smart_augmentation/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx4-Mag)-LeNet)-150epochs(dataug:0)-10in_it-2.json

9776 lines
No EOL
152 KiB
JSON
Executable file

{
"Accuracy": 66.95,
"Time": [
252.82091654239534,
1.76521677790705
],
"Device": "Graphics Device",
"Param_names": [
"Identity",
"FlipUD",
"FlipLR",
"Rotate",
"TranslateX",
"TranslateY",
"ShearX",
"ShearY",
"Contrast",
"Color",
"Brightness",
"Sharpness",
"Posterize",
"Solarize"
],
"Log": [
{
"epoch": 1,
"train_loss": 2.288940191268921,
"val_loss": 2.2942655086517334,
"acc": 15.36,
"time": 255.9395547681488,
"param": [
{
"p": 0.055352967232465744,
"m": 1.0
},
{
"p": 0.06804242730140686,
"m": 1.0
},
{
"p": 0.08956854045391083,
"m": 1.0
},
{
"p": 0.07178142666816711,
"m": 0.9973525404930115
},
{
"p": 0.07458619028329849,
"m": 0.9269382953643799
},
{
"p": 0.06672685593366623,
"m": 0.9539728760719299
},
{
"p": 0.08277590572834015,
"m": 0.9917619824409485
},
{
"p": 0.08286703377962112,
"m": 0.9985048770904541
},
{
"p": 0.06921760737895966,
"m": 1.0
},
{
"p": 0.08454158902168274,
"m": 1.0
},
{
"p": 0.049251411110162735,
"m": 1.0
},
{
"p": 0.07588136941194534,
"m": 1.0
},
{
"p": 0.08322606980800629,
"m": 1.0
},
{
"p": 0.0461806058883667,
"m": 1.0
}
]
},
{
"epoch": 2,
"train_loss": 2.210369825363159,
"val_loss": 2.2155613899230957,
"acc": 20.75,
"time": 254.73452555108815,
"param": [
{
"p": 0.06432939320802689,
"m": 1.0
},
{
"p": 0.06582275778055191,
"m": 1.0
},
{
"p": 0.08976680785417557,
"m": 1.0
},
{
"p": 0.0717024952173233,
"m": 0.9601215124130249
},
{
"p": 0.07369489222764969,
"m": 0.8871204853057861
},
{
"p": 0.06625794619321823,
"m": 0.928649365901947
},
{
"p": 0.0873832181096077,
"m": 0.9955488443374634
},
{
"p": 0.08350285142660141,
"m": 0.9529462456703186
},
{
"p": 0.07695139944553375,
"m": 0.9929817318916321
},
{
"p": 0.08225944638252258,
"m": 1.0
},
{
"p": 0.059027403593063354,
"m": 0.9921851754188538
},
{
"p": 0.08337096869945526,
"m": 1.0
},
{
"p": 0.08812704682350159,
"m": 1.0
},
{
"p": 0.007803242653608322,
"m": 1.0
}
]
},
{
"epoch": 3,
"train_loss": 2.1783196926116943,
"val_loss": 2.0664544105529785,
"acc": 25.67,
"time": 254.6778332949616,
"param": [
{
"p": 0.07476554811000824,
"m": 1.0
},
{
"p": 0.06336421519517899,
"m": 1.0
},
{
"p": 0.10676171630620956,
"m": 1.0
},
{
"p": 0.06226649880409241,
"m": 0.9189629554748535
},
{
"p": 0.06971891224384308,
"m": 0.8535282611846924
},
{
"p": 0.07569583505392075,
"m": 0.8961371779441833
},
{
"p": 0.08127212524414062,
"m": 0.9635446071624756
},
{
"p": 0.10171397030353546,
"m": 0.9336181879043579
},
{
"p": 0.06525636464357376,
"m": 0.9982112050056458
},
{
"p": 0.10034826397895813,
"m": 0.9981184601783752
},
{
"p": 0.022459883242845535,
"m": 0.9638231992721558
},
{
"p": 0.09230143576860428,
"m": 0.9896758794784546
},
{
"p": 0.0840752124786377,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 4,
"train_loss": 2.083584785461426,
"val_loss": 2.023000478744507,
"acc": 26.71,
"time": 253.17343469895422,
"param": [
{
"p": 0.07142387330532074,
"m": 1.0
},
{
"p": 0.05029228329658508,
"m": 1.0
},
{
"p": 0.1356028914451599,
"m": 1.0
},
{
"p": 0.055348947644233704,
"m": 0.8911988735198975
},
{
"p": 0.07275073230266571,
"m": 0.8768227696418762
},
{
"p": 0.07056021690368652,
"m": 0.9003524780273438
},
{
"p": 0.08349190652370453,
"m": 0.9581811428070068
},
{
"p": 0.11640272289514542,
"m": 0.9532954692840576
},
{
"p": 0.05326573923230171,
"m": 0.9825344681739807
},
{
"p": 0.11462240666151047,
"m": 0.9770306348800659
},
{
"p": 0.0,
"m": 0.9291102886199951
},
{
"p": 0.09837964922189713,
"m": 0.9810645580291748
},
{
"p": 0.07785859704017639,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 5,
"train_loss": 2.247328996658325,
"val_loss": 1.9188402891159058,
"acc": 29.5,
"time": 252.73233523825184,
"param": [
{
"p": 0.07289887964725494,
"m": 1.0
},
{
"p": 0.0230961125344038,
"m": 1.0
},
{
"p": 0.1673111766576767,
"m": 1.0
},
{
"p": 0.05537128448486328,
"m": 0.8914045691490173
},
{
"p": 0.07749932259321213,
"m": 0.8817957043647766
},
{
"p": 0.04681803286075592,
"m": 0.9307071566581726
},
{
"p": 0.09410938620567322,
"m": 0.9181637167930603
},
{
"p": 0.12553653120994568,
"m": 0.9352016448974609
},
{
"p": 0.04529355838894844,
"m": 0.9716878533363342
},
{
"p": 0.13628965616226196,
"m": 0.9699578285217285
},
{
"p": 0.0019433569395914674,
"m": 0.907166063785553
},
{
"p": 0.07772517949342728,
"m": 1.0
},
{
"p": 0.07610747218132019,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 6,
"train_loss": 2.076528310775757,
"val_loss": 1.905561089515686,
"acc": 31.66,
"time": 252.01273301476613,
"param": [
{
"p": 0.05792053043842316,
"m": 1.0
},
{
"p": 0.004818623419851065,
"m": 1.0
},
{
"p": 0.20350153744220734,
"m": 1.0
},
{
"p": 0.06289708614349365,
"m": 0.9027137160301208
},
{
"p": 0.10728734731674194,
"m": 0.8804949522018433
},
{
"p": 0.015600328333675861,
"m": 0.9582282900810242
},
{
"p": 0.09729711711406708,
"m": 0.8748725056648254
},
{
"p": 0.13744427263736725,
"m": 0.9408171772956848
},
{
"p": 0.029286649078130722,
"m": 0.9524897336959839
},
{
"p": 0.14837601780891418,
"m": 0.9741662740707397
},
{
"p": 0.0,
"m": 0.8990685939788818
},
{
"p": 0.07033615559339523,
"m": 0.9645297527313232
},
{
"p": 0.06523428112268448,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 7,
"train_loss": 1.8904380798339844,
"val_loss": 1.827221393585205,
"acc": 34.78,
"time": 253.57760017504916,
"param": [
{
"p": 0.004530154634267092,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.31170034408569336,
"m": 1.0
},
{
"p": 0.03705868497490883,
"m": 0.8902652859687805
},
{
"p": 0.12011127918958664,
"m": 0.9351120591163635
},
{
"p": 0.0,
"m": 0.9925501942634583
},
{
"p": 0.09542141109704971,
"m": 0.9203382134437561
},
{
"p": 0.180183544754982,
"m": 0.9438046216964722
},
{
"p": 0.0,
"m": 0.873049795627594
},
{
"p": 0.19750934839248657,
"m": 1.0
},
{
"p": 0.0,
"m": 0.8339250087738037
},
{
"p": 0.02809007093310356,
"m": 0.9732797741889954
},
{
"p": 0.025395207107067108,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 8,
"train_loss": 2.2680141925811768,
"val_loss": 1.7380872964859009,
"acc": 35.44,
"time": 253.5374161498621,
"param": [
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.3917557895183563,
"m": 1.0
},
{
"p": 0.0,
"m": 0.8766192197799683
},
{
"p": 0.10485363006591797,
"m": 0.9963666200637817
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07559805363416672,
"m": 0.9339281320571899
},
{
"p": 0.20254971086978912,
"m": 0.9688999056816101
},
{
"p": 0.0,
"m": 0.8275097608566284
},
{
"p": 0.22524277865886688,
"m": 1.0
},
{
"p": 0.0,
"m": 0.7926583290100098
},
{
"p": 0.0,
"m": 0.9945146441459656
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 9,
"train_loss": 2.375366687774658,
"val_loss": 1.5725070238113403,
"acc": 38.56,
"time": 254.14043192984536,
"param": [
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.44086042046546936,
"m": 1.0
},
{
"p": 0.0,
"m": 0.8229957818984985
},
{
"p": 0.07023683190345764,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04842989519238472,
"m": 0.9389069676399231
},
{
"p": 0.20870015025138855,
"m": 0.9534025192260742
},
{
"p": 0.0,
"m": 0.812004566192627
},
{
"p": 0.23177270591259003,
"m": 0.9994025826454163
},
{
"p": 0.0,
"m": 0.7560876607894897
},
{
"p": 0.0,
"m": 0.9960487484931946
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 10,
"train_loss": 2.1460256576538086,
"val_loss": 1.647876501083374,
"acc": 38.91,
"time": 254.06476611690596,
"param": [
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.48698580265045166,
"m": 1.0
},
{
"p": 0.0,
"m": 0.7673502564430237
},
{
"p": 0.02798653021454811,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.029603425413370132,
"m": 0.9183115363121033
},
{
"p": 0.2167346328496933,
"m": 0.941830575466156
},
{
"p": 0.0,
"m": 0.7991845607757568
},
{
"p": 0.23806551098823547,
"m": 0.989949107170105
},
{
"p": 0.0006241489900276065,
"m": 0.7416468262672424
},
{
"p": 0.0,
"m": 0.9861834049224854
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 11,
"train_loss": 1.783254623413086,
"val_loss": 1.6436148881912231,
"acc": 40.49,
"time": 252.59585276572034,
"param": [
{
"p": 0.00019610572780948132,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.4961142838001251,
"m": 1.0
},
{
"p": 0.0,
"m": 0.729462742805481
},
{
"p": 0.012866267934441566,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03214593231678009,
"m": 0.9257704019546509
},
{
"p": 0.21258693933486938,
"m": 0.9218335747718811
},
{
"p": 0.0,
"m": 0.7774322628974915
},
{
"p": 0.23741571605205536,
"m": 0.9653859734535217
},
{
"p": 0.008674749173223972,
"m": 0.7228215336799622
},
{
"p": 0.0,
"m": 0.9876223802566528
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 12,
"train_loss": 1.9311773777008057,
"val_loss": 1.6591497659683228,
"acc": 41.18,
"time": 253.99723395239562,
"param": [
{
"p": 0.0011038187658414245,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.48712316155433655,
"m": 1.0
},
{
"p": 0.0007717303815297782,
"m": 0.6748064160346985
},
{
"p": 0.006441873032599688,
"m": 1.0
},
{
"p": 0.0013806541683152318,
"m": 0.997105598449707
},
{
"p": 0.04510102793574333,
"m": 0.9396673440933228
},
{
"p": 0.20163410902023315,
"m": 0.8934679627418518
},
{
"p": 0.0013828030787408352,
"m": 0.7550220489501953
},
{
"p": 0.233036071062088,
"m": 0.9588116407394409
},
{
"p": 0.018072955310344696,
"m": 0.6787117123603821
},
{
"p": 0.0019252948695793748,
"m": 1.0
},
{
"p": 0.0020263546612113714,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 13,
"train_loss": 1.748608112335205,
"val_loss": 1.5882525444030762,
"acc": 41.74,
"time": 251.9554073791951,
"param": [
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.5177135467529297,
"m": 1.0
},
{
"p": 0.0,
"m": 0.6554211378097534
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.040568530559539795,
"m": 0.9564928412437439
},
{
"p": 0.18956780433654785,
"m": 0.8471811413764954
},
{
"p": 0.0,
"m": 0.7169370055198669
},
{
"p": 0.23373399674892426,
"m": 0.9638158082962036
},
{
"p": 0.01841607503592968,
"m": 0.6265363097190857
},
{
"p": 0.0,
"m": 0.9878873825073242
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 14,
"train_loss": 1.829360008239746,
"val_loss": 1.5031529664993286,
"acc": 44.15,
"time": 254.74101332109421,
"param": [
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.5497393012046814,
"m": 1.0
},
{
"p": 0.0,
"m": 0.6416834592819214
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03779301047325134,
"m": 0.9570941925048828
},
{
"p": 0.17953865230083466,
"m": 0.8158347606658936
},
{
"p": 0.0,
"m": 0.6913702487945557
},
{
"p": 0.22505638003349304,
"m": 0.9857895970344543
},
{
"p": 0.00787265133112669,
"m": 0.5656147599220276
},
{
"p": 0.0,
"m": 0.9924182295799255
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 15,
"train_loss": 1.7954638004302979,
"val_loss": 1.5873949527740479,
"acc": 43.51,
"time": 254.34123975224793,
"param": [
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.5803025364875793,
"m": 1.0
},
{
"p": 0.0,
"m": 0.6344968676567078
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 0.9963440299034119
},
{
"p": 0.027841007336974144,
"m": 0.9476152658462524
},
{
"p": 0.16704338788986206,
"m": 0.795832097530365
},
{
"p": 0.0,
"m": 0.6358528137207031
},
{
"p": 0.2248130887746811,
"m": 0.9851309061050415
},
{
"p": 0.0,
"m": 0.5143648386001587
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 16,
"train_loss": 1.580628752708435,
"val_loss": 1.5413163900375366,
"acc": 43.76,
"time": 255.2589059160091,
"param": [
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.629571795463562,
"m": 1.0
},
{
"p": 0.0,
"m": 0.5973581075668335
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 0.9728608131408691
},
{
"p": 0.0,
"m": 0.9377680420875549
},
{
"p": 0.14452391862869263,
"m": 0.7659277319908142
},
{
"p": 0.0,
"m": 0.5999715924263
},
{
"p": 0.22590425610542297,
"m": 0.9737306237220764
},
{
"p": 0.0,
"m": 0.45503655076026917
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 17,
"train_loss": 1.6384239196777344,
"val_loss": 1.5672494173049927,
"acc": 44.45,
"time": 255.89667297713459,
"param": [
{
"p": 0.013218172825872898,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.6243217587471008,
"m": 1.0
},
{
"p": 0.005125673953443766,
"m": 0.5244378447532654
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0018698646454140544,
"m": 0.9512537717819214
},
{
"p": 0.002383055631071329,
"m": 0.8977276682853699
},
{
"p": 0.12312430888414383,
"m": 0.7718717455863953
},
{
"p": 0.001955644926056266,
"m": 0.5924031138420105
},
{
"p": 0.21744544804096222,
"m": 0.9674845337867737
},
{
"p": 0.003271146211773157,
"m": 0.42280569672584534
},
{
"p": 0.005946005694568157,
"m": 1.0
},
{
"p": 0.0013388845836743712,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 18,
"train_loss": 2.174300193786621,
"val_loss": 1.5910121202468872,
"acc": 43.48,
"time": 252.6475460063666,
"param": [
{
"p": 0.017945487052202225,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.6579322814941406,
"m": 1.0
},
{
"p": 0.0,
"m": 0.49758145213127136
},
{
"p": 0.0,
"m": 0.998782753944397
},
{
"p": 0.0,
"m": 0.9688937664031982
},
{
"p": 0.0,
"m": 0.8748118877410889
},
{
"p": 0.10473031550645828,
"m": 0.8041155338287354
},
{
"p": 0.0,
"m": 0.5664198994636536
},
{
"p": 0.21939192712306976,
"m": 0.9567809104919434
},
{
"p": 0.0,
"m": 0.3793349862098694
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 19,
"train_loss": 1.8524727821350098,
"val_loss": 1.4983667135238647,
"acc": 47.2,
"time": 251.56208250066265,
"param": [
{
"p": 0.005737992003560066,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.6991623044013977,
"m": 1.0
},
{
"p": 0.0,
"m": 0.47806593775749207
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 0.9947666525840759
},
{
"p": 0.0,
"m": 0.8448836803436279
},
{
"p": 0.08062431961297989,
"m": 0.8275831937789917
},
{
"p": 0.0,
"m": 0.5520753264427185
},
{
"p": 0.2144753783941269,
"m": 0.9651207327842712
},
{
"p": 0.0,
"m": 0.3381704092025757
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 20,
"train_loss": 1.7295317649841309,
"val_loss": 1.4419721364974976,
"acc": 48.48,
"time": 254.08418916910887,
"param": [
{
"p": 0.023885473608970642,
"m": 1.0
},
{
"p": 0.003182497574016452,
"m": 1.0
},
{
"p": 0.5926064252853394,
"m": 1.0
},
{
"p": 0.010942652821540833,
"m": 0.48774877190589905
},
{
"p": 0.0015824510483071208,
"m": 0.9997975826263428
},
{
"p": 0.0067506711930036545,
"m": 1.0
},
{
"p": 0.008613512851297855,
"m": 0.8196508884429932
},
{
"p": 0.077874094247818,
"m": 0.8522071838378906
},
{
"p": 0.023214081302285194,
"m": 0.5379632115364075
},
{
"p": 0.186446413397789,
"m": 0.9667346477508545
},
{
"p": 0.022430578246712685,
"m": 0.32474812865257263
},
{
"p": 0.01600688509643078,
"m": 1.0
},
{
"p": 0.015550654381513596,
"m": 1.0
},
{
"p": 0.010913652367889881,
"m": 1.0
}
]
},
{
"epoch": 21,
"train_loss": 1.8113466501235962,
"val_loss": 1.4281009435653687,
"acc": 48.84,
"time": 252.03963404800743,
"param": [
{
"p": 0.032827820628881454,
"m": 1.0
},
{
"p": 0.0006714757764711976,
"m": 1.0
},
{
"p": 0.5739048719406128,
"m": 1.0
},
{
"p": 0.011470867320895195,
"m": 0.48822805285453796
},
{
"p": 0.0,
"m": 0.9876368641853333
},
{
"p": 0.003526194952428341,
"m": 1.0
},
{
"p": 0.011094397865235806,
"m": 0.7908002138137817
},
{
"p": 0.07230652123689651,
"m": 0.8775603175163269
},
{
"p": 0.03379495441913605,
"m": 0.5218380689620972
},
{
"p": 0.17876498401165009,
"m": 0.9478458762168884
},
{
"p": 0.03307785093784332,
"m": 0.3025793135166168
},
{
"p": 0.022681696340441704,
"m": 1.0
},
{
"p": 0.0195352490991354,
"m": 1.0
},
{
"p": 0.006343183573335409,
"m": 1.0
}
]
},
{
"epoch": 22,
"train_loss": 1.709047794342041,
"val_loss": 1.443884015083313,
"acc": 49.71,
"time": 252.66877425089478,
"param": [
{
"p": 0.03356580063700676,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.578595757484436,
"m": 1.0
},
{
"p": 0.0083796801045537,
"m": 0.4794040620326996
},
{
"p": 0.0,
"m": 0.962367057800293
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.013042865321040154,
"m": 0.7971549034118652
},
{
"p": 0.06335971504449844,
"m": 0.8893634080886841
},
{
"p": 0.04518990218639374,
"m": 0.5236383080482483
},
{
"p": 0.17526857554912567,
"m": 0.9415448307991028
},
{
"p": 0.036055099219083786,
"m": 0.2863871157169342
},
{
"p": 0.026201970875263214,
"m": 1.0
},
{
"p": 0.020340681076049805,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 23,
"train_loss": 1.7326812744140625,
"val_loss": 1.4449567794799805,
"acc": 49.43,
"time": 253.45797978295013,
"param": [
{
"p": 0.027482254430651665,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.6382295489311218,
"m": 1.0
},
{
"p": 0.0,
"m": 0.45980575680732727
},
{
"p": 0.0,
"m": 0.9645968079566956
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.004999682307243347,
"m": 0.7776249051094055
},
{
"p": 0.048257239162921906,
"m": 0.9189077615737915
},
{
"p": 0.03740646317601204,
"m": 0.49897587299346924
},
{
"p": 0.17229215800762177,
"m": 0.9204856753349304
},
{
"p": 0.03300824388861656,
"m": 0.2826002240180969
},
{
"p": 0.018695056438446045,
"m": 1.0
},
{
"p": 0.01962931454181671,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 24,
"train_loss": 1.6147505044937134,
"val_loss": 1.2929168939590454,
"acc": 50.44,
"time": 255.83313021622598,
"param": [
{
"p": 0.03665441274642944,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.6091080904006958,
"m": 1.0
},
{
"p": 0.0005579059361480176,
"m": 0.43493354320526123
},
{
"p": 0.0,
"m": 0.9694215655326843
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.010334843769669533,
"m": 0.7387330532073975
},
{
"p": 0.0435233972966671,
"m": 0.9494199156761169
},
{
"p": 0.044288743287324905,
"m": 0.47564902901649475
},
{
"p": 0.15407316386699677,
"m": 0.9015687704086304
},
{
"p": 0.040100373327732086,
"m": 0.2494351714849472
},
{
"p": 0.021366162225604057,
"m": 1.0
},
{
"p": 0.03999294340610504,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 25,
"train_loss": 1.5442003011703491,
"val_loss": 1.2289880514144897,
"acc": 51.4,
"time": 250.97586394380778,
"param": [
{
"p": 0.02727087028324604,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.7040677070617676,
"m": 1.0
},
{
"p": 0.0,
"m": 0.4452553987503052
},
{
"p": 0.0,
"m": 0.9666702151298523
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 0.7168418169021606
},
{
"p": 0.023072771728038788,
"m": 0.9731935858726501
},
{
"p": 0.034542493522167206,
"m": 0.4474755525588989
},
{
"p": 0.1506941169500351,
"m": 0.8938103914260864
},
{
"p": 0.013852523639798164,
"m": 0.19732365012168884
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.046499527990818024,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 26,
"train_loss": 1.832031488418579,
"val_loss": 1.3793318271636963,
"acc": 52.99,
"time": 255.23721195571125,
"param": [
{
"p": 0.029388898983597755,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.7291425466537476,
"m": 1.0
},
{
"p": 0.0,
"m": 0.4151146113872528
},
{
"p": 0.0,
"m": 0.9452057480812073
},
{
"p": 0.0,
"m": 0.9999405145645142
},
{
"p": 0.001535626593977213,
"m": 0.7021133899688721
},
{
"p": 0.01149892620742321,
"m": 0.9624369740486145
},
{
"p": 0.03682269901037216,
"m": 0.44969290494918823
},
{
"p": 0.13286876678466797,
"m": 0.8841561079025269
},
{
"p": 0.0048813833855092525,
"m": 0.14570185542106628
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.053861286491155624,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 27,
"train_loss": 1.372253656387329,
"val_loss": 1.3142139911651611,
"acc": 52.48,
"time": 252.3202789737843,
"param": [
{
"p": 0.040487729012966156,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.6971426010131836,
"m": 1.0
},
{
"p": 0.0092929657548666,
"m": 0.41050997376441956
},
{
"p": 0.0,
"m": 0.9342949390411377
},
{
"p": 0.0,
"m": 0.9842151999473572
},
{
"p": 0.006750555243343115,
"m": 0.7002434134483337
},
{
"p": 0.01818276196718216,
"m": 0.9628200531005859
},
{
"p": 0.04043690115213394,
"m": 0.46058306097984314
},
{
"p": 0.11996018886566162,
"m": 0.8773384690284729
},
{
"p": 0.0025995555333793163,
"m": 0.13475054502487183
},
{
"p": 0.000746234436519444,
"m": 1.0
},
{
"p": 0.0644005686044693,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 28,
"train_loss": 1.602067470550537,
"val_loss": 1.3485603332519531,
"acc": 52.41,
"time": 253.91555686527863,
"param": [
{
"p": 0.051117200404405594,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.6357079148292542,
"m": 1.0
},
{
"p": 0.017406854778528214,
"m": 0.418308824300766
},
{
"p": 0.0004639969556592405,
"m": 0.9250632524490356
},
{
"p": 0.0006927630747668445,
"m": 0.9799247980117798
},
{
"p": 0.018021635711193085,
"m": 0.7062156200408936
},
{
"p": 0.029016733169555664,
"m": 0.9891248941421509
},
{
"p": 0.04584204778075218,
"m": 0.46192869544029236
},
{
"p": 0.11340675503015518,
"m": 0.863280177116394
},
{
"p": 0.008845201693475246,
"m": 0.1094018816947937
},
{
"p": 0.0069376761093735695,
"m": 1.0
},
{
"p": 0.07254116237163544,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 29,
"train_loss": 1.6765302419662476,
"val_loss": 1.3495606184005737,
"acc": 53.99,
"time": 253.87748739682138,
"param": [
{
"p": 0.05432961881160736,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.5623527765274048,
"m": 1.0
},
{
"p": 0.024281034246087074,
"m": 0.41466209292411804
},
{
"p": 0.0,
"m": 0.9098038077354431
},
{
"p": 0.004242829512804747,
"m": 0.9498857855796814
},
{
"p": 0.03928132355213165,
"m": 0.7091474533081055
},
{
"p": 0.03939330577850342,
"m": 1.0
},
{
"p": 0.0554821603000164,
"m": 0.46370941400527954
},
{
"p": 0.11052953451871872,
"m": 0.8282012939453125
},
{
"p": 0.016858065500855446,
"m": 0.08071134239435196
},
{
"p": 0.017281563952565193,
"m": 1.0
},
{
"p": 0.07596779614686966,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 30,
"train_loss": 1.5918105840682983,
"val_loss": 1.2827179431915283,
"acc": 54.29,
"time": 253.3737775334157,
"param": [
{
"p": 0.05674443766474724,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.49076083302497864,
"m": 1.0
},
{
"p": 0.03762653097510338,
"m": 0.408203125
},
{
"p": 0.0,
"m": 0.8955289721488953
},
{
"p": 0.013902181759476662,
"m": 0.9091187119483948
},
{
"p": 0.0589156448841095,
"m": 0.7050771713256836
},
{
"p": 0.05427004024386406,
"m": 0.9928107857704163
},
{
"p": 0.0612579844892025,
"m": 0.4909663498401642
},
{
"p": 0.10674512386322021,
"m": 0.8195239305496216
},
{
"p": 0.02938566729426384,
"m": 0.10714146494865417
},
{
"p": 0.022771330550312996,
"m": 0.9939794540405273
},
{
"p": 0.06762024015188217,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 31,
"train_loss": 1.6516839265823364,
"val_loss": 1.3866784572601318,
"acc": 52.07,
"time": 256.3628326379694,
"param": [
{
"p": 0.06638851761817932,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.4172426462173462,
"m": 1.0
},
{
"p": 0.04766419902443886,
"m": 0.3645564913749695
},
{
"p": 0.0006715525523759425,
"m": 0.9253264665603638
},
{
"p": 0.02802589349448681,
"m": 0.9070335626602173
},
{
"p": 0.07731201499700546,
"m": 0.6889564394950867
},
{
"p": 0.06074696406722069,
"m": 0.9685832858085632
},
{
"p": 0.06252045929431915,
"m": 0.5004992485046387
},
{
"p": 0.10589858889579773,
"m": 0.8127821683883667
},
{
"p": 0.04241499304771423,
"m": 0.09058284759521484
},
{
"p": 0.02680377848446369,
"m": 1.0
},
{
"p": 0.06393260508775711,
"m": 1.0
},
{
"p": 0.0003777715319301933,
"m": 1.0
}
]
},
{
"epoch": 32,
"train_loss": 1.6750218868255615,
"val_loss": 1.323838472366333,
"acc": 54.5,
"time": 253.9550469238311,
"param": [
{
"p": 0.07041867077350616,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.3385041058063507,
"m": 1.0
},
{
"p": 0.05570850893855095,
"m": 0.35800743103027344
},
{
"p": 0.005951886996626854,
"m": 0.9637656807899475
},
{
"p": 0.0453953742980957,
"m": 0.9082181453704834
},
{
"p": 0.08572712540626526,
"m": 0.6759063601493835
},
{
"p": 0.06511593610048294,
"m": 0.9641822576522827
},
{
"p": 0.0733371451497078,
"m": 0.49469637870788574
},
{
"p": 0.10015968233346939,
"m": 0.7854223251342773
},
{
"p": 0.06990622729063034,
"m": 0.0
},
{
"p": 0.029564350843429565,
"m": 1.0
},
{
"p": 0.060210902243852615,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 33,
"train_loss": 1.7320501804351807,
"val_loss": 1.2460933923721313,
"acc": 55.45,
"time": 253.9981939289719,
"param": [
{
"p": 0.07320351898670197,
"m": 1.0
},
{
"p": 0.0009179615299217403,
"m": 1.0
},
{
"p": 0.2882460653781891,
"m": 1.0
},
{
"p": 0.0626269280910492,
"m": 0.35193127393722534
},
{
"p": 0.0,
"m": 0.9846768379211426
},
{
"p": 0.04979250207543373,
"m": 0.9055988192558289
},
{
"p": 0.0808524489402771,
"m": 0.6599618792533875
},
{
"p": 0.06573505699634552,
"m": 0.9518278241157532
},
{
"p": 0.08996070176362991,
"m": 0.49183881282806396
},
{
"p": 0.09403195977210999,
"m": 0.7874940633773804
},
{
"p": 0.08443005383014679,
"m": 0.0
},
{
"p": 0.04011949896812439,
"m": 0.9923887848854065
},
{
"p": 0.06650054454803467,
"m": 1.0
},
{
"p": 0.0035827874671667814,
"m": 1.0
}
]
},
{
"epoch": 34,
"train_loss": 1.64854097366333,
"val_loss": 1.2766532897949219,
"acc": 55.03,
"time": 251.84928074898198,
"param": [
{
"p": 0.07237202674150467,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.27176350355148315,
"m": 1.0
},
{
"p": 0.06373581290245056,
"m": 0.36258548498153687
},
{
"p": 0.0012906391639262438,
"m": 0.967932939529419
},
{
"p": 0.05459228903055191,
"m": 0.9137425422668457
},
{
"p": 0.07639922946691513,
"m": 0.6471408009529114
},
{
"p": 0.0687522366642952,
"m": 0.9534876346588135
},
{
"p": 0.1018754243850708,
"m": 0.4986937344074249
},
{
"p": 0.08715344220399857,
"m": 0.813514769077301
},
{
"p": 0.07984106987714767,
"m": 0.0021472268272191286
},
{
"p": 0.04570634663105011,
"m": 0.991759717464447
},
{
"p": 0.07390105724334717,
"m": 1.0
},
{
"p": 0.0026169256307184696,
"m": 1.0
}
]
},
{
"epoch": 35,
"train_loss": 1.8054287433624268,
"val_loss": 1.2249614000320435,
"acc": 55.44,
"time": 252.1593848289922,
"param": [
{
"p": 0.06344100087881088,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.26376739144325256,
"m": 1.0
},
{
"p": 0.05447634682059288,
"m": 0.38647523522377014
},
{
"p": 0.0,
"m": 0.9596930146217346
},
{
"p": 0.052553728222846985,
"m": 0.9240143299102783
},
{
"p": 0.06815945357084274,
"m": 0.6498499512672424
},
{
"p": 0.07591154426336288,
"m": 0.9544761776924133
},
{
"p": 0.1111225113272667,
"m": 0.49469879269599915
},
{
"p": 0.09320700168609619,
"m": 0.8235981464385986
},
{
"p": 0.08312544226646423,
"m": 0.026251036673784256
},
{
"p": 0.0500844307243824,
"m": 1.0
},
{
"p": 0.08415106683969498,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 36,
"train_loss": 1.5657501220703125,
"val_loss": 1.1925184726715088,
"acc": 56.69,
"time": 251.8807473052293,
"param": [
{
"p": 0.05956631526350975,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.2519466280937195,
"m": 1.0
},
{
"p": 0.05292554944753647,
"m": 0.416352778673172
},
{
"p": 0.0,
"m": 0.965117871761322
},
{
"p": 0.04344555735588074,
"m": 0.9370948672294617
},
{
"p": 0.0673031359910965,
"m": 0.633115828037262
},
{
"p": 0.07738402485847473,
"m": 0.932697594165802
},
{
"p": 0.11342159658670425,
"m": 0.47558164596557617
},
{
"p": 0.10107112675905228,
"m": 0.8209315538406372
},
{
"p": 0.08884445577859879,
"m": 0.01826230064034462
},
{
"p": 0.05588049441576004,
"m": 1.0
},
{
"p": 0.08821110427379608,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 37,
"train_loss": 1.6925066709518433,
"val_loss": 1.2546672821044922,
"acc": 56.0,
"time": 251.70091682532802,
"param": [
{
"p": 0.060792259871959686,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.25330016016960144,
"m": 1.0
},
{
"p": 0.05127830430865288,
"m": 0.4612255096435547
},
{
"p": 0.0,
"m": 0.989591658115387
},
{
"p": 0.03236246109008789,
"m": 0.9490166902542114
},
{
"p": 0.061740707606077194,
"m": 0.6161064505577087
},
{
"p": 0.06957931071519852,
"m": 0.9312357306480408
},
{
"p": 0.12359954416751862,
"m": 0.46255406737327576
},
{
"p": 0.10207485407590866,
"m": 0.8167370557785034
},
{
"p": 0.09159905463457108,
"m": 0.009056854993104935
},
{
"p": 0.06066549941897392,
"m": 1.0
},
{
"p": 0.09300785511732101,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 38,
"train_loss": 1.7419219017028809,
"val_loss": 1.2164463996887207,
"acc": 56.07,
"time": 251.71282148594037,
"param": [
{
"p": 0.051704488694667816,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.2613126039505005,
"m": 1.0
},
{
"p": 0.05073508620262146,
"m": 0.45765969157218933
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.020901193842291832,
"m": 0.9407635927200317
},
{
"p": 0.056328821927309036,
"m": 0.5635467171669006
},
{
"p": 0.057559676468372345,
"m": 0.9321006536483765
},
{
"p": 0.13737471401691437,
"m": 0.45965418219566345
},
{
"p": 0.10103938728570938,
"m": 0.8237498998641968
},
{
"p": 0.10164932161569595,
"m": 0.0
},
{
"p": 0.06085238233208656,
"m": 1.0
},
{
"p": 0.10054228454828262,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 39,
"train_loss": 1.8013488054275513,
"val_loss": 1.2238010168075562,
"acc": 56.11,
"time": 252.83067483827472,
"param": [
{
"p": 0.05006026849150658,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.26888221502304077,
"m": 1.0
},
{
"p": 0.04113595187664032,
"m": 0.42728427052497864
},
{
"p": 0.0,
"m": 0.973377525806427
},
{
"p": 0.010212277062237263,
"m": 0.925993025302887
},
{
"p": 0.051910243928432465,
"m": 0.5373165011405945
},
{
"p": 0.04265734925866127,
"m": 0.9142074584960938
},
{
"p": 0.14671288430690765,
"m": 0.44997313618659973
},
{
"p": 0.09368134289979935,
"m": 0.8347606062889099
},
{
"p": 0.12174797803163528,
"m": 0.0
},
{
"p": 0.0605732798576355,
"m": 1.0
},
{
"p": 0.11242619156837463,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 40,
"train_loss": 1.5925371646881104,
"val_loss": 1.3574069738388062,
"acc": 56.15,
"time": 252.961018987,
"param": [
{
"p": 0.04417654499411583,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.27662530541419983,
"m": 1.0
},
{
"p": 0.02088782750070095,
"m": 0.3875536024570465
},
{
"p": 0.0,
"m": 0.9326370358467102
},
{
"p": 0.010514295659959316,
"m": 0.9167168140411377
},
{
"p": 0.04992273077368736,
"m": 0.5175114870071411
},
{
"p": 0.024506621062755585,
"m": 0.8797152042388916
},
{
"p": 0.1590985208749771,
"m": 0.44839274883270264
},
{
"p": 0.08315034955739975,
"m": 0.8462022542953491
},
{
"p": 0.14690688252449036,
"m": 0.0
},
{
"p": 0.05858859047293663,
"m": 1.0
},
{
"p": 0.12562231719493866,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 41,
"train_loss": 1.729688048362732,
"val_loss": 1.2399502992630005,
"acc": 56.86,
"time": 252.32187161128968,
"param": [
{
"p": 0.04285697638988495,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.2758859395980835,
"m": 1.0
},
{
"p": 0.01248880848288536,
"m": 0.37939250469207764
},
{
"p": 0.00037912194966338575,
"m": 0.8957716822624207
},
{
"p": 0.011984673328697681,
"m": 0.9396795630455017
},
{
"p": 0.04714767262339592,
"m": 0.4738621413707733
},
{
"p": 0.009959994815289974,
"m": 0.8625430464744568
},
{
"p": 0.16367051005363464,
"m": 0.4608028531074524
},
{
"p": 0.08182893693447113,
"m": 0.8592774868011475
},
{
"p": 0.16159631311893463,
"m": 0.0
},
{
"p": 0.06542608886957169,
"m": 1.0
},
{
"p": 0.12677502632141113,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 42,
"train_loss": 1.7092958688735962,
"val_loss": 1.0831966400146484,
"acc": 58.16,
"time": 252.7399225528352,
"param": [
{
"p": 0.03787869215011597,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.26824748516082764,
"m": 1.0
},
{
"p": 0.006672739516943693,
"m": 0.38857218623161316
},
{
"p": 0.0,
"m": 0.8861797451972961
},
{
"p": 0.01419917680323124,
"m": 0.9599809646606445
},
{
"p": 0.04892554134130478,
"m": 0.46731576323509216
},
{
"p": 0.0,
"m": 0.8620715737342834
},
{
"p": 0.15945321321487427,
"m": 0.4583727717399597
},
{
"p": 0.08607618510723114,
"m": 0.862592339515686
},
{
"p": 0.1778399795293808,
"m": 0.0026999865658581257
},
{
"p": 0.07189832627773285,
"m": 1.0
},
{
"p": 0.1288086622953415,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 43,
"train_loss": 1.5532478094100952,
"val_loss": 1.2197086811065674,
"acc": 58.64,
"time": 252.65617959899828,
"param": [
{
"p": 0.036510031670331955,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.25928106904029846,
"m": 1.0
},
{
"p": 0.0,
"m": 0.3803268074989319
},
{
"p": 0.0,
"m": 0.8870218396186829
},
{
"p": 0.0092079546302557,
"m": 0.9556891322135925
},
{
"p": 0.036651611328125,
"m": 0.4495297074317932
},
{
"p": 0.0,
"m": 0.8545044660568237
},
{
"p": 0.16380617022514343,
"m": 0.4715234935283661
},
{
"p": 0.0851002037525177,
"m": 0.8692073822021484
},
{
"p": 0.19497492909431458,
"m": 0.02795710787177086
},
{
"p": 0.07348418235778809,
"m": 1.0
},
{
"p": 0.14098381996154785,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 44,
"train_loss": 1.4913915395736694,
"val_loss": 1.2769957780838013,
"acc": 57.25,
"time": 252.98873237986118,
"param": [
{
"p": 0.04305639863014221,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.2463611513376236,
"m": 1.0
},
{
"p": 0.0,
"m": 0.3545472323894501
},
{
"p": 0.0,
"m": 0.8731512427330017
},
{
"p": 0.008513257838785648,
"m": 0.9430080652236938
},
{
"p": 0.029071081429719925,
"m": 0.43181267380714417
},
{
"p": 0.0,
"m": 0.8253853917121887
},
{
"p": 0.16655072569847107,
"m": 0.4902516305446625
},
{
"p": 0.07732384651899338,
"m": 0.8829982280731201
},
{
"p": 0.20884062349796295,
"m": 0.06873700767755508
},
{
"p": 0.07058519870042801,
"m": 1.0
},
{
"p": 0.14969775080680847,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 45,
"train_loss": 1.6459524631500244,
"val_loss": 1.1332780122756958,
"acc": 58.53,
"time": 250.64798017777503,
"param": [
{
"p": 0.03843667358160019,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.23714058101177216,
"m": 1.0
},
{
"p": 0.0,
"m": 0.3418969213962555
},
{
"p": 0.0,
"m": 0.8703582882881165
},
{
"p": 0.0058624655939638615,
"m": 0.9533355832099915
},
{
"p": 0.021390633657574654,
"m": 0.3904546797275543
},
{
"p": 0.0,
"m": 0.8202504515647888
},
{
"p": 0.16933275759220123,
"m": 0.49677252769470215
},
{
"p": 0.0682433545589447,
"m": 0.9054210186004639
},
{
"p": 0.22824448347091675,
"m": 0.09139024466276169
},
{
"p": 0.07579337060451508,
"m": 1.0
},
{
"p": 0.1555556207895279,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 46,
"train_loss": 1.4327529668807983,
"val_loss": 1.141177773475647,
"acc": 58.56,
"time": 250.59740699501708,
"param": [
{
"p": 0.04195326566696167,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.21439287066459656,
"m": 1.0
},
{
"p": 0.0,
"m": 0.3302914798259735
},
{
"p": 0.0,
"m": 0.8802230954170227
},
{
"p": 0.020073749125003815,
"m": 0.9574688673019409
},
{
"p": 0.02894899994134903,
"m": 0.3498651385307312
},
{
"p": 0.0,
"m": 0.8246893882751465
},
{
"p": 0.16815513372421265,
"m": 0.5044943690299988
},
{
"p": 0.05625222623348236,
"m": 0.913651704788208
},
{
"p": 0.23023617267608643,
"m": 0.0829765647649765
},
{
"p": 0.08786150068044662,
"m": 1.0
},
{
"p": 0.15212605893611908,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 47,
"train_loss": 1.2980085611343384,
"val_loss": 1.1836209297180176,
"acc": 59.62,
"time": 253.89983536535874,
"param": [
{
"p": 0.03560784086585045,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.21417926251888275,
"m": 1.0
},
{
"p": 0.0,
"m": 0.3340950012207031
},
{
"p": 0.0,
"m": 0.8673694729804993
},
{
"p": 0.008019234985113144,
"m": 0.9290469884872437
},
{
"p": 0.016464639455080032,
"m": 0.3416599631309509
},
{
"p": 0.0,
"m": 0.8008522391319275
},
{
"p": 0.18407180905342102,
"m": 0.5010673403739929
},
{
"p": 0.03516194969415665,
"m": 0.915736198425293
},
{
"p": 0.2648438811302185,
"m": 0.0796656385064125
},
{
"p": 0.08954762667417526,
"m": 1.0
},
{
"p": 0.15210376679897308,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 48,
"train_loss": 1.4141902923583984,
"val_loss": 1.0981838703155518,
"acc": 58.6,
"time": 252.14312314614654,
"param": [
{
"p": 0.020210927352309227,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.20622935891151428,
"m": 1.0
},
{
"p": 0.0,
"m": 0.3500692844390869
},
{
"p": 0.0,
"m": 0.8934877514839172
},
{
"p": 0.0,
"m": 0.8954090476036072
},
{
"p": 0.002612845040857792,
"m": 0.32225045561790466
},
{
"p": 0.0,
"m": 0.7936565279960632
},
{
"p": 0.20226271450519562,
"m": 0.49707499146461487
},
{
"p": 0.031825803220272064,
"m": 0.9234469532966614
},
{
"p": 0.3016495108604431,
"m": 0.07250620424747467
},
{
"p": 0.08726609498262405,
"m": 1.0
},
{
"p": 0.14794272184371948,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 49,
"train_loss": 1.2694737911224365,
"val_loss": 1.1444875001907349,
"acc": 59.51,
"time": 250.9271124601364,
"param": [
{
"p": 0.009289450012147427,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.19789613783359528,
"m": 1.0
},
{
"p": 0.0014880193630233407,
"m": 0.35753944516181946
},
{
"p": 0.0,
"m": 0.9140826463699341
},
{
"p": 0.0020263204351067543,
"m": 0.8810684680938721
},
{
"p": 0.0020792707800865173,
"m": 0.32242143154144287
},
{
"p": 0.0,
"m": 0.7845962047576904
},
{
"p": 0.20621994137763977,
"m": 0.5137147903442383
},
{
"p": 0.037231672555208206,
"m": 0.9340075850486755
},
{
"p": 0.3157256543636322,
"m": 0.06757070869207382
},
{
"p": 0.08705281466245651,
"m": 1.0
},
{
"p": 0.14099065959453583,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 50,
"train_loss": 1.591255784034729,
"val_loss": 1.0420836210250854,
"acc": 59.49,
"time": 250.28963281726465,
"param": [
{
"p": 0.00019639193487819284,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.18746592104434967,
"m": 1.0
},
{
"p": 0.0,
"m": 0.34665000438690186
},
{
"p": 0.0,
"m": 0.9403699636459351
},
{
"p": 0.0,
"m": 0.8772928714752197
},
{
"p": 0.0,
"m": 0.3196832835674286
},
{
"p": 0.0,
"m": 0.7813637852668762
},
{
"p": 0.2160169631242752,
"m": 0.5106589794158936
},
{
"p": 0.029862957075238228,
"m": 0.9392712116241455
},
{
"p": 0.34501299262046814,
"m": 0.0604272335767746
},
{
"p": 0.08708856254816055,
"m": 1.0
},
{
"p": 0.13435618579387665,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 51,
"train_loss": 1.6017194986343384,
"val_loss": 1.1666338443756104,
"acc": 57.95,
"time": 252.48637574119493,
"param": [
{
"p": 0.012394687160849571,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1724109649658203,
"m": 1.0
},
{
"p": 0.0,
"m": 0.346329003572464
},
{
"p": 0.0003498758014757186,
"m": 0.9575912356376648
},
{
"p": 0.0007895148009993136,
"m": 0.8856158256530762
},
{
"p": 0.006447677966207266,
"m": 0.29845497012138367
},
{
"p": 0.0007425082148984075,
"m": 0.7829192280769348
},
{
"p": 0.20694094896316528,
"m": 0.5457972288131714
},
{
"p": 0.03145706653594971,
"m": 0.9399099349975586
},
{
"p": 0.3465593755245209,
"m": 0.08035378158092499
},
{
"p": 0.08854193240404129,
"m": 1.0
},
{
"p": 0.13236528635025024,
"m": 1.0
},
{
"p": 0.0010000776965171099,
"m": 1.0
}
]
},
{
"epoch": 52,
"train_loss": 1.599652886390686,
"val_loss": 1.2328250408172607,
"acc": 59.47,
"time": 251.93935779621825,
"param": [
{
"p": 0.03370562568306923,
"m": 1.0
},
{
"p": 0.0006605120142921805,
"m": 1.0
},
{
"p": 0.15184684097766876,
"m": 1.0
},
{
"p": 0.006154138129204512,
"m": 0.35085195302963257
},
{
"p": 0.004711995366960764,
"m": 0.9613407254219055
},
{
"p": 0.016717515885829926,
"m": 0.8812142014503479
},
{
"p": 0.025481563061475754,
"m": 0.2731569707393646
},
{
"p": 0.013095119968056679,
"m": 0.781048059463501
},
{
"p": 0.1760629564523697,
"m": 0.5859990119934082
},
{
"p": 0.049636729061603546,
"m": 0.9479843974113464
},
{
"p": 0.30562540888786316,
"m": 0.09834588319063187
},
{
"p": 0.09337996691465378,
"m": 1.0
},
{
"p": 0.12292160838842392,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 53,
"train_loss": 1.4566982984542847,
"val_loss": 1.0725668668746948,
"acc": 60.06,
"time": 253.36027865717188,
"param": [
{
"p": 0.044023964554071426,
"m": 1.0
},
{
"p": 0.0007087005069479346,
"m": 1.0
},
{
"p": 0.13767170906066895,
"m": 1.0
},
{
"p": 0.015935715287923813,
"m": 0.3435233235359192
},
{
"p": 0.007132142782211304,
"m": 0.9483974575996399
},
{
"p": 0.015918999910354614,
"m": 0.8793399333953857
},
{
"p": 0.05102018639445305,
"m": 0.23327139019966125
},
{
"p": 0.015509556978940964,
"m": 0.7797068953514099
},
{
"p": 0.15301169455051422,
"m": 0.6021708250045776
},
{
"p": 0.06309330463409424,
"m": 0.9516838192939758
},
{
"p": 0.27826908230781555,
"m": 0.1006607785820961
},
{
"p": 0.09840670228004456,
"m": 1.0
},
{
"p": 0.11929812282323837,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 54,
"train_loss": 1.5248806476593018,
"val_loss": 1.2344812154769897,
"acc": 59.72,
"time": 252.05933201964945,
"param": [
{
"p": 0.05127149820327759,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12850841879844666,
"m": 1.0
},
{
"p": 0.020989568904042244,
"m": 0.326145738363266
},
{
"p": 0.0011483806883916259,
"m": 0.9582834839820862
},
{
"p": 0.006688816472887993,
"m": 0.8736798167228699
},
{
"p": 0.058407194912433624,
"m": 0.24183829128742218
},
{
"p": 0.007494449615478516,
"m": 0.7700563073158264
},
{
"p": 0.15658248960971832,
"m": 0.5974687933921814
},
{
"p": 0.062252867966890335,
"m": 0.9441351294517517
},
{
"p": 0.28569337725639343,
"m": 0.10247807204723358
},
{
"p": 0.09851888567209244,
"m": 1.0
},
{
"p": 0.1224440336227417,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 55,
"train_loss": 1.752956509590149,
"val_loss": 1.132668137550354,
"acc": 59.47,
"time": 252.16257898509502,
"param": [
{
"p": 0.05735952779650688,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11790559440851212,
"m": 1.0
},
{
"p": 0.010891891084611416,
"m": 0.307422399520874
},
{
"p": 0.0,
"m": 0.9620784521102905
},
{
"p": 0.0,
"m": 0.8965506553649902
},
{
"p": 0.05461280047893524,
"m": 0.23410770297050476
},
{
"p": 0.0,
"m": 0.7585747241973877
},
{
"p": 0.16318359971046448,
"m": 0.5860952734947205
},
{
"p": 0.049653127789497375,
"m": 0.9346423745155334
},
{
"p": 0.324454665184021,
"m": 0.10887154936790466
},
{
"p": 0.09573372453451157,
"m": 1.0
},
{
"p": 0.12620508670806885,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 56,
"train_loss": 1.6005812883377075,
"val_loss": 1.1256567239761353,
"acc": 60.03,
"time": 249.57971689291298,
"param": [
{
"p": 0.06284545361995697,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09937459230422974,
"m": 1.0
},
{
"p": 0.010870806872844696,
"m": 0.3299941420555115
},
{
"p": 0.0,
"m": 0.9716843366622925
},
{
"p": 0.0,
"m": 0.9156633019447327
},
{
"p": 0.05180392414331436,
"m": 0.2270713746547699
},
{
"p": 0.0,
"m": 0.7542298436164856
},
{
"p": 0.16362719237804413,
"m": 0.560696542263031
},
{
"p": 0.029064832255244255,
"m": 0.9230853915214539
},
{
"p": 0.36257433891296387,
"m": 0.11180409789085388
},
{
"p": 0.09019751101732254,
"m": 1.0
},
{
"p": 0.12964141368865967,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 57,
"train_loss": 1.6170787811279297,
"val_loss": 1.1926188468933105,
"acc": 60.06,
"time": 251.27767955092713,
"param": [
{
"p": 0.06276117265224457,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08689319342374802,
"m": 1.0
},
{
"p": 0.014786900021135807,
"m": 0.3415481746196747
},
{
"p": 0.0,
"m": 0.9862870573997498
},
{
"p": 0.0,
"m": 0.9324097633361816
},
{
"p": 0.06790360063314438,
"m": 0.20979277789592743
},
{
"p": 0.01165053155273199,
"m": 0.7498123049736023
},
{
"p": 0.15835678577423096,
"m": 0.5588378310203552
},
{
"p": 0.017520178109407425,
"m": 0.9144194722175598
},
{
"p": 0.3543398976325989,
"m": 0.0999070331454277
},
{
"p": 0.09667998552322388,
"m": 1.0
},
{
"p": 0.1291077584028244,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 58,
"train_loss": 1.5038001537322998,
"val_loss": 1.10581374168396,
"acc": 60.93,
"time": 254.04114526184276,
"param": [
{
"p": 0.05592569708824158,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09101679921150208,
"m": 1.0
},
{
"p": 0.015126521699130535,
"m": 0.313438355922699
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 0.9433669447898865
},
{
"p": 0.0701337456703186,
"m": 0.203413724899292
},
{
"p": 0.022739440202713013,
"m": 0.7488572597503662
},
{
"p": 0.15685950219631195,
"m": 0.5539830923080444
},
{
"p": 0.0,
"m": 0.9086061120033264
},
{
"p": 0.3629438877105713,
"m": 0.07502233237028122
},
{
"p": 0.09251169115304947,
"m": 1.0
},
{
"p": 0.1327427476644516,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 59,
"train_loss": 1.5159695148468018,
"val_loss": 1.079311490058899,
"acc": 60.38,
"time": 251.44183815596625,
"param": [
{
"p": 0.05521142855286598,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10197040438652039,
"m": 1.0
},
{
"p": 0.00449660187587142,
"m": 0.2932409644126892
},
{
"p": 0.0,
"m": 0.9996120929718018
},
{
"p": 0.0,
"m": 0.9460713863372803
},
{
"p": 0.07146695256233215,
"m": 0.23384280502796173
},
{
"p": 0.018823916092514992,
"m": 0.7495924234390259
},
{
"p": 0.16038846969604492,
"m": 0.5538071990013123
},
{
"p": 0.0,
"m": 0.9006677269935608
},
{
"p": 0.38092583417892456,
"m": 0.05963043123483658
},
{
"p": 0.08193687349557877,
"m": 1.0
},
{
"p": 0.12477953732013702,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 60,
"train_loss": 2.0861611366271973,
"val_loss": 1.0124588012695312,
"acc": 60.76,
"time": 253.96103309514,
"param": [
{
"p": 0.04028576985001564,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09937844425439835,
"m": 1.0
},
{
"p": 0.0,
"m": 0.2703454792499542
},
{
"p": 0.0,
"m": 0.9989572763442993
},
{
"p": 0.0,
"m": 0.9425352811813354
},
{
"p": 0.042371246963739395,
"m": 0.2373179942369461
},
{
"p": 0.0,
"m": 0.720970869064331
},
{
"p": 0.18790404498577118,
"m": 0.544906735420227
},
{
"p": 0.0,
"m": 0.8909028768539429
},
{
"p": 0.4477600157260895,
"m": 0.04387510567903519
},
{
"p": 0.0712231993675232,
"m": 1.0
},
{
"p": 0.11107728630304337,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 61,
"train_loss": 2.0532665252685547,
"val_loss": 1.1830346584320068,
"acc": 61.15,
"time": 253.40621789870784,
"param": [
{
"p": 0.03204604238271713,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0872812494635582,
"m": 1.0
},
{
"p": 0.0,
"m": 0.259520560503006
},
{
"p": 0.0,
"m": 0.9952124357223511
},
{
"p": 0.01358840987086296,
"m": 0.9430344104766846
},
{
"p": 0.027700334787368774,
"m": 0.20564725995063782
},
{
"p": 0.0,
"m": 0.7125093340873718
},
{
"p": 0.19060976803302765,
"m": 0.5467700958251953
},
{
"p": 0.005639733746647835,
"m": 0.8838390111923218
},
{
"p": 0.4708784818649292,
"m": 0.0
},
{
"p": 0.07204345613718033,
"m": 1.0
},
{
"p": 0.10021249204874039,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 62,
"train_loss": 1.4202382564544678,
"val_loss": 1.0787608623504639,
"acc": 60.14,
"time": 248.8113924297504,
"param": [
{
"p": 0.03229198232293129,
"m": 1.0
},
{
"p": 0.001174175995402038,
"m": 1.0
},
{
"p": 0.09382739663124084,
"m": 1.0
},
{
"p": 0.0,
"m": 0.2411578893661499
},
{
"p": 0.005830943118780851,
"m": 0.9844526648521423
},
{
"p": 0.03151656314730644,
"m": 0.9414411187171936
},
{
"p": 0.032171037048101425,
"m": 0.16503383219242096
},
{
"p": 0.0,
"m": 0.7052422165870667
},
{
"p": 0.17137445509433746,
"m": 0.5580974221229553
},
{
"p": 0.011233816854655743,
"m": 0.8912540078163147
},
{
"p": 0.44795477390289307,
"m": 0.0
},
{
"p": 0.07071106135845184,
"m": 1.0
},
{
"p": 0.09902334213256836,
"m": 1.0
},
{
"p": 0.002890481613576412,
"m": 1.0
}
]
},
{
"epoch": 63,
"train_loss": 1.8006322383880615,
"val_loss": 1.0798912048339844,
"acc": 60.95,
"time": 253.80985885066912,
"param": [
{
"p": 0.04861607402563095,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08883277326822281,
"m": 1.0
},
{
"p": 0.0005660882452502847,
"m": 0.19295072555541992
},
{
"p": 0.013508349657058716,
"m": 0.9789475798606873
},
{
"p": 0.05451842397451401,
"m": 0.9480891227722168
},
{
"p": 0.04421159252524376,
"m": 0.1529352217912674
},
{
"p": 0.0065125226974487305,
"m": 0.6998709440231323
},
{
"p": 0.14525893330574036,
"m": 0.5912309288978577
},
{
"p": 0.016996916383504868,
"m": 0.8949428796768188
},
{
"p": 0.41580602526664734,
"m": 0.0
},
{
"p": 0.05805546045303345,
"m": 1.0
},
{
"p": 0.09947719424962997,
"m": 1.0
},
{
"p": 0.007639517076313496,
"m": 1.0
}
]
},
{
"epoch": 64,
"train_loss": 1.7301795482635498,
"val_loss": 1.1063276529312134,
"acc": 61.08,
"time": 250.58888961421326,
"param": [
{
"p": 0.05837482213973999,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07503188401460648,
"m": 1.0
},
{
"p": 0.0,
"m": 0.17294324934482574
},
{
"p": 0.015150115825235844,
"m": 0.9636163115501404
},
{
"p": 0.0744466483592987,
"m": 0.9404667019844055
},
{
"p": 0.0486295223236084,
"m": 0.16720610857009888
},
{
"p": 0.00311666214838624,
"m": 0.6911494731903076
},
{
"p": 0.12352464348077774,
"m": 0.6264658570289612
},
{
"p": 0.025657309219241142,
"m": 0.9089484214782715
},
{
"p": 0.38881462812423706,
"m": 0.010717174969613552
},
{
"p": 0.06606003642082214,
"m": 1.0
},
{
"p": 0.1069343313574791,
"m": 1.0
},
{
"p": 0.014259347692131996,
"m": 1.0
}
]
},
{
"epoch": 65,
"train_loss": 1.664386510848999,
"val_loss": 1.2404221296310425,
"acc": 61.75,
"time": 254.03682160610333,
"param": [
{
"p": 0.05510201305150986,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07493717968463898,
"m": 1.0
},
{
"p": 0.0,
"m": 0.15981918573379517
},
{
"p": 0.007550157606601715,
"m": 0.9384220838546753
},
{
"p": 0.0838271826505661,
"m": 0.9185884594917297
},
{
"p": 0.04756172373890877,
"m": 0.1382073312997818
},
{
"p": 0.0,
"m": 0.6708745360374451
},
{
"p": 0.11348381638526917,
"m": 0.6403544545173645
},
{
"p": 0.02466420829296112,
"m": 0.9127736687660217
},
{
"p": 0.403952419757843,
"m": 0.0
},
{
"p": 0.0829530656337738,
"m": 1.0
},
{
"p": 0.10596821457147598,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 66,
"train_loss": 1.936798334121704,
"val_loss": 1.0168614387512207,
"acc": 61.81,
"time": 253.09622518066317,
"param": [
{
"p": 0.05613640323281288,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06783363968133926,
"m": 1.0
},
{
"p": 6.865199247840792e-05,
"m": 0.12643082439899445
},
{
"p": 0.006866132374852896,
"m": 0.9287091493606567
},
{
"p": 0.08675925433635712,
"m": 0.9259178042411804
},
{
"p": 0.04931297153234482,
"m": 0.12262194603681564
},
{
"p": 0.0,
"m": 0.6369072198867798
},
{
"p": 0.11026431620121002,
"m": 0.6535637378692627
},
{
"p": 0.013825478963553905,
"m": 0.9224400520324707
},
{
"p": 0.41400736570358276,
"m": 0.0
},
{
"p": 0.09403955936431885,
"m": 1.0
},
{
"p": 0.10088622570037842,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 67,
"train_loss": 1.725541353225708,
"val_loss": 1.0646225214004517,
"acc": 62.31,
"time": 256.8411070499569,
"param": [
{
"p": 0.058848023414611816,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05582907050848007,
"m": 1.0
},
{
"p": 0.0,
"m": 0.05866658687591553
},
{
"p": 0.0,
"m": 0.9074544310569763
},
{
"p": 0.09076893329620361,
"m": 0.9419280886650085
},
{
"p": 0.041840095072984695,
"m": 0.10494544357061386
},
{
"p": 0.0015531966928392649,
"m": 0.5923150777816772
},
{
"p": 0.11362680047750473,
"m": 0.6738568544387817
},
{
"p": 0.020052233710885048,
"m": 0.9344897270202637
},
{
"p": 0.4257717430591583,
"m": 0.0
},
{
"p": 0.09713882207870483,
"m": 1.0
},
{
"p": 0.09457109868526459,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 68,
"train_loss": 1.7633227109909058,
"val_loss": 1.045596957206726,
"acc": 61.3,
"time": 251.21905675996095,
"param": [
{
"p": 0.06021586060523987,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05493820458650589,
"m": 1.0
},
{
"p": 0.006438491400331259,
"m": 0.0
},
{
"p": 0.0003269314765930176,
"m": 0.8840306997299194
},
{
"p": 0.09212981164455414,
"m": 0.957955539226532
},
{
"p": 0.025962216779589653,
"m": 0.07773856818675995
},
{
"p": 0.023834263905882835,
"m": 0.5610784888267517
},
{
"p": 0.11360414326190948,
"m": 0.6910483837127686
},
{
"p": 0.032873157411813736,
"m": 0.941522479057312
},
{
"p": 0.42114460468292236,
"m": 0.024543169885873795
},
{
"p": 0.08343221992254257,
"m": 1.0
},
{
"p": 0.08510005474090576,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 69,
"train_loss": 1.5574302673339844,
"val_loss": 0.867117702960968,
"acc": 62.33,
"time": 250.5583960590884,
"param": [
{
"p": 0.05841238796710968,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04849501699209213,
"m": 1.0
},
{
"p": 0.012503822334110737,
"m": 0.0
},
{
"p": 0.0026604975573718548,
"m": 0.8804077506065369
},
{
"p": 0.08902834355831146,
"m": 0.9782252907752991
},
{
"p": 0.009123779833316803,
"m": 0.027193358168005943
},
{
"p": 0.028732353821396828,
"m": 0.5413652658462524
},
{
"p": 0.11095286905765533,
"m": 0.6871839165687561
},
{
"p": 0.03658552095293999,
"m": 0.9559015035629272
},
{
"p": 0.4538749158382416,
"m": 0.0191714558750391
},
{
"p": 0.07038109749555588,
"m": 1.0
},
{
"p": 0.07924935966730118,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 70,
"train_loss": 1.7126489877700806,
"val_loss": 1.1789690256118774,
"acc": 61.35,
"time": 253.54264645278454,
"param": [
{
"p": 0.05679752677679062,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05085311084985733,
"m": 1.0
},
{
"p": 0.013181040994822979,
"m": 0.0
},
{
"p": 0.0,
"m": 0.8700767755508423
},
{
"p": 0.07318095862865448,
"m": 1.0
},
{
"p": 0.016565507277846336,
"m": 0.0
},
{
"p": 0.025691907852888107,
"m": 0.5578718185424805
},
{
"p": 0.11128077656030655,
"m": 0.7001661658287048
},
{
"p": 0.04510761797428131,
"m": 0.9664626121520996
},
{
"p": 0.459481418132782,
"m": 0.020013928413391113
},
{
"p": 0.07099240273237228,
"m": 1.0
},
{
"p": 0.07686768472194672,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 71,
"train_loss": 1.6737141609191895,
"val_loss": 1.0423799753189087,
"acc": 61.5,
"time": 248.21071692416444,
"param": [
{
"p": 0.05549731105566025,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.036231037229299545,
"m": 1.0
},
{
"p": 0.005927857477217913,
"m": 0.0
},
{
"p": 0.0019109451677650213,
"m": 0.8337951302528381
},
{
"p": 0.07314103096723557,
"m": 0.9815966486930847
},
{
"p": 0.020906178280711174,
"m": 0.0049527473747730255
},
{
"p": 0.010447334498167038,
"m": 0.5548813939094543
},
{
"p": 0.1051410436630249,
"m": 0.7099170684814453
},
{
"p": 0.05252443253993988,
"m": 0.9847666621208191
},
{
"p": 0.4840397238731384,
"m": 0.04892987385392189
},
{
"p": 0.07394909858703613,
"m": 1.0
},
{
"p": 0.08028405159711838,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 72,
"train_loss": 1.550667405128479,
"val_loss": 1.046278715133667,
"acc": 62.22,
"time": 249.34021622035652,
"param": [
{
"p": 0.05616571009159088,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.02768697962164879,
"m": 1.0
},
{
"p": 0.015315055847167969,
"m": 0.0
},
{
"p": 0.00010639001993695274,
"m": 0.8063435554504395
},
{
"p": 0.06680452078580856,
"m": 0.959331214427948
},
{
"p": 0.04414089396595955,
"m": 0.0
},
{
"p": 0.0,
"m": 0.5532376766204834
},
{
"p": 0.10266543924808502,
"m": 0.7364807724952698
},
{
"p": 0.05996955558657646,
"m": 1.0
},
{
"p": 0.4847714900970459,
"m": 0.04587211459875107
},
{
"p": 0.061225298792123795,
"m": 1.0
},
{
"p": 0.07912792265415192,
"m": 1.0
},
{
"p": 0.0020207371562719345,
"m": 1.0
}
]
},
{
"epoch": 73,
"train_loss": 1.7435299158096313,
"val_loss": 1.0550860166549683,
"acc": 62.03,
"time": 251.4456579182297,
"param": [
{
"p": 0.06274426728487015,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.02834286354482174,
"m": 1.0
},
{
"p": 0.009240569546818733,
"m": 0.0
},
{
"p": 0.0,
"m": 0.8114482164382935
},
{
"p": 0.053146351128816605,
"m": 0.9536516070365906
},
{
"p": 0.06758106499910355,
"m": 0.0016502720536664128
},
{
"p": 0.004086633678525686,
"m": 0.5697740316390991
},
{
"p": 0.09882614016532898,
"m": 0.7463175654411316
},
{
"p": 0.07090888172388077,
"m": 1.0
},
{
"p": 0.47967860102653503,
"m": 0.033828310668468475
},
{
"p": 0.04393644258379936,
"m": 1.0
},
{
"p": 0.08150824904441833,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 74,
"train_loss": 1.563539981842041,
"val_loss": 1.0768990516662598,
"acc": 62.8,
"time": 251.627637648955,
"param": [
{
"p": 0.06407085806131363,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.035786665976047516,
"m": 1.0
},
{
"p": 0.007277850992977619,
"m": 0.0541098527610302
},
{
"p": 0.0,
"m": 0.8192327618598938
},
{
"p": 0.04258240386843681,
"m": 0.979756772518158
},
{
"p": 0.06978343427181244,
"m": 0.0
},
{
"p": 0.004974955692887306,
"m": 0.5771989822387695
},
{
"p": 0.09699990600347519,
"m": 0.7499990463256836
},
{
"p": 0.07558177411556244,
"m": 1.0
},
{
"p": 0.4760041832923889,
"m": 0.02650020271539688
},
{
"p": 0.037859950214624405,
"m": 0.9986818432807922
},
{
"p": 0.08907799422740936,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 75,
"train_loss": 1.8262590169906616,
"val_loss": 1.1630935668945312,
"acc": 62.54,
"time": 252.5829164800234,
"param": [
{
"p": 0.06378500908613205,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03787890821695328,
"m": 1.0
},
{
"p": 0.021784314885735512,
"m": 0.07122238725423813
},
{
"p": 0.006634235847741365,
"m": 0.8158121109008789
},
{
"p": 0.03731103241443634,
"m": 0.9961776733398438
},
{
"p": 0.06775935739278793,
"m": 0.0
},
{
"p": 0.01313734333962202,
"m": 0.5782268047332764
},
{
"p": 0.09238379448652267,
"m": 0.7645161151885986
},
{
"p": 0.07600441575050354,
"m": 1.0
},
{
"p": 0.45171523094177246,
"m": 0.022816941142082214
},
{
"p": 0.04276761785149574,
"m": 1.0
},
{
"p": 0.08883872628211975,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 76,
"train_loss": 1.670048475265503,
"val_loss": 1.0355056524276733,
"acc": 62.62,
"time": 249.7843809062615,
"param": [
{
"p": 0.07043257355690002,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.023880936205387115,
"m": 1.0
},
{
"p": 0.010778955183923244,
"m": 0.02483006939291954
},
{
"p": 0.007931387983262539,
"m": 0.8147919774055481
},
{
"p": 0.031552571803331375,
"m": 0.9980816841125488
},
{
"p": 0.06594092398881912,
"m": 0.027207762002944946
},
{
"p": 0.006543352734297514,
"m": 0.5898618698120117
},
{
"p": 0.08281885087490082,
"m": 0.7628084421157837
},
{
"p": 0.061814725399017334,
"m": 1.0
},
{
"p": 0.491506963968277,
"m": 0.024938883259892464
},
{
"p": 0.05508701875805855,
"m": 1.0
},
{
"p": 0.09171175211668015,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 77,
"train_loss": 1.3507020473480225,
"val_loss": 1.018453598022461,
"acc": 63.02,
"time": 252.29343354003504,
"param": [
{
"p": 0.07843485474586487,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.015414183959364891,
"m": 1.0
},
{
"p": 0.0002287943643750623,
"m": 0.0
},
{
"p": 0.0,
"m": 0.8228268623352051
},
{
"p": 0.019335033372044563,
"m": 0.992702305316925
},
{
"p": 0.057980429381132126,
"m": 0.0
},
{
"p": 0.0025477914605289698,
"m": 0.5777749419212341
},
{
"p": 0.06922480463981628,
"m": 0.7540691494941711
},
{
"p": 0.06339779496192932,
"m": 0.997925341129303
},
{
"p": 0.5452229976654053,
"m": 0.022155748680233955
},
{
"p": 0.06760016828775406,
"m": 1.0
},
{
"p": 0.08061312139034271,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 78,
"train_loss": 1.744469404220581,
"val_loss": 1.0011557340621948,
"acc": 62.8,
"time": 252.27592238690704,
"param": [
{
"p": 0.07971376925706863,
"m": 1.0
},
{
"p": 0.0012211523717269301,
"m": 1.0
},
{
"p": 0.025132054463028908,
"m": 1.0
},
{
"p": 0.01955818384885788,
"m": 0.0
},
{
"p": 0.006943750195205212,
"m": 0.8406184911727905
},
{
"p": 0.009468401782214642,
"m": 0.993682324886322
},
{
"p": 0.05914413556456566,
"m": 0.0
},
{
"p": 0.014883545227348804,
"m": 0.560778021812439
},
{
"p": 0.07213499397039413,
"m": 0.7586311101913452
},
{
"p": 0.07441993802785873,
"m": 0.9913762807846069
},
{
"p": 0.48720619082450867,
"m": 0.00043675844790413976
},
{
"p": 0.0801866427063942,
"m": 1.0
},
{
"p": 0.06954807788133621,
"m": 1.0
},
{
"p": 0.00043908393126912415,
"m": 1.0
}
]
},
{
"epoch": 79,
"train_loss": 1.8482900857925415,
"val_loss": 1.1180052757263184,
"acc": 62.54,
"time": 251.54815314197913,
"param": [
{
"p": 0.07841174304485321,
"m": 1.0
},
{
"p": 0.003936917521059513,
"m": 1.0
},
{
"p": 0.04376763105392456,
"m": 1.0
},
{
"p": 0.03439030051231384,
"m": 0.0
},
{
"p": 0.011329405009746552,
"m": 0.8371438980102539
},
{
"p": 0.01271368283778429,
"m": 1.0
},
{
"p": 0.05868982896208763,
"m": 0.013474831357598305
},
{
"p": 0.028427140787243843,
"m": 0.5474902391433716
},
{
"p": 0.08125297725200653,
"m": 0.7681567668914795
},
{
"p": 0.06808068603277206,
"m": 0.9974813461303711
},
{
"p": 0.43781182169914246,
"m": 0.000402051315177232
},
{
"p": 0.07558748126029968,
"m": 1.0
},
{
"p": 0.05719739571213722,
"m": 1.0
},
{
"p": 0.008402872830629349,
"m": 1.0
}
]
},
{
"epoch": 80,
"train_loss": 1.5344032049179077,
"val_loss": 1.0225499868392944,
"acc": 62.8,
"time": 255.7520336508751,
"param": [
{
"p": 0.08224529027938843,
"m": 1.0
},
{
"p": 0.013582106679677963,
"m": 1.0
},
{
"p": 0.05416359752416611,
"m": 1.0
},
{
"p": 0.05426508188247681,
"m": 0.0
},
{
"p": 0.023463811725378036,
"m": 0.8504732847213745
},
{
"p": 0.03343235328793526,
"m": 1.0
},
{
"p": 0.053574517369270325,
"m": 0.048922348767519
},
{
"p": 0.053588785231113434,
"m": 0.5147140622138977
},
{
"p": 0.080475352704525,
"m": 0.7941057682037354
},
{
"p": 0.06194296479225159,
"m": 1.0
},
{
"p": 0.36207956075668335,
"m": 0.006732407957315445
},
{
"p": 0.07238222658634186,
"m": 1.0
},
{
"p": 0.054804373532533646,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 81,
"train_loss": 1.5012575387954712,
"val_loss": 1.0757322311401367,
"acc": 62.98,
"time": 249.75773856975138,
"param": [
{
"p": 0.0866752490401268,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05109330639243126,
"m": 1.0
},
{
"p": 0.07134789228439331,
"m": 0.0
},
{
"p": 0.019245443865656853,
"m": 0.856903612613678
},
{
"p": 0.03861154243350029,
"m": 0.9798744916915894
},
{
"p": 0.046934548765420914,
"m": 0.041881587356328964
},
{
"p": 0.06188413128256798,
"m": 0.4813658893108368
},
{
"p": 0.08624871075153351,
"m": 0.8024156093597412
},
{
"p": 0.05185527727007866,
"m": 1.0
},
{
"p": 0.38569387793540955,
"m": 0.0
},
{
"p": 0.06490375846624374,
"m": 1.0
},
{
"p": 0.0355062410235405,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 82,
"train_loss": 1.5689082145690918,
"val_loss": 1.0673140287399292,
"acc": 62.55,
"time": 254.01691918028519,
"param": [
{
"p": 0.07504449784755707,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04313677176833153,
"m": 1.0
},
{
"p": 0.07883494347333908,
"m": 0.0
},
{
"p": 0.008552191779017448,
"m": 0.8862003087997437
},
{
"p": 0.03930428624153137,
"m": 0.9694099426269531
},
{
"p": 0.04174068942666054,
"m": 0.0032204878516495228
},
{
"p": 0.05564393103122711,
"m": 0.4591867923736572
},
{
"p": 0.095705047249794,
"m": 0.7975823879241943
},
{
"p": 0.03433874994516373,
"m": 1.0
},
{
"p": 0.4439718723297119,
"m": 0.0
},
{
"p": 0.0610971637070179,
"m": 1.0
},
{
"p": 0.019981270655989647,
"m": 1.0
},
{
"p": 0.0026486548595130444,
"m": 1.0
}
]
},
{
"epoch": 83,
"train_loss": 1.7680439949035645,
"val_loss": 1.1183536052703857,
"acc": 60.82,
"time": 252.82317606871948,
"param": [
{
"p": 0.05616014078259468,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05078187212347984,
"m": 1.0
},
{
"p": 0.08499285578727722,
"m": 0.01125003769993782
},
{
"p": 0.0,
"m": 0.8995732069015503
},
{
"p": 0.03847882151603699,
"m": 0.9708647727966309
},
{
"p": 0.0446985699236393,
"m": 0.0010613941121846437
},
{
"p": 0.044071465730667114,
"m": 0.44669240713119507
},
{
"p": 0.10368377715349197,
"m": 0.8103621006011963
},
{
"p": 0.024826835840940475,
"m": 1.0
},
{
"p": 0.48502030968666077,
"m": 0.0
},
{
"p": 0.05964544415473938,
"m": 1.0
},
{
"p": 0.005020931363105774,
"m": 1.0
},
{
"p": 0.002619020640850067,
"m": 1.0
}
]
},
{
"epoch": 84,
"train_loss": 1.7608416080474854,
"val_loss": 1.0739059448242188,
"acc": 62.96,
"time": 253.57820609305054,
"param": [
{
"p": 0.032295942306518555,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.057065196335315704,
"m": 1.0
},
{
"p": 0.07990942895412445,
"m": 0.0
},
{
"p": 0.0,
"m": 0.9253974556922913
},
{
"p": 0.040288493037223816,
"m": 0.9576858282089233
},
{
"p": 0.04739067703485489,
"m": 0.008326634764671326
},
{
"p": 0.034509219229221344,
"m": 0.42086654901504517
},
{
"p": 0.10847092419862747,
"m": 0.8225061297416687
},
{
"p": 0.02567017450928688,
"m": 1.0
},
{
"p": 0.5282014012336731,
"m": 0.0
},
{
"p": 0.04619855433702469,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 85,
"train_loss": 1.8181710243225098,
"val_loss": 1.0002244710922241,
"acc": 62.85,
"time": 249.63117418205366,
"param": [
{
"p": 0.024065399542450905,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06520611047744751,
"m": 1.0
},
{
"p": 0.06532344222068787,
"m": 0.0
},
{
"p": 0.0,
"m": 0.9259049296379089
},
{
"p": 0.04565776512026787,
"m": 0.942623496055603
},
{
"p": 0.05975975841283798,
"m": 0.04363640025258064
},
{
"p": 0.029907887801527977,
"m": 0.42795446515083313
},
{
"p": 0.10355031490325928,
"m": 0.8363843560218811
},
{
"p": 0.04181663319468498,
"m": 1.0
},
{
"p": 0.5127896070480347,
"m": 0.0
},
{
"p": 0.043156374245882034,
"m": 1.0
},
{
"p": 0.00818934291601181,
"m": 1.0
},
{
"p": 0.0005774043966084719,
"m": 1.0
}
]
},
{
"epoch": 86,
"train_loss": 1.8172063827514648,
"val_loss": 1.0313152074813843,
"acc": 62.89,
"time": 252.82174453837797,
"param": [
{
"p": 0.020473655313253403,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07634813338518143,
"m": 1.0
},
{
"p": 0.05032211169600487,
"m": 2.316692189197056e-05
},
{
"p": 0.009955649264156818,
"m": 0.893381655216217
},
{
"p": 0.056599125266075134,
"m": 0.9330610632896423
},
{
"p": 0.05782422795891762,
"m": 0.024287860840559006
},
{
"p": 0.030116314068436623,
"m": 0.4452727138996124
},
{
"p": 0.09601146727800369,
"m": 0.8440779447555542
},
{
"p": 0.051939547061920166,
"m": 0.9962255954742432
},
{
"p": 0.48600447177886963,
"m": 0.0011033753398805857
},
{
"p": 0.04862430319190025,
"m": 1.0
},
{
"p": 0.015781035646796227,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 87,
"train_loss": 1.892830491065979,
"val_loss": 1.101467490196228,
"acc": 63.52,
"time": 250.99045652383938,
"param": [
{
"p": 0.003801254788413644,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07982996851205826,
"m": 1.0
},
{
"p": 0.03270093351602554,
"m": 0.0
},
{
"p": 0.015371792018413544,
"m": 0.8624752759933472
},
{
"p": 0.059908609837293625,
"m": 0.9393700361251831
},
{
"p": 0.04733017832040787,
"m": 0.0
},
{
"p": 0.024375976994633675,
"m": 0.44788089394569397
},
{
"p": 0.08886536210775375,
"m": 0.8511680960655212
},
{
"p": 0.06043821573257446,
"m": 0.9931064248085022
},
{
"p": 0.5268027782440186,
"m": 0.0019309252966195345
},
{
"p": 0.050105173140764236,
"m": 1.0
},
{
"p": 0.010469723492860794,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 88,
"train_loss": 1.8097013235092163,
"val_loss": 1.141011118888855,
"acc": 63.57,
"time": 252.8076291140169,
"param": [
{
"p": 0.0026750522665679455,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0638187900185585,
"m": 1.0
},
{
"p": 0.017201442271471024,
"m": 0.0
},
{
"p": 0.007163670379668474,
"m": 0.8576099276542664
},
{
"p": 0.06378363072872162,
"m": 0.934532105922699
},
{
"p": 0.048339176923036575,
"m": 0.010202783159911633
},
{
"p": 0.024022990837693214,
"m": 0.4540134072303772
},
{
"p": 0.08304132521152496,
"m": 0.8587106466293335
},
{
"p": 0.07465970516204834,
"m": 1.0
},
{
"p": 0.5562919974327087,
"m": 0.0107855424284935
},
{
"p": 0.04473889619112015,
"m": 1.0
},
{
"p": 0.01426328718662262,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 89,
"train_loss": 1.8634182214736938,
"val_loss": 1.0422751903533936,
"acc": 62.66,
"time": 253.81489442195743,
"param": [
{
"p": 0.019835062325000763,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05851726233959198,
"m": 1.0
},
{
"p": 0.01533039566129446,
"m": 0.0
},
{
"p": 0.016468733549118042,
"m": 0.8216361403465271
},
{
"p": 0.054360657930374146,
"m": 0.9068676829338074
},
{
"p": 0.04829765483736992,
"m": 0.004780426621437073
},
{
"p": 0.04429664835333824,
"m": 0.4500615894794464
},
{
"p": 0.07407230138778687,
"m": 0.8533715009689331
},
{
"p": 0.07688029110431671,
"m": 1.0
},
{
"p": 0.5020134449005127,
"m": 0.0
},
{
"p": 0.05230414867401123,
"m": 1.0
},
{
"p": 0.027884777635335922,
"m": 1.0
},
{
"p": 0.00973854586482048,
"m": 1.0
}
]
},
{
"epoch": 90,
"train_loss": 1.454491376876831,
"val_loss": 1.1917424201965332,
"acc": 63.92,
"time": 252.60985937528312,
"param": [
{
"p": 0.037181608378887177,
"m": 1.0
},
{
"p": 0.00470348633825779,
"m": 1.0
},
{
"p": 0.0593809112906456,
"m": 1.0
},
{
"p": 0.028843184933066368,
"m": 0.0
},
{
"p": 0.028109006583690643,
"m": 0.782076895236969
},
{
"p": 0.05477645993232727,
"m": 0.9161234498023987
},
{
"p": 0.04636381193995476,
"m": 0.01667352393269539
},
{
"p": 0.043144941329956055,
"m": 0.4440147578716278
},
{
"p": 0.061746902763843536,
"m": 0.8453882932662964
},
{
"p": 0.06437675654888153,
"m": 1.0
},
{
"p": 0.47164708375930786,
"m": 0.0
},
{
"p": 0.053971558809280396,
"m": 1.0
},
{
"p": 0.03393113240599632,
"m": 1.0
},
{
"p": 0.011823099106550217,
"m": 1.0
}
]
},
{
"epoch": 91,
"train_loss": 1.4349589347839355,
"val_loss": 1.1497095823287964,
"acc": 63.6,
"time": 251.65663128904998,
"param": [
{
"p": 0.04415008798241615,
"m": 1.0
},
{
"p": 0.0063126953318715096,
"m": 1.0
},
{
"p": 0.05860156565904617,
"m": 1.0
},
{
"p": 0.03828522935509682,
"m": 0.0
},
{
"p": 0.04247086122632027,
"m": 0.7553954124450684
},
{
"p": 0.056131068617105484,
"m": 0.9208694696426392
},
{
"p": 0.037332065403461456,
"m": 0.027345949783921242
},
{
"p": 0.041523564606904984,
"m": 0.43384531140327454
},
{
"p": 0.05422060191631317,
"m": 0.8453701138496399
},
{
"p": 0.05990400165319443,
"m": 1.0
},
{
"p": 0.4798574149608612,
"m": 0.002324223518371582
},
{
"p": 0.05479808524250984,
"m": 1.0
},
{
"p": 0.01987404190003872,
"m": 1.0
},
{
"p": 0.006538653280586004,
"m": 1.0
}
]
},
{
"epoch": 92,
"train_loss": 1.7973312139511108,
"val_loss": 0.9872549176216125,
"acc": 63.45,
"time": 250.32548340922222,
"param": [
{
"p": 0.043866116553545,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04863971471786499,
"m": 1.0
},
{
"p": 0.047608643770217896,
"m": 0.0
},
{
"p": 0.044948920607566833,
"m": 0.7696011662483215
},
{
"p": 0.05240755155682564,
"m": 0.9295319318771362
},
{
"p": 0.03261013701558113,
"m": 0.06550858169794083
},
{
"p": 0.034352775663137436,
"m": 0.43755486607551575
},
{
"p": 0.041961073875427246,
"m": 0.8404073715209961
},
{
"p": 0.06356137990951538,
"m": 1.0
},
{
"p": 0.5319077968597412,
"m": 0.01372433453798294
},
{
"p": 0.05130733177065849,
"m": 1.0
},
{
"p": 0.006828603334724903,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 93,
"train_loss": 1.4856301546096802,
"val_loss": 1.240318775177002,
"acc": 62.97,
"time": 253.17329285712913,
"param": [
{
"p": 0.042184241116046906,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.037709467113018036,
"m": 1.0
},
{
"p": 0.046726200729608536,
"m": 0.0
},
{
"p": 0.035526227205991745,
"m": 0.8250851035118103
},
{
"p": 0.04727403447031975,
"m": 0.9353682398796082
},
{
"p": 0.03263069689273834,
"m": 0.02413749322295189
},
{
"p": 0.038526181131601334,
"m": 0.42757463455200195
},
{
"p": 0.05139539763331413,
"m": 0.8404543995857239
},
{
"p": 0.07447001338005066,
"m": 1.0
},
{
"p": 0.5335137248039246,
"m": 0.015013045631349087
},
{
"p": 0.03875016048550606,
"m": 1.0
},
{
"p": 0.020918700844049454,
"m": 1.0
},
{
"p": 0.0003748274175450206,
"m": 1.0
}
]
},
{
"epoch": 94,
"train_loss": 1.4789434671401978,
"val_loss": 0.8861715793609619,
"acc": 64.3,
"time": 253.5251110647805,
"param": [
{
"p": 0.03893337398767471,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03906123340129852,
"m": 1.0
},
{
"p": 0.045215506106615067,
"m": 0.004267474170774221
},
{
"p": 0.03677786886692047,
"m": 0.8723505735397339
},
{
"p": 0.0519704595208168,
"m": 0.9432812929153442
},
{
"p": 0.04639224708080292,
"m": 0.0
},
{
"p": 0.04371671378612518,
"m": 0.40445563197135925
},
{
"p": 0.06363429874181747,
"m": 0.8330371379852295
},
{
"p": 0.08191189169883728,
"m": 1.0
},
{
"p": 0.46391233801841736,
"m": 0.0
},
{
"p": 0.03537224978208542,
"m": 1.0
},
{
"p": 0.04520289972424507,
"m": 1.0
},
{
"p": 0.007898936979472637,
"m": 1.0
}
]
},
{
"epoch": 95,
"train_loss": 1.8457669019699097,
"val_loss": 0.9803730249404907,
"acc": 63.07,
"time": 253.18032518634573,
"param": [
{
"p": 0.040416959673166275,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05931477248668671,
"m": 1.0
},
{
"p": 0.03913836181163788,
"m": 0.004173303954303265
},
{
"p": 0.02837279997766018,
"m": 0.8798308968544006
},
{
"p": 0.05042991414666176,
"m": 0.9630044102668762
},
{
"p": 0.058577004820108414,
"m": 0.0006375929224304855
},
{
"p": 0.039286382496356964,
"m": 0.40510064363479614
},
{
"p": 0.06478308886289597,
"m": 0.8124538660049438
},
{
"p": 0.08788991719484329,
"m": 0.997184693813324
},
{
"p": 0.43060967326164246,
"m": 0.0
},
{
"p": 0.03796326369047165,
"m": 1.0
},
{
"p": 0.05759589746594429,
"m": 1.0
},
{
"p": 0.005621982738375664,
"m": 1.0
}
]
},
{
"epoch": 96,
"train_loss": 1.6615171432495117,
"val_loss": 0.9593356251716614,
"acc": 63.81,
"time": 253.7036876771599,
"param": [
{
"p": 0.054104678332805634,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06163313612341881,
"m": 1.0
},
{
"p": 0.05389890819787979,
"m": 0.0
},
{
"p": 0.020222337916493416,
"m": 0.86191725730896
},
{
"p": 0.05179577320814133,
"m": 0.9653918743133545
},
{
"p": 0.06792272627353668,
"m": 0.0021425383165478706
},
{
"p": 0.02405768819153309,
"m": 0.38288065791130066
},
{
"p": 0.06952360272407532,
"m": 0.8182274699211121
},
{
"p": 0.08962537348270416,
"m": 0.9570736289024353
},
{
"p": 0.3760741055011749,
"m": 0.0
},
{
"p": 0.048996370285749435,
"m": 1.0
},
{
"p": 0.06832022964954376,
"m": 1.0
},
{
"p": 0.01382505800575018,
"m": 1.0
}
]
},
{
"epoch": 97,
"train_loss": 1.3886044025421143,
"val_loss": 1.0550824403762817,
"acc": 63.93,
"time": 256.17535650590435,
"param": [
{
"p": 0.058801326900720596,
"m": 1.0
},
{
"p": 0.0053190612234175205,
"m": 1.0
},
{
"p": 0.05972924828529358,
"m": 1.0
},
{
"p": 0.05961770936846733,
"m": 0.0
},
{
"p": 0.017088837921619415,
"m": 0.8435785174369812
},
{
"p": 0.04553186520934105,
"m": 0.9539680480957031
},
{
"p": 0.06604041904211044,
"m": 0.04536904767155647
},
{
"p": 0.021217720583081245,
"m": 0.34834709763526917
},
{
"p": 0.07479695975780487,
"m": 0.84407639503479
},
{
"p": 0.0929500088095665,
"m": 0.9331845045089722
},
{
"p": 0.37085485458374023,
"m": 0.0
},
{
"p": 0.05361151322722435,
"m": 1.0
},
{
"p": 0.06976547092199326,
"m": 1.0
},
{
"p": 0.004674932919442654,
"m": 1.0
}
]
},
{
"epoch": 98,
"train_loss": 1.5103497505187988,
"val_loss": 1.0393478870391846,
"acc": 63.22,
"time": 255.15903330873698,
"param": [
{
"p": 0.05831381306052208,
"m": 1.0
},
{
"p": 0.01783778704702854,
"m": 1.0
},
{
"p": 0.051516156643629074,
"m": 1.0
},
{
"p": 0.05866061896085739,
"m": 0.0
},
{
"p": 0.022785866633057594,
"m": 0.8634782433509827
},
{
"p": 0.04523325338959694,
"m": 0.9070518612861633
},
{
"p": 0.06008339673280716,
"m": 0.037994805723428726
},
{
"p": 0.029147719964385033,
"m": 0.34052446484565735
},
{
"p": 0.0713447853922844,
"m": 0.8426491618156433
},
{
"p": 0.08626574277877808,
"m": 0.9250048398971558
},
{
"p": 0.36665064096450806,
"m": 0.0
},
{
"p": 0.05974676460027695,
"m": 1.0
},
{
"p": 0.071292445063591,
"m": 1.0
},
{
"p": 0.0011209588265046477,
"m": 1.0
}
]
},
{
"epoch": 99,
"train_loss": 1.4730862379074097,
"val_loss": 0.9360200762748718,
"acc": 63.39,
"time": 252.53549811523408,
"param": [
{
"p": 0.050291165709495544,
"m": 1.0
},
{
"p": 0.005501450039446354,
"m": 1.0
},
{
"p": 0.04441383481025696,
"m": 1.0
},
{
"p": 0.05685177072882652,
"m": 0.0
},
{
"p": 0.03431442379951477,
"m": 0.8890056610107422
},
{
"p": 0.06178004667162895,
"m": 0.8825390934944153
},
{
"p": 0.0577850304543972,
"m": 0.04455077648162842
},
{
"p": 0.03450887277722359,
"m": 0.3642030954360962
},
{
"p": 0.0565052255988121,
"m": 0.8201904296875
},
{
"p": 0.07870575785636902,
"m": 0.9249851107597351
},
{
"p": 0.3890344500541687,
"m": 0.0
},
{
"p": 0.06620379537343979,
"m": 1.0
},
{
"p": 0.06410418450832367,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 100,
"train_loss": 1.6167501211166382,
"val_loss": 1.002717137336731,
"acc": 64.64,
"time": 251.09658592566848,
"param": [
{
"p": 0.059596870094537735,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04079796373844147,
"m": 1.0
},
{
"p": 0.05308946594595909,
"m": 0.0
},
{
"p": 0.050975993275642395,
"m": 0.8860042095184326
},
{
"p": 0.08067730814218521,
"m": 0.8955091834068298
},
{
"p": 0.048225656151771545,
"m": 0.010808547027409077
},
{
"p": 0.04281237721443176,
"m": 0.3560684323310852
},
{
"p": 0.027529532089829445,
"m": 0.8029231429100037
},
{
"p": 0.07246863096952438,
"m": 0.909331738948822
},
{
"p": 0.3960088789463043,
"m": 0.0
},
{
"p": 0.07100461423397064,
"m": 1.0
},
{
"p": 0.05681278556585312,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 101,
"train_loss": 1.6026182174682617,
"val_loss": 0.9973635673522949,
"acc": 64.43,
"time": 251.08514635125175,
"param": [
{
"p": 0.06464084982872009,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04016561806201935,
"m": 1.0
},
{
"p": 0.04989691823720932,
"m": 0.0
},
{
"p": 0.046059079468250275,
"m": 0.894578218460083
},
{
"p": 0.08361159265041351,
"m": 0.908892810344696
},
{
"p": 0.03730371221899986,
"m": 0.0
},
{
"p": 0.02864224836230278,
"m": 0.35969269275665283
},
{
"p": 0.01651858724653721,
"m": 0.8069432377815247
},
{
"p": 0.08425884693861008,
"m": 0.9077110886573792
},
{
"p": 0.4205937683582306,
"m": 0.0
},
{
"p": 0.07764849066734314,
"m": 1.0
},
{
"p": 0.05066032335162163,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 102,
"train_loss": 1.6117428541183472,
"val_loss": 1.0885272026062012,
"acc": 64.46,
"time": 251.3161458852701,
"param": [
{
"p": 0.07418154925107956,
"m": 1.0
},
{
"p": 5.739266634918749e-05,
"m": 1.0
},
{
"p": 0.05108189210295677,
"m": 1.0
},
{
"p": 0.0453033521771431,
"m": 0.0
},
{
"p": 0.035560835152864456,
"m": 0.8825075626373291
},
{
"p": 0.0863552913069725,
"m": 0.9019825458526611
},
{
"p": 0.03625868633389473,
"m": 0.0004130623710807413
},
{
"p": 0.01025277841836214,
"m": 0.37943175435066223
},
{
"p": 0.020614631474018097,
"m": 0.8208926320075989
},
{
"p": 0.09057886153459549,
"m": 0.9134085178375244
},
{
"p": 0.41709813475608826,
"m": 0.0
},
{
"p": 0.08191991597414017,
"m": 1.0
},
{
"p": 0.05073665454983711,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 103,
"train_loss": 1.5234572887420654,
"val_loss": 1.184498906135559,
"acc": 65.18,
"time": 250.27737674396485,
"param": [
{
"p": 0.0830431580543518,
"m": 1.0
},
{
"p": 0.0018583792261779308,
"m": 1.0
},
{
"p": 0.06734419614076614,
"m": 1.0
},
{
"p": 0.05388234183192253,
"m": 0.0
},
{
"p": 0.02684628590941429,
"m": 0.8517574071884155
},
{
"p": 0.08268366008996964,
"m": 0.8668708205223083
},
{
"p": 0.0446135476231575,
"m": 0.0008246803772635758
},
{
"p": 0.013460970483720303,
"m": 0.3752197027206421
},
{
"p": 0.031491465866565704,
"m": 0.8406765460968018
},
{
"p": 0.09151653200387955,
"m": 0.9093325138092041
},
{
"p": 0.35948723554611206,
"m": 0.0
},
{
"p": 0.08018148690462112,
"m": 1.0
},
{
"p": 0.06359074264764786,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 104,
"train_loss": 1.5121564865112305,
"val_loss": 1.0417897701263428,
"acc": 65.42,
"time": 250.99459469411522,
"param": [
{
"p": 0.09569801390171051,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07433458417654037,
"m": 1.0
},
{
"p": 0.06722678244113922,
"m": 0.0018653994193300605
},
{
"p": 0.0007664785953238606,
"m": 0.8393138647079468
},
{
"p": 0.0851452425122261,
"m": 0.8239302039146423
},
{
"p": 0.04257530719041824,
"m": 0.0
},
{
"p": 0.0,
"m": 0.36741167306900024
},
{
"p": 0.012391597963869572,
"m": 0.8415808081626892
},
{
"p": 0.07650715112686157,
"m": 0.8977271318435669
},
{
"p": 0.4008711278438568,
"m": 0.0
},
{
"p": 0.06932452321052551,
"m": 1.0
},
{
"p": 0.07515918463468552,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 105,
"train_loss": 1.5787243843078613,
"val_loss": 0.9993914365768433,
"acc": 64.19,
"time": 254.56565245008096,
"param": [
{
"p": 0.08643462508916855,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08796215057373047,
"m": 1.0
},
{
"p": 0.07060164213180542,
"m": 0.0
},
{
"p": 0.0,
"m": 0.8731399178504944
},
{
"p": 0.0757950022816658,
"m": 0.8022128939628601
},
{
"p": 0.04690928757190704,
"m": 0.0013349764049053192
},
{
"p": 0.0,
"m": 0.3602895140647888
},
{
"p": 0.01634029671549797,
"m": 0.8455847501754761
},
{
"p": 0.058481987565755844,
"m": 0.889961838722229
},
{
"p": 0.42540016770362854,
"m": 0.0
},
{
"p": 0.054066065698862076,
"m": 1.0
},
{
"p": 0.0780087262392044,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 106,
"train_loss": 1.5440161228179932,
"val_loss": 1.1059108972549438,
"acc": 65.04,
"time": 251.50468121096492,
"param": [
{
"p": 0.08423103392124176,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07791215926408768,
"m": 1.0
},
{
"p": 0.07427725195884705,
"m": 0.0
},
{
"p": 0.0,
"m": 0.8915008902549744
},
{
"p": 0.0755612701177597,
"m": 0.779902458190918
},
{
"p": 0.05454440042376518,
"m": 0.0
},
{
"p": 0.0,
"m": 0.3526008427143097
},
{
"p": 0.010655699297785759,
"m": 0.8402588367462158
},
{
"p": 0.03892933204770088,
"m": 0.8994590640068054
},
{
"p": 0.4438570439815521,
"m": 0.0
},
{
"p": 0.04939378798007965,
"m": 1.0
},
{
"p": 0.09063809365034103,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 107,
"train_loss": 1.495680809020996,
"val_loss": 1.0898855924606323,
"acc": 64.5,
"time": 252.89629687089473,
"param": [
{
"p": 0.09051553159952164,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0658271312713623,
"m": 1.0
},
{
"p": 0.08355730772018433,
"m": 0.00026872692978940904
},
{
"p": 0.0,
"m": 0.8777855634689331
},
{
"p": 0.05853830277919769,
"m": 0.7797689437866211
},
{
"p": 0.05784805119037628,
"m": 0.0
},
{
"p": 0.0024280899669975042,
"m": 0.35179251432418823
},
{
"p": 0.021117310971021652,
"m": 0.8460795879364014
},
{
"p": 0.023279041051864624,
"m": 0.889461874961853
},
{
"p": 0.4376657009124756,
"m": 0.01236705295741558
},
{
"p": 0.05605611950159073,
"m": 1.0
},
{
"p": 0.10316740721464157,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 108,
"train_loss": 1.753051519393921,
"val_loss": 1.059128761291504,
"acc": 65.11,
"time": 252.28980901511386,
"param": [
{
"p": 0.07950832694768906,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04545868933200836,
"m": 1.0
},
{
"p": 0.07717880606651306,
"m": 0.0
},
{
"p": 0.0,
"m": 0.8611909747123718
},
{
"p": 0.048134945333004,
"m": 0.7524264454841614
},
{
"p": 0.0533096008002758,
"m": 0.0023320280015468597
},
{
"p": 0.013039019890129566,
"m": 0.34702980518341064
},
{
"p": 0.0420958437025547,
"m": 0.8514184355735779
},
{
"p": 0.016444141045212746,
"m": 0.8644181489944458
},
{
"p": 0.45933452248573303,
"m": 0.03223603591322899
},
{
"p": 0.05865570157766342,
"m": 1.0
},
{
"p": 0.10684045404195786,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 109,
"train_loss": 1.4917000532150269,
"val_loss": 1.1550534963607788,
"acc": 65.17,
"time": 251.83085248060524,
"param": [
{
"p": 0.056594666093587875,
"m": 1.0
},
{
"p": 0.002896300284191966,
"m": 1.0
},
{
"p": 0.029052112251520157,
"m": 1.0
},
{
"p": 0.0655144527554512,
"m": 0.0
},
{
"p": 0.00011354992602718994,
"m": 0.8876769542694092
},
{
"p": 0.04449237883090973,
"m": 0.7327253222465515
},
{
"p": 0.04959040507674217,
"m": 0.016800062730908394
},
{
"p": 0.021633168682456017,
"m": 0.34232380986213684
},
{
"p": 0.06257479637861252,
"m": 0.8758971095085144
},
{
"p": 0.04389582946896553,
"m": 0.8441217541694641
},
{
"p": 0.45550164580345154,
"m": 0.04102160781621933
},
{
"p": 0.054858509451150894,
"m": 1.0
},
{
"p": 0.10168056935071945,
"m": 1.0
},
{
"p": 0.011601639911532402,
"m": 1.0
}
]
},
{
"epoch": 110,
"train_loss": 1.6219778060913086,
"val_loss": 1.0954627990722656,
"acc": 64.34,
"time": 254.22928081732243,
"param": [
{
"p": 0.03523257374763489,
"m": 1.0
},
{
"p": 0.0027806544676423073,
"m": 1.0
},
{
"p": 0.03784067928791046,
"m": 1.0
},
{
"p": 0.05126960203051567,
"m": 0.0
},
{
"p": 0.0003596245078369975,
"m": 0.9170330166816711
},
{
"p": 0.046178851276636124,
"m": 0.7318437695503235
},
{
"p": 0.040943123400211334,
"m": 0.0
},
{
"p": 0.03201758861541748,
"m": 0.31817471981048584
},
{
"p": 0.04892496019601822,
"m": 0.8547163605690002
},
{
"p": 0.05386185646057129,
"m": 0.8522255420684814
},
{
"p": 0.49496951699256897,
"m": 0.03752026706933975
},
{
"p": 0.04659953713417053,
"m": 1.0
},
{
"p": 0.09547854959964752,
"m": 1.0
},
{
"p": 0.013542843982577324,
"m": 1.0
}
]
},
{
"epoch": 111,
"train_loss": 1.4899135828018188,
"val_loss": 1.0515596866607666,
"acc": 65.35,
"time": 251.17614018078893,
"param": [
{
"p": 0.03516913205385208,
"m": 1.0
},
{
"p": 0.00645256694406271,
"m": 1.0
},
{
"p": 0.045907530933618546,
"m": 1.0
},
{
"p": 0.0550282746553421,
"m": 0.0
},
{
"p": 0.0020641142036765814,
"m": 0.9176891446113586
},
{
"p": 0.05435295030474663,
"m": 0.7168761491775513
},
{
"p": 0.045665327459573746,
"m": 0.0
},
{
"p": 0.034743938595056534,
"m": 0.2966029644012451
},
{
"p": 0.036034103482961655,
"m": 0.8277266621589661
},
{
"p": 0.06363407522439957,
"m": 0.8743475079536438
},
{
"p": 0.49424949288368225,
"m": 0.02112569287419319
},
{
"p": 0.04644407704472542,
"m": 1.0
},
{
"p": 0.07541093230247498,
"m": 1.0
},
{
"p": 0.004843401722609997,
"m": 1.0
}
]
},
{
"epoch": 112,
"train_loss": 1.7775533199310303,
"val_loss": 1.081688404083252,
"acc": 64.91,
"time": 251.32428183685988,
"param": [
{
"p": 0.03212297335267067,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.053355760872364044,
"m": 1.0
},
{
"p": 0.06267780065536499,
"m": 0.0
},
{
"p": 0.0,
"m": 0.9081764817237854
},
{
"p": 0.06485209614038467,
"m": 0.7121607065200806
},
{
"p": 0.05693104863166809,
"m": 0.0
},
{
"p": 0.015597999095916748,
"m": 0.2899389863014221
},
{
"p": 0.04428781941533089,
"m": 0.8172637224197388
},
{
"p": 0.06316403299570084,
"m": 0.8718448877334595
},
{
"p": 0.5089107751846313,
"m": 0.004490624647587538
},
{
"p": 0.040829870849847794,
"m": 1.0
},
{
"p": 0.05458766222000122,
"m": 1.0
},
{
"p": 0.002682220656424761,
"m": 1.0
}
]
},
{
"epoch": 113,
"train_loss": 2.1331660747528076,
"val_loss": 1.1253662109375,
"acc": 65.52,
"time": 250.5226696310565,
"param": [
{
"p": 0.01410478726029396,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04301767796278,
"m": 1.0
},
{
"p": 0.058900944888591766,
"m": 0.0
},
{
"p": 0.0,
"m": 0.8836196660995483
},
{
"p": 0.08511333912611008,
"m": 0.6988394856452942
},
{
"p": 0.06056458130478859,
"m": 0.0003418978303670883
},
{
"p": 0.001348193851299584,
"m": 0.2909332513809204
},
{
"p": 0.04025355353951454,
"m": 0.8319186568260193
},
{
"p": 0.05370529741048813,
"m": 0.8632919192314148
},
{
"p": 0.5603324770927429,
"m": 0.0
},
{
"p": 0.03893440589308739,
"m": 1.0
},
{
"p": 0.04129447042942047,
"m": 1.0
},
{
"p": 0.002430182881653309,
"m": 1.0
}
]
},
{
"epoch": 114,
"train_loss": 1.797469139099121,
"val_loss": 1.0144665241241455,
"acc": 64.78,
"time": 255.99296274920925,
"param": [
{
"p": 0.024204980581998825,
"m": 1.0
},
{
"p": 0.00097075873054564,
"m": 1.0
},
{
"p": 0.05024150758981705,
"m": 1.0
},
{
"p": 0.05153192579746246,
"m": 0.0
},
{
"p": 0.012647476978600025,
"m": 0.8519884347915649
},
{
"p": 0.086184062063694,
"m": 0.658781886100769
},
{
"p": 0.05842652544379234,
"m": 0.0
},
{
"p": 0.027440181002020836,
"m": 0.31342804431915283
},
{
"p": 0.04787163808941841,
"m": 0.8359772562980652
},
{
"p": 0.05171364173293114,
"m": 0.8641629815101624
},
{
"p": 0.45689234137535095,
"m": 0.0
},
{
"p": 0.06348872184753418,
"m": 1.0
},
{
"p": 0.04612239450216293,
"m": 1.0
},
{
"p": 0.02226383425295353,
"m": 1.0
}
]
},
{
"epoch": 115,
"train_loss": 1.472664713859558,
"val_loss": 1.1266212463378906,
"acc": 65.82,
"time": 253.54919088166207,
"param": [
{
"p": 0.03761819750070572,
"m": 1.0
},
{
"p": 0.0025387988425791264,
"m": 1.0
},
{
"p": 0.06607475131750107,
"m": 1.0
},
{
"p": 0.05250425636768341,
"m": 0.0
},
{
"p": 0.0019466234371066093,
"m": 0.8477263450622559
},
{
"p": 0.07994360476732254,
"m": 0.6844780445098877
},
{
"p": 0.041627634316682816,
"m": 0.0
},
{
"p": 0.03640332072973251,
"m": 0.33708885312080383
},
{
"p": 0.048700232058763504,
"m": 0.8438723683357239
},
{
"p": 0.05584630370140076,
"m": 0.890893280506134
},
{
"p": 0.3840162754058838,
"m": 0.0
},
{
"p": 0.08146660029888153,
"m": 1.0
},
{
"p": 0.05844144523143768,
"m": 1.0
},
{
"p": 0.052871979773044586,
"m": 1.0
}
]
},
{
"epoch": 116,
"train_loss": 1.5082604885101318,
"val_loss": 0.9503582715988159,
"acc": 65.75,
"time": 251.47537498688325,
"param": [
{
"p": 0.028740106150507927,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07673458755016327,
"m": 1.0
},
{
"p": 0.05868764966726303,
"m": 0.0
},
{
"p": 0.008014725521206856,
"m": 0.8204240202903748
},
{
"p": 0.06304562836885452,
"m": 0.6831732988357544
},
{
"p": 0.03077557124197483,
"m": 1.0568156540102791e-05
},
{
"p": 0.03890455886721611,
"m": 0.34567904472351074
},
{
"p": 0.04266798868775368,
"m": 0.8352879881858826
},
{
"p": 0.04723743721842766,
"m": 0.9021944403648376
},
{
"p": 0.3954636752605438,
"m": 0.0
},
{
"p": 0.08110982924699783,
"m": 1.0
},
{
"p": 0.06622175127267838,
"m": 1.0
},
{
"p": 0.0623965747654438,
"m": 1.0
}
]
},
{
"epoch": 117,
"train_loss": 1.6207046508789062,
"val_loss": 1.0104902982711792,
"acc": 65.19,
"time": 252.72411296190694,
"param": [
{
"p": 0.018733497709035873,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08023621141910553,
"m": 1.0
},
{
"p": 0.06606990098953247,
"m": 0.0
},
{
"p": 0.012073924764990807,
"m": 0.7940091490745544
},
{
"p": 0.056198734790086746,
"m": 0.6654086709022522
},
{
"p": 0.0299384705722332,
"m": 0.00020065544231329113
},
{
"p": 0.041092339903116226,
"m": 0.3233543932437897
},
{
"p": 0.04492101073265076,
"m": 0.8336091041564941
},
{
"p": 0.03660235181450844,
"m": 0.904579222202301
},
{
"p": 0.41178908944129944,
"m": 0.0
},
{
"p": 0.07497672736644745,
"m": 1.0
},
{
"p": 0.07054892182350159,
"m": 1.0
},
{
"p": 0.056818753480911255,
"m": 1.0
}
]
},
{
"epoch": 118,
"train_loss": 1.310380220413208,
"val_loss": 1.1284722089767456,
"acc": 65.42,
"time": 254.73033876158297,
"param": [
{
"p": 0.016091423109173775,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08030384033918381,
"m": 1.0
},
{
"p": 0.06734241545200348,
"m": 0.0
},
{
"p": 0.025481754913926125,
"m": 0.7704107761383057
},
{
"p": 0.04444291070103645,
"m": 0.6265420317649841
},
{
"p": 0.04206624627113342,
"m": 0.0010879755718633533
},
{
"p": 0.04257158190011978,
"m": 0.31716322898864746
},
{
"p": 0.05034568905830383,
"m": 0.8376668095588684
},
{
"p": 0.03234340250492096,
"m": 0.9197564721107483
},
{
"p": 0.4121662378311157,
"m": 0.0
},
{
"p": 0.06814496219158173,
"m": 1.0
},
{
"p": 0.07093425840139389,
"m": 1.0
},
{
"p": 0.047765254974365234,
"m": 1.0
}
]
},
{
"epoch": 119,
"train_loss": 1.3205593824386597,
"val_loss": 1.1266430616378784,
"acc": 64.36,
"time": 253.42008959967643,
"param": [
{
"p": 0.014658607542514801,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07063614577054977,
"m": 1.0
},
{
"p": 0.07686135172843933,
"m": 0.0
},
{
"p": 0.02407003380358219,
"m": 0.7645667195320129
},
{
"p": 0.045942023396492004,
"m": 0.5975612998008728
},
{
"p": 0.053088393062353134,
"m": 0.022409949451684952
},
{
"p": 0.05529697984457016,
"m": 0.37442120909690857
},
{
"p": 0.04594750329852104,
"m": 0.8454161286354065
},
{
"p": 0.04362752288579941,
"m": 0.9400978684425354
},
{
"p": 0.40324920415878296,
"m": 0.0
},
{
"p": 0.05562974140048027,
"m": 1.0
},
{
"p": 0.0792943462729454,
"m": 1.0
},
{
"p": 0.031698208302259445,
"m": 1.0
}
]
},
{
"epoch": 120,
"train_loss": 1.3331774473190308,
"val_loss": 1.024654507637024,
"acc": 65.71,
"time": 253.0129274460487,
"param": [
{
"p": 0.013578766025602818,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0759035274386406,
"m": 1.0
},
{
"p": 0.08066503703594208,
"m": 0.0
},
{
"p": 0.01762700453400612,
"m": 0.746253252029419
},
{
"p": 0.05531345680356026,
"m": 0.5837165713310242
},
{
"p": 0.064936064183712,
"m": 0.010562686249613762
},
{
"p": 0.052528928965330124,
"m": 0.4008428454399109
},
{
"p": 0.042273398488759995,
"m": 0.8498953580856323
},
{
"p": 0.04428943246603012,
"m": 0.9394878149032593
},
{
"p": 0.40489059686660767,
"m": 0.0
},
{
"p": 0.043897196650505066,
"m": 1.0
},
{
"p": 0.08352193981409073,
"m": 1.0
},
{
"p": 0.02057456225156784,
"m": 1.0
}
]
},
{
"epoch": 121,
"train_loss": 1.5227900743484497,
"val_loss": 1.052600383758545,
"acc": 65.42,
"time": 252.72720442619175,
"param": [
{
"p": 0.025517776608467102,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07258497178554535,
"m": 1.0
},
{
"p": 0.09061799943447113,
"m": 0.0
},
{
"p": 0.0049202521331608295,
"m": 0.732836127281189
},
{
"p": 0.051892153918743134,
"m": 0.5893095135688782
},
{
"p": 0.06944616138935089,
"m": 0.0
},
{
"p": 0.04043344408273697,
"m": 0.3974188566207886
},
{
"p": 0.03650214150547981,
"m": 0.8276816010475159
},
{
"p": 0.04724173620343208,
"m": 0.9313911199569702
},
{
"p": 0.40913841128349304,
"m": 0.0
},
{
"p": 0.037773847579956055,
"m": 1.0
},
{
"p": 0.09915377199649811,
"m": 1.0
},
{
"p": 0.014777272008359432,
"m": 1.0
}
]
},
{
"epoch": 122,
"train_loss": 1.465710997581482,
"val_loss": 0.9424251317977905,
"acc": 65.61,
"time": 250.96275058668107,
"param": [
{
"p": 0.039588041603565216,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07003092765808105,
"m": 1.0
},
{
"p": 0.09039255976676941,
"m": 0.0
},
{
"p": 0.0,
"m": 0.7080753445625305
},
{
"p": 0.042878344655036926,
"m": 0.5859578251838684
},
{
"p": 0.07634400576353073,
"m": 0.0
},
{
"p": 0.017105113714933395,
"m": 0.39065802097320557
},
{
"p": 0.04359591379761696,
"m": 0.8252192735671997
},
{
"p": 0.03097938932478428,
"m": 0.9242293834686279
},
{
"p": 0.45194241404533386,
"m": 0.0
},
{
"p": 0.031633730977773666,
"m": 1.0
},
{
"p": 0.10550959408283234,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 123,
"train_loss": 1.1760690212249756,
"val_loss": 1.0595595836639404,
"acc": 65.62,
"time": 251.8451688378118,
"param": [
{
"p": 0.04267134144902229,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05741014704108238,
"m": 1.0
},
{
"p": 0.08743005245923996,
"m": 0.0
},
{
"p": 0.0012047183699905872,
"m": 0.6694684624671936
},
{
"p": 0.04463634639978409,
"m": 0.5478132963180542
},
{
"p": 0.07879697531461716,
"m": 0.0
},
{
"p": 0.0,
"m": 0.39590924978256226
},
{
"p": 0.03792011737823486,
"m": 0.829491376876831
},
{
"p": 0.020200392231345177,
"m": 0.923699140548706
},
{
"p": 0.4920206069946289,
"m": 0.0
},
{
"p": 0.026818156242370605,
"m": 1.0
},
{
"p": 0.10884397476911545,
"m": 1.0
},
{
"p": 0.0020470961462706327,
"m": 1.0
}
]
},
{
"epoch": 124,
"train_loss": 1.292763590812683,
"val_loss": 1.0725237131118774,
"acc": 65.48,
"time": 254.5973164467141,
"param": [
{
"p": 0.04539766162633896,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.051858313381671906,
"m": 1.0
},
{
"p": 0.09228850901126862,
"m": 0.0028201371897011995
},
{
"p": 0.011733029037714005,
"m": 0.6421811580657959
},
{
"p": 0.051012072712183,
"m": 0.5099323987960815
},
{
"p": 0.07856041938066483,
"m": 0.006674157455563545
},
{
"p": 0.010923177003860474,
"m": 0.4033714532852173
},
{
"p": 0.031018337234854698,
"m": 0.8337469100952148
},
{
"p": 0.027080245316028595,
"m": 0.9390436410903931
},
{
"p": 0.4453808665275574,
"m": 0.00018442394502926618
},
{
"p": 0.033797550946474075,
"m": 1.0
},
{
"p": 0.10636520385742188,
"m": 1.0
},
{
"p": 0.014584665186703205,
"m": 1.0
}
]
},
{
"epoch": 125,
"train_loss": 1.3725497722625732,
"val_loss": 1.0264806747436523,
"acc": 66.04,
"time": 255.53422087989748,
"param": [
{
"p": 0.033136997371912,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04392479360103607,
"m": 1.0
},
{
"p": 0.10479402542114258,
"m": 0.02805553935468197
},
{
"p": 0.0,
"m": 0.6237834692001343
},
{
"p": 0.036218974739313126,
"m": 0.4639786183834076
},
{
"p": 0.07977280765771866,
"m": 0.007181599270552397
},
{
"p": 0.01156944315880537,
"m": 0.4023575782775879
},
{
"p": 0.018032928928732872,
"m": 0.8354459404945374
},
{
"p": 0.034295354038476944,
"m": 0.9591971039772034
},
{
"p": 0.45747461915016174,
"m": 0.008538960479199886
},
{
"p": 0.033913031220436096,
"m": 1.0
},
{
"p": 0.11205949634313583,
"m": 1.0
},
{
"p": 0.034807514399290085,
"m": 1.0
}
]
},
{
"epoch": 126,
"train_loss": 1.6330082416534424,
"val_loss": 0.9930716753005981,
"acc": 66.26,
"time": 252.59901547804475,
"param": [
{
"p": 0.03469746932387352,
"m": 1.0
},
{
"p": 0.0006130473338998854,
"m": 1.0
},
{
"p": 0.04199739545583725,
"m": 1.0
},
{
"p": 0.10405156016349792,
"m": 0.0
},
{
"p": 0.0015614064177498221,
"m": 0.5967023968696594
},
{
"p": 0.02829292044043541,
"m": 0.47458207607269287
},
{
"p": 0.08141173422336578,
"m": 0.0
},
{
"p": 0.01880371943116188,
"m": 0.40076106786727905
},
{
"p": 0.02179943397641182,
"m": 0.8287481665611267
},
{
"p": 0.03886060789227486,
"m": 0.9763761162757874
},
{
"p": 0.43250522017478943,
"m": 0.011689982376992702
},
{
"p": 0.041167713701725006,
"m": 1.0
},
{
"p": 0.11437293142080307,
"m": 1.0
},
{
"p": 0.03986479341983795,
"m": 1.0
}
]
},
{
"epoch": 127,
"train_loss": 1.4737790822982788,
"val_loss": 1.1381535530090332,
"acc": 66.04,
"time": 255.2456706413068,
"param": [
{
"p": 0.04613761231303215,
"m": 1.0
},
{
"p": 0.00762275280430913,
"m": 1.0
},
{
"p": 0.036655258387327194,
"m": 1.0
},
{
"p": 0.10687577724456787,
"m": 0.0
},
{
"p": 0.015784557908773422,
"m": 0.5499296188354492
},
{
"p": 0.027262285351753235,
"m": 0.4674207866191864
},
{
"p": 0.07973624765872955,
"m": 0.0
},
{
"p": 0.0346224345266819,
"m": 0.3778785765171051
},
{
"p": 0.022682305425405502,
"m": 0.8180608153343201
},
{
"p": 0.05126393213868141,
"m": 0.9871140122413635
},
{
"p": 0.38433027267456055,
"m": 0.0015597844030708075
},
{
"p": 0.050789725035429,
"m": 1.0
},
{
"p": 0.1060989573597908,
"m": 1.0
},
{
"p": 0.03013787604868412,
"m": 1.0
}
]
},
{
"epoch": 128,
"train_loss": 1.4863178730010986,
"val_loss": 0.9110668301582336,
"acc": 65.73,
"time": 254.11910122912377,
"param": [
{
"p": 0.044133733958005905,
"m": 1.0
},
{
"p": 0.017507700249552727,
"m": 1.0
},
{
"p": 0.04185045510530472,
"m": 1.0
},
{
"p": 0.09288766235113144,
"m": 0.0
},
{
"p": 0.019166279584169388,
"m": 0.48541855812072754
},
{
"p": 0.04063691571354866,
"m": 0.41425392031669617
},
{
"p": 0.07244150340557098,
"m": 0.0
},
{
"p": 0.05130912363529205,
"m": 0.3211877644062042
},
{
"p": 0.015443962067365646,
"m": 0.7897611856460571
},
{
"p": 0.05073985084891319,
"m": 1.0
},
{
"p": 0.3733319938182831,
"m": 0.0
},
{
"p": 0.04938967153429985,
"m": 1.0
},
{
"p": 0.09676916152238846,
"m": 1.0
},
{
"p": 0.03439198434352875,
"m": 1.0
}
]
},
{
"epoch": 129,
"train_loss": 1.1735594272613525,
"val_loss": 0.9909549951553345,
"acc": 65.98,
"time": 253.2102226461284,
"param": [
{
"p": 0.039203863590955734,
"m": 1.0
},
{
"p": 0.007648238446563482,
"m": 1.0
},
{
"p": 0.06511031836271286,
"m": 1.0
},
{
"p": 0.07917742431163788,
"m": 0.0
},
{
"p": 0.014595093205571175,
"m": 0.4694637954235077
},
{
"p": 0.050085555762052536,
"m": 0.38919201493263245
},
{
"p": 0.0656023770570755,
"m": 0.008139064535498619
},
{
"p": 0.06625241786241531,
"m": 0.3231319189071655
},
{
"p": 0.00048054521903395653,
"m": 0.7674332857131958
},
{
"p": 0.05137263610959053,
"m": 1.0
},
{
"p": 0.39632466435432434,
"m": 0.0
},
{
"p": 0.03860875964164734,
"m": 1.0
},
{
"p": 0.09229186177253723,
"m": 1.0
},
{
"p": 0.03324626758694649,
"m": 1.0
}
]
},
{
"epoch": 130,
"train_loss": 1.3736504316329956,
"val_loss": 0.9945642948150635,
"acc": 65.26,
"time": 251.9710786859505,
"param": [
{
"p": 0.040248703211545944,
"m": 1.0
},
{
"p": 0.005614474881440401,
"m": 1.0
},
{
"p": 0.07954752445220947,
"m": 1.0
},
{
"p": 0.06293678283691406,
"m": 0.0
},
{
"p": 0.013114227913320065,
"m": 0.49399691820144653
},
{
"p": 0.04396509751677513,
"m": 0.35986772179603577
},
{
"p": 0.06712939590215683,
"m": 0.0
},
{
"p": 0.07291055470705032,
"m": 0.3265962302684784
},
{
"p": 0.014006930403411388,
"m": 0.7545070052146912
},
{
"p": 0.06051313877105713,
"m": 1.0
},
{
"p": 0.3927557170391083,
"m": 0.0
},
{
"p": 0.02702493965625763,
"m": 1.0
},
{
"p": 0.08554278314113617,
"m": 1.0
},
{
"p": 0.03468969464302063,
"m": 1.0
}
]
},
{
"epoch": 131,
"train_loss": 1.443542242050171,
"val_loss": 0.981560468673706,
"acc": 66.02,
"time": 252.36581211118028,
"param": [
{
"p": 0.03519622981548309,
"m": 1.0
},
{
"p": 0.0064072804525494576,
"m": 1.0
},
{
"p": 0.08403924107551575,
"m": 1.0
},
{
"p": 0.06668300926685333,
"m": 0.0
},
{
"p": 0.009397055022418499,
"m": 0.47372710704803467
},
{
"p": 0.03407657518982887,
"m": 0.3351568877696991
},
{
"p": 0.06873542815446854,
"m": 0.0
},
{
"p": 0.05914635583758354,
"m": 0.3007263243198395
},
{
"p": 0.027265673503279686,
"m": 0.7393006682395935
},
{
"p": 0.06354532390832901,
"m": 0.9813271164894104
},
{
"p": 0.4019322395324707,
"m": 0.0
},
{
"p": 0.0325772650539875,
"m": 1.0
},
{
"p": 0.07599546015262604,
"m": 1.0
},
{
"p": 0.03500286862254143,
"m": 1.0
}
]
},
{
"epoch": 132,
"train_loss": 1.511368989944458,
"val_loss": 1.1532080173492432,
"acc": 66.38,
"time": 250.68757881596684,
"param": [
{
"p": 0.01775745302438736,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07434394210577011,
"m": 1.0
},
{
"p": 0.08135972917079926,
"m": 0.0
},
{
"p": 0.0,
"m": 0.42963361740112305
},
{
"p": 0.006451137363910675,
"m": 0.26788538694381714
},
{
"p": 0.0711904764175415,
"m": 0.0
},
{
"p": 0.03964884951710701,
"m": 0.30837029218673706
},
{
"p": 0.027017714455723763,
"m": 0.7135590314865112
},
{
"p": 0.06324632465839386,
"m": 0.9459846615791321
},
{
"p": 0.4984951317310333,
"m": 0.0
},
{
"p": 0.03442341461777687,
"m": 1.0
},
{
"p": 0.07079248130321503,
"m": 1.0
},
{
"p": 0.015273304656147957,
"m": 1.0
}
]
},
{
"epoch": 133,
"train_loss": 1.664872407913208,
"val_loss": 1.0159780979156494,
"acc": 66.94,
"time": 248.92725730361417,
"param": [
{
"p": 0.011317193508148193,
"m": 1.0
},
{
"p": 0.008401068858802319,
"m": 1.0
},
{
"p": 0.05771397426724434,
"m": 1.0
},
{
"p": 0.06714658439159393,
"m": 0.0
},
{
"p": 0.0,
"m": 0.3731027841567993
},
{
"p": 0.0,
"m": 0.2258911281824112
},
{
"p": 0.06344456225633621,
"m": 0.0
},
{
"p": 0.024655016139149666,
"m": 0.26192939281463623
},
{
"p": 0.023040078580379486,
"m": 0.6971005201339722
},
{
"p": 0.048147305846214294,
"m": 0.907755970954895
},
{
"p": 0.5960491299629211,
"m": 0.0
},
{
"p": 0.02707670070230961,
"m": 1.0
},
{
"p": 0.06704064458608627,
"m": 1.0
},
{
"p": 0.005967756733298302,
"m": 1.0
}
]
},
{
"epoch": 134,
"train_loss": 1.6383689641952515,
"val_loss": 1.179168939590454,
"acc": 65.16,
"time": 250.75024804612622,
"param": [
{
"p": 0.010530265048146248,
"m": 1.0
},
{
"p": 0.002994122914969921,
"m": 1.0
},
{
"p": 0.06907130032777786,
"m": 1.0
},
{
"p": 0.04821568727493286,
"m": 0.0
},
{
"p": 0.0007965960539877415,
"m": 0.37421172857284546
},
{
"p": 0.0,
"m": 0.1866094022989273
},
{
"p": 0.05388280004262924,
"m": 0.00020376201428007334
},
{
"p": 0.018735703080892563,
"m": 0.22201265394687653
},
{
"p": 0.01910526305437088,
"m": 0.6828686594963074
},
{
"p": 0.029732143506407738,
"m": 0.8933996558189392
},
{
"p": 0.6623960137367249,
"m": 0.0
},
{
"p": 0.01570955477654934,
"m": 1.0
},
{
"p": 0.0499107763171196,
"m": 1.0
},
{
"p": 0.018919769674539566,
"m": 1.0
}
]
},
{
"epoch": 135,
"train_loss": 1.598390817642212,
"val_loss": 1.156385898590088,
"acc": 66.49,
"time": 250.8623682903126,
"param": [
{
"p": 0.02952961064875126,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06076011061668396,
"m": 1.0
},
{
"p": 0.025974741205573082,
"m": 0.0
},
{
"p": 0.0010926566319540143,
"m": 0.3433515429496765
},
{
"p": 0.0,
"m": 0.13584445416927338
},
{
"p": 0.06704232841730118,
"m": 0.0
},
{
"p": 0.037744469940662384,
"m": 0.17824503779411316
},
{
"p": 0.04221659153699875,
"m": 0.6814765930175781
},
{
"p": 0.02900867536664009,
"m": 0.8907433748245239
},
{
"p": 0.6190592050552368,
"m": 0.0
},
{
"p": 0.014901658520102501,
"m": 1.0
},
{
"p": 0.029646970331668854,
"m": 1.0
},
{
"p": 0.04302295669913292,
"m": 1.0
}
]
},
{
"epoch": 136,
"train_loss": 1.481429100036621,
"val_loss": 1.2259697914123535,
"acc": 66.34,
"time": 252.104096962139,
"param": [
{
"p": 0.03601667657494545,
"m": 1.0
},
{
"p": 0.007036968134343624,
"m": 1.0
},
{
"p": 0.07490765303373337,
"m": 1.0
},
{
"p": 0.0184091255068779,
"m": 0.0
},
{
"p": 0.006577509921044111,
"m": 0.28167039155960083
},
{
"p": 0.010703000240027905,
"m": 0.0677100419998169
},
{
"p": 0.06709766387939453,
"m": 0.0027749163564294577
},
{
"p": 0.03344214707612991,
"m": 0.1401023119688034
},
{
"p": 0.05117024853825569,
"m": 0.6795569062232971
},
{
"p": 0.030673010274767876,
"m": 0.8653306365013123
},
{
"p": 0.5439837574958801,
"m": 0.010499926283955574
},
{
"p": 0.043175943195819855,
"m": 1.0
},
{
"p": 0.027815381065011024,
"m": 1.0
},
{
"p": 0.04899093136191368,
"m": 1.0
}
]
},
{
"epoch": 137,
"train_loss": 1.319059133529663,
"val_loss": 1.1155730485916138,
"acc": 66.73,
"time": 251.5832725749351,
"param": [
{
"p": 0.03673342242836952,
"m": 1.0
},
{
"p": 0.018391704186797142,
"m": 1.0
},
{
"p": 0.0821332037448883,
"m": 1.0
},
{
"p": 0.01583957113325596,
"m": 0.0
},
{
"p": 0.0012572180712595582,
"m": 0.2080898880958557
},
{
"p": 0.012090719304978848,
"m": 0.044422928243875504
},
{
"p": 0.05969903618097305,
"m": 0.009360697120428085
},
{
"p": 0.030454091727733612,
"m": 0.10242652148008347
},
{
"p": 0.06558601558208466,
"m": 0.6808758974075317
},
{
"p": 0.032322484999895096,
"m": 0.8473787903785706
},
{
"p": 0.5215575695037842,
"m": 0.002263532020151615
},
{
"p": 0.040359217673540115,
"m": 1.0
},
{
"p": 0.029360849410295486,
"m": 1.0
},
{
"p": 0.05421484634280205,
"m": 1.0
}
]
},
{
"epoch": 138,
"train_loss": 1.2511024475097656,
"val_loss": 1.0296725034713745,
"acc": 64.91,
"time": 253.67599345510826,
"param": [
{
"p": 0.04574737697839737,
"m": 1.0
},
{
"p": 0.031249133870005608,
"m": 1.0
},
{
"p": 0.08503282070159912,
"m": 1.0
},
{
"p": 0.029718728736042976,
"m": 0.0
},
{
"p": 0.005811286624521017,
"m": 0.1301768720149994
},
{
"p": 0.01615624688565731,
"m": 0.07265361398458481
},
{
"p": 0.05133379250764847,
"m": 0.0
},
{
"p": 0.017421366646885872,
"m": 0.03648057207465172
},
{
"p": 0.0707629844546318,
"m": 0.663828432559967
},
{
"p": 0.03969037905335426,
"m": 0.8477006554603577
},
{
"p": 0.48795539140701294,
"m": 0.0
},
{
"p": 0.032118670642375946,
"m": 1.0
},
{
"p": 0.02589387260377407,
"m": 1.0
},
{
"p": 0.06110796704888344,
"m": 1.0
}
]
},
{
"epoch": 139,
"train_loss": 1.2207820415496826,
"val_loss": 1.048706293106079,
"acc": 66.32,
"time": 254.2982210991904,
"param": [
{
"p": 0.0577605701982975,
"m": 1.0
},
{
"p": 0.03019123710691929,
"m": 1.0
},
{
"p": 0.07542343437671661,
"m": 1.0
},
{
"p": 0.03978811576962471,
"m": 0.0
},
{
"p": 0.02609076350927353,
"m": 0.033909618854522705
},
{
"p": 0.020611152052879333,
"m": 0.07384253293275833
},
{
"p": 0.05220678448677063,
"m": 0.007289039436727762
},
{
"p": 0.011142698116600513,
"m": 0.0
},
{
"p": 0.0747402012348175,
"m": 0.6757032871246338
},
{
"p": 0.053307659924030304,
"m": 0.8740416169166565
},
{
"p": 0.4223049283027649,
"m": 0.0
},
{
"p": 0.04033331573009491,
"m": 1.0
},
{
"p": 0.033830393105745316,
"m": 1.0
},
{
"p": 0.062268808484077454,
"m": 1.0
}
]
},
{
"epoch": 140,
"train_loss": 1.3658373355865479,
"val_loss": 0.9967215061187744,
"acc": 66.19,
"time": 254.08801000891253,
"param": [
{
"p": 0.056392233818769455,
"m": 1.0
},
{
"p": 0.027932874858379364,
"m": 1.0
},
{
"p": 0.080513596534729,
"m": 1.0
},
{
"p": 0.0464588887989521,
"m": 0.0
},
{
"p": 0.0513925775885582,
"m": 0.0
},
{
"p": 0.026764266192913055,
"m": 0.0946090817451477
},
{
"p": 0.03986246511340141,
"m": 0.010209169238805771
},
{
"p": 0.010052666999399662,
"m": 0.0
},
{
"p": 0.0674571543931961,
"m": 0.6912837624549866
},
{
"p": 0.0557178296148777,
"m": 0.9207863211631775
},
{
"p": 0.3818279206752777,
"m": 0.0
},
{
"p": 0.05711013823747635,
"m": 1.0
},
{
"p": 0.04256679490208626,
"m": 1.0
},
{
"p": 0.05595053732395172,
"m": 1.0
}
]
},
{
"epoch": 141,
"train_loss": 1.2155215740203857,
"val_loss": 1.1396600008010864,
"acc": 66.61,
"time": 252.51837723422796,
"param": [
{
"p": 0.05681909993290901,
"m": 1.0
},
{
"p": 0.029042286798357964,
"m": 1.0
},
{
"p": 0.07285574078559875,
"m": 1.0
},
{
"p": 0.04074864462018013,
"m": 0.0
},
{
"p": 0.07023259252309799,
"m": 0.0
},
{
"p": 0.04288658872246742,
"m": 0.13119646906852722
},
{
"p": 0.04590809345245361,
"m": 0.0
},
{
"p": 0.016646957024931908,
"m": 0.0
},
{
"p": 0.06131797656416893,
"m": 0.7081919312477112
},
{
"p": 0.0570133738219738,
"m": 0.9288850426673889
},
{
"p": 0.3301655352115631,
"m": 0.0
},
{
"p": 0.05475049838423729,
"m": 1.0
},
{
"p": 0.05003518983721733,
"m": 1.0
},
{
"p": 0.07157745212316513,
"m": 1.0
}
]
},
{
"epoch": 142,
"train_loss": 1.175234079360962,
"val_loss": 0.937640368938446,
"acc": 66.06,
"time": 253.54860185505822,
"param": [
{
"p": 0.05981369689106941,
"m": 1.0
},
{
"p": 0.026516517624258995,
"m": 1.0
},
{
"p": 0.06658440828323364,
"m": 1.0
},
{
"p": 0.014157422818243504,
"m": 0.0
},
{
"p": 0.062403105199337006,
"m": 0.0
},
{
"p": 0.04931613802909851,
"m": 0.09901732206344604
},
{
"p": 0.0613100603222847,
"m": 0.0
},
{
"p": 0.0,
"m": 0.0
},
{
"p": 0.05936793237924576,
"m": 0.7236596941947937
},
{
"p": 0.06525589525699615,
"m": 0.9468161463737488
},
{
"p": 0.3700190484523773,
"m": 0.0
},
{
"p": 0.045481108129024506,
"m": 0.9997420907020569
},
{
"p": 0.041503991931676865,
"m": 1.0
},
{
"p": 0.07827068120241165,
"m": 1.0
}
]
},
{
"epoch": 143,
"train_loss": 1.1891053915023804,
"val_loss": 1.0505956411361694,
"acc": 65.44,
"time": 253.5676157507114,
"param": [
{
"p": 0.05134180933237076,
"m": 1.0
},
{
"p": 0.026863478124141693,
"m": 1.0
},
{
"p": 0.04432053118944168,
"m": 1.0
},
{
"p": 0.0031448653899133205,
"m": 0.0
},
{
"p": 0.06329256296157837,
"m": 0.0
},
{
"p": 0.05084174871444702,
"m": 0.04723900556564331
},
{
"p": 0.08030211180448532,
"m": 0.0
},
{
"p": 3.391317659406923e-05,
"m": 0.0
},
{
"p": 0.06299515068531036,
"m": 0.7237511873245239
},
{
"p": 0.06749960780143738,
"m": 0.959355354309082
},
{
"p": 0.4349742531776428,
"m": 0.0
},
{
"p": 0.02590552344918251,
"m": 1.0
},
{
"p": 0.019123323261737823,
"m": 1.0
},
{
"p": 0.06936108320951462,
"m": 1.0
}
]
},
{
"epoch": 144,
"train_loss": 1.1713413000106812,
"val_loss": 1.050018310546875,
"acc": 66.14,
"time": 252.9589166259393,
"param": [
{
"p": 0.050944726914167404,
"m": 1.0
},
{
"p": 0.030256548896431923,
"m": 1.0
},
{
"p": 0.03905138000845909,
"m": 1.0
},
{
"p": 0.018495066091418266,
"m": 0.0
},
{
"p": 0.05991082265973091,
"m": 0.05610164999961853
},
{
"p": 0.04900804162025452,
"m": 0.0
},
{
"p": 0.0857640951871872,
"m": 0.0
},
{
"p": 0.0039016578812152147,
"m": 0.0
},
{
"p": 0.051180608570575714,
"m": 0.7057408094406128
},
{
"p": 0.07219164818525314,
"m": 0.9664640426635742
},
{
"p": 0.44659629464149475,
"m": 0.007253157906234264
},
{
"p": 0.022627029567956924,
"m": 1.0
},
{
"p": 0.0016469026450067759,
"m": 1.0
},
{
"p": 0.06842514127492905,
"m": 1.0
}
]
},
{
"epoch": 145,
"train_loss": 1.3353676795959473,
"val_loss": 1.031944990158081,
"acc": 66.61,
"time": 256.5524114673026,
"param": [
{
"p": 0.051154132932424545,
"m": 1.0
},
{
"p": 0.041864506900310516,
"m": 1.0
},
{
"p": 0.057033807039260864,
"m": 1.0
},
{
"p": 0.03993105888366699,
"m": 0.006759548094123602
},
{
"p": 0.04022533446550369,
"m": 0.09170138835906982
},
{
"p": 0.034152936190366745,
"m": 0.0
},
{
"p": 0.09206780046224594,
"m": 0.0
},
{
"p": 0.012765594758093357,
"m": 0.0
},
{
"p": 0.038989607244729996,
"m": 0.6837522983551025
},
{
"p": 0.0680772066116333,
"m": 0.9588137865066528
},
{
"p": 0.408338725566864,
"m": 0.0
},
{
"p": 0.0343334935605526,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.081065833568573,
"m": 1.0
}
]
},
{
"epoch": 146,
"train_loss": 1.3204745054244995,
"val_loss": 1.1092736721038818,
"acc": 66.08,
"time": 256.5088224550709,
"param": [
{
"p": 0.043182745575904846,
"m": 1.0
},
{
"p": 0.05752214044332504,
"m": 1.0
},
{
"p": 0.06250756978988647,
"m": 1.0
},
{
"p": 0.0578174851834774,
"m": 0.0
},
{
"p": 0.0345543697476387,
"m": 0.044828642159700394
},
{
"p": 0.027601005509495735,
"m": 0.0
},
{
"p": 0.08116856962442398,
"m": 0.0
},
{
"p": 0.011810900643467903,
"m": 0.002489997074007988
},
{
"p": 0.03845084458589554,
"m": 0.6740204095840454
},
{
"p": 0.0699639692902565,
"m": 0.9703418612480164
},
{
"p": 0.3783923089504242,
"m": 0.0
},
{
"p": 0.04221739247441292,
"m": 1.0
},
{
"p": 0.011668527498841286,
"m": 1.0
},
{
"p": 0.08314219117164612,
"m": 1.0
}
]
},
{
"epoch": 147,
"train_loss": 1.4361366033554077,
"val_loss": 1.054977297782898,
"acc": 65.74,
"time": 257.47717656288296,
"param": [
{
"p": 0.034631598740816116,
"m": 1.0
},
{
"p": 0.05182795599102974,
"m": 1.0
},
{
"p": 0.06732583791017532,
"m": 1.0
},
{
"p": 0.06335815042257309,
"m": 0.0
},
{
"p": 0.03296415135264397,
"m": 0.0
},
{
"p": 0.02863999642431736,
"m": 0.0
},
{
"p": 0.06630413979291916,
"m": 0.0
},
{
"p": 0.0025264350697398186,
"m": 0.027698436751961708
},
{
"p": 0.030269315466284752,
"m": 0.6488304734230042
},
{
"p": 0.08199981600046158,
"m": 0.9728058576583862
},
{
"p": 0.38219550251960754,
"m": 0.0
},
{
"p": 0.03479107841849327,
"m": 1.0
},
{
"p": 0.03136780485510826,
"m": 1.0
},
{
"p": 0.09179823845624924,
"m": 1.0
}
]
},
{
"epoch": 148,
"train_loss": 1.2081879377365112,
"val_loss": 1.0268776416778564,
"acc": 66.95,
"time": 253.82711913622916,
"param": [
{
"p": 0.02127116546034813,
"m": 1.0
},
{
"p": 0.029147909954190254,
"m": 1.0
},
{
"p": 0.06600704044103622,
"m": 1.0
},
{
"p": 0.05375003442168236,
"m": 0.0
},
{
"p": 0.026103423908352852,
"m": 0.0
},
{
"p": 0.03667739778757095,
"m": 0.0
},
{
"p": 0.05796133354306221,
"m": 0.0
},
{
"p": 0.0,
"m": 0.043800950050354004
},
{
"p": 0.0020695384591817856,
"m": 0.6291494965553284
},
{
"p": 0.08579898625612259,
"m": 0.9597583413124084
},
{
"p": 0.43825438618659973,
"m": 0.0
},
{
"p": 0.025408200919628143,
"m": 1.0
},
{
"p": 0.03998845815658569,
"m": 1.0
},
{
"p": 0.11756215244531631,
"m": 1.0
}
]
},
{
"epoch": 149,
"train_loss": 1.2096774578094482,
"val_loss": 1.1071499586105347,
"acc": 65.77,
"time": 256.62504687393084,
"param": [
{
"p": 0.027913222089409828,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06905849277973175,
"m": 1.0
},
{
"p": 0.030487380921840668,
"m": 0.0
},
{
"p": 0.005059008952230215,
"m": 0.0224771611392498
},
{
"p": 0.03277197480201721,
"m": 0.0
},
{
"p": 0.06069256365299225,
"m": 0.0028172326274216175
},
{
"p": 0.0,
"m": 0.02764403074979782
},
{
"p": 0.0,
"m": 0.6243226528167725
},
{
"p": 0.06411613523960114,
"m": 0.927229106426239
},
{
"p": 0.5188536643981934,
"m": 0.0
},
{
"p": 0.012580527924001217,
"m": 0.9980247616767883
},
{
"p": 0.029258914291858673,
"m": 1.0
},
{
"p": 0.14920806884765625,
"m": 1.0
}
]
},
{
"epoch": 150,
"train_loss": 1.31137216091156,
"val_loss": 1.0915371179580688,
"acc": 65.16,
"time": 254.02385377511382,
"param": [
{
"p": 0.04042362794280052,
"m": 1.0
},
{
"p": 0.0031877965666353703,
"m": 1.0
},
{
"p": 0.0796123668551445,
"m": 1.0
},
{
"p": 0.012700160034000874,
"m": 0.01197903137654066
},
{
"p": 0.0009536052821204066,
"m": 0.02126041054725647
},
{
"p": 0.016998089849948883,
"m": 0.0
},
{
"p": 0.07063436508178711,
"m": 0.0
},
{
"p": 0.002623956184834242,
"m": 0.0
},
{
"p": 0.01330430619418621,
"m": 0.617588222026825
},
{
"p": 0.047331903129816055,
"m": 0.8851674199104309
},
{
"p": 0.5285583138465881,
"m": 0.002285704715177417
},
{
"p": 0.006403691601008177,
"m": 0.9967763423919678
},
{
"p": 0.02690594084560871,
"m": 1.0
},
{
"p": 0.15036194026470184,
"m": 1.0
}
]
}
]
}