": 0.015640446916222572,
"m": 0.8580335378646851
},
{
"p": 0.06834938377141953,
"m": 0.4071468114852905
},
{
"p": 0.07434006780385971,
"m": 0.6804633736610413
},
{
"p": 0.06381428986787796,
"m": 0.9985007047653198
},
{
"p": 0.0563003346323967,
"m": 0.7636505365371704
},
{
"p": 0.0785607397556305,
"m": 0.8290983438491821
},
{
"p": 0.10047802329063416,
"m": 0.9639552235603333
},
{
"p": 0.06613097339868546,
"m": 0.9096208810806274
},
{
"p": 0.05064688250422478,
"m": 1.0
},
{
"p": 0.0762803852558136,
"m": 1.0
},
{
"p": 0.0773162841796875,
"m": 1.0
}
]
},
{
"epoch": 123,
"train_loss": 0.7065528631210327,
"val_loss": 0.8352895379066467,
"acc": 72.8,
"time": 157.48838163213804,
"param": [
{
"p": 0.08515123277902603,
"m": 1.0
},
{
"p": 0.0809815302491188,
"m": 1.0
},
{
"p": 0.05240402743220329,
"m": 1.0
},
{
"p": 0.05814040079712868,
"m": 0.9735634326934814
},
{
"p": 0.04127822816371918,
"m": 0.27284112572669983
},
{
"p": 0.06173181161284447,
"m": 0.6044552326202393
},
{
"p": 0.0816943347454071,
"m": 0.8882208466529846
},
{
"p": 0.062093693763017654,
"m": 0.8556537628173828
},
{
"p": 0.07361119985580444,
"m": 0.8262974619865417
},
{
"p": 0.07097654789686203,
"m": 0.8531003594398499
},
{
"p": 0.07465839385986328,
"m": 0.8880332708358765
},
{
"p": 0.0640064999461174,
"m": 1.0
},
{
"p": 0.11749150604009628,
"m": 1.0
},
{
"p": 0.07578059285879135,
"m": 1.0
}
]
},
{
"epoch": 124,
"train_loss": 0.77372145652771,
"val_loss": 0.9509629607200623,
"acc": 73.08,
"time": 158.5355907480698,
"param": [
{
"p": 0.07488420605659485,
"m": 1.0
},
{
"p": 0.07460463047027588,
"m": 1.0
},
{
"p": 0.07220141589641571,
"m": 1.0
},
{
"p": 0.042651090770959854,
"m": 0.8782126307487488
},
{
"p": 0.0814894363284111,
"m": 0.4515523910522461
},
{
"p": 0.08015841245651245,
"m": 0.6392581462860107
},
{
"p": 0.05772612243890762,
"m": 0.8572335243225098
},
{
"p": 0.07734979689121246,
"m": 0.8981229066848755
},
{
"p": 0.06852500885725021,
"m": 0.947330892086029
},
{
"p": 0.07700547575950623,
"m": 0.9079889059066772
},
{
"p": 0.06414440274238586,
"m": 0.9197356700897217
},
{
"p": 0.06859557330608368,
"m": 1.0
},
{
"p": 0.08381770551204681,
"m": 1.0
},
{
"p": 0.07684668898582458,
"m": 1.0
}
]
},
{
"epoch": 125,
"train_loss": 0.6981245279312134,
"val_loss": 0.8714594841003418,
"acc": 72.55,
"time": 168.0684010379482,
"param": [
{
"p": 0.09665273129940033,
"m": 1.0
},
{
"p": 0.07573764771223068,
"m": 1.0
},
{
"p": 0.08681105822324753,
"m": 1.0
},
{
"p": 0.07083713263273239,
"m": 0.876470685005188
},
{
"p": 0.054640524089336395,
"m": 0.4508400559425354
},
{
"p": 0.06264889240264893,
"m": 0.6830535531044006
},
{
"p": 0.0684225931763649,
"m": 0.7365729808807373
},
{
"p": 0.044068772345781326,
"m": 0.8804424405097961
},
{
"p": 0.09638945758342743,
"m": 0.972339928150177
},
{
"p": 0.07435589283704758,
"m": 0.9711118936538696
},
{
"p": 0.05899154022336006,
"m": 0.8479675650596619
},
{
"p": 0.04591001570224762,
"m": 1.0
},
{
"p": 0.09233226627111435,
"m": 1.0
},
{
"p": 0.07220149785280228,
"m": 1.0
}
]
},
{
"epoch": 126,
"train_loss": 0.8010387420654297,
"val_loss": 0.9556528329849243,
"acc": 72.19,
"time": 160.01816266099922,
"param": [
{
"p": 0.0637643113732338,
"m": 1.0
},
{
"p": 0.06580815464258194,
"m": 1.0
},
{
"p": 0.08795393258333206,
"m": 1.0
},
{
"p": 0.03574635088443756,
"m": 0.9480575323104858
},
{
"p": 0.07690507918596268,
"m": 0.4684236943721771
},
{
"p": 0.04809754341840744,
"m": 0.6074896454811096
},
{
"p": 0.07934795320034027,
"m": 0.722915530204773
},
{
"p": 0.044018879532814026,
"m": 0.8933099508285522
},
{
"p": 0.0833403542637825,
"m": 0.9779196977615356
},
{
"p": 0.09423695504665375,
"m": 0.9932845830917358
},
{
"p": 0.07727594673633575,
"m": 0.936529815196991
},
{
"p": 0.10288718342781067,
"m": 1.0
},
{
"p": 0.05024397000670433,
"m": 1.0
},
{
"p": 0.09037332981824875,
"m": 1.0
}
]
},
{
"epoch": 127,
"train_loss": 0.7571359276771545,
"val_loss": 0.9347042441368103,
"acc": 72.67,
"time": 169.93393350299448,
"param": [
{
"p": 0.09530489891767502,
"m": 1.0
},
{
"p": 0.032920874655246735,
"m": 1.0
},
{
"p": 0.07119396328926086,
"m": 1.0
},
{
"p": 0.03732454776763916,
"m": 0.8793078064918518
},
{
"p": 0.0506405383348465,
"m": 0.39281293749809265
},
{
"p": 0.07749036699533463,
"m": 0.5961928963661194
},
{
"p": 0.10631241649389267,
"m": 0.7636139392852783
},
{
"p": 0.0402727834880352,
"m": 0.8142979741096497
},
{
"p": 0.08350399881601334,
"m": 0.9832327365875244
},
{
"p": 0.09621627628803253,
"m": 0.9460541009902954
},
{
"p": 0.10030696541070938,
"m": 0.9738072752952576
},
{
"p": 0.05942844972014427,
"m": 0.9995643496513367
},
{
"p": 0.06815385818481445,
"m": 1.0
},
{
"p": 0.08093009889125824,
"m": 1.0
}
]
},
{
"epoch": 128,
"train_loss": 0.6256908178329468,
"val_loss": 0.8539556264877319,
"acc": 72.74,
"time": 174.97031615208834,
"param": [
{
"p": 0.07842930406332016,
"m": 1.0
},
{
"p": 0.05052831768989563,
"m": 1.0
},
{
"p": 0.09830483049154282,
"m": 1.0
},
{
"p": 0.04966007173061371,
"m": 0.9037376046180725
},
{
"p": 0.08664283901453018,
"m": 0.4280063509941101
},
{
"p": 0.05456630140542984,
"m": 0.5464114546775818
},
{
"p": 0.05448620021343231,
"m": 0.8583142757415771
},
{
"p": 0.01791183277964592,
"m": 0.9432356953620911
},
{
"p": 0.07749706506729126,
"m": 0.8741885423660278
},
{
"p": 0.10860064625740051,
"m": 0.9255560636520386
},
{
"p": 0.10014314949512482,
"m": 0.9904497861862183
},
{
"p": 0.08681386709213257,
"m": 1.0
},
{
"p": 0.07419970631599426,
"m": 1.0
},
{
"p": 0.06221575289964676,
"m": 1.0
}
]
},
{
"epoch": 129,
"train_loss": 0.6297743320465088,
"val_loss": 0.8182907104492188,
"acc": 72.86,
"time": 178.0737489440944,
"param": [
{
"p": 0.07669176161289215,
"m": 1.0
},
{
"p": 0.07137002795934677,
"m": 1.0
},
{
"p": 0.07205966860055923,
"m": 1.0
},
{
"p": 0.07238785177469254,
"m": 0.7746950387954712
},
{
"p": 0.06312614679336548,
"m": 0.5283066630363464
},
{
"p": 0.06400652974843979,
"m": 0.6349379420280457
},
{
"p": 0.06476861238479614,
"m": 1.0
},
{
"p": 0.04627256095409393,
"m": 0.8456135392189026
},
{
"p": 0.08705326914787292,
"m": 0.9117372035980225
},
{
"p": 0.05974293872714043,
"m": 0.9388896226882935
},
{
"p": 0.09186507761478424,
"m": 1.0
},
{
"p": 0.0762542262673378,
"m": 1.0
},
{
"p": 0.062386855483055115,
"m": 1.0
},
{
"p": 0.09201449155807495,
"m": 1.0
}
]
},
{
"epoch": 130,
"train_loss": 0.6603110432624817,
"val_loss": 0.7708241939544678,
"acc": 72.88,
"time": 177.86472760187462,
"param": [
{
"p": 0.08245078474283218,
"m": 1.0
},
{
"p": 0.06755630671977997,
"m": 1.0
},
{
"p": 0.08214317262172699,
"m": 1.0
},
{
"p": 0.05144108831882477,
"m": 0.8889186978340149
},
{
"p": 0.06901496648788452,
"m": 0.4447549283504486
},
{
"p": 0.06460794061422348,
"m": 0.5316080451011658
},
{
"p": 0.060247842222452164,
"m": 1.0
},
{
"p": 0.0677269771695137,
"m": 0.9267385005950928
},
{
"p": 0.08129079639911652,
"m": 0.9684216380119324
},
{
"p": 0.0747634768486023,
"m": 0.9639383554458618
},
{
"p": 0.07483303546905518,
"m": 0.9980848431587219
},
{
"p": 0.07721417397260666,
"m": 1.0
},
{
"p": 0.07268993556499481,
"m": 1.0
},
{
"p": 0.07401951402425766,
"m": 1.0
}
]
},
{
"epoch": 131,
"train_loss": 0.9078329205513,
"val_loss": 0.8478609323501587,
"acc": 72.78,
"time": 178.58133746520616,
"param": [
{
"p": 0.08813637495040894,
"m": 1.0
},
{
"p": 0.06724118441343307,
"m": 1.0
},
{
"p": 0.07258901000022888,
"m": 1.0
},
{
"p": 0.04943069443106651,
"m": 0.8589200377464294
},
{
"p": 0.08540797978639603,
"m": 0.37030360102653503
},
{
"p": 0.08269064128398895,
"m": 0.6076374650001526
},
{
"p": 0.04893222823739052,
"m": 0.992377758026123
},
{
"p": 0.07402867078781128,
"m": 0.8581693172454834
},
{
"p": 0.07618611305952072,
"m": 0.9715570211410522
},
{
"p": 0.07637124508619308,
"m": 0.9939833283424377
},
{
"p": 0.04238186776638031,
"m": 0.9776794910430908
},
{
"p": 0.07318103313446045,
"m": 1.0
},
{
"p": 0.08714932203292847,
"m": 1.0
},
{
"p": 0.07627367228269577,
"m": 1.0
}
]
},
{
"epoch": 132,
"train_loss": 0.6902602910995483,
"val_loss": 0.800429105758667,
"acc": 73.34,
"time": 164.89702105592005,
"param": [
{
"p": 0.09217475354671478,
"m": 1.0
},
{
"p": 0.054042600095272064,
"m": 1.0
},
{
"p": 0.06739255785942078,
"m": 1.0
},
{
"p": 0.0520733967423439,
"m": 0.9445052742958069
},
{
"p": 0.06091633439064026,
"m": 0.38672852516174316
},
{
"p": 0.08501019328832626,
"m": 0.7470037341117859
},
{
"p": 0.05585520714521408,
"m": 0.9081268310546875
},
{
"p": 0.06793596595525742,
"m": 0.7826581597328186
},
{
"p": 0.036462780088186264,
"m": 0.786352813243866
},
{
"p": 0.08115075528621674,
"m": 0.9987384080886841
},
{
"p": 0.10306061804294586,
"m": 0.8722884058952332
},
{
"p": 0.08932624012231827,
"m": 1.0
},
{
"p": 0.10293185710906982,
"m": 1.0
},
{
"p": 0.051666732877492905,
"m": 1.0
}
]
},
{
"epoch": 133,
"train_loss": 0.658894419670105,
"val_loss": 0.9071158170700073,
"acc": 73.44,
"time": 159.12735658697784,
"param": [
{
"p": 0.05930710583925247,
"m": 1.0
},
{
"p": 0.0746961310505867,
"m": 1.0
},
{
"p": 0.09113607555627823,
"m": 1.0
},
{
"p": 0.0715455487370491,
"m": 0.9356361627578735
},
{
"p": 0.06484958529472351,
"m": 0.403005987405777
},
{
"p": 0.06319691985845566,
"m": 0.8459722399711609
},
{
"p": 0.06274521350860596,
"m": 0.8106060028076172
},
{
"p": 0.06419703364372253,
"m": 0.8136720657348633
},
{
"p": 0.08020330965518951,
"m": 0.8145947456359863
},
{
"p": 0.09056677669286728,
"m": 0.8382540345191956
},
{
"p": 0.07697881758213043,
"m": 0.825503945350647
},
{
"p": 0.0414455309510231,
"m": 1.0
},
{
"p": 0.08258382230997086,
"m": 1.0
},
{
"p": 0.07654808461666107,
"m": 1.0
}
]
},
{
"epoch": 134,
"train_loss": 0.8854029774665833,
"val_loss": 0.7555357217788696,
"acc": 72.84,
"time": 156.89510721387342,
"param": [
{
"p": 0.07307130098342896,
"m": 1.0
},
{
"p": 0.06249740719795227,
"m": 1.0
},
{
"p": 0.08071891963481903,
"m": 1.0
},
{
"p": 0.08174769580364227,
"m": 0.9680643677711487
},
{
"p": 0.0758373811841011,
"m": 0.3773235082626343
},
{
"p": 0.060160137712955475,
"m": 0.9146566390991211
},
{
"p": 0.055990591645240784,
"m": 0.7634261250495911
},
{
"p": 0.06928811222314835,
"m": 0.8603461384773254
},
{
"p": 0.07929158955812454,
"m": 0.8612871766090393
},
{
"p": 0.07690100371837616,
"m": 0.9982805252075195
},
{
"p": 0.06014937907457352,
"m": 0.8194012641906738
},
{
"p": 0.07705612480640411,
"m": 1.0
},
{
"p": 0.08382982015609741,
"m": 1.0
},
{
"p": 0.06346055865287781,
"m": 1.0
}
]
},
{
"epoch": 135,
"train_loss": 0.6696504354476929,
"val_loss": 0.7209070324897766,
"acc": 73.16,
"time": 165.5453689431306,
"param": [
{
"p": 0.07712603360414505,
"m": 1.0
},
{
"p": 0.05701519921422005,
"m": 1.0
},
{
"p": 0.060165975242853165,
"m": 1.0
},
{
"p": 0.08358807116746902,
"m": 0.9699684977531433
},
{
"p": 0.05384185165166855,
"m": 0.3166777491569519
},
{
"p": 0.07243785262107849,
"m": 0.9188542366027832
},
{
"p": 0.06685125082731247,
"m": 0.8768313527107239
},
{
"p": 0.0600929819047451,
"m": 0.8132606744766235
},
{
"p": 0.06745406985282898,
"m": 0.9485564231872559
},
{
"p": 0.05815412476658821,
"m": 0.978318989276886
},
{
"p": 0.058464933186769485,
"m": 0.809318482875824
},
{
"p": 0.09404052048921585,
"m": 1.0
},
{
"p": 0.11802487820386887,
"m": 1.0
},
{
"p": 0.0727422833442688,
"m": 1.0
}
]
},
{
"epoch": 136,
"train_loss": 0.645609438419342,
"val_loss": 0.9110379815101624,
"acc": 72.75,
"time": 174.187728560064,
"param": [
{
"p": 0.0767466127872467,
"m": 1.0
},
{
"p": 0.06625841557979584,
"m": 1.0
},
{
"p": 0.06707008928060532,
"m": 1.0
},
{
"p": 0.08458075672388077,
"m": 0.8818198442459106
},
{
"p": 0.0613614022731781,
"m": 0.3090690076351166
},
{
"p": 0.06449785828590393,
"m": 0.8268502354621887
},
{
"p": 0.07341951131820679,
"m": 0.7954384088516235
},
{
"p": 0.06726575642824173,
"m": 0.8167300820350647
},
{
"p": 0.05841889977455139,
"m": 0.932468831539154
},
{
"p": 0.05550998076796532,
"m": 0.9603716135025024
},
{
"p": 0.08949031680822372,
"m": 0.9203892350196838
},
{
"p": 0.08114849030971527,
"m": 1.0
},
{
"p": 0.09724638611078262,
"m": 1.0
},
{
"p": 0.056985560804605484,
"m": 1.0
}
]
},
{
"epoch": 137,
"train_loss": 0.6525164842605591,
"val_loss": 0.8164596557617188,
"acc": 72.62,
"time": 179.11522040190175,
"param": [
{
"p": 0.09825444966554642,
"m": 1.0
},
{
"p": 0.06641630083322525,
"m": 1.0
},
{
"p": 0.06228192150592804,
"m": 1.0
},
{
"p": 0.064286969602108,
"m": 0.8095294237136841
},
{
"p": 0.07715819031000137,
"m": 0.23932024836540222
},
{
"p": 0.07059289515018463,
"m": 0.6990793347358704
},
{
"p": 0.0441252700984478,
"m": 0.7363402247428894
},
{
"p": 0.05730435624718666,
"m": 0.738162100315094
},
{
"p": 0.07922937721014023,
"m": 0.916596531867981
},
{
"p": 0.05169900506734848,
"m": 0.991265594959259
},
{
"p": 0.0814734473824501,
"m": 0.9692437052726746
},
{
"p": 0.09395544975996017,
"m": 1.0
},
{
"p": 0.07672711461782455,
"m": 1.0
},
{
"p": 0.07649531215429306,
"m": 1.0
}
]
},
{
"epoch": 138,
"train_loss": 0.6975815892219543,
"val_loss": 0.8656561374664307,
"acc": 73.14,
"time": 159.16976742702536,
"param": [
{
"p": 0.10659973323345184,
"m": 1.0
},
{
"p": 0.07548680156469345,
"m": 1.0
},
{
"p": 0.08996515721082687,
"m": 1.0
},
{
"p": 0.06456200778484344,
"m": 0.915721595287323
},
{
"p": 0.055959708988666534,
"m": 0.17714384198188782
},
{
"p": 0.059941310435533524,
"m": 0.5865406394004822
},
{
"p": 0.05563300475478172,
"m": 0.7013047337532043
},
{
"p": 0.06450910866260529,
"m": 0.5636783242225647
},
{
"p": 0.05859201401472092,
"m": 0.765235960483551
},
{
"p": 0.05890095233917236,
"m": 0.9930827617645264
},
{
"p": 0.05021194368600845,
"m": 0.9642017483711243
},
{
"p": 0.10219037532806396,
"m": 1.0
},
{
"p": 0.1029534786939621,
"m": 1.0
},
{
"p": 0.05449449643492699,
"m": 1.0
}
]
},
{
"epoch": 139,
"train_loss": 0.8266814351081848,
"val_loss": 0.7156054973602295,
"acc": 73.56,
"time": 174.40946565195918,
"param": [
{
"p": 0.11029339581727982,
"m": 1.0
},
{
"p": 0.06190400570631027,
"m": 1.0
},
{
"p": 0.07778646051883698,
"m": 1.0
},
{
"p": 0.057922620326280594,
"m": 0.9994956254959106
},
{
"p": 0.0831054076552391,
"m": 0.17427179217338562
},
{
"p": 0.06214875727891922,
"m": 0.6565133333206177
},
{
"p": 0.01707339845597744,
"m": 0.9210627675056458
},
{
"p": 0.08821100741624832,
"m": 0.60712730884552
},
{
"p": 0.0856308713555336,
"m": 0.804212212562561
},
{
"p": 0.05628848820924759,
"m": 0.9304424524307251
},
{
"p": 0.03304840624332428,
"m": 0.8578261137008667
},
{
"p": 0.09156598895788193,
"m": 1.0
},
{
"p": 0.09434784948825836,
"m": 1.0
},
{
"p": 0.08067332953214645,
"m": 1.0
}
]
},
{
"epoch": 140,
"train_loss": 0.4882984161376953,
"val_loss": 0.8758184909820557,
"acc": 74.07,
"time": 179.1827029620763,
"param": [
{
"p": 0.07683750987052917,
"m": 1.0
},
{
"p": 0.050282303243875504,
"m": 1.0
},
{
"p": 0.08932802826166153,
"m": 1.0
},
{
"p": 0.031181808561086655,
"m": 0.9055755138397217
},
{
"p": 0.07265979051589966,
"m": 0.14833487570285797
},
{
"p": 0.05575878545641899,
"m": 0.5072117447853088
},
{
"p": 0.034363508224487305,
"m": 0.9545243978500366
},
{
"p": 0.08878143876791,
"m": 0.4747101664543152
},
{
"p": 0.09922023117542267,
"m": 0.9353069067001343
},
{
"p": 0.0939733013510704,
"m": 0.862726092338562
},
{
"p": 0.07712996006011963,
"m": 0.8442897200584412
},
{
"p": 0.07793577760457993,
"m": 1.0
},
{
"p": 0.07761470973491669,
"m": 1.0
},
{
"p": 0.07493288815021515,
"m": 1.0
}
]
},
{
"epoch": 141,
"train_loss": 0.603937566280365,
"val_loss": 0.8739973306655884,
"acc": 72.83,
"time": 176.47129085403867,
"param": [
{
"p": 0.0989781990647316,
"m": 1.0
},
{
"p": 0.07257113605737686,
"m": 1.0
},
{
"p": 0.0883760079741478,
"m": 1.0
},
{
"p": 0.05076659098267555,
"m": 0.9967585206031799
},
{
"p": 0.06100055202841759,
"m": 0.14199425280094147
},
{
"p": 0.08069411665201187,
"m": 0.4547213613986969
},
{
"p": 0.05006011575460434,
"m": 0.9140424132347107
},
{
"p": 0.06767863780260086,
"m": 0.6305291652679443
},
{
"p": 0.07438281923532486,
"m": 0.886945903301239
},
{
"p": 0.05183734744787216,
"m": 0.9229851365089417
},
{
"p": 0.07018808275461197,
"m": 0.926295280456543
},
{
"p": 0.0768219530582428,
"m": 1.0
},
{
"p": 0.08324075490236282,
"m": 1.0
},
{
"p": 0.07340368628501892,
"m": 1.0
}
]
},
{
"epoch": 142,
"train_loss": 0.6735518574714661,
"val_loss": 1.0007694959640503,
"acc": 72.53,
"time": 165.83496249001473,
"param": [
{
"p": 0.0658247172832489,
"m": 1.0
},
{
"p": 0.08800092339515686,
"m": 1.0
},
{
"p": 0.04903443902730942,
"m": 1.0
},
{
"p": 0.062109917402267456,
"m": 0.9843704700469971
},
{
"p": 0.05852893739938736,
"m": 0.24250243604183197
},
{
"p": 0.060818616300821304,
"m": 0.3306797742843628
},
{
"p": 0.03728403151035309,
"m": 0.7519775629043579
},
{
"p": 0.10881856083869934,
"m": 0.6858395934104919
},
{
"p": 0.10478229075670242,
"m": 0.7886874079704285
},
{
"p": 0.07563355565071106,
"m": 0.8718907833099365
},
{
"p": 0.09194803237915039,
"m": 0.7850125432014465
},
{
"p": 0.05686800926923752,
"m": 1.0
},
{
"p": 0.06154966354370117,
"m": 1.0
},
{
"p": 0.07879828661680222,
"m": 1.0
}
]
},
{
"epoch": 143,
"train_loss": 0.779047966003418,
"val_loss": 0.8861168026924133,
"acc": 72.83,
"time": 173.63623542780988,
"param": [
{
"p": 0.08389350771903992,
"m": 1.0
},
{
"p": 0.08511217683553696,
"m": 1.0
},
{
"p": 0.07137078046798706,
"m": 1.0
},
{
"p": 0.07086136937141418,
"m": 0.9691707491874695
},
{
"p": 0.056910037994384766,
"m": 0.27524060010910034
},
{
"p": 0.06709998100996017,
"m": 0.3867572247982025
},
{
"p": 0.0786617174744606,
"m": 0.7558982968330383
},
{
"p": 0.07355947047472,
"m": 0.8735595941543579
},
{
"p": 0.09614647179841995,
"m": 0.8531592488288879
},
{
"p": 0.06898567825555801,
"m": 0.8772624731063843
},
{
"p": 0.07023944705724716,
"m": 0.8293279409408569
},
{
"p": 0.034730616956949234,
"m": 1.0
},
{
"p": 0.06808573007583618,
"m": 1.0
},
{
"p": 0.0743430033326149,
"m": 1.0
}
]
},
{
"epoch": 144,
"train_loss": 0.6280328035354614,
"val_loss": 0.8039859533309937,
"acc": 72.54,
"time": 163.05193958291784,
"param": [
{
"p": 0.09452567994594574,
"m": 1.0
},
{
"p": 0.09405721724033356,
"m": 1.0
},
{
"p": 0.09581038355827332,
"m": 1.0
},
{
"p": 0.05448757857084274,
"m": 0.9669846892356873
},
{
"p": 0.061430517584085464,
"m": 0.28276896476745605
},
{
"p": 0.0716070905327797,
"m": 0.15578171610832214
},
{
"p": 0.053125396370887756,
"m": 0.7377559542655945
},
{
"p": 0.07025592029094696,
"m": 0.9353829026222229
},
{
"p": 0.07154987007379532,
"m": 0.833816647529602
},
{
"p": 0.07226579636335373,
"m": 0.8141733407974243
},
{
"p": 0.06926991045475006,
"m": 0.7583451271057129
},
{
"p": 0.06194696202874184,
"m": 1.0
},
{
"p": 0.08106997609138489,
"m": 1.0
},
{
"p": 0.04859776422381401,
"m": 1.0
}
]
},
{
"epoch": 145,
"train_loss": 0.575852632522583,
"val_loss": 0.9401479363441467,
"acc": 73.42,
"time": 157.3810319029726,
"param": [
{
"p": 0.07275410741567612,
"m": 1.0
},
{
"p": 0.08077125996351242,
"m": 1.0
},
{
"p": 0.07851482927799225,
"m": 1.0
},
{
"p": 0.03617724031209946,
"m": 0.9430761933326721
},
{
"p": 0.054513100534677505,
"m": 0.36316215991973877
},
{
"p": 0.08329316973686218,
"m": 0.19323588907718658
},
{
"p": 0.059841398149728775,
"m": 0.874254047870636
},
{
"p": 0.0754484161734581,
"m": 0.8717233538627625
},
{
"p": 0.1250346153974533,
"m": 0.9648903608322144
},
{
"p": 0.08429629355669022,
"m": 0.943962037563324
},
{
"p": 0.05697166547179222,
"m": 0.7410420179367065
},
{
"p": 0.07497105747461319,
"m": 1.0
},
{
"p": 0.07830540835857391,
"m": 1.0
},
{
"p": 0.039107419550418854,
"m": 1.0
}
]
},
{
"epoch": 146,
"train_loss": 0.7237294316291809,
"val_loss": 0.8449329137802124,
"acc": 72.21,
"time": 159.99905746197328,
"param": [
{
"p": 0.09551375359296799,
"m": 1.0
},
{
"p": 0.06443747878074646,
"m": 1.0
},
{
"p": 0.06752584129571915,
"m": 1.0
},
{
"p": 0.04272133484482765,
"m": 0.8299193382263184
},
{
"p": 0.05482938513159752,
"m": 0.48459091782569885
},
{
"p": 0.08920697122812271,
"m": 0.26925501227378845
},
{
"p": 0.04780419170856476,
"m": 0.8755152821540833
},
{
"p": 0.0894845500588417,
"m": 0.8656260371208191
},
{
"p": 0.06531060487031937,
"m": 0.9260708689689636
},
{
"p": 0.10882070660591125,
"m": 0.9693372845649719
},
{
"p": 0.051277872174978256,
"m": 0.7791901230812073
},
{
"p": 0.0657668337225914,
"m": 1.0
},
{
"p": 0.06806827336549759,
"m": 1.0
},
{
"p": 0.08923224359750748,
"m": 1.0
}
]
},
{
"epoch": 147,
"train_loss": 0.7668370008468628,
"val_loss": 0.8842599391937256,
"acc": 72.01,
"time": 158.41527253109962,
"param": [
{
"p": 0.0936630368232727,
"m": 1.0
},
{
"p": 0.07444562017917633,
"m": 1.0
},
{
"p": 0.08849971741437912,
"m": 1.0
},
{
"p": 0.0634126365184784,
"m": 0.8914022445678711
},
{
"p": 0.03868159279227257,
"m": 0.4856443405151367
},
{
"p": 0.0661822035908699,
"m": 0.18983709812164307
},
{
"p": 0.06719689071178436,
"m": 0.9577459096908569
},
{
"p": 0.07753460854291916,
"m": 0.8256863951683044
},
{
"p": 0.050178661942481995,
"m": 0.8611940741539001
},
{
"p": 0.09077426791191101,
"m": 0.9540132284164429
},
{
"p": 0.07075008004903793,
"m": 0.748759925365448
},
{
"p": 0.06028933450579643,
"m": 1.0
},
{
"p": 0.06351470947265625,
"m": 1.0
},
{
"p": 0.09487659484148026,
"m": 1.0
}
]
},
{
"epoch": 148,
"train_loss": 0.4906674325466156,
"val_loss": 0.8257087469100952,
"acc": 73.13,
"time": 175.75158864608966,
"param": [
{
"p": 0.08872193843126297,
"m": 1.0
},
{
"p": 0.05550551787018776,
"m": 1.0
},
{
"p": 0.06649494171142578,
"m": 1.0
},
{
"p": 0.043734993785619736,
"m": 0.7734412550926208
},
{
"p": 0.07284139096736908,
"m": 0.4736137092113495
},
{
"p": 0.07356933504343033,
"m": 0.31321650743484497
},
{
"p": 0.0389816090464592,
"m": 0.9860031604766846
},
{
"p": 0.0923943817615509,
"m": 0.8264859318733215
},
{
"p": 0.07747219502925873,
"m": 0.8969882726669312
},
{
"p": 0.06349017471075058,
"m": 1.0
},
{
"p": 0.09644392132759094,
"m": 0.9385238289833069
},
{
"p": 0.054549578577280045,
"m": 1.0
},
{
"p": 0.08455535769462585,
"m": 1.0
},
{
"p": 0.09124457836151123,
"m": 1.0
}
]
},
{
"epoch": 149,
"train_loss": 0.6502261161804199,
"val_loss": 0.931823194026947,
"acc": 72.73,
"time": 177.46708193887025,
"param": [
{
"p": 0.08960448205471039,
"m": 1.0
},
{
"p": 0.057880908250808716,
"m": 1.0
},
{
"p": 0.062340836971998215,
"m": 1.0
},
{
"p": 0.05623533949255943,
"m": 0.7261248230934143
},
{
"p": 0.10237298160791397,
"m": 0.4988030195236206
},
{
"p": 0.09468517452478409,
"m": 0.2977311313152313
},
{
"p": 0.08389445394277573,
"m": 0.9519202709197998
},
{
"p": 0.0543639212846756,
"m": 0.916766345500946
},
{
"p": 0.09666533768177032,
"m": 0.9475023746490479
},
{
"p": 0.066438689827919,
"m": 0.9438558220863342
},
{
"p": 0.04209619015455246,
"m": 0.9022549390792847
},
{
"p": 0.08013183623552322,
"m": 1.0
},
{
"p": 0.06491822749376297,
"m": 1.0
},
{
"p": 0.04837164282798767,
"m": 1.0
}
]
},
{
"epoch": 150,
"train_loss": 1.040986180305481,
"val_loss": 0.7882448434829712,
"acc": 73.73,
"time": 157.64617562503554,
"param": [
{
"p": 0.09936965256929398,
"m": 1.0
},
{
"p": 0.03765656426548958,
"m": 1.0
},
{
"p": 0.07408424466848373,
"m": 1.0
},
{
"p": 0.051584742963314056,
"m": 0.911069929599762
},
{
"p": 0.08427000790834427,
"m": 0.5159153342247009
},
{
"p": 0.09255991876125336,
"m": 0.43028417229652405
},
{
"p": 0.07992386817932129,
"m": 0.9631023406982422
},
{
"p": 0.06597751379013062,
"m": 0.8016743659973145
},
{
"p": 0.05652773007750511,
"m": 0.8721536993980408
},
{
"p": 0.06487133353948593,
"m": 0.875497579574585
},
{
"p": 0.09532371908426285,
"m": 0.8890932202339172
},
{
"p": 0.04520632326602936,
"m": 1.0
},
{
"p": 0.09820611029863358,
"m": 1.0
},
{
"p": 0.05443817004561424,
"m": 1.0
}
]
}
]
}
Reference in a new issue View git blame Copy permalink