mirror of
https://github.com/AntoineHX/smart_augmentation.git
synced 2025-05-04 04:00:46 +02:00
13038 lines
214 KiB
JSON
13038 lines
214 KiB
JSON
|
{
|
||
|
"Accuracy": 73.53,
|
||
|
"Time": [
|
||
|
286.5345221462159,
|
||
|
11.627196074610403,
|
||
|
57446.49863743398
|
||
|
],
|
||
|
"Optimizer": {
|
||
|
"Meta": {
|
||
|
"optim": "Adam",
|
||
|
"lr": 0.01
|
||
|
},
|
||
|
"Inner": {
|
||
|
"optim": "SGD",
|
||
|
"lr": 0.01,
|
||
|
"momentum": 0.9
|
||
|
}
|
||
|
},
|
||
|
"Device": "Graphics Device",
|
||
|
"Param_names": [
|
||
|
"Identity",
|
||
|
"FlipUD",
|
||
|
"FlipLR",
|
||
|
"Rotate",
|
||
|
"TranslateX",
|
||
|
"TranslateY",
|
||
|
"ShearX",
|
||
|
"ShearY",
|
||
|
"Contrast",
|
||
|
"Color",
|
||
|
"Brightness",
|
||
|
"Sharpness",
|
||
|
"Posterize",
|
||
|
"Solarize"
|
||
|
],
|
||
|
"Log": [
|
||
|
{
|
||
|
"epoch": 1,
|
||
|
"train_loss": 4.299497604370117,
|
||
|
"val_loss": 2.1759700775146484,
|
||
|
"acc": 21.8,
|
||
|
"time": 252.76335653697606,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.04497212544083595,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05240127071738243,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10715872794389725,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.056630317121744156,
|
||
|
"m": 0.5797439813613892
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13771775364875793,
|
||
|
"m": 0.48208969831466675
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05069461092352867,
|
||
|
"m": 0.60068678855896
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07434846460819244,
|
||
|
"m": 0.5885958075523376
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11005588620901108,
|
||
|
"m": 0.7409345507621765
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12304338067770004,
|
||
|
"m": 0.4481791853904724
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0007163848495110869,
|
||
|
"m": 0.8614409565925598
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10923148691654205,
|
||
|
"m": 0.49093347787857056
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06030416861176491,
|
||
|
"m": 0.8845421075820923
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06859061866998672,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0041348254308104515,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 2,
|
||
|
"train_loss": 3.884913921356201,
|
||
|
"val_loss": 1.840604305267334,
|
||
|
"acc": 34.86,
|
||
|
"time": 271.9409662539838,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.05735568329691887,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.025585759431123734,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11060108989477158,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07998570054769516,
|
||
|
"m": 0.5571139454841614
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1437341868877411,
|
||
|
"m": 0.4785190522670746
|
||
|
},
|
||
|
{
|
||
|
"p": 0.025989625602960587,
|
||
|
"m": 0.683193564414978
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09579024463891983,
|
||
|
"m": 0.7764416933059692
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11641333252191544,
|
||
|
"m": 0.8374159336090088
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0705418661236763,
|
||
|
"m": 0.44917964935302734
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03719501197338104,
|
||
|
"m": 0.9440444111824036
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0761602595448494,
|
||
|
"m": 0.5206274390220642
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07747536897659302,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08244747668504715,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0007245255983434618,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 3,
|
||
|
"train_loss": 3.521200180053711,
|
||
|
"val_loss": 1.633897304534912,
|
||
|
"acc": 40.97,
|
||
|
"time": 272.4287862450583,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.008228019811213017,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0007135284249670804,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.19971401989459991,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0007135284249670804,
|
||
|
"m": 0.45612412691116333
|
||
|
},
|
||
|
{
|
||
|
"p": 0.2137088030576706,
|
||
|
"m": 0.5614001154899597
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0007135284249670804,
|
||
|
"m": 0.6899805068969727
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14846748113632202,
|
||
|
"m": 0.8422397971153259
|
||
|
},
|
||
|
{
|
||
|
"p": 0.19834059476852417,
|
||
|
"m": 0.8979247808456421
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0221682358533144,
|
||
|
"m": 0.39210060238838196
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0007135284249670804,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.002166654448956251,
|
||
|
"m": 0.4957353174686432
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06642936170101166,
|
||
|
"m": 0.9997797012329102
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1372092068195343,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0007135284249670804,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 4,
|
||
|
"train_loss": 3.415241241455078,
|
||
|
"val_loss": 1.609720230102539,
|
||
|
"acc": 43.48,
|
||
|
"time": 279.79573220794555,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.05532221496105194,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0011620611185207963,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1286456286907196,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07476307451725006,
|
||
|
"m": 0.4054575264453888
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14117036759853363,
|
||
|
"m": 0.46077078580856323
|
||
|
},
|
||
|
{
|
||
|
"p": 0.029994554817676544,
|
||
|
"m": 0.6323565244674683
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0920652374625206,
|
||
|
"m": 0.8571205139160156
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12055692821741104,
|
||
|
"m": 0.8580434918403625
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06641775369644165,
|
||
|
"m": 0.39468827843666077
|
||
|
},
|
||
|
{
|
||
|
"p": 0.049507658928632736,
|
||
|
"m": 0.9397830367088318
|
||
|
},
|
||
|
{
|
||
|
"p": 0.052185770124197006,
|
||
|
"m": 0.5182847380638123
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06899983435869217,
|
||
|
"m": 0.9729964137077332
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09646110981702805,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02274789847433567,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 5,
|
||
|
"train_loss": 3.2328577041625977,
|
||
|
"val_loss": 1.427248239517212,
|
||
|
"acc": 48.55,
|
||
|
"time": 286.83412050595507,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09651611745357513,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0007116428459994495,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08515262603759766,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07499217242002487,
|
||
|
"m": 0.6082164645195007
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09707939624786377,
|
||
|
"m": 0.38808998465538025
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06443032622337341,
|
||
|
"m": 0.491722047328949
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08615481853485107,
|
||
|
"m": 0.8861746191978455
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08793976902961731,
|
||
|
"m": 0.877379298210144
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0692213848233223,
|
||
|
"m": 0.3855235278606415
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06465926766395569,
|
||
|
"m": 0.999475359916687
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09557430446147919,
|
||
|
"m": 0.5593957901000977
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08338045328855515,
|
||
|
"m": 0.9999566078186035
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08349911868572235,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010688564740121365,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 6,
|
||
|
"train_loss": 2.9000353813171387,
|
||
|
"val_loss": 1.4397715330123901,
|
||
|
"acc": 47.54,
|
||
|
"time": 292.2314367979998,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09970024973154068,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0007101244991645217,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08750227093696594,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06561557948589325,
|
||
|
"m": 0.6552402377128601
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12419229745864868,
|
||
|
"m": 0.45374318957328796
|
||
|
},
|
||
|
{
|
||
|
"p": 0.045103661715984344,
|
||
|
"m": 0.5006575584411621
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08314861357212067,
|
||
|
"m": 0.9684417843818665
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09929536283016205,
|
||
|
"m": 0.9789407849311829
|
||
|
},
|
||
|
{
|
||
|
"p": 0.049734096974134445,
|
||
|
"m": 0.4614681601524353
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09881146252155304,
|
||
|
"m": 0.897476315498352
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07370959222316742,
|
||
|
"m": 0.571300745010376
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09447433799505234,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07574626803398132,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0022560071665793657,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 7,
|
||
|
"train_loss": 3.4235382080078125,
|
||
|
"val_loss": 1.4701563119888306,
|
||
|
"acc": 50.5,
|
||
|
"time": 254.52029436198063,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09344621747732162,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0007165308343246579,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08385875821113586,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07330267131328583,
|
||
|
"m": 0.5694880485534668
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08231182396411896,
|
||
|
"m": 0.4161657691001892
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03194443881511688,
|
||
|
"m": 0.5718924403190613
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08659965544939041,
|
||
|
"m": 0.9179221987724304
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10647483170032501,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07439415156841278,
|
||
|
"m": 0.5592215061187744
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10316892713308334,
|
||
|
"m": 0.8549386858940125
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05804850161075592,
|
||
|
"m": 0.6640043258666992
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10585909336805344,
|
||
|
"m": 0.9573989510536194
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09915785491466522,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0007165308343246579,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 8,
|
||
|
"train_loss": 2.785694122314453,
|
||
|
"val_loss": 1.2621653079986572,
|
||
|
"acc": 55.76,
|
||
|
"time": 278.1872635120526,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07446495443582535,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007857567630708218,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08314935117959976,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08554649353027344,
|
||
|
"m": 0.6444753408432007
|
||
|
},
|
||
|
{
|
||
|
"p": 0.054158419370651245,
|
||
|
"m": 0.38563069701194763
|
||
|
},
|
||
|
{
|
||
|
"p": 0.054879095405340195,
|
||
|
"m": 0.6282660365104675
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08498984575271606,
|
||
|
"m": 0.8004086017608643
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1096862405538559,
|
||
|
"m": 0.9749858379364014
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0926574170589447,
|
||
|
"m": 0.5138015747070312
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05694505572319031,
|
||
|
"m": 0.8513996005058289
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09467741847038269,
|
||
|
"m": 0.6657349467277527
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10066255182027817,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08344890177249908,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016876589506864548,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 9,
|
||
|
"train_loss": 3.009131669998169,
|
||
|
"val_loss": 1.3612775802612305,
|
||
|
"acc": 52.22,
|
||
|
"time": 271.55982806696557,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.05776987969875336,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012349399738013744,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09882889688014984,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08137340098619461,
|
||
|
"m": 0.6289746761322021
|
||
|
},
|
||
|
{
|
||
|
"p": 0.047609880566596985,
|
||
|
"m": 0.39740246534347534
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06293542683124542,
|
||
|
"m": 0.7134302258491516
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10186716914176941,
|
||
|
"m": 0.7253558039665222
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06917895376682281,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09846485406160355,
|
||
|
"m": 0.5570885539054871
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05658739060163498,
|
||
|
"m": 0.9194083213806152
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10632875561714172,
|
||
|
"m": 0.628715455532074
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10224518179893494,
|
||
|
"m": 0.9985409379005432
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09136585891246796,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013094942085444927,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 10,
|
||
|
"train_loss": 2.650881290435791,
|
||
|
"val_loss": 1.2811577320098877,
|
||
|
"acc": 53.41,
|
||
|
"time": 282.68200113403145,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09648347645998001,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.026890859007835388,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09625647217035294,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08426462113857269,
|
||
|
"m": 0.720361053943634
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09295565634965897,
|
||
|
"m": 0.5768619179725647
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0028775844257324934,
|
||
|
"m": 0.7709546685218811
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03977682441473007,
|
||
|
"m": 0.8204545378684998
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10440866649150848,
|
||
|
"m": 0.9841506481170654
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08552861213684082,
|
||
|
"m": 0.6153085231781006
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0664641335606575,
|
||
|
"m": 0.9564378261566162
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09717250615358353,
|
||
|
"m": 0.7189316749572754
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09672477096319199,
|
||
|
"m": 0.9734931588172913
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09411296993494034,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01608283817768097,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 11,
|
||
|
"train_loss": 2.4084858894348145,
|
||
|
"val_loss": 1.1580983400344849,
|
||
|
"acc": 55.4,
|
||
|
"time": 297.09173517802265,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08861228823661804,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0007724706665612757,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10066717118024826,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10018076747655869,
|
||
|
"m": 0.8397397994995117
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0872199535369873,
|
||
|
"m": 0.5622878670692444
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013570306822657585,
|
||
|
"m": 0.8086630702018738
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10448630899190903,
|
||
|
"m": 0.7696100473403931
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10454791784286499,
|
||
|
"m": 0.9700078368186951
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08673734962940216,
|
||
|
"m": 0.6451540589332581
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06052644923329353,
|
||
|
"m": 0.9419042468070984
|
||
|
},
|
||
|
{
|
||
|
"p": 0.061781518161296844,
|
||
|
"m": 0.7602700591087341
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07352915406227112,
|
||
|
"m": 0.9966422915458679
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09733372181653976,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.020034506916999817,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 12,
|
||
|
"train_loss": 2.6266608238220215,
|
||
|
"val_loss": 1.1569973230361938,
|
||
|
"acc": 56.41,
|
||
|
"time": 295.25622956396546,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10739677399396896,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0190665852278471,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09440690279006958,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08138307183980942,
|
||
|
"m": 0.8820441365242004
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03763030841946602,
|
||
|
"m": 0.5570591688156128
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03820861876010895,
|
||
|
"m": 0.8118549585342407
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10167441517114639,
|
||
|
"m": 0.69820636510849
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05807948857545853,
|
||
|
"m": 0.9985741376876831
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08639363199472427,
|
||
|
"m": 0.5534262657165527
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06591218709945679,
|
||
|
"m": 0.819822371006012
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11007822304964066,
|
||
|
"m": 0.8051340579986572
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08823122084140778,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09960447251796722,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011934005655348301,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 13,
|
||
|
"train_loss": 2.4169416427612305,
|
||
|
"val_loss": 1.1764111518859863,
|
||
|
"acc": 57.77,
|
||
|
"time": 268.3998633020092,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10013242065906525,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0007015559240244329,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08620847016572952,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0940437912940979,
|
||
|
"m": 0.9543945789337158
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0815260261297226,
|
||
|
"m": 0.6226843595504761
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04385468736290932,
|
||
|
"m": 0.9326012134552002
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08590589463710785,
|
||
|
"m": 0.8848302364349365
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09487784653902054,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09007322043180466,
|
||
|
"m": 0.5873170495033264
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07996973395347595,
|
||
|
"m": 0.7226061224937439
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06649657338857651,
|
||
|
"m": 0.8890146613121033
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10173376649618149,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07377445697784424,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0007015559240244329,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 14,
|
||
|
"train_loss": 2.5445303916931152,
|
||
|
"val_loss": 1.07906973361969,
|
||
|
"acc": 59.68,
|
||
|
"time": 272.8051016719546,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09627578407526016,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013888205401599407,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08086457848548889,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07183662801980972,
|
||
|
"m": 0.9540022015571594
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06954078376293182,
|
||
|
"m": 0.6524107456207275
|
||
|
},
|
||
|
{
|
||
|
"p": 0.048094335943460464,
|
||
|
"m": 0.8895819783210754
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07695528119802475,
|
||
|
"m": 0.8841314315795898
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09030678123235703,
|
||
|
"m": 0.8347176313400269
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10849229246377945,
|
||
|
"m": 0.6457588076591492
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06596868485212326,
|
||
|
"m": 0.7685694694519043
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07238573580980301,
|
||
|
"m": 0.8857609629631042
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10624517500400543,
|
||
|
"m": 0.999508261680603
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0661466121673584,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03299904614686966,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 15,
|
||
|
"train_loss": 2.53615140914917,
|
||
|
"val_loss": 1.2817906141281128,
|
||
|
"acc": 56.02,
|
||
|
"time": 303.5066169759957,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07634434849023819,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01031810138374567,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0818328857421875,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0716962143778801,
|
||
|
"m": 0.8815257549285889
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0865413248538971,
|
||
|
"m": 0.6757410168647766
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04353344067931175,
|
||
|
"m": 0.901275634765625
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0768260657787323,
|
||
|
"m": 0.9150487780570984
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08935718983411789,
|
||
|
"m": 0.8249053359031677
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09024189412593842,
|
||
|
"m": 0.6355966925621033
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08316633105278015,
|
||
|
"m": 0.8536068797111511
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09387019276618958,
|
||
|
"m": 0.8952693939208984
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09931866824626923,
|
||
|
"m": 0.9860960841178894
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07851902395486832,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01843431405723095,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 16,
|
||
|
"train_loss": 2.289578914642334,
|
||
|
"val_loss": 0.939013659954071,
|
||
|
"acc": 61.03,
|
||
|
"time": 260.69999003899284,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09453753381967545,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0007007297826930881,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09102896600961685,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09340464323759079,
|
||
|
"m": 0.7561661601066589
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0786803811788559,
|
||
|
"m": 0.7152838706970215
|
||
|
},
|
||
|
{
|
||
|
"p": 0.053993795067071915,
|
||
|
"m": 0.8910022974014282
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0699462816119194,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08658204972743988,
|
||
|
"m": 0.876108705997467
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09710896015167236,
|
||
|
"m": 0.7244321703910828
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07037213444709778,
|
||
|
"m": 0.8297125697135925
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08177100121974945,
|
||
|
"m": 0.9518333673477173
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09533011168241501,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08584266155958176,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0007007297826930881,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 17,
|
||
|
"train_loss": 2.6795620918273926,
|
||
|
"val_loss": 1.0783377885818481,
|
||
|
"acc": 62.05,
|
||
|
"time": 280.07429882104043,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08099984377622604,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03397211804986,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0739750936627388,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09425417333841324,
|
||
|
"m": 0.7800129652023315
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03297976031899452,
|
||
|
"m": 0.7867150902748108
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04889208823442459,
|
||
|
"m": 0.9089213609695435
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07631472498178482,
|
||
|
"m": 0.9224858283996582
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07747941464185715,
|
||
|
"m": 0.7841731309890747
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0998155027627945,
|
||
|
"m": 0.7391538619995117
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07893777638673782,
|
||
|
"m": 0.7575735449790955
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10811875760555267,
|
||
|
"m": 0.8929204940795898
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09181583672761917,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08594397455453873,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01650097779929638,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 18,
|
||
|
"train_loss": 2.435190200805664,
|
||
|
"val_loss": 1.1326987743377686,
|
||
|
"acc": 59.0,
|
||
|
"time": 273.7447076049866,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08327136933803558,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010254248976707458,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.086789570748806,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09408549219369888,
|
||
|
"m": 0.8500454425811768
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05810802802443504,
|
||
|
"m": 0.8186925053596497
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0467911921441555,
|
||
|
"m": 0.8932530879974365
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07695785909891129,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07668191194534302,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09845714271068573,
|
||
|
"m": 0.6870087385177612
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06354885548353195,
|
||
|
"m": 0.7884562015533447
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07166402786970139,
|
||
|
"m": 0.9272946119308472
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10272237658500671,
|
||
|
"m": 0.9837834239006042
|
||
|
},
|
||
|
{
|
||
|
"p": 0.099166639149189,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03150128945708275,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 19,
|
||
|
"train_loss": 2.06801176071167,
|
||
|
"val_loss": 1.0330791473388672,
|
||
|
"acc": 60.9,
|
||
|
"time": 278.72219782404136,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10869709402322769,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02176973782479763,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0795527771115303,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09829198569059372,
|
||
|
"m": 0.9473808407783508
|
||
|
},
|
||
|
{
|
||
|
"p": 0.055381376296281815,
|
||
|
"m": 0.7427342534065247
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03253530338406563,
|
||
|
"m": 0.8493600487709045
|
||
|
},
|
||
|
{
|
||
|
"p": 0.072049580514431,
|
||
|
"m": 0.9917535185813904
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08761009573936462,
|
||
|
"m": 0.978633463382721
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07726557552814484,
|
||
|
"m": 0.7016910314559937
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06901498883962631,
|
||
|
"m": 0.8616703748703003
|
||
|
},
|
||
|
{
|
||
|
"p": 0.087199866771698,
|
||
|
"m": 0.9241904020309448
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11456869542598724,
|
||
|
"m": 0.965645968914032
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07234667241573334,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023716304451227188,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 20,
|
||
|
"train_loss": 2.493263006210327,
|
||
|
"val_loss": 0.9752548933029175,
|
||
|
"acc": 63.21,
|
||
|
"time": 295.789705003961,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08868374675512314,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017122862860560417,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08169975131750107,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08678547292947769,
|
||
|
"m": 0.9922531843185425
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0855553075671196,
|
||
|
"m": 0.7917872071266174
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03477158397436142,
|
||
|
"m": 0.8359206914901733
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07316792756319046,
|
||
|
"m": 0.9631928205490112
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0895044356584549,
|
||
|
"m": 0.993499219417572
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08788121491670609,
|
||
|
"m": 0.7485837936401367
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07930535823106766,
|
||
|
"m": 0.9097394347190857
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09262818843126297,
|
||
|
"m": 0.9274227619171143
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09046628326177597,
|
||
|
"m": 0.9763712882995605
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07181639969348907,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.020611437037587166,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 21,
|
||
|
"train_loss": 2.236539125442505,
|
||
|
"val_loss": 1.0062236785888672,
|
||
|
"acc": 63.25,
|
||
|
"time": 283.86773450905457,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09023924171924591,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0009242200176231563,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1004757210612297,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05767051503062248,
|
||
|
"m": 0.9305352568626404
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09814279526472092,
|
||
|
"m": 0.7141484618186951
|
||
|
},
|
||
|
{
|
||
|
"p": 0.052978064864873886,
|
||
|
"m": 0.7316787838935852
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08505920320749283,
|
||
|
"m": 0.9964815378189087
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08877904713153839,
|
||
|
"m": 0.9368547201156616
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07500441372394562,
|
||
|
"m": 0.7274070978164673
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07135035842657089,
|
||
|
"m": 0.9681587219238281
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08094813674688339,
|
||
|
"m": 0.9064627885818481
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09690886735916138,
|
||
|
"m": 0.9952590465545654
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09151492267847061,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010004520416259766,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 22,
|
||
|
"train_loss": 2.046602964401245,
|
||
|
"val_loss": 1.0288782119750977,
|
||
|
"acc": 63.53,
|
||
|
"time": 275.2406312910607,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0849449411034584,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.030446575954556465,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09279070794582367,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07171301543712616,
|
||
|
"m": 0.8857956528663635
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05525077506899834,
|
||
|
"m": 0.6495236754417419
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04740416631102562,
|
||
|
"m": 0.629930317401886
|
||
|
},
|
||
|
{
|
||
|
"p": 0.052359648048877716,
|
||
|
"m": 0.9696236252784729
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09206867963075638,
|
||
|
"m": 0.9541960954666138
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07825557142496109,
|
||
|
"m": 0.8232990503311157
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08877333253622055,
|
||
|
"m": 0.9571826457977295
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08458369970321655,
|
||
|
"m": 0.9265790581703186
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11121315509080887,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07603444904088974,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03416137024760246,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 23,
|
||
|
"train_loss": 1.9248640537261963,
|
||
|
"val_loss": 1.0287692546844482,
|
||
|
"acc": 65.57,
|
||
|
"time": 280.72272669302765,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09270268678665161,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0015645289095118642,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0710892528295517,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07456348091363907,
|
||
|
"m": 0.9027472734451294
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08824784308671951,
|
||
|
"m": 0.711021363735199
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07927485555410385,
|
||
|
"m": 0.6619600653648376
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05431647226214409,
|
||
|
"m": 0.970029890537262
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09988323599100113,
|
||
|
"m": 0.8847410082817078
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07345785945653915,
|
||
|
"m": 0.8315953016281128
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08078821748495102,
|
||
|
"m": 0.9899941086769104
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07514501363039017,
|
||
|
"m": 0.9045685529708862
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09412499517202377,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08836280554533005,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02647867426276207,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 24,
|
||
|
"train_loss": 2.0465192794799805,
|
||
|
"val_loss": 1.0175693035125732,
|
||
|
"acc": 63.75,
|
||
|
"time": 276.05296151689254,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09556929022073746,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015094679780304432,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1126120314002037,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08957310020923615,
|
||
|
"m": 0.8896908760070801
|
||
|
},
|
||
|
{
|
||
|
"p": 0.061194922775030136,
|
||
|
"m": 0.6211379170417786
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0659864991903305,
|
||
|
"m": 0.6370257139205933
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08215736597776413,
|
||
|
"m": 0.7730288505554199
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09942880272865295,
|
||
|
"m": 0.9903452396392822
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07588955760002136,
|
||
|
"m": 0.8077131509780884
|
||
|
},
|
||
|
{
|
||
|
"p": 0.057201087474823,
|
||
|
"m": 0.9688693284988403
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08072944730520248,
|
||
|
"m": 0.930843710899353
|
||
|
},
|
||
|
{
|
||
|
"p": 0.083915114402771,
|
||
|
"m": 0.9938886761665344
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07091991603374481,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009728244505822659,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 25,
|
||
|
"train_loss": 1.6688308715820312,
|
||
|
"val_loss": 1.0646016597747803,
|
||
|
"acc": 64.78,
|
||
|
"time": 283.9841171919834,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08812997490167618,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.020132672041654587,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08510114997625351,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08346068859100342,
|
||
|
"m": 0.795630693435669
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07465723156929016,
|
||
|
"m": 0.5785050988197327
|
||
|
},
|
||
|
{
|
||
|
"p": 0.038158442825078964,
|
||
|
"m": 0.5409719347953796
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07133904844522476,
|
||
|
"m": 0.7095639109611511
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09154761582612991,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09695027768611908,
|
||
|
"m": 0.858594536781311
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06381997466087341,
|
||
|
"m": 0.9479469656944275
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07835396379232407,
|
||
|
"m": 0.9684526920318604
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07817241549491882,
|
||
|
"m": 0.9873039126396179
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08375939726829529,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04641714319586754,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 26,
|
||
|
"train_loss": 1.920800805091858,
|
||
|
"val_loss": 0.9342082738876343,
|
||
|
"acc": 65.21,
|
||
|
"time": 272.75655828695744,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.061859264969825745,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.034792788326740265,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08442479372024536,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06126059219241142,
|
||
|
"m": 0.806463897228241
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08281547576189041,
|
||
|
"m": 0.5587390065193176
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06855415552854538,
|
||
|
"m": 0.49869582056999207
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0868675485253334,
|
||
|
"m": 0.9043341875076294
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08131075650453568,
|
||
|
"m": 0.9094251990318298
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08801175653934479,
|
||
|
"m": 0.7451183795928955
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07436293363571167,
|
||
|
"m": 0.9748414754867554
|
||
|
},
|
||
|
{
|
||
|
"p": 0.082375667989254,
|
||
|
"m": 0.9760234355926514
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08124235272407532,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08421547710895538,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02790634147822857,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 27,
|
||
|
"train_loss": 1.8645522594451904,
|
||
|
"val_loss": 1.0045050382614136,
|
||
|
"acc": 64.4,
|
||
|
"time": 298.65295943804085,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07785089313983917,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013414740562438965,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07289674878120422,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0979142114520073,
|
||
|
"m": 0.7682035565376282
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09513558447360992,
|
||
|
"m": 0.6241661310195923
|
||
|
},
|
||
|
{
|
||
|
"p": 0.046569425612688065,
|
||
|
"m": 0.29013895988464355
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08130040019750595,
|
||
|
"m": 0.8142367005348206
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09478491544723511,
|
||
|
"m": 0.692724883556366
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09159638732671738,
|
||
|
"m": 0.7567927837371826
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05053727328777313,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07694245129823685,
|
||
|
"m": 0.984752893447876
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07270819693803787,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08600881695747375,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.042339958250522614,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 28,
|
||
|
"train_loss": 1.4837499856948853,
|
||
|
"val_loss": 0.9739505052566528,
|
||
|
"acc": 65.47,
|
||
|
"time": 277.4194464060711,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08122698217630386,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.040956687182188034,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07244975864887238,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06594672799110413,
|
||
|
"m": 0.9649589657783508
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09243336319923401,
|
||
|
"m": 0.5997815728187561
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07311248779296875,
|
||
|
"m": 0.5559539198875427
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06582368165254593,
|
||
|
"m": 0.7316014766693115
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07355696707963943,
|
||
|
"m": 0.6585553884506226
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08155892789363861,
|
||
|
"m": 0.7662285566329956
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07276730984449387,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07546728104352951,
|
||
|
"m": 0.9426046013832092
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09137968719005585,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06820395588874817,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04511621594429016,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 29,
|
||
|
"train_loss": 2.0488667488098145,
|
||
|
"val_loss": 1.1438336372375488,
|
||
|
"acc": 65.38,
|
||
|
"time": 274.61500439897645,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07260601222515106,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03126225247979164,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08326084911823273,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07630497962236404,
|
||
|
"m": 0.9602000713348389
|
||
|
},
|
||
|
{
|
||
|
"p": 0.050209395587444305,
|
||
|
"m": 0.650745153427124
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03724355250597,
|
||
|
"m": 0.5645365118980408
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08757826685905457,
|
||
|
"m": 0.7305885553359985
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08084847778081894,
|
||
|
"m": 0.7748591899871826
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09937943518161774,
|
||
|
"m": 0.8155047297477722
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08397306501865387,
|
||
|
"m": 0.9813544154167175
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06833894550800323,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11274280399084091,
|
||
|
"m": 0.9560643434524536
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08445993810892105,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.031792085617780685,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 30,
|
||
|
"train_loss": 1.925257921218872,
|
||
|
"val_loss": 0.8595242500305176,
|
||
|
"acc": 66.02,
|
||
|
"time": 268.83635166299064,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07332024723291397,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.032997582107782364,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08124540746212006,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07149822264909744,
|
||
|
"m": 0.8360905051231384
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06323520839214325,
|
||
|
"m": 0.5609355568885803
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05606576055288315,
|
||
|
"m": 0.43027037382125854
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09848349541425705,
|
||
|
"m": 0.8225969672203064
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08928398042917252,
|
||
|
"m": 0.8671386241912842
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08230532705783844,
|
||
|
"m": 0.8619599938392639
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07952878624200821,
|
||
|
"m": 0.9053940773010254
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07283034175634384,
|
||
|
"m": 0.9936438798904419
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09593698382377625,
|
||
|
"m": 0.9595746994018555
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06997156888246536,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03329719975590706,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 31,
|
||
|
"train_loss": 2.0671892166137695,
|
||
|
"val_loss": 0.9762332439422607,
|
||
|
"acc": 66.49,
|
||
|
"time": 275.8186505800113,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07787144184112549,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0413968488574028,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07506836205720901,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08667783439159393,
|
||
|
"m": 0.8272488117218018
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08534123003482819,
|
||
|
"m": 0.6505314707756042
|
||
|
},
|
||
|
{
|
||
|
"p": 0.061285506933927536,
|
||
|
"m": 0.5224736928939819
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0497601255774498,
|
||
|
"m": 0.8798936605453491
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09386029839515686,
|
||
|
"m": 0.9880290031433105
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09224554151296616,
|
||
|
"m": 0.8654192686080933
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08092304319143295,
|
||
|
"m": 0.9962327480316162
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06840682029724121,
|
||
|
"m": 0.9541381597518921
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06429215520620346,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08898844569921494,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03388231247663498,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 32,
|
||
|
"train_loss": 1.7021106481552124,
|
||
|
"val_loss": 0.9343013167381287,
|
||
|
"acc": 66.4,
|
||
|
"time": 261.41210973390844,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08669490367174149,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04039062187075615,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08880199491977692,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08442617207765579,
|
||
|
"m": 0.8409830927848816
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08485312014818192,
|
||
|
"m": 0.5626901984214783
|
||
|
},
|
||
|
{
|
||
|
"p": 0.046741075813770294,
|
||
|
"m": 0.47678831219673157
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06423014402389526,
|
||
|
"m": 0.7649622559547424
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09336957335472107,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08236648142337799,
|
||
|
"m": 0.8517706990242004
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0669080838561058,
|
||
|
"m": 0.9706462621688843
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07693319767713547,
|
||
|
"m": 0.9015622138977051
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07973130792379379,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07999034970998764,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.024562988430261612,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 33,
|
||
|
"train_loss": 1.7830297946929932,
|
||
|
"val_loss": 0.9054968953132629,
|
||
|
"acc": 66.86,
|
||
|
"time": 282.225592122064,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.06444035470485687,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.051594071090221405,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08941851556301117,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0846736878156662,
|
||
|
"m": 0.9958906173706055
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07871265709400177,
|
||
|
"m": 0.5323767066001892
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05719327554106712,
|
||
|
"m": 0.45506104826927185
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06304088234901428,
|
||
|
"m": 0.7136420011520386
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0930781289935112,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07276125252246857,
|
||
|
"m": 0.8246040344238281
|
||
|
},
|
||
|
{
|
||
|
"p": 0.059936873614788055,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09783803671598434,
|
||
|
"m": 0.960292398929596
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08110173046588898,
|
||
|
"m": 0.9960039258003235
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07476085424423218,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03144967555999756,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 34,
|
||
|
"train_loss": 1.36935293674469,
|
||
|
"val_loss": 0.9239351153373718,
|
||
|
"acc": 67.15,
|
||
|
"time": 266.9099754120689,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08987748622894287,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02619905397295952,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10674969106912613,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08256278932094574,
|
||
|
"m": 0.8855801820755005
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06998810172080994,
|
||
|
"m": 0.5703380107879639
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05343783274292946,
|
||
|
"m": 0.4319199323654175
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0696963295340538,
|
||
|
"m": 0.665517270565033
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07872260361909866,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08195610344409943,
|
||
|
"m": 0.8495010733604431
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0650811567902565,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08000529557466507,
|
||
|
"m": 0.858749270439148
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08659762889146805,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08078079670667648,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02834510989487171,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 35,
|
||
|
"train_loss": 1.8937020301818848,
|
||
|
"val_loss": 0.9981187582015991,
|
||
|
"acc": 67.15,
|
||
|
"time": 300.9321047300473,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07596255838871002,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03473455458879471,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0727204829454422,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05568280816078186,
|
||
|
"m": 0.8741529583930969
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07496955245733261,
|
||
|
"m": 0.5277160406112671
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06916201859712601,
|
||
|
"m": 0.4237760305404663
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06562747061252594,
|
||
|
"m": 0.722108006477356
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0909297838807106,
|
||
|
"m": 0.9364323616027832
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08534745872020721,
|
||
|
"m": 0.8606088757514954
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0750153660774231,
|
||
|
"m": 0.9822682738304138
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07748502492904663,
|
||
|
"m": 0.927055835723877
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09400314092636108,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08661201596260071,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04174770414829254,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 36,
|
||
|
"train_loss": 1.748490333557129,
|
||
|
"val_loss": 0.9049347639083862,
|
||
|
"acc": 65.24,
|
||
|
"time": 299.1219094810076,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07900965213775635,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03783833608031273,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07663369178771973,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.059956032782793045,
|
||
|
"m": 0.872155487537384
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08175487071275711,
|
||
|
"m": 0.5892837047576904
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06468401849269867,
|
||
|
"m": 0.429473340511322
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07433812320232391,
|
||
|
"m": 0.7355629801750183
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09073726832866669,
|
||
|
"m": 0.9835066795349121
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0911472886800766,
|
||
|
"m": 0.7101162075996399
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06745125353336334,
|
||
|
"m": 0.9888710379600525
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06770158559083939,
|
||
|
"m": 0.8569790720939636
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0758533626794815,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09036033600568771,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04253425821661949,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 37,
|
||
|
"train_loss": 2.017446994781494,
|
||
|
"val_loss": 0.8549981713294983,
|
||
|
"acc": 67.95,
|
||
|
"time": 283.6737688690191,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0689743161201477,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05296703800559044,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08699460327625275,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08846976608037949,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07810250669717789,
|
||
|
"m": 0.6066311597824097
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06519831717014313,
|
||
|
"m": 0.474099725484848
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0649571344256401,
|
||
|
"m": 0.6405026912689209
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06894788891077042,
|
||
|
"m": 0.9746277928352356
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08326122909784317,
|
||
|
"m": 0.9263028502464294
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07069537043571472,
|
||
|
"m": 0.9878717064857483
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08043508231639862,
|
||
|
"m": 0.7837916612625122
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09223104268312454,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05245775356888771,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.046307917684316635,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 38,
|
||
|
"train_loss": 2.1552774906158447,
|
||
|
"val_loss": 0.9567086696624756,
|
||
|
"acc": 65.91,
|
||
|
"time": 285.89384778705426,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08315391838550568,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04643094539642334,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06101708114147186,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08139564096927643,
|
||
|
"m": 0.8941969275474548
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07171408087015152,
|
||
|
"m": 0.6037088632583618
|
||
|
},
|
||
|
{
|
||
|
"p": 0.053673554211854935,
|
||
|
"m": 0.5717808604240417
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07445555180311203,
|
||
|
"m": 0.7909839749336243
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0832606703042984,
|
||
|
"m": 0.9148145318031311
|
||
|
},
|
||
|
{
|
||
|
"p": 0.061558663845062256,
|
||
|
"m": 0.9000458717346191
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08439172804355621,
|
||
|
"m": 0.9639723300933838
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08661798387765884,
|
||
|
"m": 0.8542966842651367
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08055848628282547,
|
||
|
"m": 0.983167827129364
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08422007411718369,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.047551676630973816,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 39,
|
||
|
"train_loss": 1.5963414907455444,
|
||
|
"val_loss": 0.9073873162269592,
|
||
|
"acc": 66.96,
|
||
|
"time": 289.10690503695514,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07349052280187607,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.046825163066387177,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07795416563749313,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07098055630922318,
|
||
|
"m": 0.8859049677848816
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10421181470155716,
|
||
|
"m": 0.6211004257202148
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04919043928384781,
|
||
|
"m": 0.6177859306335449
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06882742047309875,
|
||
|
"m": 0.9245660901069641
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08417077362537384,
|
||
|
"m": 0.91084885597229
|
||
|
},
|
||
|
{
|
||
|
"p": 0.063050776720047,
|
||
|
"m": 0.8691826462745667
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09001193940639496,
|
||
|
"m": 0.9803683757781982
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07970775663852692,
|
||
|
"m": 0.824517011642456
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09798635542392731,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07176974415779114,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02182258851826191,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 40,
|
||
|
"train_loss": 1.5636184215545654,
|
||
|
"val_loss": 0.9236345887184143,
|
||
|
"acc": 67.9,
|
||
|
"time": 278.02227867697366,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07264936715364456,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04179434850811958,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07791478931903839,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08412634581327438,
|
||
|
"m": 0.8640378713607788
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0559118427336216,
|
||
|
"m": 0.6176557540893555
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07123953104019165,
|
||
|
"m": 0.6388289928436279
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07433238625526428,
|
||
|
"m": 0.9983058571815491
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09414447844028473,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04333439841866493,
|
||
|
"m": 0.8814893960952759
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06956212222576141,
|
||
|
"m": 0.9183223843574524
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08003594726324081,
|
||
|
"m": 0.7525075674057007
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10381466895341873,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0854082703590393,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04573158919811249,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 41,
|
||
|
"train_loss": 1.5261629819869995,
|
||
|
"val_loss": 0.9401900172233582,
|
||
|
"acc": 66.42,
|
||
|
"time": 302.6125461780466,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08968693017959595,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04896768927574158,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06337030977010727,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0788937658071518,
|
||
|
"m": 0.8984121680259705
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06418483704328537,
|
||
|
"m": 0.5475122928619385
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05596551299095154,
|
||
|
"m": 0.7669800519943237
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08458877354860306,
|
||
|
"m": 0.8160314559936523
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09297934174537659,
|
||
|
"m": 0.9869128465652466
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07275307923555374,
|
||
|
"m": 0.9445443749427795
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07258053123950958,
|
||
|
"m": 0.932603120803833
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09393139183521271,
|
||
|
"m": 0.7872022986412048
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08388072997331619,
|
||
|
"m": 0.997240424156189
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05278165265917778,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04543540999293327,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 42,
|
||
|
"train_loss": 1.6497418880462646,
|
||
|
"val_loss": 0.9865280389785767,
|
||
|
"acc": 67.02,
|
||
|
"time": 298.93861861503683,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08277247101068497,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0568678192794323,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06043201684951782,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0908602699637413,
|
||
|
"m": 0.9941735863685608
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07378048449754715,
|
||
|
"m": 0.708231508731842
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06654413789510727,
|
||
|
"m": 0.7910552024841309
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06833841651678085,
|
||
|
"m": 0.8898719549179077
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08342012017965317,
|
||
|
"m": 0.953369140625
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08375080674886703,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08011266589164734,
|
||
|
"m": 0.9572048187255859
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0612502358853817,
|
||
|
"m": 0.9587846398353577
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08098990470170975,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07195013761520386,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03893040865659714,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 43,
|
||
|
"train_loss": 1.6095433235168457,
|
||
|
"val_loss": 0.9224501848220825,
|
||
|
"acc": 68.67,
|
||
|
"time": 284.4283817730611,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08771147578954697,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03362360969185829,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09770301729440689,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08368656039237976,
|
||
|
"m": 0.9507367610931396
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05963275209069252,
|
||
|
"m": 0.6286991834640503
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07035855948925018,
|
||
|
"m": 0.8532137870788574
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08689535409212112,
|
||
|
"m": 0.8745101094245911
|
||
|
},
|
||
|
{
|
||
|
"p": 0.060998961329460144,
|
||
|
"m": 0.813127338886261
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08292165398597717,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06418021023273468,
|
||
|
"m": 0.998873770236969
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06389417499303818,
|
||
|
"m": 0.977375864982605
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08362457901239395,
|
||
|
"m": 0.9967522025108337
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09298598766326904,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03178313001990318,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 44,
|
||
|
"train_loss": 1.4141509532928467,
|
||
|
"val_loss": 0.8003630042076111,
|
||
|
"acc": 68.46,
|
||
|
"time": 289.0556383259827,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08837944269180298,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04344024509191513,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06262658536434174,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08337952941656113,
|
||
|
"m": 0.9553518295288086
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08674054592847824,
|
||
|
"m": 0.6281825304031372
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03772031515836716,
|
||
|
"m": 0.7785993218421936
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0672057569026947,
|
||
|
"m": 0.7426618337631226
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0870492160320282,
|
||
|
"m": 0.8340665102005005
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08035645633935928,
|
||
|
"m": 0.890316367149353
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05283999443054199,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09107507765293121,
|
||
|
"m": 0.9733024835586548
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08507342636585236,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08164214342832565,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0524713359773159,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 45,
|
||
|
"train_loss": 1.707505702972412,
|
||
|
"val_loss": 0.860846996307373,
|
||
|
"acc": 69.0,
|
||
|
"time": 282.62149847799446,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11023420840501785,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05145932734012604,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07403775304555893,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0675942674279213,
|
||
|
"m": 0.9921603202819824
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06816811859607697,
|
||
|
"m": 0.6444949507713318
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07639694213867188,
|
||
|
"m": 0.671511709690094
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06943094730377197,
|
||
|
"m": 0.7976139187812805
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08066510409116745,
|
||
|
"m": 0.8748853802680969
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05230025574564934,
|
||
|
"m": 0.9116336703300476
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0555294044315815,
|
||
|
"m": 0.9986582398414612
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09981948137283325,
|
||
|
"m": 0.8304252028465271
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0504620261490345,
|
||
|
"m": 0.9965220093727112
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08457467705011368,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0593273900449276,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 46,
|
||
|
"train_loss": 1.6434937715530396,
|
||
|
"val_loss": 0.8748549818992615,
|
||
|
"acc": 67.36,
|
||
|
"time": 309.1878019069554,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0878424420952797,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023047706112265587,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08911190927028656,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06541848927736282,
|
||
|
"m": 0.9779244661331177
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08574365824460983,
|
||
|
"m": 0.7041671276092529
|
||
|
},
|
||
|
{
|
||
|
"p": 0.038805048912763596,
|
||
|
"m": 0.6108013391494751
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08202482759952545,
|
||
|
"m": 0.8217679262161255
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08075731992721558,
|
||
|
"m": 0.7124528288841248
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06984470039606094,
|
||
|
"m": 0.9899581670761108
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0711844190955162,
|
||
|
"m": 0.9390575289726257
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08009083569049835,
|
||
|
"m": 0.8784235119819641
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1041986346244812,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07741530984640121,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04451461136341095,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 47,
|
||
|
"train_loss": 1.4025815725326538,
|
||
|
"val_loss": 1.0507115125656128,
|
||
|
"acc": 68.43,
|
||
|
"time": 272.66893029701896,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08651667833328247,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0253987405449152,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08100761473178864,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08758668601512909,
|
||
|
"m": 0.876602828502655
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05713512748479843,
|
||
|
"m": 0.5683450698852539
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04280925914645195,
|
||
|
"m": 0.6377931833267212
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1000780388712883,
|
||
|
"m": 0.9067038297653198
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10808680951595306,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06923142820596695,
|
||
|
"m": 0.9396102428436279
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06296079605817795,
|
||
|
"m": 0.8923519253730774
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08788887411355972,
|
||
|
"m": 0.9614949226379395
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09303542971611023,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08123453706502914,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017030037939548492,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 48,
|
||
|
"train_loss": 1.7570700645446777,
|
||
|
"val_loss": 0.8789002895355225,
|
||
|
"acc": 68.38,
|
||
|
"time": 279.2718373279786,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08811920881271362,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04521232843399048,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08644390106201172,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08191699534654617,
|
||
|
"m": 0.898087203502655
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07226035743951797,
|
||
|
"m": 0.6361519694328308
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08294378221035004,
|
||
|
"m": 0.7342046499252319
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06391829252243042,
|
||
|
"m": 0.9600456953048706
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09652196615934372,
|
||
|
"m": 0.9259981513023376
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05688966065645218,
|
||
|
"m": 0.932410478591919
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08986950665712357,
|
||
|
"m": 0.9940277338027954
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07260972261428833,
|
||
|
"m": 0.9359356164932251
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0574476383626461,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08695971965789795,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.018886936828494072,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 49,
|
||
|
"train_loss": 1.4358457326889038,
|
||
|
"val_loss": 0.9614132642745972,
|
||
|
"acc": 67.26,
|
||
|
"time": 283.8222203250043,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09376104921102524,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03955334797501564,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08455748111009598,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08208131790161133,
|
||
|
"m": 0.8852888941764832
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07224767655134201,
|
||
|
"m": 0.6726804375648499
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06700655072927475,
|
||
|
"m": 0.7448874115943909
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07851246744394302,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07091069966554642,
|
||
|
"m": 0.9929432272911072
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07143481075763702,
|
||
|
"m": 0.9679680466651917
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08681463450193405,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07907699048519135,
|
||
|
"m": 0.9908193945884705
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06041767820715904,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06829066574573517,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.045334625989198685,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 50,
|
||
|
"train_loss": 1.6287331581115723,
|
||
|
"val_loss": 0.9063714742660522,
|
||
|
"acc": 67.9,
|
||
|
"time": 273.22441232705023,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.1018877848982811,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.020879507064819336,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07933997362852097,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08360503613948822,
|
||
|
"m": 0.9444206357002258
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07452442497015,
|
||
|
"m": 0.7071523070335388
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02742536924779415,
|
||
|
"m": 0.9128549695014954
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08411432057619095,
|
||
|
"m": 0.9797783493995667
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10104355961084366,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1051207110285759,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06675538420677185,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09897132962942123,
|
||
|
"m": 0.9947935342788696
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08737369626760483,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06739791482686996,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0015610051341354847,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 51,
|
||
|
"train_loss": 1.3584755659103394,
|
||
|
"val_loss": 0.8577666282653809,
|
||
|
"acc": 69.26,
|
||
|
"time": 302.08902412303723,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09471628069877625,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04093893617391586,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09814919531345367,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09422721713781357,
|
||
|
"m": 0.8951320052146912
|
||
|
},
|
||
|
{
|
||
|
"p": 0.036391425877809525,
|
||
|
"m": 0.6890662312507629
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07309161871671677,
|
||
|
"m": 0.8868165016174316
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0453060157597065,
|
||
|
"m": 0.9877231121063232
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09165577590465546,
|
||
|
"m": 0.8758773803710938
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07986564189195633,
|
||
|
"m": 0.9778121113777161
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08998764306306839,
|
||
|
"m": 0.9971489310264587
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07234802842140198,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07899810373783112,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06934916973114014,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.034974802285432816,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 52,
|
||
|
"train_loss": 1.5483955144882202,
|
||
|
"val_loss": 0.9625796675682068,
|
||
|
"acc": 69.47,
|
||
|
"time": 292.8065125030698,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08395836502313614,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02763114683330059,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08295811712741852,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08827096968889236,
|
||
|
"m": 0.9411191344261169
|
||
|
},
|
||
|
{
|
||
|
"p": 0.049643535166978836,
|
||
|
"m": 0.6305263638496399
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03516947105526924,
|
||
|
"m": 0.8190323710441589
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0745064914226532,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09466695040464401,
|
||
|
"m": 0.940946638584137
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06728292256593704,
|
||
|
"m": 0.9230601191520691
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0659744143486023,
|
||
|
"m": 0.999758780002594
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09578385204076767,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09827622771263123,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08619812875986099,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04967937991023064,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 53,
|
||
|
"train_loss": 1.649280071258545,
|
||
|
"val_loss": 1.0785207748413086,
|
||
|
"acc": 68.42,
|
||
|
"time": 292.5516331680119,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07738357782363892,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04091606289148331,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07919109612703323,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06606864929199219,
|
||
|
"m": 0.9722614884376526
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06859468668699265,
|
||
|
"m": 0.6718276143074036
|
||
|
},
|
||
|
{
|
||
|
"p": 0.051026638597249985,
|
||
|
"m": 0.7038659453392029
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07711592316627502,
|
||
|
"m": 0.9695290327072144
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06548221409320831,
|
||
|
"m": 0.9273301362991333
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08002149313688278,
|
||
|
"m": 0.9098429679870605
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09363622218370438,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08161988109350204,
|
||
|
"m": 0.9497101306915283
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08294609189033508,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08873523771762848,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04726221784949303,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 54,
|
||
|
"train_loss": 1.3049436807632446,
|
||
|
"val_loss": 1.0443822145462036,
|
||
|
"acc": 69.25,
|
||
|
"time": 263.9091936489567,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08408887684345245,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.022287948057055473,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0889785885810852,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07925216853618622,
|
||
|
"m": 0.9933205842971802
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06656032800674438,
|
||
|
"m": 0.5269750952720642
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06021314859390259,
|
||
|
"m": 0.6264000535011292
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08605299890041351,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08975154161453247,
|
||
|
"m": 0.8591316938400269
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08662156015634537,
|
||
|
"m": 0.9876479506492615
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0732889398932457,
|
||
|
"m": 0.9977119565010071
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0865306407213211,
|
||
|
"m": 0.8532735705375671
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0480729304254055,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08747036755084991,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04082994535565376,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 55,
|
||
|
"train_loss": 1.1567871570587158,
|
||
|
"val_loss": 0.9170336723327637,
|
||
|
"acc": 69.6,
|
||
|
"time": 269.05088649806567,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09565059840679169,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03653481975197792,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1007056012749672,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.060206446796655655,
|
||
|
"m": 0.9684749841690063
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06761838495731354,
|
||
|
"m": 0.4876960217952728
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05557224154472351,
|
||
|
"m": 0.4858718514442444
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08144097030162811,
|
||
|
"m": 0.9571300745010376
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06418509036302567,
|
||
|
"m": 0.9074702858924866
|
||
|
},
|
||
|
{
|
||
|
"p": 0.054800357669591904,
|
||
|
"m": 0.9718911647796631
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07032547146081924,
|
||
|
"m": 0.9641495943069458
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08713864535093307,
|
||
|
"m": 0.8009915947914124
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10946153849363327,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0922161415219307,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.024143695831298828,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 56,
|
||
|
"train_loss": 1.6051745414733887,
|
||
|
"val_loss": 0.8727874755859375,
|
||
|
"acc": 70.3,
|
||
|
"time": 279.9029878380243,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09738694876432419,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0360376313328743,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07329028844833374,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06138475239276886,
|
||
|
"m": 0.8312495350837708
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06912142783403397,
|
||
|
"m": 0.44817790389060974
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06735658645629883,
|
||
|
"m": 0.49642109870910645
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05731312930583954,
|
||
|
"m": 0.9595058560371399
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09055914729833603,
|
||
|
"m": 0.9237162470817566
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08843270689249039,
|
||
|
"m": 0.9068986177444458
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0674937516450882,
|
||
|
"m": 0.907850444316864
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08737316727638245,
|
||
|
"m": 0.8859459757804871
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07940918207168579,
|
||
|
"m": 0.9539166688919067
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09202153980731964,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.032819733023643494,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 57,
|
||
|
"train_loss": 1.286980152130127,
|
||
|
"val_loss": 0.9000112414360046,
|
||
|
"acc": 69.13,
|
||
|
"time": 286.32551960099954,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08238774538040161,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02827662043273449,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05691750720143318,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07840032875537872,
|
||
|
"m": 0.7351368069648743
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06338419765233994,
|
||
|
"m": 0.3643355667591095
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06598195433616638,
|
||
|
"m": 0.5272034406661987
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08472003787755966,
|
||
|
"m": 0.9795214533805847
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07700330764055252,
|
||
|
"m": 0.8833857178688049
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09562047570943832,
|
||
|
"m": 0.9097534418106079
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07223520427942276,
|
||
|
"m": 0.9936444759368896
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08277889341115952,
|
||
|
"m": 0.8645117878913879
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0734853520989418,
|
||
|
"m": 0.9511928558349609
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0791194811463356,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.059688933193683624,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 58,
|
||
|
"train_loss": 1.3821128606796265,
|
||
|
"val_loss": 0.7708505392074585,
|
||
|
"acc": 69.42,
|
||
|
"time": 281.484093897976,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07971841096878052,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03470617160201073,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08515802770853043,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0933963805437088,
|
||
|
"m": 0.9342783689498901
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07741791009902954,
|
||
|
"m": 0.24847885966300964
|
||
|
},
|
||
|
{
|
||
|
"p": 0.040364447981119156,
|
||
|
"m": 0.5587676167488098
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07698798924684525,
|
||
|
"m": 0.9765452146530151
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06306929886341095,
|
||
|
"m": 0.8239532709121704
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08383297920227051,
|
||
|
"m": 0.9849013090133667
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08023685961961746,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07819210737943649,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08759362995624542,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0781584158539772,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.041167423129081726,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 59,
|
||
|
"train_loss": 1.434796690940857,
|
||
|
"val_loss": 0.9663044810295105,
|
||
|
"acc": 69.27,
|
||
|
"time": 278.8327316669747,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.1040509045124054,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0440969355404377,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.060996051877737045,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07918395102024078,
|
||
|
"m": 0.9755111336708069
|
||
|
},
|
||
|
{
|
||
|
"p": 0.052808959037065506,
|
||
|
"m": 0.3374742567539215
|
||
|
},
|
||
|
{
|
||
|
"p": 0.043967023491859436,
|
||
|
"m": 0.6042619347572327
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0858050063252449,
|
||
|
"m": 0.9506455659866333
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07753102481365204,
|
||
|
"m": 0.9109237790107727
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06393029540777206,
|
||
|
"m": 0.9830652475357056
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07470914721488953,
|
||
|
"m": 0.9902265071868896
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08718760311603546,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08940715342760086,
|
||
|
"m": 0.9815300107002258
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08206017315387726,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.054265763610601425,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 60,
|
||
|
"train_loss": 1.4285367727279663,
|
||
|
"val_loss": 0.8344855308532715,
|
||
|
"acc": 70.34,
|
||
|
"time": 279.11866574792657,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07556232064962387,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04436161741614342,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06996335089206696,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07559939473867416,
|
||
|
"m": 0.902748703956604
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08062287420034409,
|
||
|
"m": 0.26518407464027405
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07614388316869736,
|
||
|
"m": 0.520576536655426
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07991435378789902,
|
||
|
"m": 0.92335045337677
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07267418503761292,
|
||
|
"m": 0.8592917919158936
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0620446652173996,
|
||
|
"m": 0.9969651103019714
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08184275776147842,
|
||
|
"m": 0.9651206731796265
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0779334306716919,
|
||
|
"m": 0.9895979166030884
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1038704514503479,
|
||
|
"m": 0.9750083088874817
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06256841123104095,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03689826652407646,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 61,
|
||
|
"train_loss": 1.6549506187438965,
|
||
|
"val_loss": 0.8545414805412292,
|
||
|
"acc": 69.49,
|
||
|
"time": 296.8105683790054,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08757134526968002,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03354394808411598,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06484600156545639,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06771136075258255,
|
||
|
"m": 0.9723833203315735
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06823659688234329,
|
||
|
"m": 0.2749658524990082
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07376983016729355,
|
||
|
"m": 0.4740039110183716
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09378355741500854,
|
||
|
"m": 0.8755148649215698
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08038109540939331,
|
||
|
"m": 0.8043909072875977
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0669194832444191,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05560985952615738,
|
||
|
"m": 0.9993702173233032
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08758480101823807,
|
||
|
"m": 0.9179707765579224
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07881234586238861,
|
||
|
"m": 0.9753893613815308
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08797621726989746,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05325358733534813,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 62,
|
||
|
"train_loss": 1.3596367835998535,
|
||
|
"val_loss": 0.8832720518112183,
|
||
|
"acc": 70.41,
|
||
|
"time": 297.28914634604007,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07675624638795853,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03883444890379906,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07532882690429688,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08910628408193588,
|
||
|
"m": 0.9059369564056396
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07019750028848648,
|
||
|
"m": 0.3423440158367157
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0567496232688427,
|
||
|
"m": 0.32881495356559753
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06999517232179642,
|
||
|
"m": 0.7690812349319458
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08300990611314774,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08012755960226059,
|
||
|
"m": 0.8962250351905823
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08781392872333527,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05501037836074829,
|
||
|
"m": 0.9400670528411865
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07831204682588577,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07885027676820755,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05990775302052498,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 63,
|
||
|
"train_loss": 1.4553767442703247,
|
||
|
"val_loss": 0.7372377514839172,
|
||
|
"acc": 70.48,
|
||
|
"time": 278.37467898405157,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08508432656526566,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.040194105356931686,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04855150356888771,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07894809544086456,
|
||
|
"m": 0.8195456862449646
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09428232908248901,
|
||
|
"m": 0.3705889880657196
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07893075793981552,
|
||
|
"m": 0.4412328898906708
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07961928099393845,
|
||
|
"m": 0.7546343207359314
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06989338248968124,
|
||
|
"m": 0.987019419670105
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08291351795196533,
|
||
|
"m": 0.9119627475738525
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07102075219154358,
|
||
|
"m": 0.9972726702690125
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08038723468780518,
|
||
|
"m": 0.9536627531051636
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07586624473333359,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08449853211641312,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.029809940606355667,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 64,
|
||
|
"train_loss": 0.9861560463905334,
|
||
|
"val_loss": 0.8908277153968811,
|
||
|
"acc": 69.34,
|
||
|
"time": 294.6397899950389,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08257273584604263,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05451937019824982,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08257003128528595,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05962381511926651,
|
||
|
"m": 0.7341519594192505
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0945051982998848,
|
||
|
"m": 0.2347973883152008
|
||
|
},
|
||
|
{
|
||
|
"p": 0.035887088626623154,
|
||
|
"m": 0.49354082345962524
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04740997031331062,
|
||
|
"m": 0.681667685508728
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07228043675422668,
|
||
|
"m": 0.966888427734375
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08829095959663391,
|
||
|
"m": 0.9786589741706848
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09159617871046066,
|
||
|
"m": 0.9757990837097168
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05318295210599899,
|
||
|
"m": 0.8948916792869568
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09316679835319519,
|
||
|
"m": 0.9915105700492859
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09627490490674973,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.048119526356458664,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 65,
|
||
|
"train_loss": 1.5652521848678589,
|
||
|
"val_loss": 0.889503538608551,
|
||
|
"acc": 69.66,
|
||
|
"time": 277.15978708991315,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07409320026636124,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05009990185499191,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06296806782484055,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09488461166620255,
|
||
|
"m": 0.6281734704971313
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07016471028327942,
|
||
|
"m": 0.27258938550949097
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06870581209659576,
|
||
|
"m": 0.5135303735733032
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08025335520505905,
|
||
|
"m": 0.733116626739502
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05276517942547798,
|
||
|
"m": 0.9095657467842102
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07307262718677521,
|
||
|
"m": 0.9942804574966431
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08080272376537323,
|
||
|
"m": 0.9936637878417969
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08270326256752014,
|
||
|
"m": 0.89115971326828
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08917159587144852,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07504648715257645,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04526849836111069,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 66,
|
||
|
"train_loss": 1.045295238494873,
|
||
|
"val_loss": 0.7654778361320496,
|
||
|
"acc": 70.18,
|
||
|
"time": 289.0717296450166,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.05110926926136017,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.048447344452142715,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08783000707626343,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07554663717746735,
|
||
|
"m": 0.7849486470222473
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08248225599527359,
|
||
|
"m": 0.3039010167121887
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06448210775852203,
|
||
|
"m": 0.5735918283462524
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08984694629907608,
|
||
|
"m": 0.8797433376312256
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03214383125305176,
|
||
|
"m": 0.8226207494735718
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09188020974397659,
|
||
|
"m": 0.9241462349891663
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09877584129571915,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07855885475873947,
|
||
|
"m": 0.8824279308319092
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0872880145907402,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07494697719812393,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.036661650985479355,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 67,
|
||
|
"train_loss": 1.0946985483169556,
|
||
|
"val_loss": 0.8037605285644531,
|
||
|
"acc": 70.68,
|
||
|
"time": 278.04344017093536,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07990775257349014,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04042183235287666,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07721053808927536,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07727042585611343,
|
||
|
"m": 0.7985110282897949
|
||
|
},
|
||
|
{
|
||
|
"p": 0.056377656757831573,
|
||
|
"m": 0.13305382430553436
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07754600048065186,
|
||
|
"m": 0.4430362582206726
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08009165525436401,
|
||
|
"m": 0.8283576369285583
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06932973861694336,
|
||
|
"m": 0.9322407245635986
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06990647315979004,
|
||
|
"m": 0.9580369591712952
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08590813726186752,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06890138238668442,
|
||
|
"m": 0.8726177215576172
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0981132909655571,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07341782748699188,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04559725150465965,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 68,
|
||
|
"train_loss": 1.4540554285049438,
|
||
|
"val_loss": 0.9030866622924805,
|
||
|
"acc": 70.39,
|
||
|
"time": 294.85935824899934,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08493497967720032,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06580092757940292,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09157828241586685,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.022280123084783554,
|
||
|
"m": 0.7277535200119019
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09474298357963562,
|
||
|
"m": 0.24422618746757507
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0461408756673336,
|
||
|
"m": 0.3923995792865753
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08272459357976913,
|
||
|
"m": 0.6949203014373779
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09418935328722,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09569843858480453,
|
||
|
"m": 0.9561208486557007
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08684148639440536,
|
||
|
"m": 0.9750463366508484
|
||
|
},
|
||
|
{
|
||
|
"p": 0.053768008947372437,
|
||
|
"m": 0.8854345083236694
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06850260496139526,
|
||
|
"m": 0.9859541058540344
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06006588041782379,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.052731484174728394,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 69,
|
||
|
"train_loss": 1.3068115711212158,
|
||
|
"val_loss": 0.911262035369873,
|
||
|
"acc": 70.84,
|
||
|
"time": 300.15502552397083,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.06795243918895721,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05694078654050827,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05890602245926857,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0725889652967453,
|
||
|
"m": 0.6992222666740417
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06893050670623779,
|
||
|
"m": 0.10000000149011612
|
||
|
},
|
||
|
{
|
||
|
"p": 0.058724042028188705,
|
||
|
"m": 0.36420777440071106
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07599106431007385,
|
||
|
"m": 0.7823609709739685
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06997675448656082,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08299186080694199,
|
||
|
"m": 0.9455966353416443
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0786273181438446,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0820542573928833,
|
||
|
"m": 0.7930156588554382
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08085725456476212,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09570010006427765,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0497586689889431,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 70,
|
||
|
"train_loss": 0.9235213398933411,
|
||
|
"val_loss": 0.9509801864624023,
|
||
|
"acc": 70.47,
|
||
|
"time": 269.97450885607395,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07989227771759033,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.053984589874744415,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09294860064983368,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.059191297739744186,
|
||
|
"m": 0.7674877047538757
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07409122586250305,
|
||
|
"m": 0.24406243860721588
|
||
|
},
|
||
|
{
|
||
|
"p": 0.061819888651371,
|
||
|
"m": 0.5166496634483337
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06160082668066025,
|
||
|
"m": 0.6418614983558655
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07788041979074478,
|
||
|
"m": 0.9121354222297668
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07053733617067337,
|
||
|
"m": 0.9780039191246033
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07753144949674606,
|
||
|
"m": 0.986544132232666
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08216938376426697,
|
||
|
"m": 0.7498587965965271
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06662154197692871,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08812929689884186,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.053601931780576706,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 71,
|
||
|
"train_loss": 1.0478085279464722,
|
||
|
"val_loss": 0.9467814564704895,
|
||
|
"acc": 69.23,
|
||
|
"time": 291.12279915902764,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0669122189283371,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.061652880162000656,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08616725355386734,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08699925243854523,
|
||
|
"m": 0.7295063138008118
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05993788689374924,
|
||
|
"m": 0.14962251484394073
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08045852184295654,
|
||
|
"m": 0.3261461853981018
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0893201008439064,
|
||
|
"m": 0.7373501062393188
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09245390444993973,
|
||
|
"m": 0.8880802989006042
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03745198994874954,
|
||
|
"m": 0.9586899280548096
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05708225443959236,
|
||
|
"m": 0.9987276196479797
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07206866890192032,
|
||
|
"m": 0.7863223552703857
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0742441937327385,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10241876542568207,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03283218666911125,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 72,
|
||
|
"train_loss": 1.0210537910461426,
|
||
|
"val_loss": 0.8273186087608337,
|
||
|
"acc": 70.39,
|
||
|
"time": 285.25404957600404,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0890762060880661,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.053762346506118774,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09115564823150635,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.061195287853479385,
|
||
|
"m": 0.7445958256721497
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06723561882972717,
|
||
|
"m": 0.11772698909044266
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06139866262674332,
|
||
|
"m": 0.37216562032699585
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07236707955598831,
|
||
|
"m": 0.8727420568466187
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07278044521808624,
|
||
|
"m": 0.9220108389854431
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06888338178396225,
|
||
|
"m": 0.9150552153587341
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07606428116559982,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07234171032905579,
|
||
|
"m": 0.902332067489624
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08610443770885468,
|
||
|
"m": 0.9829472303390503
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0859239250421524,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04171101748943329,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 73,
|
||
|
"train_loss": 1.0425105094909668,
|
||
|
"val_loss": 0.9696832299232483,
|
||
|
"acc": 70.27,
|
||
|
"time": 291.4021670980146,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.05891997739672661,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.036425065249204636,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0653192475438118,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08920513093471527,
|
||
|
"m": 0.6960293054580688
|
||
|
},
|
||
|
{
|
||
|
"p": 0.048485010862350464,
|
||
|
"m": 0.15434889495372772
|
||
|
},
|
||
|
{
|
||
|
"p": 0.074239082634449,
|
||
|
"m": 0.18763169646263123
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07627099007368088,
|
||
|
"m": 0.9201955795288086
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08113417029380798,
|
||
|
"m": 0.8620274066925049
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09234697371721268,
|
||
|
"m": 0.9683161377906799
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09230561554431915,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08672484010457993,
|
||
|
"m": 0.8638668656349182
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04830712080001831,
|
||
|
"m": 0.9969144463539124
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08311924338340759,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06719747185707092,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 74,
|
||
|
"train_loss": 1.4054473638534546,
|
||
|
"val_loss": 0.9618178606033325,
|
||
|
"acc": 71.02,
|
||
|
"time": 297.3463653859217,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08497706055641174,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.049727510660886765,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09446655958890915,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.073094442486763,
|
||
|
"m": 0.6704936027526855
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05442367121577263,
|
||
|
"m": 0.11250147968530655
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0729818269610405,
|
||
|
"m": 0.3357391655445099
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05806984752416611,
|
||
|
"m": 0.9062795639038086
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06951278448104858,
|
||
|
"m": 0.7865361571311951
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07431643456220627,
|
||
|
"m": 0.7943964600563049
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06814213842153549,
|
||
|
"m": 0.9949296116828918
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07281307131052017,
|
||
|
"m": 0.7648202776908875
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0807313546538353,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08878014981746674,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0579630509018898,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 75,
|
||
|
"train_loss": 1.0278170108795166,
|
||
|
"val_loss": 0.8299999833106995,
|
||
|
"acc": 69.98,
|
||
|
"time": 279.54511909000576,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08025888353586197,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07109174877405167,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06583063304424286,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08075768500566483,
|
||
|
"m": 0.8577359318733215
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08371035009622574,
|
||
|
"m": 0.1382683664560318
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07070809602737427,
|
||
|
"m": 0.24458307027816772
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0738012045621872,
|
||
|
"m": 0.8916545510292053
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05073520541191101,
|
||
|
"m": 0.7810287475585938
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06593441218137741,
|
||
|
"m": 0.7712093591690063
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07207943499088287,
|
||
|
"m": 0.9938824772834778
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09810837358236313,
|
||
|
"m": 0.9471479058265686
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08009092509746552,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05192604660987854,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0549669973552227,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 76,
|
||
|
"train_loss": 0.972991943359375,
|
||
|
"val_loss": 0.9518085718154907,
|
||
|
"acc": 71.09,
|
||
|
"time": 297.1190289540682,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08804541826248169,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04400895908474922,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06827632337808609,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08801331371068954,
|
||
|
"m": 0.8186274170875549
|
||
|
},
|
||
|
{
|
||
|
"p": 0.088038370013237,
|
||
|
"m": 0.22382549941539764
|
||
|
},
|
||
|
{
|
||
|
"p": 0.056141678243875504,
|
||
|
"m": 0.13846957683563232
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07441443204879761,
|
||
|
"m": 0.9223704934120178
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08845489472150803,
|
||
|
"m": 0.8209052681922913
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0575217567384243,
|
||
|
"m": 0.7871968150138855
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06590323150157928,
|
||
|
"m": 0.9940983057022095
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07561273127794266,
|
||
|
"m": 0.9943909645080566
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05862573906779289,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08077035844326019,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06617279350757599,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 77,
|
||
|
"train_loss": 1.238929271697998,
|
||
|
"val_loss": 1.034197449684143,
|
||
|
"acc": 70.15,
|
||
|
"time": 290.17667142499704,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07683803141117096,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.049679841846227646,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10675858706235886,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07624449580907822,
|
||
|
"m": 0.8275007605552673
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08837422728538513,
|
||
|
"m": 0.19242751598358154
|
||
|
},
|
||
|
{
|
||
|
"p": 0.036040641367435455,
|
||
|
"m": 0.10796865820884705
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09225448966026306,
|
||
|
"m": 0.8589604496955872
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07663584500551224,
|
||
|
"m": 0.8704773783683777
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08223352581262589,
|
||
|
"m": 0.8877338767051697
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04667568951845169,
|
||
|
"m": 0.9587041139602661
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06734136492013931,
|
||
|
"m": 0.8463742136955261
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07436604052782059,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07379087805747986,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.052766334265470505,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 78,
|
||
|
"train_loss": 1.0872646570205688,
|
||
|
"val_loss": 0.8081241250038147,
|
||
|
"acc": 70.13,
|
||
|
"time": 285.8696187020978,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.06619012355804443,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.053198687732219696,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07549182325601578,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06009736284613609,
|
||
|
"m": 0.8240209817886353
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08369442075490952,
|
||
|
"m": 0.27377551794052124
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08075375109910965,
|
||
|
"m": 0.15704870223999023
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07978030294179916,
|
||
|
"m": 0.9723612666130066
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06786158680915833,
|
||
|
"m": 0.9665247201919556
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08194687217473984,
|
||
|
"m": 0.9924011826515198
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06779018044471741,
|
||
|
"m": 0.9546079635620117
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07676234841346741,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07094354927539825,
|
||
|
"m": 0.9620044231414795
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07953283190727234,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0559561513364315,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 79,
|
||
|
"train_loss": 1.192298412322998,
|
||
|
"val_loss": 0.9626246094703674,
|
||
|
"acc": 69.83,
|
||
|
"time": 286.4430538120214,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08781958371400833,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.057647641748189926,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0998416393995285,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0843084305524826,
|
||
|
"m": 0.7903916835784912
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07282897084951401,
|
||
|
"m": 0.33611351251602173
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06840799748897552,
|
||
|
"m": 0.20929460227489471
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0875215232372284,
|
||
|
"m": 0.9075344204902649
|
||
|
},
|
||
|
{
|
||
|
"p": 0.057673629373311996,
|
||
|
"m": 0.8358614444732666
|
||
|
},
|
||
|
{
|
||
|
"p": 0.062218766659498215,
|
||
|
"m": 0.919865071773529
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07025168091058731,
|
||
|
"m": 0.9961410760879517
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08285511285066605,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08849874138832092,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.053189948201179504,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02693640999495983,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 80,
|
||
|
"train_loss": 1.1798092126846313,
|
||
|
"val_loss": 0.9040991067886353,
|
||
|
"acc": 70.61,
|
||
|
"time": 317.15042593399994,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0732833668589592,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.056779101490974426,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08764901012182236,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07652608305215836,
|
||
|
"m": 0.8900108933448792
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0773749127984047,
|
||
|
"m": 0.17404691874980927
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05820808559656143,
|
||
|
"m": 0.14333193004131317
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06751922518014908,
|
||
|
"m": 0.8591324687004089
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06345134228467941,
|
||
|
"m": 0.893030047416687
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09676825255155563,
|
||
|
"m": 0.9312132596969604
|
||
|
},
|
||
|
{
|
||
|
"p": 0.055576737970113754,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0747423991560936,
|
||
|
"m": 0.9392011165618896
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09747453778982162,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05507655441761017,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05957038328051567,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 81,
|
||
|
"train_loss": 0.7655909061431885,
|
||
|
"val_loss": 0.9977878332138062,
|
||
|
"acc": 70.86,
|
||
|
"time": 282.82759653695393,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07764575630426407,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0640326738357544,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0825376808643341,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08961886167526245,
|
||
|
"m": 0.7750360369682312
|
||
|
},
|
||
|
{
|
||
|
"p": 0.061817001551389694,
|
||
|
"m": 0.15784494578838348
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06965439021587372,
|
||
|
"m": 0.15127606689929962
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0643826574087143,
|
||
|
"m": 0.8201249837875366
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06698213517665863,
|
||
|
"m": 0.8752959966659546
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0552792102098465,
|
||
|
"m": 0.987110435962677
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07305483520030975,
|
||
|
"m": 0.9995633363723755
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0737668126821518,
|
||
|
"m": 0.9595308899879456
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07631004601716995,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09226065874099731,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05265728384256363,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 82,
|
||
|
"train_loss": 1.0348923206329346,
|
||
|
"val_loss": 0.7206810116767883,
|
||
|
"acc": 70.49,
|
||
|
"time": 274.39482797891833,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07741416990756989,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05125150829553604,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09337589144706726,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08013661205768585,
|
||
|
"m": 0.7490102648735046
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08262574672698975,
|
||
|
"m": 0.27611279487609863
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06591568887233734,
|
||
|
"m": 0.1368962526321411
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0759442076086998,
|
||
|
"m": 0.9756304621696472
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07233479619026184,
|
||
|
"m": 0.8867648243904114
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07425538450479507,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07161812484264374,
|
||
|
"m": 0.998576283454895
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04240414500236511,
|
||
|
"m": 0.9187517166137695
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09400978684425354,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05833326652646065,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06038063019514084,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 83,
|
||
|
"train_loss": 1.315597653388977,
|
||
|
"val_loss": 0.7488979697227478,
|
||
|
"acc": 71.2,
|
||
|
"time": 306.1561039170483,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08969143778085709,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.058627039194107056,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08641304820775986,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06933087110519409,
|
||
|
"m": 0.8979402184486389
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05686876177787781,
|
||
|
"m": 0.2903698682785034
|
||
|
},
|
||
|
{
|
||
|
"p": 0.062336515635252,
|
||
|
"m": 0.23227402567863464
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06998041272163391,
|
||
|
"m": 0.9982555508613586
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0553581677377224,
|
||
|
"m": 0.9137819409370422
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0677681714296341,
|
||
|
"m": 0.9816847443580627
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08743717521429062,
|
||
|
"m": 0.9644269347190857
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07530955970287323,
|
||
|
"m": 0.8727746605873108
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08956333249807358,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06810960173606873,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06320597976446152,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 84,
|
||
|
"train_loss": 1.2962925434112549,
|
||
|
"val_loss": 1.0296061038970947,
|
||
|
"acc": 70.16,
|
||
|
"time": 295.18894190108404,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09730225056409836,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06427464634180069,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10028515756130219,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06191285327076912,
|
||
|
"m": 0.7962501049041748
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0836697518825531,
|
||
|
"m": 0.25820478796958923
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07310836017131805,
|
||
|
"m": 0.34370389580726624
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0772285982966423,
|
||
|
"m": 0.9896155595779419
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06909807026386261,
|
||
|
"m": 0.863861620426178
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06910743564367294,
|
||
|
"m": 0.973048210144043
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06816119700670242,
|
||
|
"m": 0.9929883480072021
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05146943777799606,
|
||
|
"m": 0.9722636342048645
|
||
|
},
|
||
|
{
|
||
|
"p": 0.055135421454906464,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08926111459732056,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.039985768496990204,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 85,
|
||
|
"train_loss": 0.9952550530433655,
|
||
|
"val_loss": 0.8552349209785461,
|
||
|
"acc": 70.34,
|
||
|
"time": 285.0520699210465,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10677260905504227,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05326142907142639,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08651791512966156,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.021989405155181885,
|
||
|
"m": 0.7338499426841736
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0720367580652237,
|
||
|
"m": 0.2645692229270935
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06106436997652054,
|
||
|
"m": 0.27955615520477295
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08460822701454163,
|
||
|
"m": 0.9446952939033508
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0878468006849289,
|
||
|
"m": 0.7993628978729248
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05898876488208771,
|
||
|
"m": 0.8950870037078857
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08162277191877365,
|
||
|
"m": 0.9950072765350342
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06202906742691994,
|
||
|
"m": 0.9377238750457764
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11131275445222855,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05860642343759537,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.053342659026384354,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 86,
|
||
|
"train_loss": 0.9089294075965881,
|
||
|
"val_loss": 0.9870509505271912,
|
||
|
"acc": 70.68,
|
||
|
"time": 312.6697942679748,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07750559598207474,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04485445097088814,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09123813360929489,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04985519498586655,
|
||
|
"m": 0.7512266635894775
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06672658026218414,
|
||
|
"m": 0.23053812980651855
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06508506834506989,
|
||
|
"m": 0.26254168152809143
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10396946221590042,
|
||
|
"m": 0.999605655670166
|
||
|
},
|
||
|
{
|
||
|
"p": 0.061354462057352066,
|
||
|
"m": 0.8042108416557312
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06724050641059875,
|
||
|
"m": 0.985116720199585
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0718277096748352,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09013806283473969,
|
||
|
"m": 0.9349076151847839
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06639570742845535,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07539958506822586,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0684095099568367,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 87,
|
||
|
"train_loss": 1.24330472946167,
|
||
|
"val_loss": 0.8648011684417725,
|
||
|
"acc": 70.79,
|
||
|
"time": 279.02725421008654,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11082234233617783,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05587048828601837,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10071918368339539,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.052326954901218414,
|
||
|
"m": 0.7024943232536316
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07435047626495361,
|
||
|
"m": 0.32946616411209106
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0849842056632042,
|
||
|
"m": 0.2341938465833664
|
||
|
},
|
||
|
{
|
||
|
"p": 0.052123527973890305,
|
||
|
"m": 0.9772707223892212
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06311184167861938,
|
||
|
"m": 0.7687006592750549
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08668970316648483,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05470903217792511,
|
||
|
"m": 0.960466206073761
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08091051131486893,
|
||
|
"m": 0.931318461894989
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06902556121349335,
|
||
|
"m": 0.999839723110199
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07129888981580734,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04305722564458847,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 88,
|
||
|
"train_loss": 1.2106313705444336,
|
||
|
"val_loss": 0.944120466709137,
|
||
|
"acc": 71.28,
|
||
|
"time": 284.29705040401313,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08409907668828964,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.038175150752067566,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09970197081565857,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.050942808389663696,
|
||
|
"m": 0.7630971670150757
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06588506698608398,
|
||
|
"m": 0.36285343766212463
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05380841717123985,
|
||
|
"m": 0.4022808372974396
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08480256050825119,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08563646674156189,
|
||
|
"m": 0.8115114569664001
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08908245712518692,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07127878069877625,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07376128435134888,
|
||
|
"m": 0.9752801060676575
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08709876239299774,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06764267385005951,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.048084475100040436,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 89,
|
||
|
"train_loss": 1.3896830081939697,
|
||
|
"val_loss": 0.8488197326660156,
|
||
|
"acc": 71.22,
|
||
|
"time": 292.2463554489659,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07445260882377625,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03698299452662468,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08775702118873596,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07921203970909119,
|
||
|
"m": 0.9046158194541931
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07323114573955536,
|
||
|
"m": 0.23409567773342133
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07825746387243271,
|
||
|
"m": 0.5707043409347534
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0616871640086174,
|
||
|
"m": 0.9980437755584717
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07802557945251465,
|
||
|
"m": 0.9006364345550537
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05764561891555786,
|
||
|
"m": 0.9979729652404785
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08846188336610794,
|
||
|
"m": 0.920052707195282
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06564536690711975,
|
||
|
"m": 0.9442906975746155
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07626662403345108,
|
||
|
"m": 0.9996196031570435
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09288591891527176,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.049488671123981476,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 90,
|
||
|
"train_loss": 1.1725587844848633,
|
||
|
"val_loss": 0.8407610058784485,
|
||
|
"acc": 70.67,
|
||
|
"time": 287.3728760610102,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07474078238010406,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04726250097155571,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1115022525191307,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07495459169149399,
|
||
|
"m": 0.8620088696479797
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06957508623600006,
|
||
|
"m": 0.32853615283966064
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05070418491959572,
|
||
|
"m": 0.5807934403419495
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06794597208499908,
|
||
|
"m": 0.9922767281532288
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06586483865976334,
|
||
|
"m": 0.7651506662368774
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0837404653429985,
|
||
|
"m": 0.9611319303512573
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07316634058952332,
|
||
|
"m": 0.8709847331047058
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07115759700536728,
|
||
|
"m": 0.9950027465820312
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08639560639858246,
|
||
|
"m": 0.9988316893577576
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08125562220811844,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.041734181344509125,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 91,
|
||
|
"train_loss": 1.3575280904769897,
|
||
|
"val_loss": 0.917668879032135,
|
||
|
"acc": 71.42,
|
||
|
"time": 277.74042117001954,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07107361406087875,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05812335014343262,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08812585473060608,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07392045110464096,
|
||
|
"m": 0.8915935754776001
|
||
|
},
|
||
|
{
|
||
|
"p": 0.061929382383823395,
|
||
|
"m": 0.4101361930370331
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06413114815950394,
|
||
|
"m": 0.5327252745628357
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08499887585639954,
|
||
|
"m": 0.9072505235671997
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0742357075214386,
|
||
|
"m": 0.8215174674987793
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06113140657544136,
|
||
|
"m": 0.9095860719680786
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07074461132287979,
|
||
|
"m": 0.9679427146911621
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05649410933256149,
|
||
|
"m": 0.9551316499710083
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08974147588014603,
|
||
|
"m": 0.9969100952148438
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0867900624871254,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05856003239750862,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 92,
|
||
|
"train_loss": 1.6039092540740967,
|
||
|
"val_loss": 0.9941583275794983,
|
||
|
"acc": 70.87,
|
||
|
"time": 289.78127780999057,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07158348709344864,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.046647537499666214,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09515838325023651,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09355916827917099,
|
||
|
"m": 0.7334299087524414
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06843236088752747,
|
||
|
"m": 0.41295385360717773
|
||
|
},
|
||
|
{
|
||
|
"p": 0.055223871022462845,
|
||
|
"m": 0.5744993686676025
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06802339851856232,
|
||
|
"m": 0.8814181685447693
|
||
|
},
|
||
|
{
|
||
|
"p": 0.062316447496414185,
|
||
|
"m": 0.7334014773368835
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07203473150730133,
|
||
|
"m": 0.8217500448226929
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06658047437667847,
|
||
|
"m": 0.9989190101623535
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08675234764814377,
|
||
|
"m": 0.9250887036323547
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08329847455024719,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07611454278230667,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05427464470267296,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 93,
|
||
|
"train_loss": 1.1908482313156128,
|
||
|
"val_loss": 0.8347344398498535,
|
||
|
"acc": 70.34,
|
||
|
"time": 289.83903876598924,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08353669196367264,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.051735103130340576,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09939848631620407,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07889263331890106,
|
||
|
"m": 0.7129756212234497
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05782460421323776,
|
||
|
"m": 0.35941746830940247
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07446663081645966,
|
||
|
"m": 0.6230865716934204
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07205124944448471,
|
||
|
"m": 0.8161593079566956
|
||
|
},
|
||
|
{
|
||
|
"p": 0.055969901382923126,
|
||
|
"m": 0.7404952645301819
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06581970304250717,
|
||
|
"m": 0.8295985460281372
|
||
|
},
|
||
|
{
|
||
|
"p": 0.057313933968544006,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06796079874038696,
|
||
|
"m": 0.887668251991272
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06121647730469704,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1038450300693512,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06996876746416092,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 94,
|
||
|
"train_loss": 1.4883828163146973,
|
||
|
"val_loss": 0.9253369569778442,
|
||
|
"acc": 70.97,
|
||
|
"time": 279.9868608029792,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09234488755464554,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05307118222117424,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.097807876765728,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05792846903204918,
|
||
|
"m": 0.7265766859054565
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07304190844297409,
|
||
|
"m": 0.3636741042137146
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05645056441426277,
|
||
|
"m": 0.6613423228263855
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05295607075095177,
|
||
|
"m": 0.8888629674911499
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05528973415493965,
|
||
|
"m": 0.7894902229309082
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09464221447706223,
|
||
|
"m": 0.8656975030899048
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07314906269311905,
|
||
|
"m": 0.9996504187583923
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07001614570617676,
|
||
|
"m": 0.9270778894424438
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10140146315097809,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0857008844614029,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03619949519634247,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 95,
|
||
|
"train_loss": 1.0935194492340088,
|
||
|
"val_loss": 1.0257360935211182,
|
||
|
"acc": 71.92,
|
||
|
"time": 269.7211123290472,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07001569867134094,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05644368380308151,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0855642557144165,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07441740483045578,
|
||
|
"m": 0.626861035823822
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07519644498825073,
|
||
|
"m": 0.34018972516059875
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04995839670300484,
|
||
|
"m": 0.6212033033370972
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09679019451141357,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08740300685167313,
|
||
|
"m": 0.9091005325317383
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07673507928848267,
|
||
|
"m": 0.9112736582756042
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08060090988874435,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07894694805145264,
|
||
|
"m": 0.9425630569458008
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06786338239908218,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06252358853816986,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03754105418920517,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 96,
|
||
|
"train_loss": 1.3405442237854004,
|
||
|
"val_loss": 0.8976059556007385,
|
||
|
"acc": 71.57,
|
||
|
"time": 288.45754782902077,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.06371825188398361,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02574164979159832,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11333071440458298,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08020763844251633,
|
||
|
"m": 0.5974526405334473
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07690869271755219,
|
||
|
"m": 0.42036473751068115
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07392895966768265,
|
||
|
"m": 0.7165736556053162
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07270406186580658,
|
||
|
"m": 0.9864484667778015
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08527534455060959,
|
||
|
"m": 0.9335447549819946
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07785322517156601,
|
||
|
"m": 0.9367923736572266
|
||
|
},
|
||
|
{
|
||
|
"p": 0.047538865357637405,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07897806167602539,
|
||
|
"m": 0.9914018511772156
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0784614235162735,
|
||
|
"m": 0.999987006187439
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05943945422768593,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06591354310512543,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 97,
|
||
|
"train_loss": 1.0768566131591797,
|
||
|
"val_loss": 0.7291894555091858,
|
||
|
"acc": 71.75,
|
||
|
"time": 279.2168505510781,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0813743993639946,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027069177478551865,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08444346487522125,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0542437769472599,
|
||
|
"m": 0.7525995373725891
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06542399525642395,
|
||
|
"m": 0.44272491335868835
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08274727314710617,
|
||
|
"m": 0.6735789775848389
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08530207723379135,
|
||
|
"m": 0.9655272364616394
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08421405404806137,
|
||
|
"m": 0.9171183705329895
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05958176404237747,
|
||
|
"m": 0.8353575468063354
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06888724118471146,
|
||
|
"m": 0.989814817905426
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08117305487394333,
|
||
|
"m": 0.8937007784843445
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0824759304523468,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08604903519153595,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.057014793157577515,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 98,
|
||
|
"train_loss": 1.0165408849716187,
|
||
|
"val_loss": 0.8218353986740112,
|
||
|
"acc": 71.31,
|
||
|
"time": 285.3568670330569,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.06686797738075256,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06976507604122162,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0864967480301857,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06266887485980988,
|
||
|
"m": 0.6368137001991272
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04610750824213028,
|
||
|
"m": 0.41941800713539124
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06348056346178055,
|
||
|
"m": 0.7169691324234009
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09271050244569778,
|
||
|
"m": 0.9885852932929993
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0679539144039154,
|
||
|
"m": 0.8484189510345459
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08525396138429642,
|
||
|
"m": 0.9947839975357056
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08173919469118118,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0842340886592865,
|
||
|
"m": 0.8924338221549988
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09314482659101486,
|
||
|
"m": 0.9910882711410522
|
||
|
},
|
||
|
{
|
||
|
"p": 0.050475019961595535,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04910168796777725,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 99,
|
||
|
"train_loss": 1.1935614347457886,
|
||
|
"val_loss": 1.0856318473815918,
|
||
|
"acc": 71.26,
|
||
|
"time": 282.4686998670222,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.064811572432518,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06099314987659454,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10518157482147217,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.057016611099243164,
|
||
|
"m": 0.6493058800697327
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05411544442176819,
|
||
|
"m": 0.3619253635406494
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06750224530696869,
|
||
|
"m": 0.7792194485664368
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08862472325563431,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06315924227237701,
|
||
|
"m": 0.8838570713996887
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0954907089471817,
|
||
|
"m": 0.9221110939979553
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08489023894071579,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08037416636943817,
|
||
|
"m": 0.8838553428649902
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06019540876150131,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.059189558029174805,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05845526233315468,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 100,
|
||
|
"train_loss": 1.3434960842132568,
|
||
|
"val_loss": 0.8265709280967712,
|
||
|
"acc": 70.93,
|
||
|
"time": 291.44005356996786,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11196815967559814,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06388697773218155,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09099989384412766,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07444608211517334,
|
||
|
"m": 0.7603991627693176
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0727519690990448,
|
||
|
"m": 0.362077921628952
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06956541538238525,
|
||
|
"m": 0.8654187321662903
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08376406878232956,
|
||
|
"m": 0.9610143303871155
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08935084193944931,
|
||
|
"m": 0.8284288048744202
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03507549688220024,
|
||
|
"m": 0.9714112281799316
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07005981355905533,
|
||
|
"m": 0.9963603615760803
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06233246251940727,
|
||
|
"m": 0.9935935139656067
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07507611811161041,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.049845095723867416,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05087756738066673,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 101,
|
||
|
"train_loss": 1.2266794443130493,
|
||
|
"val_loss": 0.8600887656211853,
|
||
|
"acc": 71.65,
|
||
|
"time": 315.5455976680387,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08975527435541153,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04226537421345711,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09262342751026154,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07675523310899734,
|
||
|
"m": 0.8066378235816956
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07376507669687271,
|
||
|
"m": 0.3742661476135254
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05712110549211502,
|
||
|
"m": 0.8377683758735657
|
||
|
},
|
||
|
{
|
||
|
"p": 0.059188585728406906,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09020548313856125,
|
||
|
"m": 0.761106550693512
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08500295877456665,
|
||
|
"m": 0.9891275763511658
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05224965512752533,
|
||
|
"m": 0.9985458850860596
|
||
|
},
|
||
|
{
|
||
|
"p": 0.026913771405816078,
|
||
|
"m": 0.9838017225265503
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10883595794439316,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07937033474445343,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06594774127006531,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 102,
|
||
|
"train_loss": 1.2571868896484375,
|
||
|
"val_loss": 0.7904091477394104,
|
||
|
"acc": 71.88,
|
||
|
"time": 274.8957966280868,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07576592266559601,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06517663598060608,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07975545525550842,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0674624964594841,
|
||
|
"m": 0.7560459971427917
|
||
|
},
|
||
|
{
|
||
|
"p": 0.068813256919384,
|
||
|
"m": 0.3204032778739929
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04891005903482437,
|
||
|
"m": 0.9305791258811951
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0724472776055336,
|
||
|
"m": 0.9217088222503662
|
||
|
},
|
||
|
{
|
||
|
"p": 0.060321878641843796,
|
||
|
"m": 0.8615241050720215
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07725086063146591,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05394105613231659,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.066782645881176,
|
||
|
"m": 0.9882379770278931
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09540573507547379,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09319322556257248,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07477345317602158,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 103,
|
||
|
"train_loss": 1.2308176755905151,
|
||
|
"val_loss": 0.8573954105377197,
|
||
|
"acc": 71.06,
|
||
|
"time": 291.41641181195155,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10453350096940994,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.031624309718608856,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07945433259010315,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06000248342752457,
|
||
|
"m": 0.7728896141052246
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06579706072807312,
|
||
|
"m": 0.4768477976322174
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06218087300658226,
|
||
|
"m": 0.9156072735786438
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07725805044174194,
|
||
|
"m": 0.9708329439163208
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07262332737445831,
|
||
|
"m": 0.9217897653579712
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08202903717756271,
|
||
|
"m": 0.9551510214805603
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07508185505867004,
|
||
|
"m": 0.9401110410690308
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05997361242771149,
|
||
|
"m": 0.9953396320343018
|
||
|
},
|
||
|
{
|
||
|
"p": 0.077231265604496,
|
||
|
"m": 0.9984111785888672
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09182580560445786,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06038443744182587,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 104,
|
||
|
"train_loss": 1.438858151435852,
|
||
|
"val_loss": 0.759255051612854,
|
||
|
"acc": 71.86,
|
||
|
"time": 299.53920483205,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08754381537437439,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.051334451884031296,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08033834397792816,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.046002019196748734,
|
||
|
"m": 0.8201172947883606
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07923997193574905,
|
||
|
"m": 0.5792804956436157
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06135959178209305,
|
||
|
"m": 0.8555969595909119
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06911370903253555,
|
||
|
"m": 0.8857930302619934
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09243538230657578,
|
||
|
"m": 0.841999351978302
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06038655340671539,
|
||
|
"m": 0.9304853081703186
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07544653862714767,
|
||
|
"m": 0.9998947381973267
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08377084136009216,
|
||
|
"m": 0.9876582026481628
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08207675814628601,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07223622500896454,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05871574580669403,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 105,
|
||
|
"train_loss": 1.3366769552230835,
|
||
|
"val_loss": 0.7670271992683411,
|
||
|
"acc": 72.17,
|
||
|
"time": 280.6139100359287,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08558961004018784,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0553329773247242,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.097418874502182,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07420459389686584,
|
||
|
"m": 0.7505147457122803
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05474941432476044,
|
||
|
"m": 0.5671788454055786
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05277567356824875,
|
||
|
"m": 0.8569656014442444
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07152746617794037,
|
||
|
"m": 0.8803399205207825
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04151376336812973,
|
||
|
"m": 0.825989842414856
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09839684516191483,
|
||
|
"m": 0.9858978986740112
|
||
|
},
|
||
|
{
|
||
|
"p": 0.051167529076337814,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0648183822631836,
|
||
|
"m": 0.9914435744285583
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09369640052318573,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09486047923564911,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06394793838262558,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 106,
|
||
|
"train_loss": 1.1327507495880127,
|
||
|
"val_loss": 0.9144619107246399,
|
||
|
"acc": 70.89,
|
||
|
"time": 295.0160982660018,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08700741827487946,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.057799000293016434,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09560317546129227,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03921613469719887,
|
||
|
"m": 0.6834545135498047
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04496951773762703,
|
||
|
"m": 0.6025893092155457
|
||
|
},
|
||
|
{
|
||
|
"p": 0.056909479200839996,
|
||
|
"m": 0.859204888343811
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08582798391580582,
|
||
|
"m": 0.8175368905067444
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0899815559387207,
|
||
|
"m": 0.9045038223266602
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1036650612950325,
|
||
|
"m": 0.989955723285675
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06374514102935791,
|
||
|
"m": 0.9371477365493774
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06327495723962784,
|
||
|
"m": 0.9591661095619202
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07349316030740738,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07212159782648087,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06638579815626144,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 107,
|
||
|
"train_loss": 1.3018687963485718,
|
||
|
"val_loss": 0.7762076258659363,
|
||
|
"acc": 71.73,
|
||
|
"time": 294.18886917596683,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08315543085336685,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0470263808965683,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09106457978487015,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07686928659677505,
|
||
|
"m": 0.6673159599304199
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08984082192182541,
|
||
|
"m": 0.5170825123786926
|
||
|
},
|
||
|
{
|
||
|
"p": 0.052697647362947464,
|
||
|
"m": 0.7823765873908997
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06380462646484375,
|
||
|
"m": 0.8408342003822327
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07430821657180786,
|
||
|
"m": 0.8622633218765259
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08129048347473145,
|
||
|
"m": 0.990240752696991
|
||
|
},
|
||
|
{
|
||
|
"p": 0.051454078406095505,
|
||
|
"m": 0.9154266119003296
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08346357941627502,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08236842602491379,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0979304313659668,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.024726059287786484,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 108,
|
||
|
"train_loss": 1.3036956787109375,
|
||
|
"val_loss": 0.8333979845046997,
|
||
|
"acc": 72.08,
|
||
|
"time": 294.320147247985,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09085622429847717,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.051152367144823074,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09974929690361023,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06675227731466293,
|
||
|
"m": 0.6879311203956604
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07261448353528976,
|
||
|
"m": 0.5677585601806641
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04749719798564911,
|
||
|
"m": 0.6285511255264282
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05827956274151802,
|
||
|
"m": 0.9501479864120483
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07252276688814163,
|
||
|
"m": 0.8188243508338928
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06640232354402542,
|
||
|
"m": 0.8366114497184753
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07799998670816422,
|
||
|
"m": 0.8097600936889648
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05422142148017883,
|
||
|
"m": 0.9057626724243164
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0946618989109993,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08206861466169357,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06522157043218613,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 109,
|
||
|
"train_loss": 1.5063624382019043,
|
||
|
"val_loss": 0.8791177868843079,
|
||
|
"acc": 71.38,
|
||
|
"time": 289.65866867406294,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0767577663064003,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.018769623711705208,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08087307959794998,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07561483234167099,
|
||
|
"m": 0.6389349699020386
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08399307727813721,
|
||
|
"m": 0.4813140034675598
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06625576317310333,
|
||
|
"m": 0.4709165394306183
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06979209929704666,
|
||
|
"m": 0.9997385740280151
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09437473118305206,
|
||
|
"m": 0.8352154493331909
|
||
|
},
|
||
|
{
|
||
|
"p": 0.044386789202690125,
|
||
|
"m": 0.8567088842391968
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08570437133312225,
|
||
|
"m": 0.7352578043937683
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0888337790966034,
|
||
|
"m": 0.9287555813789368
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07232329249382019,
|
||
|
"m": 0.9983944296836853
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0865807831287384,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05574004352092743,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 110,
|
||
|
"train_loss": 1.1098895072937012,
|
||
|
"val_loss": 0.7701327204704285,
|
||
|
"acc": 71.36,
|
||
|
"time": 274.60673452401534,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.06503298133611679,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04379436373710632,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09774700552225113,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05827166512608528,
|
||
|
"m": 0.7277570366859436
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07335500419139862,
|
||
|
"m": 0.3011530935764313
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09512532502412796,
|
||
|
"m": 0.5383406281471252
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08978664875030518,
|
||
|
"m": 0.925824761390686
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0907292440533638,
|
||
|
"m": 0.8951482772827148
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0633353516459465,
|
||
|
"m": 0.8893060684204102
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07019058614969254,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07632514089345932,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04688383266329765,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08891883492469788,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.040504131466150284,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 111,
|
||
|
"train_loss": 0.9494893550872803,
|
||
|
"val_loss": 0.8369948863983154,
|
||
|
"acc": 71.16,
|
||
|
"time": 278.821952217957,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09180429577827454,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03891932964324951,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09091050177812576,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0778580904006958,
|
||
|
"m": 0.7458916306495667
|
||
|
},
|
||
|
{
|
||
|
"p": 0.077153280377388,
|
||
|
"m": 0.31707021594047546
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0770329087972641,
|
||
|
"m": 0.4366459548473358
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08647292852401733,
|
||
|
"m": 0.9835526943206787
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0911928340792656,
|
||
|
"m": 0.9976736903190613
|
||
|
},
|
||
|
{
|
||
|
"p": 0.057508520781993866,
|
||
|
"m": 0.7858303189277649
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06067679822444916,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05808870121836662,
|
||
|
"m": 0.9058436751365662
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05602748319506645,
|
||
|
"m": 0.9961090087890625
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07334648817777634,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06300792843103409,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 112,
|
||
|
"train_loss": 1.3445184230804443,
|
||
|
"val_loss": 0.856770932674408,
|
||
|
"acc": 70.71,
|
||
|
"time": 266.45147170394193,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08947297930717468,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0486132837831974,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07970298081636429,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07468664646148682,
|
||
|
"m": 0.7847404479980469
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05709211528301239,
|
||
|
"m": 0.2442055642604828
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06446976214647293,
|
||
|
"m": 0.44389772415161133
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07286955416202545,
|
||
|
"m": 0.9290187358856201
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08309280872344971,
|
||
|
"m": 0.9599925875663757
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0742783397436142,
|
||
|
"m": 0.8047226071357727
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04832115396857262,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07610225677490234,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10024314373731613,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08434595912694931,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04670902341604233,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 113,
|
||
|
"train_loss": 1.2138049602508545,
|
||
|
"val_loss": 0.9399555325508118,
|
||
|
"acc": 71.27,
|
||
|
"time": 288.5117856609868,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.06819311529397964,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.039700258523225784,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11133966594934464,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06206159666180611,
|
||
|
"m": 0.8402500748634338
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07281731069087982,
|
||
|
"m": 0.17050284147262573
|
||
|
},
|
||
|
{
|
||
|
"p": 0.060007594525814056,
|
||
|
"m": 0.49889039993286133
|
||
|
},
|
||
|
{
|
||
|
"p": 0.058563705533742905,
|
||
|
"m": 0.8938362002372742
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06200685352087021,
|
||
|
"m": 0.9074701070785522
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06480799615383148,
|
||
|
"m": 0.8166796565055847
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07408317178487778,
|
||
|
"m": 0.9490106105804443
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07952302694320679,
|
||
|
"m": 0.8433873057365417
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07866502553224564,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08880330622196198,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0794273391366005,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 114,
|
||
|
"train_loss": 1.1015270948410034,
|
||
|
"val_loss": 0.8652157187461853,
|
||
|
"acc": 71.7,
|
||
|
"time": 297.27941764402203,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.057549867779016495,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05558357015252113,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08121327310800552,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05675256624817848,
|
||
|
"m": 0.9432258009910583
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06254982948303223,
|
||
|
"m": 0.2509758472442627
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10051237046718597,
|
||
|
"m": 0.44949591159820557
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0670604258775711,
|
||
|
"m": 0.9693402051925659
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08100923895835876,
|
||
|
"m": 0.904025673866272
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07822174578905106,
|
||
|
"m": 0.6782904267311096
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0697886049747467,
|
||
|
"m": 0.957987904548645
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06273659318685532,
|
||
|
"m": 0.9128201603889465
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06708088517189026,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08494886755943298,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07499221712350845,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 115,
|
||
|
"train_loss": 1.104278802871704,
|
||
|
"val_loss": 0.9667245149612427,
|
||
|
"acc": 72.0,
|
||
|
"time": 275.7175308590522,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08853888511657715,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03236808627843857,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08284380286931992,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08062379062175751,
|
||
|
"m": 0.8586976528167725
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05521806702017784,
|
||
|
"m": 0.28409039974212646
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05490100383758545,
|
||
|
"m": 0.42749476432800293
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05214894935488701,
|
||
|
"m": 0.989830493927002
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09887343645095825,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06737732887268066,
|
||
|
"m": 0.7723417282104492
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10005224496126175,
|
||
|
"m": 0.9931285381317139
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06401591747999191,
|
||
|
"m": 0.9243034720420837
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08668731153011322,
|
||
|
"m": 0.9860236644744873
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08123078942298889,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05512040853500366,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 116,
|
||
|
"train_loss": 1.5777223110198975,
|
||
|
"val_loss": 0.8792551159858704,
|
||
|
"acc": 71.28,
|
||
|
"time": 303.0929397729924,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10117772221565247,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.055762939155101776,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07526084035634995,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06042558327317238,
|
||
|
"m": 0.8675979375839233
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07382907718420029,
|
||
|
"m": 0.2023572474718094
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06264344602823257,
|
||
|
"m": 0.5135547518730164
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07800183445215225,
|
||
|
"m": 0.9886259436607361
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05977875739336014,
|
||
|
"m": 0.8857406973838806
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0975450873374939,
|
||
|
"m": 0.899033784866333
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05259307846426964,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08755476772785187,
|
||
|
"m": 0.9957546591758728
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06244110316038132,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07225731015205383,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06072832643985748,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 117,
|
||
|
"train_loss": 1.1224751472473145,
|
||
|
"val_loss": 0.8406418561935425,
|
||
|
"acc": 72.34,
|
||
|
"time": 293.7321538790129,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08084144443273544,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05839979276061058,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08344659954309464,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.055208247154951096,
|
||
|
"m": 0.7653168439865112
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08160015195608139,
|
||
|
"m": 0.2959376275539398
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05833178758621216,
|
||
|
"m": 0.4313057065010071
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07200399786233902,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07840536534786224,
|
||
|
"m": 0.9441227912902832
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09762126952409744,
|
||
|
"m": 0.9200206995010376
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06218598037958145,
|
||
|
"m": 0.9512869119644165
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08484482020139694,
|
||
|
"m": 0.9747735261917114
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04175298288464546,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09465242922306061,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05070515349507332,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 118,
|
||
|
"train_loss": 1.0909065008163452,
|
||
|
"val_loss": 0.8253136277198792,
|
||
|
"acc": 72.26,
|
||
|
"time": 281.3123909169808,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09359174221754074,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02456524595618248,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0680832490324974,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05155113339424133,
|
||
|
"m": 0.819438099861145
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05629841610789299,
|
||
|
"m": 0.2946833074092865
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10181602835655212,
|
||
|
"m": 0.5520944595336914
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04201347008347511,
|
||
|
"m": 0.9169612526893616
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08777865767478943,
|
||
|
"m": 0.9025982618331909
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08860708028078079,
|
||
|
"m": 0.8986983895301819
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06785237789154053,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09569177776575089,
|
||
|
"m": 0.8958034515380859
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0917864441871643,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0906541720032692,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03971024230122566,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 119,
|
||
|
"train_loss": 0.7840954661369324,
|
||
|
"val_loss": 0.8361477851867676,
|
||
|
"acc": 72.18,
|
||
|
"time": 294.9812702659983,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07079394161701202,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07557719945907593,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09587278962135315,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06881904602050781,
|
||
|
"m": 0.8691483736038208
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09693016856908798,
|
||
|
"m": 0.18947723507881165
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0605887770652771,
|
||
|
"m": 0.5204928517341614
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09008217602968216,
|
||
|
"m": 0.8079354763031006
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0642583966255188,
|
||
|
"m": 0.7923478484153748
|
||
|
},
|
||
|
{
|
||
|
"p": 0.051584914326667786,
|
||
|
"m": 0.9354941844940186
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06348978728055954,
|
||
|
"m": 0.9853041768074036
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06529057770967484,
|
||
|
"m": 0.9998990893363953
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06962678581476212,
|
||
|
"m": 0.9639549255371094
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0637710765004158,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06331433355808258,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 120,
|
||
|
"train_loss": 1.6599375009536743,
|
||
|
"val_loss": 0.8716691732406616,
|
||
|
"acc": 71.36,
|
||
|
"time": 296.4525994870346,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07400450110435486,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.053209088742733,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09556404501199722,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08418860286474228,
|
||
|
"m": 0.8318470120429993
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07379705458879471,
|
||
|
"m": 0.27425822615623474
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07925045490264893,
|
||
|
"m": 0.5011562705039978
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06058809161186218,
|
||
|
"m": 0.7839874625205994
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08575066924095154,
|
||
|
"m": 0.8895341753959656
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04941204935312271,
|
||
|
"m": 0.9580370783805847
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0779634341597557,
|
||
|
"m": 0.9617608189582825
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06069125607609749,
|
||
|
"m": 0.9298053979873657
|
||
|
},
|
||
|
{
|
||
|
"p": 0.078769750893116,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07262226939201355,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05418871343135834,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 121,
|
||
|
"train_loss": 0.9729943871498108,
|
||
|
"val_loss": 0.7777723073959351,
|
||
|
"acc": 70.92,
|
||
|
"time": 288.16057631990407,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08899317681789398,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0417337603867054,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09119213372468948,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06618089228868484,
|
||
|
"m": 0.8447896242141724
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07823088765144348,
|
||
|
"m": 0.20411701500415802
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05629344284534454,
|
||
|
"m": 0.3655189275741577
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05379573628306389,
|
||
|
"m": 0.8202456831932068
|
||
|
},
|
||
|
{
|
||
|
"p": 0.022035298869013786,
|
||
|
"m": 0.9266577959060669
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08511188626289368,
|
||
|
"m": 0.936332106590271
|
||
|
},
|
||
|
{
|
||
|
"p": 0.085944265127182,
|
||
|
"m": 0.9888730049133301
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06651768088340759,
|
||
|
"m": 0.9851465821266174
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07727880030870438,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10775075107812881,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07894127070903778,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 122,
|
||
|
"train_loss": 0.9558989405632019,
|
||
|
"val_loss": 0.8353138566017151,
|
||
|
"acc": 71.64,
|
||
|
"time": 281.7930778430309,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11395982652902603,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0650322437286377,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10989491641521454,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04768530651926994,
|
||
|
"m": 0.9418478608131409
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06618477404117584,
|
||
|
"m": 0.12971971929073334
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04025409743189812,
|
||
|
"m": 0.43425577878952026
|
||
|
},
|
||
|
{
|
||
|
"p": 0.039407674223184586,
|
||
|
"m": 0.8188060522079468
|
||
|
},
|
||
|
{
|
||
|
"p": 0.048822302371263504,
|
||
|
"m": 0.8508507609367371
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06570360064506531,
|
||
|
"m": 0.9373652935028076
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08071669936180115,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05134539678692818,
|
||
|
"m": 0.9409600496292114
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10668299347162247,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09974734485149384,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0645628273487091,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 123,
|
||
|
"train_loss": 0.9324013590812683,
|
||
|
"val_loss": 0.8066616058349609,
|
||
|
"acc": 72.18,
|
||
|
"time": 274.9003310800763,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09134519845247269,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05240534618496895,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09680750221014023,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.055336687713861465,
|
||
|
"m": 0.7464727163314819
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07629967480897903,
|
||
|
"m": 0.18325898051261902
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07641272246837616,
|
||
|
"m": 0.3722749352455139
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07837676256895065,
|
||
|
"m": 0.8617920875549316
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07776935398578644,
|
||
|
"m": 0.7785089612007141
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05890616774559021,
|
||
|
"m": 0.8811745047569275
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05475851893424988,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07600517570972443,
|
||
|
"m": 0.8384139537811279
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06713394820690155,
|
||
|
"m": 0.95811527967453
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06918272376060486,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06926017999649048,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 124,
|
||
|
"train_loss": 0.8312236666679382,
|
||
|
"val_loss": 0.8378042578697205,
|
||
|
"acc": 72.27,
|
||
|
"time": 302.42500322905835,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08376610279083252,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04219115525484085,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08221450448036194,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07631487399339676,
|
||
|
"m": 0.7778192162513733
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03672117367386818,
|
||
|
"m": 0.1491755247116089
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06909278780221939,
|
||
|
"m": 0.18082045018672943
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0701364055275917,
|
||
|
"m": 0.9626665115356445
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08504705876111984,
|
||
|
"m": 0.8320769667625427
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08127061277627945,
|
||
|
"m": 0.8994442820549011
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09321003407239914,
|
||
|
"m": 0.9269315004348755
|
||
|
},
|
||
|
{
|
||
|
"p": 0.051465634256601334,
|
||
|
"m": 0.9458265900611877
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07177641987800598,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09542503207921982,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06136821210384369,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 125,
|
||
|
"train_loss": 1.1151448488235474,
|
||
|
"val_loss": 0.9494817852973938,
|
||
|
"acc": 71.25,
|
||
|
"time": 284.75807422201615,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.061496440321207047,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08078832924365997,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0677051693201065,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06724497675895691,
|
||
|
"m": 0.7284412980079651
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04922887310385704,
|
||
|
"m": 0.11817263066768646
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07052301615476608,
|
||
|
"m": 0.21914741396903992
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07103398442268372,
|
||
|
"m": 0.8041905760765076
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07526204735040665,
|
||
|
"m": 0.858912467956543
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08053670078516006,
|
||
|
"m": 0.9145351648330688
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08575832098722458,
|
||
|
"m": 0.9835140109062195
|
||
|
},
|
||
|
{
|
||
|
"p": 0.052684228867292404,
|
||
|
"m": 0.952586829662323
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07094698399305344,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09103966504335403,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07575131952762604,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 126,
|
||
|
"train_loss": 1.1622741222381592,
|
||
|
"val_loss": 0.8995673656463623,
|
||
|
"acc": 70.57,
|
||
|
"time": 294.7076572650112,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08558543026447296,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07441883534193039,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06519974768161774,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0449284128844738,
|
||
|
"m": 0.8274946212768555
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08297193795442581,
|
||
|
"m": 0.2316305935382843
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06378931552171707,
|
||
|
"m": 0.19346292316913605
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0537017360329628,
|
||
|
"m": 0.8535609841346741
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09205850213766098,
|
||
|
"m": 0.911104679107666
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0639820545911789,
|
||
|
"m": 0.8219037055969238
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08153687417507172,
|
||
|
"m": 0.9447458386421204
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06269404292106628,
|
||
|
"m": 0.940422773361206
|
||
|
},
|
||
|
{
|
||
|
"p": 0.052954185754060745,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09951560944318771,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07666333019733429,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 127,
|
||
|
"train_loss": 0.7043957710266113,
|
||
|
"val_loss": 0.850744366645813,
|
||
|
"acc": 71.83,
|
||
|
"time": 283.61466097598895,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11061374098062515,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03300442174077034,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08433215320110321,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0785248875617981,
|
||
|
"m": 0.9426544308662415
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0762481614947319,
|
||
|
"m": 0.30630725622177124
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0678759515285492,
|
||
|
"m": 0.19212523102760315
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0555616058409214,
|
||
|
"m": 0.738804817199707
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07597798109054565,
|
||
|
"m": 0.8987102508544922
|
||
|
},
|
||
|
{
|
||
|
"p": 0.048194821923971176,
|
||
|
"m": 0.7964434027671814
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06491146981716156,
|
||
|
"m": 0.9611102938652039
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07593511790037155,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06265684962272644,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09827300906181335,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06788976490497589,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 128,
|
||
|
"train_loss": 0.8672285079956055,
|
||
|
"val_loss": 1.1281481981277466,
|
||
|
"acc": 71.55,
|
||
|
"time": 279.7598880879814,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0897798240184784,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03533007949590683,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08929196000099182,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04003620892763138,
|
||
|
"m": 0.842743992805481
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07848219573497772,
|
||
|
"m": 0.28594863414764404
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07871830463409424,
|
||
|
"m": 0.30107244849205017
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08609683811664581,
|
||
|
"m": 0.818962037563324
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08444709330797195,
|
||
|
"m": 0.9000113010406494
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0749833956360817,
|
||
|
"m": 0.8062539100646973
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07731195539236069,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07465413957834244,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06812501698732376,
|
||
|
"m": 0.9930717349052429
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06689521670341492,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05584780499339104,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 129,
|
||
|
"train_loss": 0.9942426085472107,
|
||
|
"val_loss": 0.7830568552017212,
|
||
|
"acc": 72.26,
|
||
|
"time": 288.1102438189555,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.06925542652606964,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08389265835285187,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07734059542417526,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07841010391712189,
|
||
|
"m": 0.9623644948005676
|
||
|
},
|
||
|
{
|
||
|
"p": 0.051703788340091705,
|
||
|
"m": 0.3338128328323364
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05538290739059448,
|
||
|
"m": 0.49615609645843506
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06015642732381821,
|
||
|
"m": 0.8397064805030823
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07729638367891312,
|
||
|
"m": 0.9445419907569885
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08240664750337601,
|
||
|
"m": 0.9290450215339661
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07113223522901535,
|
||
|
"m": 0.9907767176628113
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0810491293668747,
|
||
|
"m": 0.8994704484939575
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07273422926664352,
|
||
|
"m": 0.9951882362365723
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07480261474847794,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0644368976354599,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 130,
|
||
|
"train_loss": 1.1890453100204468,
|
||
|
"val_loss": 0.8831267356872559,
|
||
|
"acc": 72.21,
|
||
|
"time": 296.2596641649725,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0867280662059784,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0678492933511734,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0821249857544899,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.047908928245306015,
|
||
|
"m": 0.9733412265777588
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05991646274924278,
|
||
|
"m": 0.390557199716568
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07107038795948029,
|
||
|
"m": 0.461174339056015
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07145431637763977,
|
||
|
"m": 0.8443259000778198
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10477755218744278,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06043590232729912,
|
||
|
"m": 0.8970558643341064
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0649094507098198,
|
||
|
"m": 0.9233681559562683
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07092177867889404,
|
||
|
"m": 0.9877211451530457
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06511571258306503,
|
||
|
"m": 0.9692081212997437
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0745353177189827,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07225178927183151,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 131,
|
||
|
"train_loss": 1.055738925933838,
|
||
|
"val_loss": 0.7199180126190186,
|
||
|
"acc": 72.34,
|
||
|
"time": 274.91842182993423,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0893222913146019,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06333701312541962,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08810485899448395,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07269687205553055,
|
||
|
"m": 0.9916436672210693
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08565293252468109,
|
||
|
"m": 0.4361913204193115
|
||
|
},
|
||
|
{
|
||
|
"p": 0.059635598212480545,
|
||
|
"m": 0.4515707492828369
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07049904763698578,
|
||
|
"m": 0.826315701007843
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06304717808961868,
|
||
|
"m": 0.8855339288711548
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04667232185602188,
|
||
|
"m": 0.8680832386016846
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07845285534858704,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05991704389452934,
|
||
|
"m": 0.9808381795883179
|
||
|
},
|
||
|
{
|
||
|
"p": 0.056202761828899384,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09293729066848755,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07352190464735031,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 132,
|
||
|
"train_loss": 1.1030447483062744,
|
||
|
"val_loss": 0.9164933562278748,
|
||
|
"acc": 72.16,
|
||
|
"time": 283.95899299602024,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07529252022504807,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06836198270320892,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09314578026533127,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.059010088443756104,
|
||
|
"m": 0.9626889228820801
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08920323848724365,
|
||
|
"m": 0.3928079605102539
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08655856549739838,
|
||
|
"m": 0.3393568694591522
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05996686965227127,
|
||
|
"m": 0.8282108306884766
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08894666284322739,
|
||
|
"m": 0.8278561234474182
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06460767239332199,
|
||
|
"m": 0.8934282064437866
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07288672029972076,
|
||
|
"m": 0.9455214142799377
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08420076221227646,
|
||
|
"m": 0.9390307664871216
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04091392084956169,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06324988603591919,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.053655222058296204,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 133,
|
||
|
"train_loss": 1.2247004508972168,
|
||
|
"val_loss": 0.9282362461090088,
|
||
|
"acc": 71.86,
|
||
|
"time": 280.0031897709705,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08336850255727768,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.049727872014045715,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0699472650885582,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07760865986347198,
|
||
|
"m": 0.9412738084793091
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0808192566037178,
|
||
|
"m": 0.3765435218811035
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08522249758243561,
|
||
|
"m": 0.3516031801700592
|
||
|
},
|
||
|
{
|
||
|
"p": 0.021929774433374405,
|
||
|
"m": 0.7395427227020264
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08042366802692413,
|
||
|
"m": 0.9429173469543457
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07613008469343185,
|
||
|
"m": 0.901568591594696
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0816810354590416,
|
||
|
"m": 0.9923831820487976
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0795261412858963,
|
||
|
"m": 0.9970442056655884
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06374499946832657,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07530824095010757,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07456197589635849,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 134,
|
||
|
"train_loss": 1.0325345993041992,
|
||
|
"val_loss": 0.729508101940155,
|
||
|
"acc": 72.64,
|
||
|
"time": 286.34380414301995,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0937301442027092,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05288391932845116,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10988479852676392,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07876353710889816,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.062417805194854736,
|
||
|
"m": 0.3472801744937897
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06770402193069458,
|
||
|
"m": 0.23032550513744354
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0601549968123436,
|
||
|
"m": 0.764920175075531
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08310482650995255,
|
||
|
"m": 0.9337733387947083
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06981249898672104,
|
||
|
"m": 0.9709492921829224
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07322648912668228,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06914710253477097,
|
||
|
"m": 0.9114603996276855
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07093321532011032,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.060210540890693665,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04802609607577324,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 135,
|
||
|
"train_loss": 0.918062686920166,
|
||
|
"val_loss": 0.7910153865814209,
|
||
|
"acc": 72.57,
|
||
|
"time": 273.18921689805575,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.06959088146686554,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07395351678133011,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09419024735689163,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09126053750514984,
|
||
|
"m": 0.974182665348053
|
||
|
},
|
||
|
{
|
||
|
"p": 0.055679332464933395,
|
||
|
"m": 0.23905827105045319
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08964785188436508,
|
||
|
"m": 0.11111239343881607
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07431424409151077,
|
||
|
"m": 0.624976634979248
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0734519362449646,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07352191209793091,
|
||
|
"m": 0.9472890496253967
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06465386599302292,
|
||
|
"m": 0.9941268563270569
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0526469387114048,
|
||
|
"m": 0.9354570508003235
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0642414391040802,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07612289488315582,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.046724285930395126,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 136,
|
||
|
"train_loss": 0.866247832775116,
|
||
|
"val_loss": 0.9044323563575745,
|
||
|
"acc": 72.38,
|
||
|
"time": 310.1918239920633,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.06357867270708084,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.055350158363580704,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0592951737344265,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06490559130907059,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09031927585601807,
|
||
|
"m": 0.11903735250234604
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08563181757926941,
|
||
|
"m": 0.20880156755447388
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06259988248348236,
|
||
|
"m": 0.7335031032562256
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07330040633678436,
|
||
|
"m": 0.9943763017654419
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05540553852915764,
|
||
|
"m": 0.9496667385101318
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07727330178022385,
|
||
|
"m": 0.9616027474403381
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08685677498579025,
|
||
|
"m": 0.9795961380004883
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06038592383265495,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08613425493240356,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07896311581134796,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 137,
|
||
|
"train_loss": 1.0678366422653198,
|
||
|
"val_loss": 0.8506558537483215,
|
||
|
"acc": 72.47,
|
||
|
"time": 284.50150365103036,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0924978032708168,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05676588416099548,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08826202899217606,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07820680737495422,
|
||
|
"m": 0.8722355365753174
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07042785733938217,
|
||
|
"m": 0.17135034501552582
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06780833750963211,
|
||
|
"m": 0.2239302098751068
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06182023137807846,
|
||
|
"m": 0.7857503294944763
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08407988399267197,
|
||
|
"m": 0.9593531489372253
|
||
|
},
|
||
|
{
|
||
|
"p": 0.059587568044662476,
|
||
|
"m": 0.9060618281364441
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07872835546731949,
|
||
|
"m": 0.9878203868865967
|
||
|
},
|
||
|
{
|
||
|
"p": 0.055807601660490036,
|
||
|
"m": 0.9614999294281006
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07326052337884903,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08188357204198837,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05086348578333855,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 138,
|
||
|
"train_loss": 0.9400687217712402,
|
||
|
"val_loss": 0.943101704120636,
|
||
|
"acc": 71.86,
|
||
|
"time": 305.53560910199303,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.05796158313751221,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05281652882695198,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09757392853498459,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05097302049398422,
|
||
|
"m": 0.7898291945457458
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07569877058267593,
|
||
|
"m": 0.2801209092140198
|
||
|
},
|
||
|
{
|
||
|
"p": 0.055540602654218674,
|
||
|
"m": 0.21360236406326294
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06618425250053406,
|
||
|
"m": 0.910304069519043
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08653803914785385,
|
||
|
"m": 0.9882581830024719
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08578936755657196,
|
||
|
"m": 0.9759395122528076
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0685761570930481,
|
||
|
"m": 0.9946598410606384
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08524182438850403,
|
||
|
"m": 0.9051790237426758
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06886598467826843,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07022733241319656,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07801267504692078,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 139,
|
||
|
"train_loss": 0.751052737236023,
|
||
|
"val_loss": 0.956288754940033,
|
||
|
"acc": 71.92,
|
||
|
"time": 276.25643055001274,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07671203464269638,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06006160378456116,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07881184667348862,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05670709162950516,
|
||
|
"m": 0.7728754281997681
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07918163388967514,
|
||
|
"m": 0.28085654973983765
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0556776262819767,
|
||
|
"m": 0.35621213912963867
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07082396745681763,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09788519144058228,
|
||
|
"m": 0.8648970723152161
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04641168937087059,
|
||
|
"m": 0.935347855091095
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07311122119426727,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07665665447711945,
|
||
|
"m": 0.8436430096626282
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07906987518072128,
|
||
|
"m": 0.9796688556671143
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09435932338237762,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0545303113758564,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 140,
|
||
|
"train_loss": 1.1934157609939575,
|
||
|
"val_loss": 0.9143764972686768,
|
||
|
"acc": 72.24,
|
||
|
"time": 284.8505261549726,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09061969816684723,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.050062764436006546,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1191781610250473,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05956532061100006,
|
||
|
"m": 0.6511523723602295
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07043901085853577,
|
||
|
"m": 0.34251004457473755
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09379130601882935,
|
||
|
"m": 0.23909913003444672
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06511671096086502,
|
||
|
"m": 0.9642908573150635
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04076220467686653,
|
||
|
"m": 0.7746007442474365
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06866279244422913,
|
||
|
"m": 0.8501869440078735
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06850364059209824,
|
||
|
"m": 0.9802667498588562
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04363684356212616,
|
||
|
"m": 0.8460705280303955
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06762655824422836,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07275386154651642,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08928121626377106,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 141,
|
||
|
"train_loss": 0.7085502743721008,
|
||
|
"val_loss": 1.0031675100326538,
|
||
|
"acc": 71.3,
|
||
|
"time": 304.2349500650307,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09425663948059082,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0634029433131218,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09786883741617203,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06580600142478943,
|
||
|
"m": 0.7775440216064453
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08316667377948761,
|
||
|
"m": 0.27592572569847107
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07099501043558121,
|
||
|
"m": 0.14195460081100464
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06717678904533386,
|
||
|
"m": 0.889619767665863
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08554086834192276,
|
||
|
"m": 0.8049920797348022
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04255010560154915,
|
||
|
"m": 0.8099013566970825
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07327623665332794,
|
||
|
"m": 0.9640182256698608
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05874194949865341,
|
||
|
"m": 0.72510826587677
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04166159778833389,
|
||
|
"m": 0.9843628406524658
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08647812157869339,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06907837092876434,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 142,
|
||
|
"train_loss": 1.0978929996490479,
|
||
|
"val_loss": 0.8356860876083374,
|
||
|
"acc": 72.09,
|
||
|
"time": 299.90991629706696,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09369529038667679,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05792326480150223,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04484710842370987,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08689850568771362,
|
||
|
"m": 0.8503454923629761
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07866638153791428,
|
||
|
"m": 0.2748818099498749
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06836006045341492,
|
||
|
"m": 0.2229536920785904
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06748918443918228,
|
||
|
"m": 0.9776893854141235
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10880821198225021,
|
||
|
"m": 0.8900067210197449
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07217978686094284,
|
||
|
"m": 0.9531770944595337
|
||
|
},
|
||
|
{
|
||
|
"p": 0.067645363509655,
|
||
|
"m": 0.9985096454620361
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06378929316997528,
|
||
|
"m": 0.9455814957618713
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07072000205516815,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07193703204393387,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04704050347208977,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 143,
|
||
|
"train_loss": 0.8950722217559814,
|
||
|
"val_loss": 0.8123264312744141,
|
||
|
"acc": 72.78,
|
||
|
"time": 274.29556037695147,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07490130513906479,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06275594979524612,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06916122883558273,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08491798490285873,
|
||
|
"m": 0.9141919016838074
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06206265836954117,
|
||
|
"m": 0.3465116322040558
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04569559544324875,
|
||
|
"m": 0.10000000149011612
|
||
|
},
|
||
|
{
|
||
|
"p": 0.086215540766716,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07729419320821762,
|
||
|
"m": 0.9377570748329163
|
||
|
},
|
||
|
{
|
||
|
"p": 0.047759998589754105,
|
||
|
"m": 0.8712617754936218
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08888383209705353,
|
||
|
"m": 0.9713007211685181
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06942329555749893,
|
||
|
"m": 0.8928509950637817
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09384408593177795,
|
||
|
"m": 0.9993085861206055
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08454512059688568,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.052539143711328506,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 144,
|
||
|
"train_loss": 1.2780097723007202,
|
||
|
"val_loss": 0.7898789644241333,
|
||
|
"acc": 72.08,
|
||
|
"time": 273.7988295380492,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08930377662181854,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07276374846696854,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06701529026031494,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10133044421672821,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.059790950268507004,
|
||
|
"m": 0.33169734477996826
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06346474587917328,
|
||
|
"m": 0.1945212185382843
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07293051481246948,
|
||
|
"m": 0.9573163390159607
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0549684576690197,
|
||
|
"m": 0.9818615317344666
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06716112047433853,
|
||
|
"m": 0.8333778381347656
|
||
|
},
|
||
|
{
|
||
|
"p": 0.062440577894449234,
|
||
|
"m": 0.8677186369895935
|
||
|
},
|
||
|
{
|
||
|
"p": 0.037343017756938934,
|
||
|
"m": 0.9784907698631287
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08707251399755478,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1009669303894043,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0634479820728302,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 145,
|
||
|
"train_loss": 1.1156160831451416,
|
||
|
"val_loss": 0.928300678730011,
|
||
|
"acc": 72.13,
|
||
|
"time": 295.40578897390515,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.06294137984514236,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06943467259407043,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09338439255952835,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06712719798088074,
|
||
|
"m": 0.9459750652313232
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08496511727571487,
|
||
|
"m": 0.3119434118270874
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10157669335603714,
|
||
|
"m": 0.17734719812870026
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04259954020380974,
|
||
|
"m": 0.980943500995636
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06369436532258987,
|
||
|
"m": 0.9987093210220337
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0783521980047226,
|
||
|
"m": 0.862434446811676
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0634077861905098,
|
||
|
"m": 0.9120839238166809
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011378729715943336,
|
||
|
"m": 0.8972693681716919
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09037864208221436,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08588253706693649,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08487662672996521,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 146,
|
||
|
"train_loss": 1.0442653894424438,
|
||
|
"val_loss": 1.0770281553268433,
|
||
|
"acc": 72.3,
|
||
|
"time": 302.21826844103634,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07703913003206253,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04628629982471466,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05557974427938461,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06469286978244781,
|
||
|
"m": 0.8473153114318848
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08130032569169998,
|
||
|
"m": 0.2844248414039612
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06235803663730621,
|
||
|
"m": 0.19793803989887238
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07673822343349457,
|
||
|
"m": 0.95991051197052
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06740054488182068,
|
||
|
"m": 0.9570901393890381
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10086219757795334,
|
||
|
"m": 0.9045488834381104
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09215368330478668,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.061435144394636154,
|
||
|
"m": 0.9511315226554871
|
||
|
},
|
||
|
{
|
||
|
"p": 0.044666361063718796,
|
||
|
"m": 0.9813165068626404
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08352144807577133,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08596601337194443,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 147,
|
||
|
"train_loss": 1.1501222848892212,
|
||
|
"val_loss": 0.8780325651168823,
|
||
|
"acc": 72.06,
|
||
|
"time": 303.88378886692226,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07990918308496475,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.043700702488422394,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08545974642038345,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07187997549772263,
|
||
|
"m": 0.7475529313087463
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07057312875986099,
|
||
|
"m": 0.18929298222064972
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07614295184612274,
|
||
|
"m": 0.18706856667995453
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07690595090389252,
|
||
|
"m": 0.9978747367858887
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06682523339986801,
|
||
|
"m": 0.9314597845077515
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0531797856092453,
|
||
|
"m": 0.997819185256958
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06538393348455429,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.066158227622509,
|
||
|
"m": 0.9735256433486938
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0839645192027092,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09203477948904037,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06788179278373718,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 148,
|
||
|
"train_loss": 1.0925160646438599,
|
||
|
"val_loss": 0.9313029646873474,
|
||
|
"acc": 70.99,
|
||
|
"time": 293.8712789360434,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.06744202226400375,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04896027222275734,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10182726383209229,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06396906822919846,
|
||
|
"m": 0.7359412908554077
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05208340287208557,
|
||
|
"m": 0.3674866855144501
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08160887658596039,
|
||
|
"m": 0.27368444204330444
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08836519718170166,
|
||
|
"m": 0.9753787517547607
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0614122711122036,
|
||
|
"m": 0.8444552421569824
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0669514462351799,
|
||
|
"m": 0.9289159178733826
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0688147097826004,
|
||
|
"m": 0.9879465103149414
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07429041713476181,
|
||
|
"m": 0.9858748912811279
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05795261263847351,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10831953585147858,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05800287798047066,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 149,
|
||
|
"train_loss": 1.0900285243988037,
|
||
|
"val_loss": 0.9823733568191528,
|
||
|
"acc": 71.84,
|
||
|
"time": 284.25274760101456,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0880548357963562,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07913867384195328,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09303667396306992,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07234499603509903,
|
||
|
"m": 0.8848521113395691
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08819004893302917,
|
||
|
"m": 0.27380821108818054
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05002512037754059,
|
||
|
"m": 0.23298120498657227
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0810636654496193,
|
||
|
"m": 0.7821261286735535
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07297326624393463,
|
||
|
"m": 0.9609516859054565
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06063869968056679,
|
||
|
"m": 0.8296708464622498
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06396789848804474,
|
||
|
"m": 0.9855054616928101
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07380200922489166,
|
||
|
"m": 0.9315305948257446
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06721357256174088,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05371840298175812,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05583229288458824,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 150,
|
||
|
"train_loss": 0.7046593427658081,
|
||
|
"val_loss": 0.7888819575309753,
|
||
|
"acc": 72.05,
|
||
|
"time": 278.05071095807943,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08216512948274612,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0714796707034111,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07854145020246506,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0680520087480545,
|
||
|
"m": 0.9406759738922119
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0652020052075386,
|
||
|
"m": 0.3425566554069519
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07186776399612427,
|
||
|
"m": 0.22693197429180145
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08097665756940842,
|
||
|
"m": 0.8241912722587585
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07426310330629349,
|
||
|
"m": 0.9158596396446228
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0783490240573883,
|
||
|
"m": 0.7207409739494324
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07015145570039749,
|
||
|
"m": 0.9997926950454712
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05150316283106804,
|
||
|
"m": 0.9783315658569336
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07480591535568237,
|
||
|
"m": 0.980940580368042
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07103995978832245,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06160270795226097,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 151,
|
||
|
"train_loss": 1.0375096797943115,
|
||
|
"val_loss": 0.9448190331459045,
|
||
|
"acc": 72.39,
|
||
|
"time": 285.60400951409247,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.05768778175115585,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0446966253221035,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0801030769944191,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07654324173927307,
|
||
|
"m": 0.9110698699951172
|
||
|
},
|
||
|
{
|
||
|
"p": 0.060010042041540146,
|
||
|
"m": 0.2613510489463806
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06052236631512642,
|
||
|
"m": 0.27182304859161377
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0680571123957634,
|
||
|
"m": 0.8587956428527832
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09437185525894165,
|
||
|
"m": 0.920962929725647
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08375082165002823,
|
||
|
"m": 0.723379909992218
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07153382152318954,
|
||
|
"m": 0.9871397614479065
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05188210308551788,
|
||
|
"m": 0.8988088369369507
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07796075195074081,
|
||
|
"m": 0.9995409846305847
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08782226592302322,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08505816757678986,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 152,
|
||
|
"train_loss": 0.9891765713691711,
|
||
|
"val_loss": 0.8586958646774292,
|
||
|
"acc": 72.53,
|
||
|
"time": 280.3221623590216,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10040527582168579,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.063749760389328,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10196880251169205,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06830200552940369,
|
||
|
"m": 0.8980408906936646
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08297478407621384,
|
||
|
"m": 0.10000000149011612
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0678461566567421,
|
||
|
"m": 0.25298789143562317
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09824655205011368,
|
||
|
"m": 0.9385667443275452
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06878864765167236,
|
||
|
"m": 0.8806946873664856
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023995211347937584,
|
||
|
"m": 0.8081814646720886
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06267297267913818,
|
||
|
"m": 0.9600110054016113
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05308859795331955,
|
||
|
"m": 0.9112709164619446
|
||
|
},
|
||
|
{
|
||
|
"p": 0.062064867466688156,
|
||
|
"m": 0.9953412413597107
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08789025992155075,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.058006104081869125,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 153,
|
||
|
"train_loss": 1.139491081237793,
|
||
|
"val_loss": 0.9023861885070801,
|
||
|
"acc": 72.15,
|
||
|
"time": 296.32835018995684,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07369263470172882,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08078387379646301,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0766356959939003,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09343840181827545,
|
||
|
"m": 0.9292827248573303
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0806417241692543,
|
||
|
"m": 0.1723991483449936
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06164991110563278,
|
||
|
"m": 0.2923417091369629
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08399487286806107,
|
||
|
"m": 0.98396235704422
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05731825530529022,
|
||
|
"m": 0.8967009782791138
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03717789426445961,
|
||
|
"m": 0.8826026320457458
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08795426785945892,
|
||
|
"m": 0.932050883769989
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05833769962191582,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08182230591773987,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.051713231950998306,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07483934611082077,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 154,
|
||
|
"train_loss": 0.9633091688156128,
|
||
|
"val_loss": 0.9420025944709778,
|
||
|
"acc": 70.76,
|
||
|
"time": 309.9977204770548,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.06362411379814148,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0624183751642704,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07972565293312073,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07813020050525665,
|
||
|
"m": 0.8437258005142212
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06922171264886856,
|
||
|
"m": 0.10000000149011612
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08907148987054825,
|
||
|
"m": 0.4555682837963104
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0754586011171341,
|
||
|
"m": 0.9986030459403992
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07632384449243546,
|
||
|
"m": 0.8536855578422546
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07280810922384262,
|
||
|
"m": 0.9460828304290771
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07120678573846817,
|
||
|
"m": 0.9906901121139526
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07025812566280365,
|
||
|
"m": 0.9854665398597717
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05700179189443588,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06455157697200775,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0701996237039566,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 155,
|
||
|
"train_loss": 1.0854260921478271,
|
||
|
"val_loss": 0.7308793067932129,
|
||
|
"acc": 71.96,
|
||
|
"time": 298.0384426660603,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08445890247821808,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07294885069131851,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05282825604081154,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06424061208963394,
|
||
|
"m": 0.7622711062431335
|
||
|
},
|
||
|
{
|
||
|
"p": 0.060766372829675674,
|
||
|
"m": 0.2781001627445221
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11623115837574005,
|
||
|
"m": 0.42288434505462646
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07872135937213898,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07896669954061508,
|
||
|
"m": 0.8690043091773987
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05181210860610008,
|
||
|
"m": 0.9144806861877441
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06182364374399185,
|
||
|
"m": 0.9499675631523132
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06382141262292862,
|
||
|
"m": 0.9910315275192261
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04802476987242699,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0823342427611351,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08302165567874908,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 156,
|
||
|
"train_loss": 1.043549656867981,
|
||
|
"val_loss": 0.7194189429283142,
|
||
|
"acc": 72.01,
|
||
|
"time": 274.68139903096016,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08542511612176895,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04903547465801239,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05956387147307396,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07531914860010147,
|
||
|
"m": 0.8473508954048157
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07612302899360657,
|
||
|
"m": 0.27345412969589233
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08180271834135056,
|
||
|
"m": 0.38218504190444946
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09374036639928818,
|
||
|
"m": 0.972901463508606
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0835794135928154,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08019395917654037,
|
||
|
"m": 0.9477473497390747
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07084229588508606,
|
||
|
"m": 0.9767730832099915
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06721052527427673,
|
||
|
"m": 0.9669634699821472
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07653781771659851,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06918884068727493,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.031437359750270844,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 157,
|
||
|
"train_loss": 1.3690969944000244,
|
||
|
"val_loss": 0.9103699922561646,
|
||
|
"acc": 71.76,
|
||
|
"time": 290.66816676896997,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.06196444854140282,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.060023367404937744,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08300730586051941,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0796305388212204,
|
||
|
"m": 0.7615273594856262
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06621207296848297,
|
||
|
"m": 0.32257553935050964
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07041987776756287,
|
||
|
"m": 0.38332393765449524
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0734066590666771,
|
||
|
"m": 0.8540845513343811
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06478618830442429,
|
||
|
"m": 0.9490633606910706
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0914134830236435,
|
||
|
"m": 0.8080943822860718
|
||
|
},
|
||
|
{
|
||
|
"p": 0.058053188025951385,
|
||
|
"m": 0.9444029331207275
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05302075296640396,
|
||
|
"m": 0.9260748624801636
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06706500053405762,
|
||
|
"m": 0.9887902140617371
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07073377072811127,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10026341676712036,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 158,
|
||
|
"train_loss": 0.9293363690376282,
|
||
|
"val_loss": 0.8208661675453186,
|
||
|
"acc": 72.11,
|
||
|
"time": 323.44774332095403,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07718026638031006,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06864945590496063,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08546912670135498,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.054870106279850006,
|
||
|
"m": 0.7606304287910461
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0726286768913269,
|
||
|
"m": 0.1845090389251709
|
||
|
},
|
||
|
{
|
||
|
"p": 0.059713128954172134,
|
||
|
"m": 0.2738606333732605
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05752230063080788,
|
||
|
"m": 0.930609941482544
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09749570488929749,
|
||
|
"m": 0.9996206760406494
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06521952152252197,
|
||
|
"m": 0.7990182042121887
|
||
|
},
|
||
|
{
|
||
|
"p": 0.056214503943920135,
|
||
|
"m": 0.9964475035667419
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0732632726430893,
|
||
|
"m": 0.885421097278595
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08243270218372345,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07883772999048233,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07050346583127975,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 159,
|
||
|
"train_loss": 1.0183866024017334,
|
||
|
"val_loss": 0.7477021217346191,
|
||
|
"acc": 72.84,
|
||
|
"time": 289.0281833560439,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.06125958636403084,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07066287100315094,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07265043258666992,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05715055391192436,
|
||
|
"m": 0.7089729309082031
|
||
|
},
|
||
|
{
|
||
|
"p": 0.042417965829372406,
|
||
|
"m": 0.21058104932308197
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07855308055877686,
|
||
|
"m": 0.1689787358045578
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10626830160617828,
|
||
|
"m": 0.8805802464485168
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06215763837099075,
|
||
|
"m": 0.9756971001625061
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07655736058950424,
|
||
|
"m": 0.9423098564147949
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05759106203913689,
|
||
|
"m": 0.9508349895477295
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07644571363925934,
|
||
|
"m": 0.8191717267036438
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07614169269800186,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08514231443405151,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07700147479772568,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 160,
|
||
|
"train_loss": 0.6385259628295898,
|
||
|
"val_loss": 1.0848861932754517,
|
||
|
"acc": 71.6,
|
||
|
"time": 307.1366246789694,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.052130602300167084,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05821476876735687,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0637395828962326,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0543937087059021,
|
||
|
"m": 0.6825989484786987
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07444598525762558,
|
||
|
"m": 0.22811046242713928
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07205730676651001,
|
||
|
"m": 0.20046520233154297
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07970832288265228,
|
||
|
"m": 0.9135626554489136
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07672971487045288,
|
||
|
"m": 0.9507438540458679
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0768398642539978,
|
||
|
"m": 0.9734591245651245
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09790316224098206,
|
||
|
"m": 0.8815471529960632
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06378600001335144,
|
||
|
"m": 0.8902338743209839
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07101031392812729,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07690087705850601,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08213987201452255,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 161,
|
||
|
"train_loss": 0.7592467069625854,
|
||
|
"val_loss": 0.9196972846984863,
|
||
|
"acc": 72.75,
|
||
|
"time": 288.8943176009925,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09330994635820389,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06567230820655823,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09319142997264862,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04701898992061615,
|
||
|
"m": 0.6193658113479614
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0678018108010292,
|
||
|
"m": 0.3318341076374054
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0754908099770546,
|
||
|
"m": 0.12153051793575287
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08723674714565277,
|
||
|
"m": 0.8252751231193542
|
||
|
},
|
||
|
{
|
||
|
"p": 0.046204824000597,
|
||
|
"m": 0.9124259948730469
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07870470732450485,
|
||
|
"m": 0.8882976770401001
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07054453343153,
|
||
|
"m": 0.9598965644836426
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04618353396654129,
|
||
|
"m": 0.8544632792472839
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07127657532691956,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07980078458786011,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07756294310092926,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 162,
|
||
|
"train_loss": 0.9083871841430664,
|
||
|
"val_loss": 0.9149507284164429,
|
||
|
"acc": 72.17,
|
||
|
"time": 291.41915823402815,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07438017427921295,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0590648353099823,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10331187397241592,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07315903902053833,
|
||
|
"m": 0.6689778566360474
|
||
|
},
|
||
|
{
|
||
|
"p": 0.080548495054245,
|
||
|
"m": 0.2792395055294037
|
||
|
},
|
||
|
{
|
||
|
"p": 0.061783526092767715,
|
||
|
"m": 0.14435997605323792
|
||
|
},
|
||
|
{
|
||
|
"p": 0.044515639543533325,
|
||
|
"m": 0.762763261795044
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07289590686559677,
|
||
|
"m": 0.8717470169067383
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07397381961345673,
|
||
|
"m": 0.9813931584358215
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07607752829790115,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06401250511407852,
|
||
|
"m": 0.833906352519989
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08675448596477509,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05728163570165634,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07224053144454956,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 163,
|
||
|
"train_loss": 0.8948441743850708,
|
||
|
"val_loss": 0.799942135810852,
|
||
|
"acc": 72.09,
|
||
|
"time": 293.82737870607525,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0840788334608078,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.060336288064718246,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09550028294324875,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0454898476600647,
|
||
|
"m": 0.6351726055145264
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08444639295339584,
|
||
|
"m": 0.3282935321331024
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07107294350862503,
|
||
|
"m": 0.17310833930969238
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06681450456380844,
|
||
|
"m": 0.7646056413650513
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0530426912009716,
|
||
|
"m": 0.9156432747840881
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06344261765480042,
|
||
|
"m": 0.9754863381385803
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0905608981847763,
|
||
|
"m": 0.9839625954627991
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07340563833713531,
|
||
|
"m": 0.8129070401191711
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05790499970316887,
|
||
|
"m": 0.9878782033920288
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07270120084285736,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0812029093503952,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 164,
|
||
|
"train_loss": 0.9052137136459351,
|
||
|
"val_loss": 0.8022689819335938,
|
||
|
"acc": 70.98,
|
||
|
"time": 280.0774781749351,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.06137489899992943,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06921276450157166,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06759674847126007,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09284325689077377,
|
||
|
"m": 0.8025415539741516
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06827881187200546,
|
||
|
"m": 0.24942061305046082
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06890688091516495,
|
||
|
"m": 0.18085649609565735
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06769861280918121,
|
||
|
"m": 0.84459388256073
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07239514589309692,
|
||
|
"m": 0.9414082169532776
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06946463882923126,
|
||
|
"m": 0.9501598477363586
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07451163232326508,
|
||
|
"m": 0.9962371587753296
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07924404740333557,
|
||
|
"m": 0.8509080410003662
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08152646571397781,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05636998265981674,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07057610899209976,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 165,
|
||
|
"train_loss": 0.7589489221572876,
|
||
|
"val_loss": 0.8760316967964172,
|
||
|
"acc": 72.06,
|
||
|
"time": 285.1926086640451,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08935718983411789,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07680261135101318,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06245443969964981,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05933941900730133,
|
||
|
"m": 0.7377259731292725
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07146643102169037,
|
||
|
"m": 0.3063145577907562
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08985186368227005,
|
||
|
"m": 0.14354084432125092
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06495850533246994,
|
||
|
"m": 0.7976891994476318
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08036787807941437,
|
||
|
"m": 0.9684892892837524
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0810353085398674,
|
||
|
"m": 0.9995560646057129
|
||
|
},
|
||
|
{
|
||
|
"p": 0.055621784180402756,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07489430904388428,
|
||
|
"m": 0.8176237344741821
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08280549198389053,
|
||
|
"m": 0.9889987111091614
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06418467313051224,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.046860046684741974,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 166,
|
||
|
"train_loss": 1.153499960899353,
|
||
|
"val_loss": 0.8548619151115417,
|
||
|
"acc": 71.95,
|
||
|
"time": 286.50397848302964,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07127326726913452,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.059314556419849396,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08545421063899994,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07506832480430603,
|
||
|
"m": 0.7513812780380249
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06354861706495285,
|
||
|
"m": 0.14264445006847382
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08609668165445328,
|
||
|
"m": 0.2002091109752655
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08298007398843765,
|
||
|
"m": 0.9352906346321106
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06537622213363647,
|
||
|
"m": 0.9034513235092163
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06423480063676834,
|
||
|
"m": 0.985348641872406
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07041119039058685,
|
||
|
"m": 0.8845050930976868
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0803385004401207,
|
||
|
"m": 0.6988070607185364
|
||
|
},
|
||
|
{
|
||
|
"p": 0.044783517718315125,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08775303512811661,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06336706876754761,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 167,
|
||
|
"train_loss": 1.098694920539856,
|
||
|
"val_loss": 0.8916211128234863,
|
||
|
"acc": 72.65,
|
||
|
"time": 304.749209961039,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.06545881181955338,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06834185123443604,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07808581739664078,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07531429827213287,
|
||
|
"m": 0.9258031845092773
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08087439090013504,
|
||
|
"m": 0.15666531026363373
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08021734654903412,
|
||
|
"m": 0.3625551760196686
|
||
|
},
|
||
|
{
|
||
|
"p": 0.056382421404123306,
|
||
|
"m": 0.8674799203872681
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07861483097076416,
|
||
|
"m": 0.9344515204429626
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06434711068868637,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07393200695514679,
|
||
|
"m": 0.9306116104125977
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06540916860103607,
|
||
|
"m": 0.8238467574119568
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06677569448947906,
|
||
|
"m": 0.9913079738616943
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06321564316749573,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08303052932024002,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 168,
|
||
|
"train_loss": 1.066001057624817,
|
||
|
"val_loss": 0.8426710367202759,
|
||
|
"acc": 71.91,
|
||
|
"time": 276.18811205995735,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.05958544462919235,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07347025722265244,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09541527181863785,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06712109595537186,
|
||
|
"m": 0.7700079083442688
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07741139829158783,
|
||
|
"m": 0.2037792056798935
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03935004770755768,
|
||
|
"m": 0.4500843584537506
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06361433118581772,
|
||
|
"m": 0.9845643043518066
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07373755425214767,
|
||
|
"m": 0.9022887349128723
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07018683850765228,
|
||
|
"m": 0.9921770691871643
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05933623015880585,
|
||
|
"m": 0.9406571388244629
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07608816027641296,
|
||
|
"m": 0.8842343688011169
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07799431681632996,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09120394289493561,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07548505067825317,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 169,
|
||
|
"train_loss": 1.071109414100647,
|
||
|
"val_loss": 0.8405213356018066,
|
||
|
"acc": 72.76,
|
||
|
"time": 278.17881674610544,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.04771046340465546,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03684782236814499,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09145303070545197,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08115550130605698,
|
||
|
"m": 0.7418172359466553
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07675352692604065,
|
||
|
"m": 0.2360611855983734
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11556682735681534,
|
||
|
"m": 0.3106870949268341
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04710177332162857,
|
||
|
"m": 0.9578391313552856
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07877891510725021,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06275022029876709,
|
||
|
"m": 0.8719518780708313
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06954693049192429,
|
||
|
"m": 0.9015684127807617
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05641399323940277,
|
||
|
"m": 0.7674592137336731
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09291740506887436,
|
||
|
"m": 0.9632699489593506
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05603247135877609,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08697103708982468,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 170,
|
||
|
"train_loss": 0.7561555504798889,
|
||
|
"val_loss": 0.9269429445266724,
|
||
|
"acc": 71.68,
|
||
|
"time": 289.07124261395074,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0824446976184845,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0765841007232666,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.084996297955513,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.057741813361644745,
|
||
|
"m": 0.695728063583374
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08056910336017609,
|
||
|
"m": 0.42707955837249756
|
||
|
},
|
||
|
{
|
||
|
"p": 0.060344915837049484,
|
||
|
"m": 0.1385132372379303
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06340495496988297,
|
||
|
"m": 0.8762567043304443
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06434191763401031,
|
||
|
"m": 0.9532854557037354
|
||
|
},
|
||
|
{
|
||
|
"p": 0.060639649629592896,
|
||
|
"m": 0.9759969115257263
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07443699240684509,
|
||
|
"m": 0.9107562899589539
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06734767556190491,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09571953117847443,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05825754255056381,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0731707215309143,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 171,
|
||
|
"train_loss": 0.9058202505111694,
|
||
|
"val_loss": 0.9616417288780212,
|
||
|
"acc": 72.32,
|
||
|
"time": 280.8864349419018,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09215090423822403,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07983361184597015,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09677517414093018,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07826678454875946,
|
||
|
"m": 0.6953787207603455
|
||
|
},
|
||
|
{
|
||
|
"p": 0.052495911717414856,
|
||
|
"m": 0.45800694823265076
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06686174124479294,
|
||
|
"m": 0.1360732764005661
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05880391597747803,
|
||
|
"m": 0.965460479259491
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05000648275017738,
|
||
|
"m": 0.922799289226532
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07897483557462692,
|
||
|
"m": 0.9263117909431458
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05268252640962601,
|
||
|
"m": 0.9013897776603699
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04145842790603638,
|
||
|
"m": 0.9982141256332397
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08125334233045578,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07825722545385361,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09217908978462219,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 172,
|
||
|
"train_loss": 0.969226598739624,
|
||
|
"val_loss": 0.8741476535797119,
|
||
|
"acc": 71.61,
|
||
|
"time": 280.45609564404003,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08051348477602005,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.052420634776353836,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07135771214962006,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0736498236656189,
|
||
|
"m": 0.6577903628349304
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09637954831123352,
|
||
|
"m": 0.3614853620529175
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07619263231754303,
|
||
|
"m": 0.19966432452201843
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08705200254917145,
|
||
|
"m": 0.9386054277420044
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07663480937480927,
|
||
|
"m": 0.9175233244895935
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0806368887424469,
|
||
|
"m": 0.9561086297035217
|
||
|
},
|
||
|
{
|
||
|
"p": 0.030637111514806747,
|
||
|
"m": 0.9694947600364685
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0781303122639656,
|
||
|
"m": 0.9636774659156799
|
||
|
},
|
||
|
{
|
||
|
"p": 0.056059110909700394,
|
||
|
"m": 0.9946829080581665
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07062587141990662,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06971002370119095,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 173,
|
||
|
"train_loss": 1.0029975175857544,
|
||
|
"val_loss": 0.980528712272644,
|
||
|
"acc": 71.15,
|
||
|
"time": 279.9868179420009,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.06729590892791748,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07421013712882996,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09465720504522324,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06224990636110306,
|
||
|
"m": 0.6547992825508118
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04835692420601845,
|
||
|
"m": 0.4336205720901489
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08600883185863495,
|
||
|
"m": 0.10000000149011612
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08514610677957535,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08892443776130676,
|
||
|
"m": 0.9155191779136658
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06864731758832932,
|
||
|
"m": 0.7714880108833313
|
||
|
},
|
||
|
{
|
||
|
"p": 0.060866110026836395,
|
||
|
"m": 0.9631226658821106
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05117988586425781,
|
||
|
"m": 0.9316303133964539
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07763027399778366,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05769321694970131,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0771336778998375,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 174,
|
||
|
"train_loss": 0.9303930401802063,
|
||
|
"val_loss": 1.0223520994186401,
|
||
|
"acc": 72.64,
|
||
|
"time": 283.6160934800282,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.050183046609163284,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07196349650621414,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09385053813457489,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06698616594076157,
|
||
|
"m": 0.6059472560882568
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10585086792707443,
|
||
|
"m": 0.3775712549686432
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0638897716999054,
|
||
|
"m": 0.16126596927642822
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07362960278987885,
|
||
|
"m": 0.9209175109863281
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08345881849527359,
|
||
|
"m": 0.914341390132904
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06528273224830627,
|
||
|
"m": 0.8208853006362915
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07659757882356644,
|
||
|
"m": 0.8774493336677551
|
||
|
},
|
||
|
{
|
||
|
"p": 0.061430756002664566,
|
||
|
"m": 0.9999004602432251
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08027003705501556,
|
||
|
"m": 0.9987254738807678
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06062068045139313,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04598589986562729,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 175,
|
||
|
"train_loss": 1.0203049182891846,
|
||
|
"val_loss": 0.9476250410079956,
|
||
|
"acc": 71.76,
|
||
|
"time": 303.39551106793806,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0724048763513565,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07306110113859177,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09202674776315689,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07213207334280014,
|
||
|
"m": 0.7878553867340088
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0802006870508194,
|
||
|
"m": 0.42491546273231506
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03910831734538078,
|
||
|
"m": 0.19538258016109467
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06782938539981842,
|
||
|
"m": 0.9958367347717285
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07378704100847244,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06062068045139313,
|
||
|
"m": 0.7640374898910522
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0753258764743805,
|
||
|
"m": 0.8156488537788391
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07384978234767914,
|
||
|
"m": 0.7696236371994019
|
||
|
},
|
||
|
{
|
||
|
"p": 0.087832011282444,
|
||
|
"m": 0.9952994585037231
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05807195231318474,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07374949753284454,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 176,
|
||
|
"train_loss": 0.7021023631095886,
|
||
|
"val_loss": 0.8850125074386597,
|
||
|
"acc": 72.74,
|
||
|
"time": 303.22936168999877,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08961606025695801,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07861179858446121,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0975518450140953,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06664419919252396,
|
||
|
"m": 0.6280788779258728
|
||
|
},
|
||
|
{
|
||
|
"p": 0.036272723227739334,
|
||
|
"m": 0.3437042832374573
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08004286140203476,
|
||
|
"m": 0.14439630508422852
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07491663843393326,
|
||
|
"m": 0.8090454936027527
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03252978250384331,
|
||
|
"m": 0.9383230805397034
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07608801871538162,
|
||
|
"m": 0.7544429302215576
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09583598375320435,
|
||
|
"m": 0.7980947494506836
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07550425827503204,
|
||
|
"m": 0.830400288105011
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08230690658092499,
|
||
|
"m": 0.9794658422470093
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05895095318555832,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05512786656618118,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 177,
|
||
|
"train_loss": 0.7403482794761658,
|
||
|
"val_loss": 1.032729983329773,
|
||
|
"acc": 71.01,
|
||
|
"time": 279.1336600090144,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08906881511211395,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06723924726247787,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07331576198339462,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06271416693925858,
|
||
|
"m": 0.7754748463630676
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0908186286687851,
|
||
|
"m": 0.3546333312988281
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11035811901092529,
|
||
|
"m": 0.23251670598983765
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05913367494940758,
|
||
|
"m": 0.8902730941772461
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0933561623096466,
|
||
|
"m": 0.9502896070480347
|
||
|
},
|
||
|
{
|
||
|
"p": 0.022510671988129616,
|
||
|
"m": 0.7740614414215088
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0403103306889534,
|
||
|
"m": 0.9744815826416016
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08096908777952194,
|
||
|
"m": 0.7675431966781616
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07968813180923462,
|
||
|
"m": 0.9848049879074097
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08305303007364273,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.047464266419410706,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 178,
|
||
|
"train_loss": 1.0269883871078491,
|
||
|
"val_loss": 0.7941731214523315,
|
||
|
"acc": 72.69,
|
||
|
"time": 282.68391885992605,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08293597400188446,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07195545732975006,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0855913758277893,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09038550406694412,
|
||
|
"m": 0.796990692615509
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0938611850142479,
|
||
|
"m": 0.26918476819992065
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05922514945268631,
|
||
|
"m": 0.31504496932029724
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05141046643257141,
|
||
|
"m": 0.8124534487724304
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07935786247253418,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06876607984304428,
|
||
|
"m": 0.8117784261703491
|
||
|
},
|
||
|
{
|
||
|
"p": 0.051272664219141006,
|
||
|
"m": 0.982425332069397
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0719069167971611,
|
||
|
"m": 0.7984270453453064
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06488534808158875,
|
||
|
"m": 0.982659101486206
|
||
|
},
|
||
|
{
|
||
|
"p": 0.045209165662527084,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08323683589696884,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 179,
|
||
|
"train_loss": 0.6699782013893127,
|
||
|
"val_loss": 0.8177440166473389,
|
||
|
"acc": 73.03,
|
||
|
"time": 276.0398737420328,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07970735430717468,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04276810586452484,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08170906454324722,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0806834027171135,
|
||
|
"m": 0.7290897965431213
|
||
|
},
|
||
|
{
|
||
|
"p": 0.044618669897317886,
|
||
|
"m": 0.3464427888393402
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07657099515199661,
|
||
|
"m": 0.2716124653816223
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07294575124979019,
|
||
|
"m": 0.774627149105072
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0675014853477478,
|
||
|
"m": 0.8283542394638062
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08868831396102905,
|
||
|
"m": 0.7709664106369019
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07724393159151077,
|
||
|
"m": 0.9044660925865173
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06932743638753891,
|
||
|
"m": 0.7896063327789307
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06545890867710114,
|
||
|
"m": 0.9381517171859741
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07436776906251907,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07840880006551743,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 180,
|
||
|
"train_loss": 0.671668529510498,
|
||
|
"val_loss": 1.0270661115646362,
|
||
|
"acc": 72.34,
|
||
|
"time": 270.06286022404674,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07084780931472778,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05429408699274063,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08178016543388367,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09123601764440536,
|
||
|
"m": 0.6932777762413025
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07468122988939285,
|
||
|
"m": 0.18541458249092102
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06545539945363998,
|
||
|
"m": 0.20982809364795685
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0742005705833435,
|
||
|
"m": 0.6766710877418518
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07683544605970383,
|
||
|
"m": 0.7411912679672241
|
||
|
},
|
||
|
{
|
||
|
"p": 0.028607899323105812,
|
||
|
"m": 0.8899326920509338
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06747451424598694,
|
||
|
"m": 0.8246297240257263
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07467590272426605,
|
||
|
"m": 0.9495947360992432
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07692461460828781,
|
||
|
"m": 0.9917652606964111
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0828741118311882,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08011219650506973,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 181,
|
||
|
"train_loss": 0.5271645784378052,
|
||
|
"val_loss": 0.7522289752960205,
|
||
|
"acc": 73.53,
|
||
|
"time": 274.2414273569593,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.06489109992980957,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05957581847906113,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08352459222078323,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06810042262077332,
|
||
|
"m": 0.7256968021392822
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07060118764638901,
|
||
|
"m": 0.2794426381587982
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08037364482879639,
|
||
|
"m": 0.17158444225788116
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06890060752630234,
|
||
|
"m": 0.7651269435882568
|
||
|
},
|
||
|
{
|
||
|
"p": 0.049036141484975815,
|
||
|
"m": 0.6293256878852844
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07150744646787643,
|
||
|
"m": 0.7142632007598877
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08908138424158096,
|
||
|
"m": 0.8538240790367126
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05610094964504242,
|
||
|
"m": 0.9357985854148865
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08508998900651932,
|
||
|
"m": 0.9911718964576721
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06774839013814926,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08546832948923111,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 182,
|
||
|
"train_loss": 1.2041938304901123,
|
||
|
"val_loss": 0.7771371603012085,
|
||
|
"acc": 71.7,
|
||
|
"time": 287.99779000203125,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07803165912628174,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09111160784959793,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08380251377820969,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06064324080944061,
|
||
|
"m": 0.8438556790351868
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08729572594165802,
|
||
|
"m": 0.21881423890590668
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08592628687620163,
|
||
|
"m": 0.2584148943424225
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07154842466115952,
|
||
|
"m": 0.8197062611579895
|
||
|
},
|
||
|
{
|
||
|
"p": 0.061097707599401474,
|
||
|
"m": 0.7058420181274414
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0746784657239914,
|
||
|
"m": 0.5551630854606628
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02797434665262699,
|
||
|
"m": 0.9788443446159363
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0601770281791687,
|
||
|
"m": 0.9485907554626465
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07615289837121964,
|
||
|
"m": 0.9968143701553345
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08414597064256668,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.057414133101701736,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 183,
|
||
|
"train_loss": 1.4830131530761719,
|
||
|
"val_loss": 0.8515220284461975,
|
||
|
"acc": 71.63,
|
||
|
"time": 296.9405112389941,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.026161765679717064,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06175547093153,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09058573096990585,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06482420861721039,
|
||
|
"m": 0.8422472476959229
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06487981230020523,
|
||
|
"m": 0.16583134233951569
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06504733860492706,
|
||
|
"m": 0.2685386538505554
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0617840476334095,
|
||
|
"m": 0.8893894553184509
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08416625112295151,
|
||
|
"m": 0.873884916305542
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09362936019897461,
|
||
|
"m": 0.522956132888794
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06732385605573654,
|
||
|
"m": 0.8321834802627563
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08499357849359512,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08254137635231018,
|
||
|
"m": 0.9925342798233032
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0761958509683609,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07611139863729477,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 184,
|
||
|
"train_loss": 0.6226738691329956,
|
||
|
"val_loss": 0.9276101589202881,
|
||
|
"acc": 72.76,
|
||
|
"time": 296.23941391706467,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09138954430818558,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06521786004304886,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07599946111440659,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0655781626701355,
|
||
|
"m": 0.859605610370636
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04943998157978058,
|
||
|
"m": 0.1491207629442215
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06854148209095001,
|
||
|
"m": 0.16445553302764893
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06868663430213928,
|
||
|
"m": 0.9369920492172241
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07354118674993515,
|
||
|
"m": 0.8917192220687866
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06591986864805222,
|
||
|
"m": 0.7467283010482788
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07016029953956604,
|
||
|
"m": 0.9356928467750549
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05210496112704277,
|
||
|
"m": 0.9997208118438721
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07441848516464233,
|
||
|
"m": 0.9974395036697388
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09225783497095108,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08674419671297073,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 185,
|
||
|
"train_loss": 0.9348443746566772,
|
||
|
"val_loss": 1.0407220125198364,
|
||
|
"acc": 72.63,
|
||
|
"time": 297.56817104807124,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.06896113604307175,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07364513725042343,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09703823924064636,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06637845188379288,
|
||
|
"m": 0.8334564566612244
|
||
|
},
|
||
|
{
|
||
|
"p": 0.061103783547878265,
|
||
|
"m": 0.18724173307418823
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07988493889570236,
|
||
|
"m": 0.17210419476032257
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07300973683595657,
|
||
|
"m": 0.7983638048171997
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07024896144866943,
|
||
|
"m": 0.9774648547172546
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06037992984056473,
|
||
|
"m": 0.8113524317741394
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03960728272795677,
|
||
|
"m": 0.948228657245636
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07169364392757416,
|
||
|
"m": 0.9968902468681335
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08097180724143982,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07135751843452454,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08571944385766983,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 186,
|
||
|
"train_loss": 1.0019713640213013,
|
||
|
"val_loss": 0.9295571446418762,
|
||
|
"acc": 72.53,
|
||
|
"time": 297.17518916598056,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.05176142230629921,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.058017514646053314,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08865731954574585,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08103768527507782,
|
||
|
"m": 0.8552941083908081
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06372902542352676,
|
||
|
"m": 0.134945809841156
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06495308876037598,
|
||
|
"m": 0.22669067978858948
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08418884873390198,
|
||
|
"m": 0.9367659687995911
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0784425362944603,
|
||
|
"m": 0.947270929813385
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05896088108420372,
|
||
|
"m": 0.8822965621948242
|
||
|
},
|
||
|
{
|
||
|
"p": 0.060771919786930084,
|
||
|
"m": 0.9802846908569336
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07497934997081757,
|
||
|
"m": 0.9254498481750488
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08036484569311142,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06894983351230621,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08518579602241516,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 187,
|
||
|
"train_loss": 0.6294118762016296,
|
||
|
"val_loss": 0.8838028907775879,
|
||
|
"acc": 73.08,
|
||
|
"time": 286.36333917093,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07235372811555862,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06472835689783096,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08209807425737381,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06671903282403946,
|
||
|
"m": 0.724524974822998
|
||
|
},
|
||
|
{
|
||
|
"p": 0.053625646978616714,
|
||
|
"m": 0.23927602171897888
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05255355313420296,
|
||
|
"m": 0.16300204396247864
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07705294340848923,
|
||
|
"m": 0.9387929439544678
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06923101097345352,
|
||
|
"m": 0.7921494245529175
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07481451332569122,
|
||
|
"m": 0.8485260009765625
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08972154557704926,
|
||
|
"m": 0.9024803042411804
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07364252209663391,
|
||
|
"m": 0.8719314336776733
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06426071375608444,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07565625756978989,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08354213088750839,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 188,
|
||
|
"train_loss": 0.6249004602432251,
|
||
|
"val_loss": 0.9909488558769226,
|
||
|
"acc": 71.74,
|
||
|
"time": 277.78721520002,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.05999455600976944,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.051752183586359024,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06476183235645294,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08565583825111389,
|
||
|
"m": 0.6732833385467529
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05931512638926506,
|
||
|
"m": 0.28965896368026733
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05787709727883339,
|
||
|
"m": 0.10645312070846558
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05881381407380104,
|
||
|
"m": 0.8914633989334106
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06644579768180847,
|
||
|
"m": 0.8675965666770935
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08206208050251007,
|
||
|
"m": 0.8845723271369934
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08247029036283493,
|
||
|
"m": 0.759626567363739
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07821150869131088,
|
||
|
"m": 0.9358428120613098
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09032995998859406,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0801539495587349,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08215608447790146,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 189,
|
||
|
"train_loss": 0.9828945994377136,
|
||
|
"val_loss": 1.0820552110671997,
|
||
|
"acc": 71.75,
|
||
|
"time": 277.34356910490897,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0826902911067009,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07164748758077621,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10237225890159607,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08257955312728882,
|
||
|
"m": 0.7049263715744019
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04363070800900459,
|
||
|
"m": 0.27291274070739746
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05931166931986809,
|
||
|
"m": 0.1599607765674591
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06306616961956024,
|
||
|
"m": 0.836772084236145
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0782463401556015,
|
||
|
"m": 0.8985877633094788
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06047690659761429,
|
||
|
"m": 0.8685135245323181
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05305326357483864,
|
||
|
"m": 0.7044560313224792
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09258723258972168,
|
||
|
"m": 0.8985662460327148
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03297217935323715,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08999191969633102,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0873740166425705,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 190,
|
||
|
"train_loss": 1.0731465816497803,
|
||
|
"val_loss": 0.8613718748092651,
|
||
|
"acc": 71.83,
|
||
|
"time": 292.3231788070407,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07200147956609726,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07406296581029892,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08572550863027573,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09018325805664062,
|
||
|
"m": 0.6815380454063416
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0730285719037056,
|
||
|
"m": 0.3757603168487549
|
||
|
},
|
||
|
{
|
||
|
"p": 0.047338925302028656,
|
||
|
"m": 0.26091229915618896
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04144064337015152,
|
||
|
"m": 0.6889631152153015
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07983236759901047,
|
||
|
"m": 0.8952491283416748
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06919282674789429,
|
||
|
"m": 0.9149848222732544
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07313074171543121,
|
||
|
"m": 0.6778525114059448
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07915966957807541,
|
||
|
"m": 0.9193368554115295
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08020000904798508,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06109703332185745,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07360610365867615,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 191,
|
||
|
"train_loss": 1.1995903253555298,
|
||
|
"val_loss": 0.7487579584121704,
|
||
|
"acc": 72.82,
|
||
|
"time": 281.50034233299084,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08642830699682236,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04750782623887062,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08424657583236694,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07142610847949982,
|
||
|
"m": 0.6434054374694824
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07524979114532471,
|
||
|
"m": 0.21982665359973907
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06989545375108719,
|
||
|
"m": 0.3292824625968933
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08150530606508255,
|
||
|
"m": 0.8691022992134094
|
||
|
},
|
||
|
{
|
||
|
"p": 0.061204150319099426,
|
||
|
"m": 0.8672899603843689
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06771843135356903,
|
||
|
"m": 0.9161232709884644
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0665045976638794,
|
||
|
"m": 0.7100468873977661
|
||
|
},
|
||
|
{
|
||
|
"p": 0.059510864317417145,
|
||
|
"m": 0.85463947057724
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06538239866495132,
|
||
|
"m": 0.9715149998664856
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08719033002853394,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07622981816530228,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 192,
|
||
|
"train_loss": 0.9772924184799194,
|
||
|
"val_loss": 0.9116033315658569,
|
||
|
"acc": 72.88,
|
||
|
"time": 297.9685663500568,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08774416148662567,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02375052310526371,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11555875837802887,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05235578119754791,
|
||
|
"m": 0.5798299908638
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07115298509597778,
|
||
|
"m": 0.25013861060142517
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09241650998592377,
|
||
|
"m": 0.4899279773235321
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08527518808841705,
|
||
|
"m": 0.9284926056861877
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07371705025434494,
|
||
|
"m": 0.973366379737854
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04499583691358566,
|
||
|
"m": 0.9847009181976318
|
||
|
},
|
||
|
{
|
||
|
"p": 0.041443780064582825,
|
||
|
"m": 0.7311232089996338
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09327895939350128,
|
||
|
"m": 0.8620942831039429
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06089470162987709,
|
||
|
"m": 0.9655283093452454
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07547924667596817,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0819365382194519,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 193,
|
||
|
"train_loss": 0.7242140769958496,
|
||
|
"val_loss": 0.7296138405799866,
|
||
|
"acc": 72.97,
|
||
|
"time": 288.20942954393104,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07179102301597595,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03647259995341301,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0913892388343811,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08196383714675903,
|
||
|
"m": 0.6859835386276245
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0949045866727829,
|
||
|
"m": 0.2553410828113556
|
||
|
},
|
||
|
{
|
||
|
"p": 0.056283138692379,
|
||
|
"m": 0.44164177775382996
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08130445331335068,
|
||
|
"m": 0.9719433188438416
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0678827315568924,
|
||
|
"m": 0.9909543991088867
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08885171264410019,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04611298441886902,
|
||
|
"m": 0.6774110198020935
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05708492919802666,
|
||
|
"m": 0.9624348282814026
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06470143049955368,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09126371145248413,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06999362260103226,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 194,
|
||
|
"train_loss": 0.8139426112174988,
|
||
|
"val_loss": 0.8812904357910156,
|
||
|
"acc": 73.01,
|
||
|
"time": 299.12106704106554,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0709405466914177,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05150681361556053,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06932497769594193,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09456437826156616,
|
||
|
"m": 0.8154664039611816
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06621389091014862,
|
||
|
"m": 0.35791775584220886
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07699793577194214,
|
||
|
"m": 0.4689804017543793
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08920034766197205,
|
||
|
"m": 0.9862314462661743
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06169972941279411,
|
||
|
"m": 0.9698371291160583
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05059683695435524,
|
||
|
"m": 0.9920334219932556
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06328732520341873,
|
||
|
"m": 0.7283923029899597
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07290153950452805,
|
||
|
"m": 0.8679481148719788
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0787782147526741,
|
||
|
"m": 0.9994449019432068
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07696482539176941,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07702260464429855,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 195,
|
||
|
"train_loss": 1.054402232170105,
|
||
|
"val_loss": 0.6819185614585876,
|
||
|
"acc": 73.47,
|
||
|
"time": 284.00467732700054,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0850256159901619,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06931186467409134,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08768590539693832,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09357516467571259,
|
||
|
"m": 0.7699482440948486
|
||
|
},
|
||
|
{
|
||
|
"p": 0.051928579807281494,
|
||
|
"m": 0.351449191570282
|
||
|
},
|
||
|
{
|
||
|
"p": 0.055489588528871536,
|
||
|
"m": 0.3641834259033203
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06461082398891449,
|
||
|
"m": 0.9241143465042114
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04442426934838295,
|
||
|
"m": 0.7850733399391174
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07028473913669586,
|
||
|
"m": 0.9603638648986816
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07530561834573746,
|
||
|
"m": 0.8633344769477844
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08790060132741928,
|
||
|
"m": 0.86961829662323
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07603756338357925,
|
||
|
"m": 0.9974026679992676
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0625205934047699,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07589911669492722,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 196,
|
||
|
"train_loss": 1.012764811515808,
|
||
|
"val_loss": 1.002213478088379,
|
||
|
"acc": 71.91,
|
||
|
"time": 288.6780038740253,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07082977145910263,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.048574384301900864,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0723944753408432,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05949272960424423,
|
||
|
"m": 0.6485501527786255
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08072395622730255,
|
||
|
"m": 0.4873768389225006
|
||
|
},
|
||
|
{
|
||
|
"p": 0.044901371002197266,
|
||
|
"m": 0.28430622816085815
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05656538903713226,
|
||
|
"m": 0.8588697910308838
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07430894672870636,
|
||
|
"m": 0.7284074425697327
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07920465618371964,
|
||
|
"m": 0.9245789647102356
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06874098628759384,
|
||
|
"m": 0.8675808906555176
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08932985365390778,
|
||
|
"m": 0.929247260093689
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08523008227348328,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09026654064655304,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07943689823150635,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 197,
|
||
|
"train_loss": 0.7457826137542725,
|
||
|
"val_loss": 0.7972614169120789,
|
||
|
"acc": 72.68,
|
||
|
"time": 283.17125954898074,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.06676158308982849,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.055926814675331116,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09761283546686172,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08118122816085815,
|
||
|
"m": 0.6947150826454163
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0789523795247078,
|
||
|
"m": 0.47565585374832153
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03772299364209175,
|
||
|
"m": 0.1633286476135254
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08872862160205841,
|
||
|
"m": 0.9779340028762817
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06180734932422638,
|
||
|
"m": 0.7684720158576965
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05888174846768379,
|
||
|
"m": 0.9986869692802429
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04762290418148041,
|
||
|
"m": 0.9795436263084412
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06355142593383789,
|
||
|
"m": 0.959102213382721
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08666782826185226,
|
||
|
"m": 0.9543451070785522
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07178789377212524,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10279437899589539,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 198,
|
||
|
"train_loss": 1.036791205406189,
|
||
|
"val_loss": 0.9621661901473999,
|
||
|
"acc": 72.68,
|
||
|
"time": 287.88161775295157,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08016971498727798,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07045376300811768,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09132219105958939,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06001206859946251,
|
||
|
"m": 0.640099823474884
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07775474339723587,
|
||
|
"m": 0.3608463406562805
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07112394273281097,
|
||
|
"m": 0.2284729927778244
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06953166425228119,
|
||
|
"m": 0.9935548901557922
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06695746630430222,
|
||
|
"m": 0.7395340204238892
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07392232120037079,
|
||
|
"m": 0.9933316707611084
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06445572525262833,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08070909976959229,
|
||
|
"m": 0.9209448099136353
|
||
|
},
|
||
|
{
|
||
|
"p": 0.059687867760658264,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07446007430553436,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.059439294040203094,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 199,
|
||
|
"train_loss": 0.8450233936309814,
|
||
|
"val_loss": 0.9145193099975586,
|
||
|
"acc": 72.82,
|
||
|
"time": 303.23767344502266,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.06753434985876083,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.056033387780189514,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10815590620040894,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06558313965797424,
|
||
|
"m": 0.668040931224823
|
||
|
},
|
||
|
{
|
||
|
"p": 0.025587227195501328,
|
||
|
"m": 0.23945370316505432
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07608774304389954,
|
||
|
"m": 0.24574638903141022
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08178859204053879,
|
||
|
"m": 0.8771357536315918
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08275727182626724,
|
||
|
"m": 0.7721146941184998
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08780130743980408,
|
||
|
"m": 0.9711261987686157
|
||
|
},
|
||
|
{
|
||
|
"p": 0.043453484773635864,
|
||
|
"m": 0.8852561712265015
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0799090638756752,
|
||
|
"m": 0.9304260611534119
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08343623578548431,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04813114181160927,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09374124556779861,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 200,
|
||
|
"train_loss": 0.6407402753829956,
|
||
|
"val_loss": 0.8533725738525391,
|
||
|
"acc": 71.76,
|
||
|
"time": 292.7388359570177,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.06921828538179398,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06408519297838211,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0856955349445343,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07465766370296478,
|
||
|
"m": 0.7321009039878845
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07331116497516632,
|
||
|
"m": 0.12622617185115814
|
||
|
},
|
||
|
{
|
||
|
"p": 0.064113087952137,
|
||
|
"m": 0.3215094804763794
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0627383142709732,
|
||
|
"m": 0.8981541991233826
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07586105912923813,
|
||
|
"m": 0.7243227362632751
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07393650710582733,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07096225768327713,
|
||
|
"m": 0.9444054365158081
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06937941908836365,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06791524589061737,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07955967634916306,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06856667250394821,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
}
|
||
|
]
|
||
|
}
|