mirror of
https://github.com/AntoineHX/smart_augmentation.git
synced 2025-05-04 12:10:45 +02:00
9776 lines
No EOL
158 KiB
JSON
9776 lines
No EOL
158 KiB
JSON
{
|
|
"Accuracy": 73.91,
|
|
"Time": [
|
|
143.85711558653372,
|
|
6.539510630770481
|
|
],
|
|
"Device": "Graphics Device",
|
|
"Param_names": [
|
|
"Identity",
|
|
"FlipUD",
|
|
"FlipLR",
|
|
"Rotate",
|
|
"TranslateX",
|
|
"TranslateY",
|
|
"ShearX",
|
|
"ShearY",
|
|
"Contrast",
|
|
"Color",
|
|
"Brightness",
|
|
"Sharpness",
|
|
"Posterize",
|
|
"Solarize"
|
|
],
|
|
"Log": [
|
|
{
|
|
"epoch": 1,
|
|
"train_loss": 2.2415032386779785,
|
|
"val_loss": 2.2637383937835693,
|
|
"acc": 13.32,
|
|
"time": 129.6330994920063,
|
|
"param": [
|
|
{
|
|
"p": 0.07515209168195724,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.023054203018546104,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08385858684778214,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09482723474502563,
|
|
"m": 0.9938088655471802
|
|
},
|
|
{
|
|
"p": 0.10720805823802948,
|
|
"m": 0.9640369415283203
|
|
},
|
|
{
|
|
"p": 0.08419115841388702,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11468501389026642,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08648402988910675,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044184453785419464,
|
|
"m": 0.9985429644584656
|
|
},
|
|
{
|
|
"p": 0.028880557045340538,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.039076581597328186,
|
|
"m": 0.9972819685935974
|
|
},
|
|
{
|
|
"p": 0.09489896148443222,
|
|
"m": 0.9938428401947021
|
|
},
|
|
{
|
|
"p": 0.09533192217350006,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028167158365249634,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 2,
|
|
"train_loss": 2.2418458461761475,
|
|
"val_loss": 2.0053069591522217,
|
|
"acc": 23.74,
|
|
"time": 146.27360986299755,
|
|
"param": [
|
|
{
|
|
"p": 0.09483976662158966,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07174087315797806,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08553250879049301,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08238974213600159,
|
|
"m": 0.9719185829162598
|
|
},
|
|
{
|
|
"p": 0.0687825083732605,
|
|
"m": 0.7870959639549255
|
|
},
|
|
{
|
|
"p": 0.04535822570323944,
|
|
"m": 0.5785178542137146
|
|
},
|
|
{
|
|
"p": 0.06643826514482498,
|
|
"m": 0.8510414958000183
|
|
},
|
|
{
|
|
"p": 0.08819502592086792,
|
|
"m": 0.9130009412765503
|
|
},
|
|
{
|
|
"p": 0.03807231783866882,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12616080045700073,
|
|
"m": 0.9820711612701416
|
|
},
|
|
{
|
|
"p": 0.08427391946315765,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04337799921631813,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028080543503165245,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0767575204372406,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 3,
|
|
"train_loss": 2.059220790863037,
|
|
"val_loss": 1.915130376815796,
|
|
"acc": 30.54,
|
|
"time": 151.56299595900055,
|
|
"param": [
|
|
{
|
|
"p": 0.04388728365302086,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022293362766504288,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0767277181148529,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09357503801584244,
|
|
"m": 0.9683170318603516
|
|
},
|
|
{
|
|
"p": 0.07867756485939026,
|
|
"m": 0.5364969968795776
|
|
},
|
|
{
|
|
"p": 0.09760934114456177,
|
|
"m": 0.45314911007881165
|
|
},
|
|
{
|
|
"p": 0.07571769505739212,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059924717992544174,
|
|
"m": 0.9436495304107666
|
|
},
|
|
{
|
|
"p": 0.10261910408735275,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08237160742282867,
|
|
"m": 0.7915763854980469
|
|
},
|
|
{
|
|
"p": 0.04811248555779457,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08737454563379288,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07046888768672943,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06064062938094139,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 4,
|
|
"train_loss": 1.895045280456543,
|
|
"val_loss": 1.8302099704742432,
|
|
"acc": 35.92,
|
|
"time": 150.41939693899621,
|
|
"param": [
|
|
{
|
|
"p": 0.1099260225892067,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028587596490979195,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08715607225894928,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07937613874673843,
|
|
"m": 0.8057368993759155
|
|
},
|
|
{
|
|
"p": 0.04584906995296478,
|
|
"m": 0.38326406478881836
|
|
},
|
|
{
|
|
"p": 0.04338634014129639,
|
|
"m": 0.11332321166992188
|
|
},
|
|
{
|
|
"p": 0.10443668812513351,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08994170278310776,
|
|
"m": 0.9632265567779541
|
|
},
|
|
{
|
|
"p": 0.09772884100675583,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07949140667915344,
|
|
"m": 0.643373429775238
|
|
},
|
|
{
|
|
"p": 0.06398370862007141,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08260367065668106,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06497451663017273,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022558243945240974,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 5,
|
|
"train_loss": 1.982890248298645,
|
|
"val_loss": 1.6905033588409424,
|
|
"acc": 39.76,
|
|
"time": 147.3843679279962,
|
|
"param": [
|
|
{
|
|
"p": 0.07342076301574707,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.036168381571769714,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03452596068382263,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09216532856225967,
|
|
"m": 0.7896308898925781
|
|
},
|
|
{
|
|
"p": 0.03945503756403923,
|
|
"m": 0.2582132816314697
|
|
},
|
|
{
|
|
"p": 0.07087186723947525,
|
|
"m": 0.20573842525482178
|
|
},
|
|
{
|
|
"p": 0.09112628549337387,
|
|
"m": 0.998001217842102
|
|
},
|
|
{
|
|
"p": 0.07613212615251541,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0721125528216362,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09805256873369217,
|
|
"m": 0.39448580145835876
|
|
},
|
|
{
|
|
"p": 0.07852354645729065,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09724219888448715,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08925314992666245,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0509503036737442,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 6,
|
|
"train_loss": 1.7354238033294678,
|
|
"val_loss": 1.602545142173767,
|
|
"acc": 43.39,
|
|
"time": 146.8280305809967,
|
|
"param": [
|
|
{
|
|
"p": 0.10401701182126999,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03958490863442421,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05963389202952385,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07038888335227966,
|
|
"m": 0.5474870800971985
|
|
},
|
|
{
|
|
"p": 0.09365446865558624,
|
|
"m": 0.02477981522679329
|
|
},
|
|
{
|
|
"p": 0.03281687572598457,
|
|
"m": 0.756971538066864
|
|
},
|
|
{
|
|
"p": 0.08876712620258331,
|
|
"m": 0.7990634441375732
|
|
},
|
|
{
|
|
"p": 0.08630058169364929,
|
|
"m": 0.9326895475387573
|
|
},
|
|
{
|
|
"p": 0.05003710091114044,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09317346662282944,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0640949010848999,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09261506050825119,
|
|
"m": 0.9977696537971497
|
|
},
|
|
{
|
|
"p": 0.07528658956289291,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04962915554642677,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 7,
|
|
"train_loss": 1.6813604831695557,
|
|
"val_loss": 1.6505759954452515,
|
|
"acc": 42.11,
|
|
"time": 133.72345344500354,
|
|
"param": [
|
|
{
|
|
"p": 0.05259692668914795,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028724834322929382,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05792704597115517,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05593762546777725,
|
|
"m": 0.6147714853286743
|
|
},
|
|
{
|
|
"p": 0.07477535307407379,
|
|
"m": 0.15954741835594177
|
|
},
|
|
{
|
|
"p": 0.0743211880326271,
|
|
"m": 0.7114976048469543
|
|
},
|
|
{
|
|
"p": 0.08577416092157364,
|
|
"m": 0.6467353105545044
|
|
},
|
|
{
|
|
"p": 0.08102208375930786,
|
|
"m": 0.9781100153923035
|
|
},
|
|
{
|
|
"p": 0.10676851123571396,
|
|
"m": 0.9974839687347412
|
|
},
|
|
{
|
|
"p": 0.07751941680908203,
|
|
"m": 0.045389048755168915
|
|
},
|
|
{
|
|
"p": 0.10156728327274323,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08586224168539047,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07785934954881668,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03934397175908089,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 8,
|
|
"train_loss": 1.8793646097183228,
|
|
"val_loss": 1.5733476877212524,
|
|
"acc": 45.52,
|
|
"time": 139.73729786900367,
|
|
"param": [
|
|
{
|
|
"p": 0.1022384762763977,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052882276475429535,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06342235207557678,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08819059282541275,
|
|
"m": 0.6872159242630005
|
|
},
|
|
{
|
|
"p": 0.022550716996192932,
|
|
"m": 0.257215291261673
|
|
},
|
|
{
|
|
"p": 0.07416905462741852,
|
|
"m": 0.7641938328742981
|
|
},
|
|
{
|
|
"p": 0.08585163950920105,
|
|
"m": 0.7206029295921326
|
|
},
|
|
{
|
|
"p": 0.06469962745904922,
|
|
"m": 0.8534016609191895
|
|
},
|
|
{
|
|
"p": 0.07107572257518768,
|
|
"m": 0.9719545841217041
|
|
},
|
|
{
|
|
"p": 0.04740740731358528,
|
|
"m": 0.0608493834733963
|
|
},
|
|
{
|
|
"p": 0.09368038922548294,
|
|
"m": 0.9984731078147888
|
|
},
|
|
{
|
|
"p": 0.07761262357234955,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1153261810541153,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04089284688234329,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 9,
|
|
"train_loss": 1.6083486080169678,
|
|
"val_loss": 1.5374504327774048,
|
|
"acc": 48.58,
|
|
"time": 139.7023600189932,
|
|
"param": [
|
|
{
|
|
"p": 0.10541808605194092,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0531453974545002,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08342758566141129,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07194893062114716,
|
|
"m": 0.8373974561691284
|
|
},
|
|
{
|
|
"p": 0.0711904838681221,
|
|
"m": 0.20476707816123962
|
|
},
|
|
{
|
|
"p": 0.055012255907058716,
|
|
"m": 0.759505569934845
|
|
},
|
|
{
|
|
"p": 0.08123548328876495,
|
|
"m": 0.8334915041923523
|
|
},
|
|
{
|
|
"p": 0.10153338313102722,
|
|
"m": 0.9413720369338989
|
|
},
|
|
{
|
|
"p": 0.05548153445124626,
|
|
"m": 0.9862414598464966
|
|
},
|
|
{
|
|
"p": 0.08065076172351837,
|
|
"m": 0.027470041066408157
|
|
},
|
|
{
|
|
"p": 0.06509187817573547,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05540380999445915,
|
|
"m": 0.9999517202377319
|
|
},
|
|
{
|
|
"p": 0.06841106712818146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05204932764172554,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 10,
|
|
"train_loss": 1.6984221935272217,
|
|
"val_loss": 1.5387122631072998,
|
|
"acc": 48.6,
|
|
"time": 128.7946873309993,
|
|
"param": [
|
|
{
|
|
"p": 0.08663594722747803,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09577613323926926,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08667425811290741,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05794636532664299,
|
|
"m": 0.958086371421814
|
|
},
|
|
{
|
|
"p": 0.08712786436080933,
|
|
"m": 0.17048043012619019
|
|
},
|
|
{
|
|
"p": 0.057262614369392395,
|
|
"m": 0.7930468320846558
|
|
},
|
|
{
|
|
"p": 0.06257204711437225,
|
|
"m": 0.7726566195487976
|
|
},
|
|
{
|
|
"p": 0.08771584928035736,
|
|
"m": 0.9021992087364197
|
|
},
|
|
{
|
|
"p": 0.033916015177965164,
|
|
"m": 0.9653363227844238
|
|
},
|
|
{
|
|
"p": 0.053136199712753296,
|
|
"m": 0.14275936782360077
|
|
},
|
|
{
|
|
"p": 0.06159476563334465,
|
|
"m": 0.9576749801635742
|
|
},
|
|
{
|
|
"p": 0.10336995869874954,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06394612789154053,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06232577562332153,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 11,
|
|
"train_loss": 1.5534157752990723,
|
|
"val_loss": 1.4881943464279175,
|
|
"acc": 48.84,
|
|
"time": 136.385451852002,
|
|
"param": [
|
|
{
|
|
"p": 0.07737693190574646,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07783429324626923,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1335059106349945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03498321399092674,
|
|
"m": 0.9999405741691589
|
|
},
|
|
{
|
|
"p": 0.09159516543149948,
|
|
"m": 0.16820234060287476
|
|
},
|
|
{
|
|
"p": 0.060573987662792206,
|
|
"m": 0.7106350660324097
|
|
},
|
|
{
|
|
"p": 0.0638565942645073,
|
|
"m": 0.7534915208816528
|
|
},
|
|
{
|
|
"p": 0.061588503420352936,
|
|
"m": 0.9968522787094116
|
|
},
|
|
{
|
|
"p": 0.04168551787734032,
|
|
"m": 0.8966013193130493
|
|
},
|
|
{
|
|
"p": 0.03129095584154129,
|
|
"m": 0.22170181572437286
|
|
},
|
|
{
|
|
"p": 0.053089797496795654,
|
|
"m": 0.978384256362915
|
|
},
|
|
{
|
|
"p": 0.1223432868719101,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08391191065311432,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06636395305395126,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 12,
|
|
"train_loss": 1.3955351114273071,
|
|
"val_loss": 1.3605576753616333,
|
|
"acc": 51.43,
|
|
"time": 148.74966298000072,
|
|
"param": [
|
|
{
|
|
"p": 0.10618799924850464,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04007670655846596,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07750878483057022,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05317192152142525,
|
|
"m": 0.945962131023407
|
|
},
|
|
{
|
|
"p": 0.06412987411022186,
|
|
"m": 0.14128302037715912
|
|
},
|
|
{
|
|
"p": 0.045138921588659286,
|
|
"m": 0.6376588344573975
|
|
},
|
|
{
|
|
"p": 0.06410137563943863,
|
|
"m": 0.7445081472396851
|
|
},
|
|
{
|
|
"p": 0.08615731447935104,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07451236248016357,
|
|
"m": 0.9100179076194763
|
|
},
|
|
{
|
|
"p": 0.06875437498092651,
|
|
"m": 0.2166096568107605
|
|
},
|
|
{
|
|
"p": 0.04868878796696663,
|
|
"m": 0.99937504529953
|
|
},
|
|
{
|
|
"p": 0.07531663775444031,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0955495610833168,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10070540010929108,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 13,
|
|
"train_loss": 1.4926846027374268,
|
|
"val_loss": 1.3847665786743164,
|
|
"acc": 52.05,
|
|
"time": 146.1576157140007,
|
|
"param": [
|
|
{
|
|
"p": 0.07322623580694199,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07706150412559509,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0637713298201561,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061389513313770294,
|
|
"m": 0.8550199866294861
|
|
},
|
|
{
|
|
"p": 0.0719311311841011,
|
|
"m": 0.13737021386623383
|
|
},
|
|
{
|
|
"p": 0.06820888072252274,
|
|
"m": 0.8233075141906738
|
|
},
|
|
{
|
|
"p": 0.06951656937599182,
|
|
"m": 0.7485103011131287
|
|
},
|
|
{
|
|
"p": 0.07734722644090652,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09009270370006561,
|
|
"m": 0.9954241514205933
|
|
},
|
|
{
|
|
"p": 0.07282569259405136,
|
|
"m": 0.26261550188064575
|
|
},
|
|
{
|
|
"p": 0.05329229682683945,
|
|
"m": 0.9961963295936584
|
|
},
|
|
{
|
|
"p": 0.09649423509836197,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08392448723316193,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04091815650463104,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 14,
|
|
"train_loss": 1.4958019256591797,
|
|
"val_loss": 1.2911139726638794,
|
|
"acc": 53.77,
|
|
"time": 151.02465387900156,
|
|
"param": [
|
|
{
|
|
"p": 0.08071280270814896,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05481891706585884,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08409999310970306,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08858349919319153,
|
|
"m": 0.8874028325080872
|
|
},
|
|
{
|
|
"p": 0.07769618928432465,
|
|
"m": 0.11144702136516571
|
|
},
|
|
{
|
|
"p": 0.06633254885673523,
|
|
"m": 0.7966512441635132
|
|
},
|
|
{
|
|
"p": 0.06942365318536758,
|
|
"m": 0.6672099232673645
|
|
},
|
|
{
|
|
"p": 0.07129082828760147,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06278461217880249,
|
|
"m": 0.9855734705924988
|
|
},
|
|
{
|
|
"p": 0.0563446581363678,
|
|
"m": 0.31750258803367615
|
|
},
|
|
{
|
|
"p": 0.07621435075998306,
|
|
"m": 0.9983241558074951
|
|
},
|
|
{
|
|
"p": 0.0749126598238945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08107361942529678,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055711597204208374,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 15,
|
|
"train_loss": 1.5016191005706787,
|
|
"val_loss": 1.2882797718048096,
|
|
"acc": 52.61,
|
|
"time": 146.7105141889988,
|
|
"param": [
|
|
{
|
|
"p": 0.07493665814399719,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05576816573739052,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07421217113733292,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07167977839708328,
|
|
"m": 0.8845857977867126
|
|
},
|
|
{
|
|
"p": 0.0820249393582344,
|
|
"m": 0.05247531086206436
|
|
},
|
|
{
|
|
"p": 0.0552036352455616,
|
|
"m": 0.7750585675239563
|
|
},
|
|
{
|
|
"p": 0.06201929971575737,
|
|
"m": 0.6540308594703674
|
|
},
|
|
{
|
|
"p": 0.08383750915527344,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07846979051828384,
|
|
"m": 0.975186824798584
|
|
},
|
|
{
|
|
"p": 0.04822969809174538,
|
|
"m": 0.35657843947410583
|
|
},
|
|
{
|
|
"p": 0.08153768628835678,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.069015733897686,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10415361076593399,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058911390602588654,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 16,
|
|
"train_loss": 1.3874740600585938,
|
|
"val_loss": 1.3302035331726074,
|
|
"acc": 54.9,
|
|
"time": 149.98343118600314,
|
|
"param": [
|
|
{
|
|
"p": 0.10799486935138702,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045058902353048325,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08566783368587494,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08424008637666702,
|
|
"m": 0.9387008547782898
|
|
},
|
|
{
|
|
"p": 0.06881754845380783,
|
|
"m": 0.0699884295463562
|
|
},
|
|
{
|
|
"p": 0.033080458641052246,
|
|
"m": 0.7210304737091064
|
|
},
|
|
{
|
|
"p": 0.0877702459692955,
|
|
"m": 0.6108437776565552
|
|
},
|
|
{
|
|
"p": 0.061142850667238235,
|
|
"m": 0.9741921424865723
|
|
},
|
|
{
|
|
"p": 0.07572681456804276,
|
|
"m": 0.9749045968055725
|
|
},
|
|
{
|
|
"p": 0.061620987951755524,
|
|
"m": 0.43319347500801086
|
|
},
|
|
{
|
|
"p": 0.08171441406011581,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08364935964345932,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07988421618938446,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04363155737519264,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 17,
|
|
"train_loss": 1.4585789442062378,
|
|
"val_loss": 1.204384446144104,
|
|
"acc": 55.21,
|
|
"time": 149.11364550000144,
|
|
"param": [
|
|
{
|
|
"p": 0.08206582069396973,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06680247187614441,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08920039236545563,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06542891263961792,
|
|
"m": 0.935907781124115
|
|
},
|
|
{
|
|
"p": 0.07378392666578293,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0669257715344429,
|
|
"m": 0.7127680778503418
|
|
},
|
|
{
|
|
"p": 0.08364183455705643,
|
|
"m": 0.6063132286071777
|
|
},
|
|
{
|
|
"p": 0.07054988294839859,
|
|
"m": 0.956193208694458
|
|
},
|
|
{
|
|
"p": 0.06477217376232147,
|
|
"m": 0.9975637197494507
|
|
},
|
|
{
|
|
"p": 0.0557558573782444,
|
|
"m": 0.4960632920265198
|
|
},
|
|
{
|
|
"p": 0.06003614515066147,
|
|
"m": 0.9962467551231384
|
|
},
|
|
{
|
|
"p": 0.06545080244541168,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09816128015518188,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05742476135492325,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 18,
|
|
"train_loss": 1.5761969089508057,
|
|
"val_loss": 1.1667388677597046,
|
|
"acc": 56.6,
|
|
"time": 145.58121166899946,
|
|
"param": [
|
|
{
|
|
"p": 0.09107561409473419,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03603198751807213,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07491763681173325,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07325633615255356,
|
|
"m": 0.9852555990219116
|
|
},
|
|
{
|
|
"p": 0.06215295195579529,
|
|
"m": 0.13316293060779572
|
|
},
|
|
{
|
|
"p": 0.07849298417568207,
|
|
"m": 0.6678071618080139
|
|
},
|
|
{
|
|
"p": 0.06746051460504532,
|
|
"m": 0.6320856213569641
|
|
},
|
|
{
|
|
"p": 0.07321840524673462,
|
|
"m": 0.9834893941879272
|
|
},
|
|
{
|
|
"p": 0.05825794115662575,
|
|
"m": 0.9670527577400208
|
|
},
|
|
{
|
|
"p": 0.07827124744653702,
|
|
"m": 0.5238164067268372
|
|
},
|
|
{
|
|
"p": 0.06216815859079361,
|
|
"m": 0.9911091923713684
|
|
},
|
|
{
|
|
"p": 0.09315769374370575,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08147987723350525,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07005865126848221,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 19,
|
|
"train_loss": 1.5733928680419922,
|
|
"val_loss": 1.266984462738037,
|
|
"acc": 56.26,
|
|
"time": 148.2960310790004,
|
|
"param": [
|
|
{
|
|
"p": 0.08909625560045242,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050551071763038635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06622108817100525,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07481476664543152,
|
|
"m": 0.9132371544837952
|
|
},
|
|
{
|
|
"p": 0.07172715663909912,
|
|
"m": 0.1467544138431549
|
|
},
|
|
{
|
|
"p": 0.05583479255437851,
|
|
"m": 0.5739403963088989
|
|
},
|
|
{
|
|
"p": 0.08564236015081406,
|
|
"m": 0.6400749683380127
|
|
},
|
|
{
|
|
"p": 0.07175599038600922,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05765276402235031,
|
|
"m": 0.9786419868469238
|
|
},
|
|
{
|
|
"p": 0.06232726201415062,
|
|
"m": 0.5308903455734253
|
|
},
|
|
{
|
|
"p": 0.06859315931797028,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09937290102243423,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08660316467285156,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059807226061820984,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 20,
|
|
"train_loss": 1.3572955131530762,
|
|
"val_loss": 1.2723757028579712,
|
|
"acc": 57.82,
|
|
"time": 142.98621715600166,
|
|
"param": [
|
|
{
|
|
"p": 0.0930168554186821,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02507059834897518,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058396656066179276,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055824585258960724,
|
|
"m": 0.934282124042511
|
|
},
|
|
{
|
|
"p": 0.07491213083267212,
|
|
"m": 0.14830900728702545
|
|
},
|
|
{
|
|
"p": 0.08182420581579208,
|
|
"m": 0.6079265475273132
|
|
},
|
|
{
|
|
"p": 0.05693257227540016,
|
|
"m": 0.6026251316070557
|
|
},
|
|
{
|
|
"p": 0.07740772515535355,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03656213730573654,
|
|
"m": 0.9925248622894287
|
|
},
|
|
{
|
|
"p": 0.08267228305339813,
|
|
"m": 0.5302852988243103
|
|
},
|
|
{
|
|
"p": 0.08091606944799423,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09527167677879333,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1027194932103157,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07847295701503754,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 21,
|
|
"train_loss": 1.515489935874939,
|
|
"val_loss": 1.1548876762390137,
|
|
"acc": 59.06,
|
|
"time": 142.44348822299798,
|
|
"param": [
|
|
{
|
|
"p": 0.07557763904333115,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06068810820579529,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08309429883956909,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05629192292690277,
|
|
"m": 0.8903071284294128
|
|
},
|
|
{
|
|
"p": 0.08125640451908112,
|
|
"m": 0.17089378833770752
|
|
},
|
|
{
|
|
"p": 0.05947847664356232,
|
|
"m": 0.5666185021400452
|
|
},
|
|
{
|
|
"p": 0.05597541853785515,
|
|
"m": 0.6090192198753357
|
|
},
|
|
{
|
|
"p": 0.08571790158748627,
|
|
"m": 0.9699394106864929
|
|
},
|
|
{
|
|
"p": 0.07910769432783127,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07914350181818008,
|
|
"m": 0.5242252349853516
|
|
},
|
|
{
|
|
"p": 0.06371547281742096,
|
|
"m": 0.9961655735969543
|
|
},
|
|
{
|
|
"p": 0.07755166292190552,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07581377774477005,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06658770143985748,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 22,
|
|
"train_loss": 1.366477608680725,
|
|
"val_loss": 1.2323843240737915,
|
|
"acc": 58.44,
|
|
"time": 148.135182541002,
|
|
"param": [
|
|
{
|
|
"p": 0.08990015089511871,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05437713488936424,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08502508699893951,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05486508831381798,
|
|
"m": 0.8642281889915466
|
|
},
|
|
{
|
|
"p": 0.05481353774666786,
|
|
"m": 0.09172669798135757
|
|
},
|
|
{
|
|
"p": 0.08068949729204178,
|
|
"m": 0.6601499915122986
|
|
},
|
|
{
|
|
"p": 0.0704721212387085,
|
|
"m": 0.5965830087661743
|
|
},
|
|
{
|
|
"p": 0.05695117264986038,
|
|
"m": 0.929394543170929
|
|
},
|
|
{
|
|
"p": 0.08122068643569946,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0745600163936615,
|
|
"m": 0.5295887589454651
|
|
},
|
|
{
|
|
"p": 0.08052492886781693,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09108460694551468,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08443836867809296,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04107755422592163,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 23,
|
|
"train_loss": 1.328505277633667,
|
|
"val_loss": 1.0770628452301025,
|
|
"acc": 60.74,
|
|
"time": 144.54056753799523,
|
|
"param": [
|
|
{
|
|
"p": 0.08133240789175034,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04563694819808006,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07757888734340668,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0854945257306099,
|
|
"m": 0.8366177082061768
|
|
},
|
|
{
|
|
"p": 0.05943059176206589,
|
|
"m": 0.10941388458013535
|
|
},
|
|
{
|
|
"p": 0.05869961157441139,
|
|
"m": 0.686121940612793
|
|
},
|
|
{
|
|
"p": 0.08295455574989319,
|
|
"m": 0.5959410071372986
|
|
},
|
|
{
|
|
"p": 0.07343718409538269,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07370591908693314,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07662826776504517,
|
|
"m": 0.49234476685523987
|
|
},
|
|
{
|
|
"p": 0.06530902534723282,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07170259207487106,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08357797563076019,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06451147049665451,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 24,
|
|
"train_loss": 1.5526870489120483,
|
|
"val_loss": 1.1464344263076782,
|
|
"acc": 56.64,
|
|
"time": 145.6426271129967,
|
|
"param": [
|
|
{
|
|
"p": 0.09613130241632462,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05642221122980118,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0851830542087555,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05262321978807449,
|
|
"m": 0.8593550324440002
|
|
},
|
|
{
|
|
"p": 0.09181750565767288,
|
|
"m": 0.13988490402698517
|
|
},
|
|
{
|
|
"p": 0.057181183248758316,
|
|
"m": 0.6877018213272095
|
|
},
|
|
{
|
|
"p": 0.07511109858751297,
|
|
"m": 0.6481061577796936
|
|
},
|
|
{
|
|
"p": 0.06978806108236313,
|
|
"m": 0.9896135926246643
|
|
},
|
|
{
|
|
"p": 0.05453646928071976,
|
|
"m": 0.9905861020088196
|
|
},
|
|
{
|
|
"p": 0.050606079399585724,
|
|
"m": 0.519258975982666
|
|
},
|
|
{
|
|
"p": 0.0959552600979805,
|
|
"m": 0.9982268214225769
|
|
},
|
|
{
|
|
"p": 0.0834413468837738,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07710207253694534,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05410105362534523,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 25,
|
|
"train_loss": 1.5013896226882935,
|
|
"val_loss": 1.214154601097107,
|
|
"acc": 60.14,
|
|
"time": 145.71365348499967,
|
|
"param": [
|
|
{
|
|
"p": 0.0735381692647934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03853490948677063,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04977845773100853,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07153496891260147,
|
|
"m": 0.9746490716934204
|
|
},
|
|
{
|
|
"p": 0.07680882513523102,
|
|
"m": 0.15517736971378326
|
|
},
|
|
{
|
|
"p": 0.07022000104188919,
|
|
"m": 0.782055675983429
|
|
},
|
|
{
|
|
"p": 0.08416532725095749,
|
|
"m": 0.5985298752784729
|
|
},
|
|
{
|
|
"p": 0.07369258254766464,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08172411471605301,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06154562160372734,
|
|
"m": 0.5368614196777344
|
|
},
|
|
{
|
|
"p": 0.07047160714864731,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10020524263381958,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09533454477787018,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05244561657309532,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 26,
|
|
"train_loss": 1.2565861940383911,
|
|
"val_loss": 1.25456964969635,
|
|
"acc": 58.68,
|
|
"time": 151.66846743199858,
|
|
"param": [
|
|
{
|
|
"p": 0.09691949188709259,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055400218814611435,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09536181390285492,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0390559621155262,
|
|
"m": 0.9350985288619995
|
|
},
|
|
{
|
|
"p": 0.08676666766405106,
|
|
"m": 0.1578817367553711
|
|
},
|
|
{
|
|
"p": 0.05727754905819893,
|
|
"m": 0.7931463122367859
|
|
},
|
|
{
|
|
"p": 0.056922025978565216,
|
|
"m": 0.632222056388855
|
|
},
|
|
{
|
|
"p": 0.08699803054332733,
|
|
"m": 0.9954466819763184
|
|
},
|
|
{
|
|
"p": 0.0646745041012764,
|
|
"m": 0.9950085282325745
|
|
},
|
|
{
|
|
"p": 0.06952347606420517,
|
|
"m": 0.5508993864059448
|
|
},
|
|
{
|
|
"p": 0.04063631221652031,
|
|
"m": 0.9937994480133057
|
|
},
|
|
{
|
|
"p": 0.06260111182928085,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1132892444729805,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07457362860441208,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 27,
|
|
"train_loss": 1.4269673824310303,
|
|
"val_loss": 1.030871868133545,
|
|
"acc": 61.14,
|
|
"time": 149.43219815500197,
|
|
"param": [
|
|
{
|
|
"p": 0.07756137102842331,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05216293781995773,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07211003452539444,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046537090092897415,
|
|
"m": 0.9043489098548889
|
|
},
|
|
{
|
|
"p": 0.08909923583269119,
|
|
"m": 0.21363690495491028
|
|
},
|
|
{
|
|
"p": 0.06030294671654701,
|
|
"m": 0.8150544762611389
|
|
},
|
|
{
|
|
"p": 0.07612954080104828,
|
|
"m": 0.6918747425079346
|
|
},
|
|
{
|
|
"p": 0.0725531131029129,
|
|
"m": 0.9509183168411255
|
|
},
|
|
{
|
|
"p": 0.08217834681272507,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07374624907970428,
|
|
"m": 0.5976204872131348
|
|
},
|
|
{
|
|
"p": 0.07356681674718857,
|
|
"m": 0.9989045858383179
|
|
},
|
|
{
|
|
"p": 0.07800344377756119,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09197762608528137,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05407128855586052,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 28,
|
|
"train_loss": 1.301888108253479,
|
|
"val_loss": 1.0251740217208862,
|
|
"acc": 61.86,
|
|
"time": 133.97625521699956,
|
|
"param": [
|
|
{
|
|
"p": 0.06850691139698029,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0471666157245636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08796018362045288,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058607589453458786,
|
|
"m": 0.9310795664787292
|
|
},
|
|
{
|
|
"p": 0.07455558329820633,
|
|
"m": 0.16483372449874878
|
|
},
|
|
{
|
|
"p": 0.06970027834177017,
|
|
"m": 0.8833467960357666
|
|
},
|
|
{
|
|
"p": 0.08115621656179428,
|
|
"m": 0.7572410702705383
|
|
},
|
|
{
|
|
"p": 0.083864226937294,
|
|
"m": 0.9848558902740479
|
|
},
|
|
{
|
|
"p": 0.0762372836470604,
|
|
"m": 0.993120551109314
|
|
},
|
|
{
|
|
"p": 0.07955585420131683,
|
|
"m": 0.6927276253700256
|
|
},
|
|
{
|
|
"p": 0.06448135524988174,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06036641076207161,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07876576483249664,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06907563656568527,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 29,
|
|
"train_loss": 1.2020764350891113,
|
|
"val_loss": 1.171326994895935,
|
|
"acc": 60.58,
|
|
"time": 142.15838537099626,
|
|
"param": [
|
|
{
|
|
"p": 0.06782286614179611,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03458275645971298,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08188473433256149,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06600884348154068,
|
|
"m": 0.9262494444847107
|
|
},
|
|
{
|
|
"p": 0.07978817820549011,
|
|
"m": 0.1853749305009842
|
|
},
|
|
{
|
|
"p": 0.08557219058275223,
|
|
"m": 0.95954430103302
|
|
},
|
|
{
|
|
"p": 0.07429157197475433,
|
|
"m": 0.7802996635437012
|
|
},
|
|
{
|
|
"p": 0.07166232913732529,
|
|
"m": 0.9950996041297913
|
|
},
|
|
{
|
|
"p": 0.07429274171590805,
|
|
"m": 0.9766848683357239
|
|
},
|
|
{
|
|
"p": 0.06608830392360687,
|
|
"m": 0.7497339844703674
|
|
},
|
|
{
|
|
"p": 0.08193599432706833,
|
|
"m": 0.9995651841163635
|
|
},
|
|
{
|
|
"p": 0.08969952166080475,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0701497495174408,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056220196187496185,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 30,
|
|
"train_loss": 1.1876144409179688,
|
|
"val_loss": 1.0826659202575684,
|
|
"acc": 61.78,
|
|
"time": 131.74248760599585,
|
|
"param": [
|
|
{
|
|
"p": 0.08217978477478027,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03183593228459358,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07372333854436874,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04255462810397148,
|
|
"m": 0.9162840843200684
|
|
},
|
|
{
|
|
"p": 0.07628805190324783,
|
|
"m": 0.22833594679832458
|
|
},
|
|
{
|
|
"p": 0.08230331540107727,
|
|
"m": 0.9762402176856995
|
|
},
|
|
{
|
|
"p": 0.07552745193243027,
|
|
"m": 0.7421625256538391
|
|
},
|
|
{
|
|
"p": 0.07979435473680496,
|
|
"m": 0.9976532459259033
|
|
},
|
|
{
|
|
"p": 0.08270322531461716,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07611466944217682,
|
|
"m": 0.7929034233093262
|
|
},
|
|
{
|
|
"p": 0.07549178600311279,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07411886751651764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0835438221693039,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06382071226835251,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 31,
|
|
"train_loss": 1.150350570678711,
|
|
"val_loss": 1.0335701704025269,
|
|
"acc": 61.92,
|
|
"time": 145.38789596899733,
|
|
"param": [
|
|
{
|
|
"p": 0.07443296164274216,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02529044635593891,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.081300750374794,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06985042989253998,
|
|
"m": 0.9217644333839417
|
|
},
|
|
{
|
|
"p": 0.07740925997495651,
|
|
"m": 0.1665528118610382
|
|
},
|
|
{
|
|
"p": 0.07186168432235718,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0615173764526844,
|
|
"m": 0.7102901935577393
|
|
},
|
|
{
|
|
"p": 0.09141839295625687,
|
|
"m": 0.9990994334220886
|
|
},
|
|
{
|
|
"p": 0.06898967176675797,
|
|
"m": 0.999489963054657
|
|
},
|
|
{
|
|
"p": 0.06157340854406357,
|
|
"m": 0.7984893918037415
|
|
},
|
|
{
|
|
"p": 0.10164099931716919,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06236584857106209,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07936576753854752,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0729830414056778,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 32,
|
|
"train_loss": 1.0776922702789307,
|
|
"val_loss": 0.957352340221405,
|
|
"acc": 63.02,
|
|
"time": 148.23827357899427,
|
|
"param": [
|
|
{
|
|
"p": 0.09657660126686096,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03563052415847778,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08852119743824005,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06810444593429565,
|
|
"m": 0.8429183959960938
|
|
},
|
|
{
|
|
"p": 0.06020836904644966,
|
|
"m": 0.14587059617042542
|
|
},
|
|
{
|
|
"p": 0.062464307993650436,
|
|
"m": 0.9010067582130432
|
|
},
|
|
{
|
|
"p": 0.07777299731969833,
|
|
"m": 0.6550580263137817
|
|
},
|
|
{
|
|
"p": 0.07069158554077148,
|
|
"m": 0.8779193162918091
|
|
},
|
|
{
|
|
"p": 0.07440996915102005,
|
|
"m": 0.9708139896392822
|
|
},
|
|
{
|
|
"p": 0.05838221684098244,
|
|
"m": 0.8184428215026855
|
|
},
|
|
{
|
|
"p": 0.0771099179983139,
|
|
"m": 0.9791247844696045
|
|
},
|
|
{
|
|
"p": 0.07610531151294708,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09529336541891098,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05872919410467148,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 33,
|
|
"train_loss": 1.1173491477966309,
|
|
"val_loss": 1.0885387659072876,
|
|
"acc": 64.04,
|
|
"time": 149.59697189400322,
|
|
"param": [
|
|
{
|
|
"p": 0.04691701382398605,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015045691281557083,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0930078998208046,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07037810981273651,
|
|
"m": 0.7664598226547241
|
|
},
|
|
{
|
|
"p": 0.06816297769546509,
|
|
"m": 0.16184592247009277
|
|
},
|
|
{
|
|
"p": 0.062108732759952545,
|
|
"m": 0.8902151584625244
|
|
},
|
|
{
|
|
"p": 0.09732188284397125,
|
|
"m": 0.7630363702774048
|
|
},
|
|
{
|
|
"p": 0.08560534566640854,
|
|
"m": 0.8329031467437744
|
|
},
|
|
{
|
|
"p": 0.07563258707523346,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06674101203680038,
|
|
"m": 0.8576381802558899
|
|
},
|
|
{
|
|
"p": 0.07383841276168823,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07868972420692444,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11236778646707535,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05418279767036438,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 34,
|
|
"train_loss": 1.2539207935333252,
|
|
"val_loss": 1.019187092781067,
|
|
"acc": 64.2,
|
|
"time": 143.8337084800005,
|
|
"param": [
|
|
{
|
|
"p": 0.06463947892189026,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06093073636293411,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06844239681959152,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06499414145946503,
|
|
"m": 0.8000952005386353
|
|
},
|
|
{
|
|
"p": 0.07255973666906357,
|
|
"m": 0.2685677111148834
|
|
},
|
|
{
|
|
"p": 0.06579596549272537,
|
|
"m": 0.8303030729293823
|
|
},
|
|
{
|
|
"p": 0.10584748536348343,
|
|
"m": 0.817302405834198
|
|
},
|
|
{
|
|
"p": 0.07196277379989624,
|
|
"m": 0.8186671733856201
|
|
},
|
|
{
|
|
"p": 0.05607723072171211,
|
|
"m": 0.9925884008407593
|
|
},
|
|
{
|
|
"p": 0.07484128326177597,
|
|
"m": 0.8761956691741943
|
|
},
|
|
{
|
|
"p": 0.06741292029619217,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07346577942371368,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09008267521858215,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0629473403096199,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 35,
|
|
"train_loss": 1.2898037433624268,
|
|
"val_loss": 1.0270354747772217,
|
|
"acc": 64.39,
|
|
"time": 131.8191330490008,
|
|
"param": [
|
|
{
|
|
"p": 0.07478728890419006,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049388885498046875,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08311090618371964,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04848060384392738,
|
|
"m": 0.8039847016334534
|
|
},
|
|
{
|
|
"p": 0.06749555468559265,
|
|
"m": 0.14174041152000427
|
|
},
|
|
{
|
|
"p": 0.06530150026082993,
|
|
"m": 0.8325265645980835
|
|
},
|
|
{
|
|
"p": 0.058079179376363754,
|
|
"m": 0.9237161874771118
|
|
},
|
|
{
|
|
"p": 0.07115769386291504,
|
|
"m": 0.9329910278320312
|
|
},
|
|
{
|
|
"p": 0.11015988141298294,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06717362254858017,
|
|
"m": 0.9488639235496521
|
|
},
|
|
{
|
|
"p": 0.05949964001774788,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09532816708087921,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08570042997598648,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06433673202991486,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 36,
|
|
"train_loss": 1.1324893236160278,
|
|
"val_loss": 1.0065609216690063,
|
|
"acc": 64.47,
|
|
"time": 135.49306239300495,
|
|
"param": [
|
|
{
|
|
"p": 0.09187636524438858,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03892352059483528,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0921764224767685,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05256078764796257,
|
|
"m": 0.8699651956558228
|
|
},
|
|
{
|
|
"p": 0.09428109228610992,
|
|
"m": 0.15303438901901245
|
|
},
|
|
{
|
|
"p": 0.07352389395236969,
|
|
"m": 0.8406786322593689
|
|
},
|
|
{
|
|
"p": 0.08339110761880875,
|
|
"m": 0.8829047083854675
|
|
},
|
|
{
|
|
"p": 0.048212647438049316,
|
|
"m": 0.9981982111930847
|
|
},
|
|
{
|
|
"p": 0.06477072834968567,
|
|
"m": 0.9929128289222717
|
|
},
|
|
{
|
|
"p": 0.07356826961040497,
|
|
"m": 0.9583947658538818
|
|
},
|
|
{
|
|
"p": 0.08620883524417877,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06413502991199493,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08561132103204727,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05075991898775101,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 37,
|
|
"train_loss": 1.1745966672897339,
|
|
"val_loss": 1.094342589378357,
|
|
"acc": 62.51,
|
|
"time": 146.68681345000368,
|
|
"param": [
|
|
{
|
|
"p": 0.08322224020957947,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06614302843809128,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07405943423509598,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06163143739104271,
|
|
"m": 0.7486460208892822
|
|
},
|
|
{
|
|
"p": 0.07444436848163605,
|
|
"m": 0.11068200320005417
|
|
},
|
|
{
|
|
"p": 0.06969564408063889,
|
|
"m": 0.8289342522621155
|
|
},
|
|
{
|
|
"p": 0.0664912611246109,
|
|
"m": 0.843134880065918
|
|
},
|
|
{
|
|
"p": 0.07647176831960678,
|
|
"m": 0.9851308465003967
|
|
},
|
|
{
|
|
"p": 0.06486549973487854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07989160716533661,
|
|
"m": 0.9378653764724731
|
|
},
|
|
{
|
|
"p": 0.06370339542627335,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07782091945409775,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1016746237874031,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.039884790778160095,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 38,
|
|
"train_loss": 1.1753597259521484,
|
|
"val_loss": 0.8893342018127441,
|
|
"acc": 65.1,
|
|
"time": 138.57927258600103,
|
|
"param": [
|
|
{
|
|
"p": 0.08145415782928467,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06756500154733658,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06633828580379486,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05148681253194809,
|
|
"m": 0.7482777237892151
|
|
},
|
|
{
|
|
"p": 0.07522203028202057,
|
|
"m": 0.14254675805568695
|
|
},
|
|
{
|
|
"p": 0.06651835143566132,
|
|
"m": 0.8765413761138916
|
|
},
|
|
{
|
|
"p": 0.07745683938264847,
|
|
"m": 0.8294533491134644
|
|
},
|
|
{
|
|
"p": 0.06800020486116409,
|
|
"m": 0.91325843334198
|
|
},
|
|
{
|
|
"p": 0.05531344935297966,
|
|
"m": 0.9885895848274231
|
|
},
|
|
{
|
|
"p": 0.049613095819950104,
|
|
"m": 0.9943009614944458
|
|
},
|
|
{
|
|
"p": 0.11446548998355865,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0833812952041626,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0618695467710495,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08131547272205353,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 39,
|
|
"train_loss": 0.9861898422241211,
|
|
"val_loss": 1.052088975906372,
|
|
"acc": 64.26,
|
|
"time": 148.00653978699847,
|
|
"param": [
|
|
{
|
|
"p": 0.0652901828289032,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06575439870357513,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08166028559207916,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06164729967713356,
|
|
"m": 0.8187657594680786
|
|
},
|
|
{
|
|
"p": 0.07132138311862946,
|
|
"m": 0.1400619000196457
|
|
},
|
|
{
|
|
"p": 0.04182317852973938,
|
|
"m": 0.8159740567207336
|
|
},
|
|
{
|
|
"p": 0.06505265086889267,
|
|
"m": 0.8710342049598694
|
|
},
|
|
{
|
|
"p": 0.0670970156788826,
|
|
"m": 0.8555071353912354
|
|
},
|
|
{
|
|
"p": 0.07988614588975906,
|
|
"m": 0.9704267382621765
|
|
},
|
|
{
|
|
"p": 0.0935986265540123,
|
|
"m": 0.9702610969543457
|
|
},
|
|
{
|
|
"p": 0.06250697374343872,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1034407988190651,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09605550765991211,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04486551135778427,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 40,
|
|
"train_loss": 1.0600483417510986,
|
|
"val_loss": 1.0475406646728516,
|
|
"acc": 65.67,
|
|
"time": 147.0867252809985,
|
|
"param": [
|
|
{
|
|
"p": 0.07525642216205597,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05853739380836487,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08370305597782135,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06714664399623871,
|
|
"m": 0.8966704607009888
|
|
},
|
|
{
|
|
"p": 0.08345600962638855,
|
|
"m": 0.17770744860172272
|
|
},
|
|
{
|
|
"p": 0.06061914935708046,
|
|
"m": 0.9842709898948669
|
|
},
|
|
{
|
|
"p": 0.0708404928445816,
|
|
"m": 0.8439239859580994
|
|
},
|
|
{
|
|
"p": 0.07329979538917542,
|
|
"m": 0.9881791472434998
|
|
},
|
|
{
|
|
"p": 0.07130959630012512,
|
|
"m": 0.9967700242996216
|
|
},
|
|
{
|
|
"p": 0.07015455514192581,
|
|
"m": 0.9795860052108765
|
|
},
|
|
{
|
|
"p": 0.07314082980155945,
|
|
"m": 0.9920074939727783
|
|
},
|
|
{
|
|
"p": 0.08153756707906723,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07804136723279953,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05295702815055847,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 41,
|
|
"train_loss": 1.0987390279769897,
|
|
"val_loss": 0.9698947668075562,
|
|
"acc": 66.31,
|
|
"time": 150.09972144199855,
|
|
"param": [
|
|
{
|
|
"p": 0.09479518234729767,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04436183348298073,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06090845912694931,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05787038430571556,
|
|
"m": 0.867152988910675
|
|
},
|
|
{
|
|
"p": 0.06822759658098221,
|
|
"m": 0.07791703939437866
|
|
},
|
|
{
|
|
"p": 0.07566307485103607,
|
|
"m": 0.9981926679611206
|
|
},
|
|
{
|
|
"p": 0.054964181035757065,
|
|
"m": 0.842769205570221
|
|
},
|
|
{
|
|
"p": 0.06819067150354385,
|
|
"m": 0.9155280590057373
|
|
},
|
|
{
|
|
"p": 0.0644841268658638,
|
|
"m": 0.949976921081543
|
|
},
|
|
{
|
|
"p": 0.0868103951215744,
|
|
"m": 0.9702368378639221
|
|
},
|
|
{
|
|
"p": 0.07961586862802505,
|
|
"m": 0.9726060628890991
|
|
},
|
|
{
|
|
"p": 0.08440510183572769,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09120258688926697,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06850049644708633,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 42,
|
|
"train_loss": 0.9948725700378418,
|
|
"val_loss": 1.0041134357452393,
|
|
"acc": 66.02,
|
|
"time": 151.56101306900382,
|
|
"param": [
|
|
{
|
|
"p": 0.07018812000751495,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05207626149058342,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08432943373918533,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057482920587062836,
|
|
"m": 0.8667647838592529
|
|
},
|
|
{
|
|
"p": 0.08093291521072388,
|
|
"m": 0.1711433231830597
|
|
},
|
|
{
|
|
"p": 0.05765575170516968,
|
|
"m": 0.9495615363121033
|
|
},
|
|
{
|
|
"p": 0.0756397545337677,
|
|
"m": 0.8174467086791992
|
|
},
|
|
{
|
|
"p": 0.06999876350164413,
|
|
"m": 0.8730478286743164
|
|
},
|
|
{
|
|
"p": 0.06881386041641235,
|
|
"m": 0.984906792640686
|
|
},
|
|
{
|
|
"p": 0.07147589325904846,
|
|
"m": 0.945210874080658
|
|
},
|
|
{
|
|
"p": 0.06395824998617172,
|
|
"m": 0.9943124055862427
|
|
},
|
|
{
|
|
"p": 0.09268926084041595,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09505270421504974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05970620736479759,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 43,
|
|
"train_loss": 1.2607860565185547,
|
|
"val_loss": 1.1182732582092285,
|
|
"acc": 65.89,
|
|
"time": 149.56158826799947,
|
|
"param": [
|
|
{
|
|
"p": 0.0600433275103569,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05053437128663063,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06241263821721077,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06456911563873291,
|
|
"m": 0.7880047559738159
|
|
},
|
|
{
|
|
"p": 0.07403747737407684,
|
|
"m": 0.14402055740356445
|
|
},
|
|
{
|
|
"p": 0.06341157108545303,
|
|
"m": 0.8932583332061768
|
|
},
|
|
{
|
|
"p": 0.09025140851736069,
|
|
"m": 0.8562294244766235
|
|
},
|
|
{
|
|
"p": 0.06817015260457993,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09013712406158447,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06799977272748947,
|
|
"m": 0.9729011654853821
|
|
},
|
|
{
|
|
"p": 0.08196377009153366,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07340710610151291,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0771593451499939,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07590276747941971,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 44,
|
|
"train_loss": 1.255103588104248,
|
|
"val_loss": 0.9028340578079224,
|
|
"acc": 66.37,
|
|
"time": 152.40360689600493,
|
|
"param": [
|
|
{
|
|
"p": 0.08940429240465164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051243092864751816,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06719018518924713,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04339636489748955,
|
|
"m": 0.7856939435005188
|
|
},
|
|
{
|
|
"p": 0.08468259871006012,
|
|
"m": 0.1018228530883789
|
|
},
|
|
{
|
|
"p": 0.0712653324007988,
|
|
"m": 0.9154180288314819
|
|
},
|
|
{
|
|
"p": 0.08125048130750656,
|
|
"m": 0.8261469006538391
|
|
},
|
|
{
|
|
"p": 0.08082537353038788,
|
|
"m": 0.973804771900177
|
|
},
|
|
{
|
|
"p": 0.08118383586406708,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060257259756326675,
|
|
"m": 0.9871577024459839
|
|
},
|
|
{
|
|
"p": 0.07939127087593079,
|
|
"m": 0.951210081577301
|
|
},
|
|
{
|
|
"p": 0.08429066091775894,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08473622053861618,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04088304564356804,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 45,
|
|
"train_loss": 0.9262341260910034,
|
|
"val_loss": 0.9991247653961182,
|
|
"acc": 67.25,
|
|
"time": 151.37063542500255,
|
|
"param": [
|
|
{
|
|
"p": 0.061079587787389755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04227684438228607,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07522020488977432,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06405264139175415,
|
|
"m": 0.7872492671012878
|
|
},
|
|
{
|
|
"p": 0.08423824608325958,
|
|
"m": 0.18880918622016907
|
|
},
|
|
{
|
|
"p": 0.06431416422128677,
|
|
"m": 0.9745724201202393
|
|
},
|
|
{
|
|
"p": 0.0776820108294487,
|
|
"m": 0.8963862657546997
|
|
},
|
|
{
|
|
"p": 0.060708023607730865,
|
|
"m": 0.9765994548797607
|
|
},
|
|
{
|
|
"p": 0.07786916196346283,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0627557635307312,
|
|
"m": 0.9571544528007507
|
|
},
|
|
{
|
|
"p": 0.0879502072930336,
|
|
"m": 0.9586469531059265
|
|
},
|
|
{
|
|
"p": 0.0733528584241867,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09527239203453064,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07322786003351212,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 46,
|
|
"train_loss": 1.1491564512252808,
|
|
"val_loss": 1.0129756927490234,
|
|
"acc": 65.59,
|
|
"time": 129.91504934200202,
|
|
"param": [
|
|
{
|
|
"p": 0.05470630154013634,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05529850348830223,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0693068653345108,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057733867317438126,
|
|
"m": 0.7398818135261536
|
|
},
|
|
{
|
|
"p": 0.07707083970308304,
|
|
"m": 0.22478234767913818
|
|
},
|
|
{
|
|
"p": 0.0790526494383812,
|
|
"m": 0.9420366883277893
|
|
},
|
|
{
|
|
"p": 0.10155262053012848,
|
|
"m": 0.8548136353492737
|
|
},
|
|
{
|
|
"p": 0.0712260752916336,
|
|
"m": 0.9741984605789185
|
|
},
|
|
{
|
|
"p": 0.05845830589532852,
|
|
"m": 0.999973475933075
|
|
},
|
|
{
|
|
"p": 0.061470650136470795,
|
|
"m": 0.9997279047966003
|
|
},
|
|
{
|
|
"p": 0.08629102259874344,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10397078841924667,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06903886049985886,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05482262372970581,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 47,
|
|
"train_loss": 0.8468031287193298,
|
|
"val_loss": 1.0015124082565308,
|
|
"acc": 67.4,
|
|
"time": 130.25482204400032,
|
|
"param": [
|
|
{
|
|
"p": 0.09065650403499603,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045858100056648254,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08545444160699844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06338288635015488,
|
|
"m": 0.7951806783676147
|
|
},
|
|
{
|
|
"p": 0.0699678510427475,
|
|
"m": 0.12763859331607819
|
|
},
|
|
{
|
|
"p": 0.058780111372470856,
|
|
"m": 0.9872587323188782
|
|
},
|
|
{
|
|
"p": 0.07539498805999756,
|
|
"m": 0.7602313756942749
|
|
},
|
|
{
|
|
"p": 0.06442740559577942,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07231676578521729,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06240325793623924,
|
|
"m": 0.9922775030136108
|
|
},
|
|
{
|
|
"p": 0.07892435044050217,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0890914723277092,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07069063931703568,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0726512223482132,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 48,
|
|
"train_loss": 1.070542573928833,
|
|
"val_loss": 0.8922498822212219,
|
|
"acc": 67.01,
|
|
"time": 137.93562410300365,
|
|
"param": [
|
|
{
|
|
"p": 0.07006043195724487,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0627780333161354,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08024860918521881,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06259418278932571,
|
|
"m": 0.8831726908683777
|
|
},
|
|
{
|
|
"p": 0.06339862942695618,
|
|
"m": 0.13792836666107178
|
|
},
|
|
{
|
|
"p": 0.04364938288927078,
|
|
"m": 0.9558398127555847
|
|
},
|
|
{
|
|
"p": 0.062234122306108475,
|
|
"m": 0.6497727632522583
|
|
},
|
|
{
|
|
"p": 0.08480825275182724,
|
|
"m": 0.994771420955658
|
|
},
|
|
{
|
|
"p": 0.0684879869222641,
|
|
"m": 0.9919337630271912
|
|
},
|
|
{
|
|
"p": 0.07519391179084778,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08183212578296661,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0972955971956253,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07597368955612183,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144497334957123,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 49,
|
|
"train_loss": 0.9804574251174927,
|
|
"val_loss": 0.9300598502159119,
|
|
"acc": 66.49,
|
|
"time": 148.4255036789982,
|
|
"param": [
|
|
{
|
|
"p": 0.07142706960439682,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03044339269399643,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07360882312059402,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06270340830087662,
|
|
"m": 0.9386307597160339
|
|
},
|
|
{
|
|
"p": 0.07759646326303482,
|
|
"m": 0.1755877584218979
|
|
},
|
|
{
|
|
"p": 0.06360273063182831,
|
|
"m": 0.9900292754173279
|
|
},
|
|
{
|
|
"p": 0.07873112708330154,
|
|
"m": 0.6577355265617371
|
|
},
|
|
{
|
|
"p": 0.08053961396217346,
|
|
"m": 0.9972421526908875
|
|
},
|
|
{
|
|
"p": 0.09198711067438126,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05615800619125366,
|
|
"m": 0.9928704500198364
|
|
},
|
|
{
|
|
"p": 0.08553972095251083,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08614855259656906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0776902437210083,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06382368505001068,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 50,
|
|
"train_loss": 1.0876826047897339,
|
|
"val_loss": 1.0246453285217285,
|
|
"acc": 67.66,
|
|
"time": 146.13217178699415,
|
|
"param": [
|
|
{
|
|
"p": 0.08695965260267258,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050777941942214966,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06842674314975739,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06643949449062347,
|
|
"m": 0.9955060482025146
|
|
},
|
|
{
|
|
"p": 0.05686766281723976,
|
|
"m": 0.18877683579921722
|
|
},
|
|
{
|
|
"p": 0.06223036348819733,
|
|
"m": 0.9377656579017639
|
|
},
|
|
{
|
|
"p": 0.06380356103181839,
|
|
"m": 0.7638870477676392
|
|
},
|
|
{
|
|
"p": 0.07522805780172348,
|
|
"m": 0.9520084857940674
|
|
},
|
|
{
|
|
"p": 0.07938876003026962,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08610330522060394,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08227386325597763,
|
|
"m": 0.9934015870094299
|
|
},
|
|
{
|
|
"p": 0.08460600674152374,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07909474521875381,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05779973417520523,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 51,
|
|
"train_loss": 1.1447913646697998,
|
|
"val_loss": 0.908087968826294,
|
|
"acc": 68.12,
|
|
"time": 144.6743106990034,
|
|
"param": [
|
|
{
|
|
"p": 0.07628047466278076,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05669311434030533,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08688300102949142,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045472558587789536,
|
|
"m": 0.8494471907615662
|
|
},
|
|
{
|
|
"p": 0.059598419815301895,
|
|
"m": 0.1642395704984665
|
|
},
|
|
{
|
|
"p": 0.06266160309314728,
|
|
"m": 0.8533919453620911
|
|
},
|
|
{
|
|
"p": 0.053436536341905594,
|
|
"m": 0.7962548136711121
|
|
},
|
|
{
|
|
"p": 0.05849393084645271,
|
|
"m": 0.898189902305603
|
|
},
|
|
{
|
|
"p": 0.09503454715013504,
|
|
"m": 0.9944071769714355
|
|
},
|
|
{
|
|
"p": 0.08261913061141968,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06821198761463165,
|
|
"m": 0.9652819037437439
|
|
},
|
|
{
|
|
"p": 0.09453704208135605,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09337127953767776,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06670647114515305,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 52,
|
|
"train_loss": 1.056368350982666,
|
|
"val_loss": 0.8691918253898621,
|
|
"acc": 67.91,
|
|
"time": 138.14460226400115,
|
|
"param": [
|
|
{
|
|
"p": 0.07867748290300369,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0513140931725502,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08263388276100159,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0773436650633812,
|
|
"m": 0.8768332600593567
|
|
},
|
|
{
|
|
"p": 0.07480531930923462,
|
|
"m": 0.19493742287158966
|
|
},
|
|
{
|
|
"p": 0.03943385183811188,
|
|
"m": 0.8977416753768921
|
|
},
|
|
{
|
|
"p": 0.09153331816196442,
|
|
"m": 0.8958064317703247
|
|
},
|
|
{
|
|
"p": 0.055221207439899445,
|
|
"m": 0.9758075475692749
|
|
},
|
|
{
|
|
"p": 0.0963020920753479,
|
|
"m": 0.979002833366394
|
|
},
|
|
{
|
|
"p": 0.07187315076589584,
|
|
"m": 0.9689938426017761
|
|
},
|
|
{
|
|
"p": 0.06243584677577019,
|
|
"m": 0.9754151105880737
|
|
},
|
|
{
|
|
"p": 0.06332190334796906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0863083228468895,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0687958225607872,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 53,
|
|
"train_loss": 0.8106820583343506,
|
|
"val_loss": 0.9624669551849365,
|
|
"acc": 67.21,
|
|
"time": 137.3245755349999,
|
|
"param": [
|
|
{
|
|
"p": 0.0776112973690033,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06096862256526947,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07537831366062164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07518058270215988,
|
|
"m": 0.8397921919822693
|
|
},
|
|
{
|
|
"p": 0.05931023135781288,
|
|
"m": 0.22640082240104675
|
|
},
|
|
{
|
|
"p": 0.09118208289146423,
|
|
"m": 0.7686545848846436
|
|
},
|
|
{
|
|
"p": 0.06498867273330688,
|
|
"m": 0.862762451171875
|
|
},
|
|
{
|
|
"p": 0.07266876101493835,
|
|
"m": 0.9981810450553894
|
|
},
|
|
{
|
|
"p": 0.0656135305762291,
|
|
"m": 0.99994957447052
|
|
},
|
|
{
|
|
"p": 0.06866038590669632,
|
|
"m": 0.9971088171005249
|
|
},
|
|
{
|
|
"p": 0.0571276880800724,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08635345101356506,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09126953780651093,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053686827421188354,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 54,
|
|
"train_loss": 0.8521048426628113,
|
|
"val_loss": 0.9889131188392639,
|
|
"acc": 67.29,
|
|
"time": 143.92946165100147,
|
|
"param": [
|
|
{
|
|
"p": 0.10515905916690826,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.032817572355270386,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06626413762569427,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06366199254989624,
|
|
"m": 0.9466439485549927
|
|
},
|
|
{
|
|
"p": 0.06792271137237549,
|
|
"m": 0.16942574083805084
|
|
},
|
|
{
|
|
"p": 0.07309085130691528,
|
|
"m": 0.7566531300544739
|
|
},
|
|
{
|
|
"p": 0.08112543076276779,
|
|
"m": 0.8752204179763794
|
|
},
|
|
{
|
|
"p": 0.0907847061753273,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055553849786520004,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06991572678089142,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07394204288721085,
|
|
"m": 0.9737775325775146
|
|
},
|
|
{
|
|
"p": 0.07556941360235214,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09501592069864273,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049176644533872604,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 55,
|
|
"train_loss": 0.9970985054969788,
|
|
"val_loss": 0.9270617961883545,
|
|
"acc": 68.57,
|
|
"time": 144.6739415119955,
|
|
"param": [
|
|
{
|
|
"p": 0.0843963772058487,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008444702252745628,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07722567766904831,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.034128088504076004,
|
|
"m": 0.968823254108429
|
|
},
|
|
{
|
|
"p": 0.07259377837181091,
|
|
"m": 0.12825895845890045
|
|
},
|
|
{
|
|
"p": 0.06129155308008194,
|
|
"m": 0.9024535417556763
|
|
},
|
|
{
|
|
"p": 0.06264151632785797,
|
|
"m": 0.9617124795913696
|
|
},
|
|
{
|
|
"p": 0.0862240269780159,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056329965591430664,
|
|
"m": 0.9712928533554077
|
|
},
|
|
{
|
|
"p": 0.0882951095700264,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09815163910388947,
|
|
"m": 0.9206149578094482
|
|
},
|
|
{
|
|
"p": 0.0972677692770958,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09176396578550339,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08124592155218124,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 56,
|
|
"train_loss": 0.9027013182640076,
|
|
"val_loss": 0.8241690397262573,
|
|
"acc": 67.39,
|
|
"time": 152.43996210399928,
|
|
"param": [
|
|
{
|
|
"p": 0.05761144682765007,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04032880812883377,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07452608644962311,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05676800385117531,
|
|
"m": 0.9988875389099121
|
|
},
|
|
{
|
|
"p": 0.0641905665397644,
|
|
"m": 0.2070339173078537
|
|
},
|
|
{
|
|
"p": 0.06768880039453506,
|
|
"m": 0.9136128425598145
|
|
},
|
|
{
|
|
"p": 0.09227226674556732,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0769827589392662,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07012835144996643,
|
|
"m": 0.9933397769927979
|
|
},
|
|
{
|
|
"p": 0.08172207325696945,
|
|
"m": 0.9429808855056763
|
|
},
|
|
{
|
|
"p": 0.08092959225177765,
|
|
"m": 0.9768673777580261
|
|
},
|
|
{
|
|
"p": 0.09165080636739731,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07622180134057999,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06897857040166855,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 57,
|
|
"train_loss": 1.0730764865875244,
|
|
"val_loss": 0.9377260804176331,
|
|
"acc": 69.04,
|
|
"time": 138.5867495249986,
|
|
"param": [
|
|
{
|
|
"p": 0.07693401724100113,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019931290298700333,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08392450213432312,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0789213478565216,
|
|
"m": 0.8890028595924377
|
|
},
|
|
{
|
|
"p": 0.08156966418027878,
|
|
"m": 0.24582137167453766
|
|
},
|
|
{
|
|
"p": 0.0736829936504364,
|
|
"m": 0.8504635095596313
|
|
},
|
|
{
|
|
"p": 0.07300840318202972,
|
|
"m": 0.9208714962005615
|
|
},
|
|
{
|
|
"p": 0.08869054168462753,
|
|
"m": 0.9992088079452515
|
|
},
|
|
{
|
|
"p": 0.06276432424783707,
|
|
"m": 0.9766852259635925
|
|
},
|
|
{
|
|
"p": 0.07300994545221329,
|
|
"m": 0.9154272675514221
|
|
},
|
|
{
|
|
"p": 0.07564615458250046,
|
|
"m": 0.9944222569465637
|
|
},
|
|
{
|
|
"p": 0.08344980329275131,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0764196366071701,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052047379314899445,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 58,
|
|
"train_loss": 0.7403583526611328,
|
|
"val_loss": 0.8996264934539795,
|
|
"acc": 69.48,
|
|
"time": 133.0923903619987,
|
|
"param": [
|
|
{
|
|
"p": 0.06969603896141052,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04412851855158806,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08672044426202774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06072968244552612,
|
|
"m": 0.7525649070739746
|
|
},
|
|
{
|
|
"p": 0.07578733563423157,
|
|
"m": 0.2531496286392212
|
|
},
|
|
{
|
|
"p": 0.05343497544527054,
|
|
"m": 0.8667119741439819
|
|
},
|
|
{
|
|
"p": 0.07200931757688522,
|
|
"m": 0.9313971996307373
|
|
},
|
|
{
|
|
"p": 0.0716259703040123,
|
|
"m": 0.9866241216659546
|
|
},
|
|
{
|
|
"p": 0.09341597557067871,
|
|
"m": 0.9767650365829468
|
|
},
|
|
{
|
|
"p": 0.07808293402194977,
|
|
"m": 0.891360342502594
|
|
},
|
|
{
|
|
"p": 0.09018334746360779,
|
|
"m": 0.9859442114830017
|
|
},
|
|
{
|
|
"p": 0.08017446100711823,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08404861390590668,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.039962366223335266,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 59,
|
|
"train_loss": 1.0973435640335083,
|
|
"val_loss": 0.9282696843147278,
|
|
"acc": 68.32,
|
|
"time": 135.93789464099973,
|
|
"param": [
|
|
{
|
|
"p": 0.08409888297319412,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01611948013305664,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07202443480491638,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0695279911160469,
|
|
"m": 0.9578048586845398
|
|
},
|
|
{
|
|
"p": 0.08131035417318344,
|
|
"m": 0.2579801082611084
|
|
},
|
|
{
|
|
"p": 0.04526397958397865,
|
|
"m": 0.8566640019416809
|
|
},
|
|
{
|
|
"p": 0.07945668697357178,
|
|
"m": 0.9105692505836487
|
|
},
|
|
{
|
|
"p": 0.04993041232228279,
|
|
"m": 0.9623551964759827
|
|
},
|
|
{
|
|
"p": 0.06878504157066345,
|
|
"m": 0.8945712447166443
|
|
},
|
|
{
|
|
"p": 0.058102257549762726,
|
|
"m": 0.8912367224693298
|
|
},
|
|
{
|
|
"p": 0.073372021317482,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09507206827402115,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11323318630456924,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09370319545269012,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 60,
|
|
"train_loss": 1.0888100862503052,
|
|
"val_loss": 0.9594724178314209,
|
|
"acc": 68.1,
|
|
"time": 129.6257253799995,
|
|
"param": [
|
|
{
|
|
"p": 0.08286978304386139,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054660163819789886,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060668300837278366,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0821177288889885,
|
|
"m": 0.8371384739875793
|
|
},
|
|
{
|
|
"p": 0.07934220880270004,
|
|
"m": 0.34298527240753174
|
|
},
|
|
{
|
|
"p": 0.05882029980421066,
|
|
"m": 0.8350391983985901
|
|
},
|
|
{
|
|
"p": 0.03860512748360634,
|
|
"m": 0.7449949383735657
|
|
},
|
|
{
|
|
"p": 0.055737435817718506,
|
|
"m": 0.93623286485672
|
|
},
|
|
{
|
|
"p": 0.09003236144781113,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0950697511434555,
|
|
"m": 0.9220842123031616
|
|
},
|
|
{
|
|
"p": 0.0630904883146286,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08181537687778473,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10357028245925903,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05360070988535881,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 61,
|
|
"train_loss": 0.8547127842903137,
|
|
"val_loss": 0.9175354838371277,
|
|
"acc": 69.42,
|
|
"time": 133.6727494720035,
|
|
"param": [
|
|
{
|
|
"p": 0.07058925926685333,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04004611447453499,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06396332383155823,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09105592221021652,
|
|
"m": 0.7823774218559265
|
|
},
|
|
{
|
|
"p": 0.04977414011955261,
|
|
"m": 0.3107196092605591
|
|
},
|
|
{
|
|
"p": 0.06984128803014755,
|
|
"m": 0.7665400505065918
|
|
},
|
|
{
|
|
"p": 0.07067044079303741,
|
|
"m": 0.720208466053009
|
|
},
|
|
{
|
|
"p": 0.07804304361343384,
|
|
"m": 0.969513475894928
|
|
},
|
|
{
|
|
"p": 0.06453276425600052,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07490438967943192,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08595693111419678,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0879611149430275,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08315443247556686,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06950689852237701,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 62,
|
|
"train_loss": 1.0150933265686035,
|
|
"val_loss": 0.8441843390464783,
|
|
"acc": 69.28,
|
|
"time": 141.44831280400103,
|
|
"param": [
|
|
{
|
|
"p": 0.0848604217171669,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016263768076896667,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08527971059083939,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07709985971450806,
|
|
"m": 0.7860488891601562
|
|
},
|
|
{
|
|
"p": 0.05205398425459862,
|
|
"m": 0.3485735356807709
|
|
},
|
|
{
|
|
"p": 0.06162353605031967,
|
|
"m": 0.8899804949760437
|
|
},
|
|
{
|
|
"p": 0.07721735537052155,
|
|
"m": 0.7639581561088562
|
|
},
|
|
{
|
|
"p": 0.09380531311035156,
|
|
"m": 0.9408679008483887
|
|
},
|
|
{
|
|
"p": 0.07020357251167297,
|
|
"m": 0.985709011554718
|
|
},
|
|
{
|
|
"p": 0.06957492977380753,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09557506442070007,
|
|
"m": 0.9551621675491333
|
|
},
|
|
{
|
|
"p": 0.08846955746412277,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07452394813299179,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05344895273447037,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 63,
|
|
"train_loss": 1.1014235019683838,
|
|
"val_loss": 0.9160057306289673,
|
|
"acc": 68.93,
|
|
"time": 144.3000564719987,
|
|
"param": [
|
|
{
|
|
"p": 0.07506269216537476,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06693238765001297,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05197053402662277,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08396153151988983,
|
|
"m": 0.896789014339447
|
|
},
|
|
{
|
|
"p": 0.062057193368673325,
|
|
"m": 0.40082964301109314
|
|
},
|
|
{
|
|
"p": 0.07403841614723206,
|
|
"m": 0.8880041241645813
|
|
},
|
|
{
|
|
"p": 0.06739746779203415,
|
|
"m": 0.7292347550392151
|
|
},
|
|
{
|
|
"p": 0.07333744317293167,
|
|
"m": 0.8872533440589905
|
|
},
|
|
{
|
|
"p": 0.06758811324834824,
|
|
"m": 0.9271289706230164
|
|
},
|
|
{
|
|
"p": 0.0831204280257225,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07310798764228821,
|
|
"m": 0.9748739004135132
|
|
},
|
|
{
|
|
"p": 0.07944126427173615,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141164690256119,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07057294994592667,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 64,
|
|
"train_loss": 1.1531786918640137,
|
|
"val_loss": 0.8567999005317688,
|
|
"acc": 67.52,
|
|
"time": 142.26210444299795,
|
|
"param": [
|
|
{
|
|
"p": 0.09766247868537903,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0552469938993454,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0721019059419632,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07806652784347534,
|
|
"m": 0.9587787985801697
|
|
},
|
|
{
|
|
"p": 0.04749499261379242,
|
|
"m": 0.4396388530731201
|
|
},
|
|
{
|
|
"p": 0.06780491769313812,
|
|
"m": 0.8865381479263306
|
|
},
|
|
{
|
|
"p": 0.07009144872426987,
|
|
"m": 0.7853901982307434
|
|
},
|
|
{
|
|
"p": 0.04703649505972862,
|
|
"m": 0.8788697123527527
|
|
},
|
|
{
|
|
"p": 0.07599816471338272,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06881681829690933,
|
|
"m": 0.977041482925415
|
|
},
|
|
{
|
|
"p": 0.07451456785202026,
|
|
"m": 0.9971849322319031
|
|
},
|
|
{
|
|
"p": 0.08254467695951462,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10008704662322998,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06253285706043243,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 65,
|
|
"train_loss": 1.1038099527359009,
|
|
"val_loss": 0.8317237496376038,
|
|
"acc": 69.55,
|
|
"time": 153.66690028599987,
|
|
"param": [
|
|
{
|
|
"p": 0.08833564817905426,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048292793333530426,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08478416502475739,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08008532226085663,
|
|
"m": 0.9911183714866638
|
|
},
|
|
{
|
|
"p": 0.06990506500005722,
|
|
"m": 0.457331120967865
|
|
},
|
|
{
|
|
"p": 0.03576323017477989,
|
|
"m": 0.8347146511077881
|
|
},
|
|
{
|
|
"p": 0.05878894776105881,
|
|
"m": 0.8652048707008362
|
|
},
|
|
{
|
|
"p": 0.07172683626413345,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05022253468632698,
|
|
"m": 0.9200357794761658
|
|
},
|
|
{
|
|
"p": 0.08318343013525009,
|
|
"m": 0.970771074295044
|
|
},
|
|
{
|
|
"p": 0.0784454345703125,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10467582195997238,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09883182495832443,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04695890471339226,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 66,
|
|
"train_loss": 1.0456295013427734,
|
|
"val_loss": 0.9203981161117554,
|
|
"acc": 69.55,
|
|
"time": 134.69759522399545,
|
|
"param": [
|
|
{
|
|
"p": 0.10529707372188568,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06190691143274307,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07267123460769653,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06203201040625572,
|
|
"m": 0.9992820620536804
|
|
},
|
|
{
|
|
"p": 0.06908641010522842,
|
|
"m": 0.41528213024139404
|
|
},
|
|
{
|
|
"p": 0.07962685823440552,
|
|
"m": 0.8325818181037903
|
|
},
|
|
{
|
|
"p": 0.06311900168657303,
|
|
"m": 0.9949951767921448
|
|
},
|
|
{
|
|
"p": 0.07468846440315247,
|
|
"m": 0.9908381104469299
|
|
},
|
|
{
|
|
"p": 0.06644932925701141,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06685401499271393,
|
|
"m": 0.9852452874183655
|
|
},
|
|
{
|
|
"p": 0.05852045863866806,
|
|
"m": 0.9708732962608337
|
|
},
|
|
{
|
|
"p": 0.1000986099243164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06790285557508469,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05174669995903969,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 67,
|
|
"train_loss": 0.874916672706604,
|
|
"val_loss": 0.8253812193870544,
|
|
"acc": 69.73,
|
|
"time": 136.75088408199372,
|
|
"param": [
|
|
{
|
|
"p": 0.08543440699577332,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05725720524787903,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08117198199033737,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07120160013437271,
|
|
"m": 0.9333159923553467
|
|
},
|
|
{
|
|
"p": 0.07065590471029282,
|
|
"m": 0.4184038043022156
|
|
},
|
|
{
|
|
"p": 0.06913737207651138,
|
|
"m": 0.7051258087158203
|
|
},
|
|
{
|
|
"p": 0.06446235626935959,
|
|
"m": 0.9753339290618896
|
|
},
|
|
{
|
|
"p": 0.06926426291465759,
|
|
"m": 0.982681930065155
|
|
},
|
|
{
|
|
"p": 0.08145783841609955,
|
|
"m": 0.9906827807426453
|
|
},
|
|
{
|
|
"p": 0.06690437346696854,
|
|
"m": 0.9760333895683289
|
|
},
|
|
{
|
|
"p": 0.07530064880847931,
|
|
"m": 0.9960317611694336
|
|
},
|
|
{
|
|
"p": 0.07243210077285767,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07397360354661942,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06134636700153351,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 68,
|
|
"train_loss": 1.0843720436096191,
|
|
"val_loss": 0.8682210445404053,
|
|
"acc": 69.88,
|
|
"time": 147.24944335699547,
|
|
"param": [
|
|
{
|
|
"p": 0.09884043782949448,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055089760571718216,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05935705825686455,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05165242403745651,
|
|
"m": 0.8414962887763977
|
|
},
|
|
{
|
|
"p": 0.04406328126788139,
|
|
"m": 0.5094442367553711
|
|
},
|
|
{
|
|
"p": 0.07801228761672974,
|
|
"m": 0.6203468441963196
|
|
},
|
|
{
|
|
"p": 0.09607724845409393,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0470217727124691,
|
|
"m": 0.9687630534172058
|
|
},
|
|
{
|
|
"p": 0.07774071395397186,
|
|
"m": 0.9930651187896729
|
|
},
|
|
{
|
|
"p": 0.09286302328109741,
|
|
"m": 0.9972114562988281
|
|
},
|
|
{
|
|
"p": 0.05378172546625137,
|
|
"m": 0.9886264801025391
|
|
},
|
|
{
|
|
"p": 0.07479345798492432,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09301158040761948,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07769523561000824,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 69,
|
|
"train_loss": 0.9811431169509888,
|
|
"val_loss": 0.828798234462738,
|
|
"acc": 70.07,
|
|
"time": 150.39957319899986,
|
|
"param": [
|
|
{
|
|
"p": 0.07708299160003662,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04431850463151932,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09704279899597168,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02189597673714161,
|
|
"m": 0.7536389827728271
|
|
},
|
|
{
|
|
"p": 0.06090603396296501,
|
|
"m": 0.4346277117729187
|
|
},
|
|
{
|
|
"p": 0.058483876287937164,
|
|
"m": 0.6563987731933594
|
|
},
|
|
{
|
|
"p": 0.04584252089262009,
|
|
"m": 0.9347785115242004
|
|
},
|
|
{
|
|
"p": 0.0691889300942421,
|
|
"m": 0.9711145162582397
|
|
},
|
|
{
|
|
"p": 0.07300561666488647,
|
|
"m": 0.9579912424087524
|
|
},
|
|
{
|
|
"p": 0.09958013892173767,
|
|
"m": 0.9076384902000427
|
|
},
|
|
{
|
|
"p": 0.060689009726047516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11738547682762146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09467265754938126,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07990548759698868,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 70,
|
|
"train_loss": 0.9290412068367004,
|
|
"val_loss": 1.0030840635299683,
|
|
"acc": 70.03,
|
|
"time": 146.98380776600243,
|
|
"param": [
|
|
{
|
|
"p": 0.09015893191099167,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03844747319817543,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08155433088541031,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0797610878944397,
|
|
"m": 0.778174638748169
|
|
},
|
|
{
|
|
"p": 0.09350190311670303,
|
|
"m": 0.425933837890625
|
|
},
|
|
{
|
|
"p": 0.052678391337394714,
|
|
"m": 0.7651572227478027
|
|
},
|
|
{
|
|
"p": 0.060887038707733154,
|
|
"m": 0.9202168583869934
|
|
},
|
|
{
|
|
"p": 0.05903540179133415,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08596152067184448,
|
|
"m": 0.9932181239128113
|
|
},
|
|
{
|
|
"p": 0.0826951414346695,
|
|
"m": 0.9967905879020691
|
|
},
|
|
{
|
|
"p": 0.04162120446562767,
|
|
"m": 0.9817277193069458
|
|
},
|
|
{
|
|
"p": 0.08154886960983276,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07815322279930115,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07399551570415497,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 71,
|
|
"train_loss": 0.8381776213645935,
|
|
"val_loss": 0.8162609338760376,
|
|
"acc": 70.39,
|
|
"time": 148.86565917699772,
|
|
"param": [
|
|
{
|
|
"p": 0.08277679234743118,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02676129713654518,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07048412412405014,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055470727384090424,
|
|
"m": 0.8280166983604431
|
|
},
|
|
{
|
|
"p": 0.06154844909906387,
|
|
"m": 0.3737345337867737
|
|
},
|
|
{
|
|
"p": 0.07566704601049423,
|
|
"m": 0.756432831287384
|
|
},
|
|
{
|
|
"p": 0.10059703141450882,
|
|
"m": 0.8864259719848633
|
|
},
|
|
{
|
|
"p": 0.046057987958192825,
|
|
"m": 0.9115265607833862
|
|
},
|
|
{
|
|
"p": 0.0749938040971756,
|
|
"m": 0.9767709970474243
|
|
},
|
|
{
|
|
"p": 0.06965859234333038,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0816953033208847,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09724214673042297,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09076862037181854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06627806276082993,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 72,
|
|
"train_loss": 0.9556149244308472,
|
|
"val_loss": 0.9939013123512268,
|
|
"acc": 70.13,
|
|
"time": 149.4564407910002,
|
|
"param": [
|
|
{
|
|
"p": 0.08446479588747025,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057327914983034134,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07740426063537598,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047652099281549454,
|
|
"m": 0.8931277990341187
|
|
},
|
|
{
|
|
"p": 0.08310414105653763,
|
|
"m": 0.3673229515552521
|
|
},
|
|
{
|
|
"p": 0.06755926460027695,
|
|
"m": 0.9015381336212158
|
|
},
|
|
{
|
|
"p": 0.066365547478199,
|
|
"m": 0.9416253566741943
|
|
},
|
|
{
|
|
"p": 0.09065450727939606,
|
|
"m": 0.980951189994812
|
|
},
|
|
{
|
|
"p": 0.07556673139333725,
|
|
"m": 0.9721358418464661
|
|
},
|
|
{
|
|
"p": 0.06135546788573265,
|
|
"m": 0.9576846957206726
|
|
},
|
|
{
|
|
"p": 0.09607381373643875,
|
|
"m": 0.9676404595375061
|
|
},
|
|
{
|
|
"p": 0.05414699763059616,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07527460157871246,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06304985284805298,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 73,
|
|
"train_loss": 0.8208289742469788,
|
|
"val_loss": 0.8994982838630676,
|
|
"acc": 70.73,
|
|
"time": 150.1990247069989,
|
|
"param": [
|
|
{
|
|
"p": 0.10138830542564392,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052529603242874146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06753451377153397,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054276999086141586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06580698490142822,
|
|
"m": 0.46304842829704285
|
|
},
|
|
{
|
|
"p": 0.07940425723791122,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05493280291557312,
|
|
"m": 0.906849205493927
|
|
},
|
|
{
|
|
"p": 0.07631584256887436,
|
|
"m": 0.9822344183921814
|
|
},
|
|
{
|
|
"p": 0.0616694912314415,
|
|
"m": 0.9885923266410828
|
|
},
|
|
{
|
|
"p": 0.07849673926830292,
|
|
"m": 0.9697177410125732
|
|
},
|
|
{
|
|
"p": 0.08406810462474823,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0823272243142128,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07876713573932648,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062481943517923355,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 74,
|
|
"train_loss": 1.0167560577392578,
|
|
"val_loss": 0.9028551578521729,
|
|
"acc": 70.83,
|
|
"time": 150.0033403599955,
|
|
"param": [
|
|
{
|
|
"p": 0.11698256433010101,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05954452604055405,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09371668100357056,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062373898923397064,
|
|
"m": 0.8959081768989563
|
|
},
|
|
{
|
|
"p": 0.028029244393110275,
|
|
"m": 0.5496174097061157
|
|
},
|
|
{
|
|
"p": 0.07162754982709885,
|
|
"m": 0.9841548800468445
|
|
},
|
|
{
|
|
"p": 0.04558267816901207,
|
|
"m": 0.8852882385253906
|
|
},
|
|
{
|
|
"p": 0.05494285374879837,
|
|
"m": 0.9782349467277527
|
|
},
|
|
{
|
|
"p": 0.05271339789032936,
|
|
"m": 0.9820005297660828
|
|
},
|
|
{
|
|
"p": 0.09124062210321426,
|
|
"m": 0.9238102436065674
|
|
},
|
|
{
|
|
"p": 0.08132012188434601,
|
|
"m": 0.9594706296920776
|
|
},
|
|
{
|
|
"p": 0.08835188299417496,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10042780637741089,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053146205842494965,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 75,
|
|
"train_loss": 0.730762243270874,
|
|
"val_loss": 0.8152186274528503,
|
|
"acc": 70.46,
|
|
"time": 143.66040425100073,
|
|
"param": [
|
|
{
|
|
"p": 0.1039375588297844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03972881659865379,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09155786037445068,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054204124957323074,
|
|
"m": 0.9114393591880798
|
|
},
|
|
{
|
|
"p": 0.06278276443481445,
|
|
"m": 0.4296509027481079
|
|
},
|
|
{
|
|
"p": 0.06706182658672333,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06889583170413971,
|
|
"m": 0.9698621034622192
|
|
},
|
|
{
|
|
"p": 0.0813777819275856,
|
|
"m": 0.9960593581199646
|
|
},
|
|
{
|
|
"p": 0.07649088650941849,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0536121241748333,
|
|
"m": 0.9803546667098999
|
|
},
|
|
{
|
|
"p": 0.08288829028606415,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0796547457575798,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07585243135690689,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0619550421833992,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 76,
|
|
"train_loss": 0.8896244764328003,
|
|
"val_loss": 0.7927505373954773,
|
|
"acc": 70.63,
|
|
"time": 136.95746113899804,
|
|
"param": [
|
|
{
|
|
"p": 0.08548948913812637,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041130948811769485,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05725296586751938,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021552981808781624,
|
|
"m": 0.8841990828514099
|
|
},
|
|
{
|
|
"p": 0.08002717047929764,
|
|
"m": 0.40233758091926575
|
|
},
|
|
{
|
|
"p": 0.0778203085064888,
|
|
"m": 0.9722047448158264
|
|
},
|
|
{
|
|
"p": 0.08850841969251633,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06520586460828781,
|
|
"m": 0.953581690788269
|
|
},
|
|
{
|
|
"p": 0.0850900262594223,
|
|
"m": 0.9997885227203369
|
|
},
|
|
{
|
|
"p": 0.10188303887844086,
|
|
"m": 0.9961851835250854
|
|
},
|
|
{
|
|
"p": 0.04190214350819588,
|
|
"m": 0.9977635145187378
|
|
},
|
|
{
|
|
"p": 0.09630511701107025,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08131635934114456,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07651517540216446,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 77,
|
|
"train_loss": 0.6313621997833252,
|
|
"val_loss": 0.9357162117958069,
|
|
"acc": 71.51,
|
|
"time": 140.3562421930037,
|
|
"param": [
|
|
{
|
|
"p": 0.08615925163030624,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026537060737609863,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10411980748176575,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04841501638293266,
|
|
"m": 0.8165055513381958
|
|
},
|
|
{
|
|
"p": 0.07441995292901993,
|
|
"m": 0.4039948582649231
|
|
},
|
|
{
|
|
"p": 0.04628882184624672,
|
|
"m": 0.9076211452484131
|
|
},
|
|
{
|
|
"p": 0.05995141342282295,
|
|
"m": 0.9617822766304016
|
|
},
|
|
{
|
|
"p": 0.05573522299528122,
|
|
"m": 0.7969698905944824
|
|
},
|
|
{
|
|
"p": 0.09074492007493973,
|
|
"m": 0.9558730125427246
|
|
},
|
|
{
|
|
"p": 0.07837466895580292,
|
|
"m": 0.9781069159507751
|
|
},
|
|
{
|
|
"p": 0.09813607484102249,
|
|
"m": 0.9714738130569458
|
|
},
|
|
{
|
|
"p": 0.08366252481937408,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09109360724687576,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056361664086580276,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 78,
|
|
"train_loss": 1.130117416381836,
|
|
"val_loss": 0.7395185232162476,
|
|
"acc": 71.22,
|
|
"time": 129.2073530589987,
|
|
"param": [
|
|
{
|
|
"p": 0.08126436173915863,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06277580559253693,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07718858122825623,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07550876587629318,
|
|
"m": 0.7729235887527466
|
|
},
|
|
{
|
|
"p": 0.06427282840013504,
|
|
"m": 0.4038422703742981
|
|
},
|
|
{
|
|
"p": 0.043319400399923325,
|
|
"m": 0.8763803243637085
|
|
},
|
|
{
|
|
"p": 0.09273108094930649,
|
|
"m": 0.9502463936805725
|
|
},
|
|
{
|
|
"p": 0.06061593443155289,
|
|
"m": 0.9368648529052734
|
|
},
|
|
{
|
|
"p": 0.08247645944356918,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0763462483882904,
|
|
"m": 0.9551476836204529
|
|
},
|
|
{
|
|
"p": 0.06752859055995941,
|
|
"m": 0.9228338003158569
|
|
},
|
|
{
|
|
"p": 0.06385695189237595,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07939010113477707,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07272474467754364,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 79,
|
|
"train_loss": 0.8680335879325867,
|
|
"val_loss": 0.7847570776939392,
|
|
"acc": 70.52,
|
|
"time": 129.62455336600397,
|
|
"param": [
|
|
{
|
|
"p": 0.08954329788684845,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05912458896636963,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10003697872161865,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0711899995803833,
|
|
"m": 0.8341771960258484
|
|
},
|
|
{
|
|
"p": 0.09378141909837723,
|
|
"m": 0.4232123792171478
|
|
},
|
|
{
|
|
"p": 0.039468832314014435,
|
|
"m": 0.8987213373184204
|
|
},
|
|
{
|
|
"p": 0.04638725146651268,
|
|
"m": 0.9906934499740601
|
|
},
|
|
{
|
|
"p": 0.047604069113731384,
|
|
"m": 0.9787667989730835
|
|
},
|
|
{
|
|
"p": 0.07424452155828476,
|
|
"m": 0.9860718250274658
|
|
},
|
|
{
|
|
"p": 0.07351499795913696,
|
|
"m": 0.9975796341896057
|
|
},
|
|
{
|
|
"p": 0.06772291660308838,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0725245475769043,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07892713695764542,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08592941612005234,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 80,
|
|
"train_loss": 0.9954732060432434,
|
|
"val_loss": 0.9394611120223999,
|
|
"acc": 71.13,
|
|
"time": 144.98785936200147,
|
|
"param": [
|
|
{
|
|
"p": 0.06894804537296295,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06802614778280258,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08348089456558228,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055751215666532516,
|
|
"m": 0.7974880337715149
|
|
},
|
|
{
|
|
"p": 0.05271920934319496,
|
|
"m": 0.41351789236068726
|
|
},
|
|
{
|
|
"p": 0.0621769092977047,
|
|
"m": 0.9420578479766846
|
|
},
|
|
{
|
|
"p": 0.07354427129030228,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08169302344322205,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0837654173374176,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07778508216142654,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06816183775663376,
|
|
"m": 0.999704897403717
|
|
},
|
|
{
|
|
"p": 0.07249942421913147,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07696251571178436,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07448597997426987,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 81,
|
|
"train_loss": 0.831493079662323,
|
|
"val_loss": 0.9091873168945312,
|
|
"acc": 71.03,
|
|
"time": 141.79726780200144,
|
|
"param": [
|
|
{
|
|
"p": 0.08754932135343552,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04650929197669029,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07161235064268112,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06391123682260513,
|
|
"m": 0.8934490084648132
|
|
},
|
|
{
|
|
"p": 0.08152826875448227,
|
|
"m": 0.36617156863212585
|
|
},
|
|
{
|
|
"p": 0.0600215308368206,
|
|
"m": 0.8955926299095154
|
|
},
|
|
{
|
|
"p": 0.07345034182071686,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04914619401097298,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09014716744422913,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08421318978071213,
|
|
"m": 0.9818167090415955
|
|
},
|
|
{
|
|
"p": 0.07462120801210403,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0813835933804512,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05862637981772423,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07727987319231033,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 82,
|
|
"train_loss": 0.8256459832191467,
|
|
"val_loss": 0.9731420874595642,
|
|
"acc": 68.7,
|
|
"time": 132.52695241999754,
|
|
"param": [
|
|
{
|
|
"p": 0.07216130942106247,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06075150519609451,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08391011506319046,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08012858778238297,
|
|
"m": 0.9104428887367249
|
|
},
|
|
{
|
|
"p": 0.050735604017972946,
|
|
"m": 0.4527568817138672
|
|
},
|
|
{
|
|
"p": 0.06485846638679504,
|
|
"m": 0.9223149418830872
|
|
},
|
|
{
|
|
"p": 0.08467098325490952,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07925853878259659,
|
|
"m": 0.9988698959350586
|
|
},
|
|
{
|
|
"p": 0.08185575902462006,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0577758252620697,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06320063024759293,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07522150874137878,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07919459789991379,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06627654284238815,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 83,
|
|
"train_loss": 0.7625330686569214,
|
|
"val_loss": 0.8506323099136353,
|
|
"acc": 70.74,
|
|
"time": 151.8170893130009,
|
|
"param": [
|
|
{
|
|
"p": 0.08739343285560608,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042942795902490616,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09736108034849167,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05928121134638786,
|
|
"m": 0.9907992482185364
|
|
},
|
|
{
|
|
"p": 0.04954324662685394,
|
|
"m": 0.4577290415763855
|
|
},
|
|
{
|
|
"p": 0.05155344307422638,
|
|
"m": 0.9702900648117065
|
|
},
|
|
{
|
|
"p": 0.0704663023352623,
|
|
"m": 0.9337731003761292
|
|
},
|
|
{
|
|
"p": 0.07719077169895172,
|
|
"m": 0.9725944995880127
|
|
},
|
|
{
|
|
"p": 0.08724617958068848,
|
|
"m": 0.9554605484008789
|
|
},
|
|
{
|
|
"p": 0.05879870057106018,
|
|
"m": 0.9748271703720093
|
|
},
|
|
{
|
|
"p": 0.09820785373449326,
|
|
"m": 0.9865224361419678
|
|
},
|
|
{
|
|
"p": 0.09172508865594864,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06468716263771057,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06360271573066711,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 84,
|
|
"train_loss": 1.0176466703414917,
|
|
"val_loss": 0.8739897608757019,
|
|
"acc": 69.62,
|
|
"time": 144.37527290399885,
|
|
"param": [
|
|
{
|
|
"p": 0.08285906910896301,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07240569591522217,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0712089017033577,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05678389221429825,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06091582775115967,
|
|
"m": 0.42440739274024963
|
|
},
|
|
{
|
|
"p": 0.04446742683649063,
|
|
"m": 0.9010693430900574
|
|
},
|
|
{
|
|
"p": 0.08239759504795074,
|
|
"m": 0.9979241490364075
|
|
},
|
|
{
|
|
"p": 0.06409970670938492,
|
|
"m": 0.9588432908058167
|
|
},
|
|
{
|
|
"p": 0.09663214534521103,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07027537375688553,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07348481565713882,
|
|
"m": 0.9222331047058105
|
|
},
|
|
{
|
|
"p": 0.08991866558790207,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05554905906319618,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07900191843509674,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 85,
|
|
"train_loss": 0.9069504141807556,
|
|
"val_loss": 0.9718932509422302,
|
|
"acc": 70.47,
|
|
"time": 142.08407520200126,
|
|
"param": [
|
|
{
|
|
"p": 0.07544804364442825,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0463949590921402,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08786316215991974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06788764894008636,
|
|
"m": 0.9303247332572937
|
|
},
|
|
{
|
|
"p": 0.06991856545209885,
|
|
"m": 0.3965333104133606
|
|
},
|
|
{
|
|
"p": 0.08094444125890732,
|
|
"m": 0.8910847902297974
|
|
},
|
|
{
|
|
"p": 0.06078130751848221,
|
|
"m": 0.9673943519592285
|
|
},
|
|
{
|
|
"p": 0.062413644045591354,
|
|
"m": 0.9880096912384033
|
|
},
|
|
{
|
|
"p": 0.06183302402496338,
|
|
"m": 0.9980543851852417
|
|
},
|
|
{
|
|
"p": 0.07742216438055038,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04378380626440048,
|
|
"m": 0.9717759490013123
|
|
},
|
|
{
|
|
"p": 0.08652254194021225,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09203796088695526,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0867486372590065,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 86,
|
|
"train_loss": 0.936969518661499,
|
|
"val_loss": 0.836023211479187,
|
|
"acc": 70.14,
|
|
"time": 150.05351270199753,
|
|
"param": [
|
|
{
|
|
"p": 0.07086992263793945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05283376947045326,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09356389939785004,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0681268498301506,
|
|
"m": 0.9340474009513855
|
|
},
|
|
{
|
|
"p": 0.09420500695705414,
|
|
"m": 0.3175447881221771
|
|
},
|
|
{
|
|
"p": 0.08976241201162338,
|
|
"m": 0.8590837121009827
|
|
},
|
|
{
|
|
"p": 0.08696586638689041,
|
|
"m": 0.9179922938346863
|
|
},
|
|
{
|
|
"p": 0.03485938534140587,
|
|
"m": 0.9769917726516724
|
|
},
|
|
{
|
|
"p": 0.0677623450756073,
|
|
"m": 0.9399847388267517
|
|
},
|
|
{
|
|
"p": 0.07478555291891098,
|
|
"m": 0.9952631592750549
|
|
},
|
|
{
|
|
"p": 0.08223193883895874,
|
|
"m": 0.9964739084243774
|
|
},
|
|
{
|
|
"p": 0.055929798632860184,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056295573711395264,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07180771976709366,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 87,
|
|
"train_loss": 0.7766062617301941,
|
|
"val_loss": 0.9493987560272217,
|
|
"acc": 71.61,
|
|
"time": 134.1621292570053,
|
|
"param": [
|
|
{
|
|
"p": 0.061918724328279495,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09595971554517746,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09190791845321655,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04638166353106499,
|
|
"m": 0.9606671929359436
|
|
},
|
|
{
|
|
"p": 0.035280097275972366,
|
|
"m": 0.4932192862033844
|
|
},
|
|
{
|
|
"p": 0.07529139518737793,
|
|
"m": 0.8125020265579224
|
|
},
|
|
{
|
|
"p": 0.06714347004890442,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06488882005214691,
|
|
"m": 0.9892737865447998
|
|
},
|
|
{
|
|
"p": 0.05534724146127701,
|
|
"m": 0.9891937375068665
|
|
},
|
|
{
|
|
"p": 0.0933828204870224,
|
|
"m": 0.9981381893157959
|
|
},
|
|
{
|
|
"p": 0.06811278313398361,
|
|
"m": 0.9701539278030396
|
|
},
|
|
{
|
|
"p": 0.06679395586252213,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11060488969087601,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06698651611804962,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 88,
|
|
"train_loss": 0.9433231949806213,
|
|
"val_loss": 0.8928934335708618,
|
|
"acc": 71.73,
|
|
"time": 138.3071024650053,
|
|
"param": [
|
|
{
|
|
"p": 0.08562209457159042,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0792568251490593,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05874576419591904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06836897134780884,
|
|
"m": 0.8920891284942627
|
|
},
|
|
{
|
|
"p": 0.07149429619312286,
|
|
"m": 0.5477345585823059
|
|
},
|
|
{
|
|
"p": 0.06361805647611618,
|
|
"m": 0.7385939955711365
|
|
},
|
|
{
|
|
"p": 0.0637955442070961,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06938457489013672,
|
|
"m": 0.9786884784698486
|
|
},
|
|
{
|
|
"p": 0.055927615612745285,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09550292044878006,
|
|
"m": 0.9670298099517822
|
|
},
|
|
{
|
|
"p": 0.08006158471107483,
|
|
"m": 0.9918637275695801
|
|
},
|
|
{
|
|
"p": 0.06729257106781006,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09323596209287643,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047693222761154175,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 89,
|
|
"train_loss": 0.8886587619781494,
|
|
"val_loss": 0.7773032784461975,
|
|
"acc": 71.12,
|
|
"time": 144.31187694599794,
|
|
"param": [
|
|
{
|
|
"p": 0.07845205068588257,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08640497922897339,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04617960378527641,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06503009051084518,
|
|
"m": 0.7795542478561401
|
|
},
|
|
{
|
|
"p": 0.04609254375100136,
|
|
"m": 0.5263264179229736
|
|
},
|
|
{
|
|
"p": 0.06075326353311539,
|
|
"m": 0.6511580944061279
|
|
},
|
|
{
|
|
"p": 0.061881184577941895,
|
|
"m": 0.9809700846672058
|
|
},
|
|
{
|
|
"p": 0.08073693513870239,
|
|
"m": 0.989002525806427
|
|
},
|
|
{
|
|
"p": 0.07617219537496567,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06985027343034744,
|
|
"m": 0.9643369913101196
|
|
},
|
|
{
|
|
"p": 0.07548410445451736,
|
|
"m": 0.9734554886817932
|
|
},
|
|
{
|
|
"p": 0.11053241789340973,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07238859683275223,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.070041723549366,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 90,
|
|
"train_loss": 0.7795682549476624,
|
|
"val_loss": 0.783807635307312,
|
|
"acc": 71.63,
|
|
"time": 139.95269742399978,
|
|
"param": [
|
|
{
|
|
"p": 0.08116596937179565,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04550855606794357,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07433806359767914,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041887350380420685,
|
|
"m": 0.8153752684593201
|
|
},
|
|
{
|
|
"p": 0.0695423036813736,
|
|
"m": 0.5337942838668823
|
|
},
|
|
{
|
|
"p": 0.07843330502510071,
|
|
"m": 0.7000865340232849
|
|
},
|
|
{
|
|
"p": 0.06544452160596848,
|
|
"m": 0.9173926711082458
|
|
},
|
|
{
|
|
"p": 0.07278288155794144,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07265734672546387,
|
|
"m": 0.9920209050178528
|
|
},
|
|
{
|
|
"p": 0.08452237397432327,
|
|
"m": 0.9715400338172913
|
|
},
|
|
{
|
|
"p": 0.09009913355112076,
|
|
"m": 0.9853439331054688
|
|
},
|
|
{
|
|
"p": 0.05137135088443756,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10546170920133591,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06678521633148193,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 91,
|
|
"train_loss": 0.6927652359008789,
|
|
"val_loss": 0.8098416924476624,
|
|
"acc": 71.56,
|
|
"time": 144.9812226530048,
|
|
"param": [
|
|
{
|
|
"p": 0.11399292945861816,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.033179011195898056,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12801618874073029,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014020397327840328,
|
|
"m": 0.7281140685081482
|
|
},
|
|
{
|
|
"p": 0.04247110337018967,
|
|
"m": 0.5578516125679016
|
|
},
|
|
{
|
|
"p": 0.09314190596342087,
|
|
"m": 0.640515148639679
|
|
},
|
|
{
|
|
"p": 0.05902036651968956,
|
|
"m": 0.914701521396637
|
|
},
|
|
{
|
|
"p": 0.049917954951524734,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09082581102848053,
|
|
"m": 0.945976734161377
|
|
},
|
|
{
|
|
"p": 0.09260261803865433,
|
|
"m": 0.9592815637588501
|
|
},
|
|
{
|
|
"p": 0.043006300926208496,
|
|
"m": 0.9998840689659119
|
|
},
|
|
{
|
|
"p": 0.0766478031873703,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0870743989944458,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07608328014612198,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 92,
|
|
"train_loss": 0.9152228236198425,
|
|
"val_loss": 0.8092359900474548,
|
|
"acc": 70.66,
|
|
"time": 137.38595530800376,
|
|
"param": [
|
|
{
|
|
"p": 0.05908707529306412,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054659854620695114,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07587356865406036,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046130795031785965,
|
|
"m": 0.7003763914108276
|
|
},
|
|
{
|
|
"p": 0.05804905667901039,
|
|
"m": 0.5409975051879883
|
|
},
|
|
{
|
|
"p": 0.07079079747200012,
|
|
"m": 0.6164065003395081
|
|
},
|
|
{
|
|
"p": 0.09735970199108124,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06074461713433266,
|
|
"m": 0.9720454812049866
|
|
},
|
|
{
|
|
"p": 0.07311087101697922,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08874060213565826,
|
|
"m": 0.8868686556816101
|
|
},
|
|
{
|
|
"p": 0.07157617807388306,
|
|
"m": 0.9896353483200073
|
|
},
|
|
{
|
|
"p": 0.09561839699745178,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08039978891611099,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06785868853330612,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 93,
|
|
"train_loss": 1.1177737712860107,
|
|
"val_loss": 0.8823318481445312,
|
|
"acc": 72.2,
|
|
"time": 150.85851282899966,
|
|
"param": [
|
|
{
|
|
"p": 0.0716344490647316,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06268714368343353,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08760843425989151,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04988592118024826,
|
|
"m": 0.7112209796905518
|
|
},
|
|
{
|
|
"p": 0.06514067202806473,
|
|
"m": 0.5427708029747009
|
|
},
|
|
{
|
|
"p": 0.0763789489865303,
|
|
"m": 0.5950226187705994
|
|
},
|
|
{
|
|
"p": 0.0977274477481842,
|
|
"m": 0.9692427515983582
|
|
},
|
|
{
|
|
"p": 0.07666053622961044,
|
|
"m": 0.9749427437782288
|
|
},
|
|
{
|
|
"p": 0.07259111851453781,
|
|
"m": 0.968000054359436
|
|
},
|
|
{
|
|
"p": 0.06187605857849121,
|
|
"m": 0.8405774831771851
|
|
},
|
|
{
|
|
"p": 0.0467970073223114,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06350933760404587,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0999528169631958,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06755007058382034,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 94,
|
|
"train_loss": 0.872343897819519,
|
|
"val_loss": 0.9733617901802063,
|
|
"acc": 70.9,
|
|
"time": 146.56873703200108,
|
|
"param": [
|
|
{
|
|
"p": 0.08631207048892975,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014436301775276661,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09171857684850693,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05256475880742073,
|
|
"m": 0.773560106754303
|
|
},
|
|
{
|
|
"p": 0.06420598924160004,
|
|
"m": 0.5771622657775879
|
|
},
|
|
{
|
|
"p": 0.05811624601483345,
|
|
"m": 0.6511135101318359
|
|
},
|
|
{
|
|
"p": 0.07228755950927734,
|
|
"m": 0.8800703883171082
|
|
},
|
|
{
|
|
"p": 0.0675581693649292,
|
|
"m": 0.9855337738990784
|
|
},
|
|
{
|
|
"p": 0.06947953999042511,
|
|
"m": 0.9824995994567871
|
|
},
|
|
{
|
|
"p": 0.07126928865909576,
|
|
"m": 0.9701470136642456
|
|
},
|
|
{
|
|
"p": 0.07963002473115921,
|
|
"m": 0.9934241771697998
|
|
},
|
|
{
|
|
"p": 0.10833189636468887,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09185159206390381,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07223793119192123,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 95,
|
|
"train_loss": 0.7626755833625793,
|
|
"val_loss": 0.8041592836380005,
|
|
"acc": 71.6,
|
|
"time": 151.21751774899894,
|
|
"param": [
|
|
{
|
|
"p": 0.09346777200698853,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006070989649742842,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11046122014522552,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046239059418439865,
|
|
"m": 0.7665519118309021
|
|
},
|
|
{
|
|
"p": 0.044466324150562286,
|
|
"m": 0.5402501821517944
|
|
},
|
|
{
|
|
"p": 0.07245779782533646,
|
|
"m": 0.6724656820297241
|
|
},
|
|
{
|
|
"p": 0.06601320952177048,
|
|
"m": 0.7825154066085815
|
|
},
|
|
{
|
|
"p": 0.07350628823041916,
|
|
"m": 0.9077255725860596
|
|
},
|
|
{
|
|
"p": 0.06893112510442734,
|
|
"m": 0.9837774634361267
|
|
},
|
|
{
|
|
"p": 0.08549080044031143,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09490928053855896,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09009797126054764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09146858006715775,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056419555097818375,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 96,
|
|
"train_loss": 0.7950973510742188,
|
|
"val_loss": 0.9448003172874451,
|
|
"acc": 71.1,
|
|
"time": 151.48754979299702,
|
|
"param": [
|
|
{
|
|
"p": 0.07515330612659454,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05747809633612633,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06010245531797409,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06855405867099762,
|
|
"m": 0.8408812880516052
|
|
},
|
|
{
|
|
"p": 0.04450415447354317,
|
|
"m": 0.34022146463394165
|
|
},
|
|
{
|
|
"p": 0.07895997911691666,
|
|
"m": 0.6518263220787048
|
|
},
|
|
{
|
|
"p": 0.09887167066335678,
|
|
"m": 0.9741842150688171
|
|
},
|
|
{
|
|
"p": 0.07323142886161804,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06150315701961517,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07880864292383194,
|
|
"m": 0.8473940491676331
|
|
},
|
|
{
|
|
"p": 0.0729265809059143,
|
|
"m": 0.9993820786476135
|
|
},
|
|
{
|
|
"p": 0.08789774775505066,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08874925225973129,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05325959250330925,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 97,
|
|
"train_loss": 0.697118878364563,
|
|
"val_loss": 0.8248962163925171,
|
|
"acc": 71.71,
|
|
"time": 152.68746901199484,
|
|
"param": [
|
|
{
|
|
"p": 0.08718522638082504,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06660161912441254,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05976879596710205,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05042072758078575,
|
|
"m": 0.8915590643882751
|
|
},
|
|
{
|
|
"p": 0.06779281795024872,
|
|
"m": 0.3964378237724304
|
|
},
|
|
{
|
|
"p": 0.07773689180612564,
|
|
"m": 0.7168303728103638
|
|
},
|
|
{
|
|
"p": 0.06791321933269501,
|
|
"m": 0.9971191883087158
|
|
},
|
|
{
|
|
"p": 0.06420563906431198,
|
|
"m": 0.982814610004425
|
|
},
|
|
{
|
|
"p": 0.0728411003947258,
|
|
"m": 0.9641875624656677
|
|
},
|
|
{
|
|
"p": 0.08190872520208359,
|
|
"m": 0.7947682738304138
|
|
},
|
|
{
|
|
"p": 0.07645439356565475,
|
|
"m": 0.943456768989563
|
|
},
|
|
{
|
|
"p": 0.0811215415596962,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06596335768699646,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08008592575788498,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 98,
|
|
"train_loss": 0.8045073747634888,
|
|
"val_loss": 0.8617061376571655,
|
|
"acc": 72.34,
|
|
"time": 149.87215827900218,
|
|
"param": [
|
|
{
|
|
"p": 0.08229825645685196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05723614990711212,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07421192526817322,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043583035469055176,
|
|
"m": 0.8117538690567017
|
|
},
|
|
{
|
|
"p": 0.09488286077976227,
|
|
"m": 0.5401572585105896
|
|
},
|
|
{
|
|
"p": 0.05871208384633064,
|
|
"m": 0.7758601307868958
|
|
},
|
|
{
|
|
"p": 0.06520164757966995,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0894964411854744,
|
|
"m": 0.958759069442749
|
|
},
|
|
{
|
|
"p": 0.06402142345905304,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08356384932994843,
|
|
"m": 0.902258574962616
|
|
},
|
|
{
|
|
"p": 0.062266428023576736,
|
|
"m": 0.8999366164207458
|
|
},
|
|
{
|
|
"p": 0.0713859423995018,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06291953474283218,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09022048860788345,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 99,
|
|
"train_loss": 0.8471412658691406,
|
|
"val_loss": 0.7793059349060059,
|
|
"acc": 71.59,
|
|
"time": 140.3060774789992,
|
|
"param": [
|
|
{
|
|
"p": 0.08024834841489792,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058350224047899246,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08752398937940598,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049340132623910904,
|
|
"m": 0.8489544987678528
|
|
},
|
|
{
|
|
"p": 0.0521053746342659,
|
|
"m": 0.7543635368347168
|
|
},
|
|
{
|
|
"p": 0.09026531130075455,
|
|
"m": 0.8397440910339355
|
|
},
|
|
{
|
|
"p": 0.051352351903915405,
|
|
"m": 0.8940995335578918
|
|
},
|
|
{
|
|
"p": 0.06661147624254227,
|
|
"m": 0.9026211500167847
|
|
},
|
|
{
|
|
"p": 0.09883080422878265,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06625009328126907,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08572034537792206,
|
|
"m": 0.99892657995224
|
|
},
|
|
{
|
|
"p": 0.08904232829809189,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08372700959444046,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04063223674893379,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 100,
|
|
"train_loss": 0.927506685256958,
|
|
"val_loss": 0.8749505877494812,
|
|
"acc": 72.0,
|
|
"time": 150.36467467900366,
|
|
"param": [
|
|
{
|
|
"p": 0.05981941521167755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048200491815805435,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08266501128673553,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06562567502260208,
|
|
"m": 0.8901844620704651
|
|
},
|
|
{
|
|
"p": 0.06726137548685074,
|
|
"m": 0.6339466571807861
|
|
},
|
|
{
|
|
"p": 0.06157561391592026,
|
|
"m": 0.9661261439323425
|
|
},
|
|
{
|
|
"p": 0.061318229883909225,
|
|
"m": 0.945997416973114
|
|
},
|
|
{
|
|
"p": 0.08749713003635406,
|
|
"m": 0.9676750302314758
|
|
},
|
|
{
|
|
"p": 0.07558651268482208,
|
|
"m": 0.9350059032440186
|
|
},
|
|
{
|
|
"p": 0.07094761729240417,
|
|
"m": 0.9621366262435913
|
|
},
|
|
{
|
|
"p": 0.1069149523973465,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08287805318832397,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07537348568439484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054336339235305786,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 101,
|
|
"train_loss": 0.7023162841796875,
|
|
"val_loss": 0.8128200769424438,
|
|
"acc": 72.61,
|
|
"time": 148.5925815840019,
|
|
"param": [
|
|
{
|
|
"p": 0.06584758311510086,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.024530548602342606,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12632399797439575,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042481351643800735,
|
|
"m": 0.8403273820877075
|
|
},
|
|
{
|
|
"p": 0.032630037516355515,
|
|
"m": 0.7819938063621521
|
|
},
|
|
{
|
|
"p": 0.06597643345594406,
|
|
"m": 0.9885722398757935
|
|
},
|
|
{
|
|
"p": 0.07510483264923096,
|
|
"m": 0.9765710234642029
|
|
},
|
|
{
|
|
"p": 0.08170431852340698,
|
|
"m": 0.8866766691207886
|
|
},
|
|
{
|
|
"p": 0.08763328194618225,
|
|
"m": 0.86224365234375
|
|
},
|
|
{
|
|
"p": 0.08112740516662598,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09109466522932053,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09026830643415451,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07159152626991272,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06368577480316162,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 102,
|
|
"train_loss": 0.7359386086463928,
|
|
"val_loss": 0.7440356612205505,
|
|
"acc": 72.29,
|
|
"time": 154.1755784199995,
|
|
"param": [
|
|
{
|
|
"p": 0.08805053681135178,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055734291672706604,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10309867560863495,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044314514845609665,
|
|
"m": 0.9281677007675171
|
|
},
|
|
{
|
|
"p": 0.031859301030635834,
|
|
"m": 0.6834535598754883
|
|
},
|
|
{
|
|
"p": 0.04337398335337639,
|
|
"m": 0.9706169366836548
|
|
},
|
|
{
|
|
"p": 0.05790701135993004,
|
|
"m": 0.9488905072212219
|
|
},
|
|
{
|
|
"p": 0.06680955737829208,
|
|
"m": 0.9704926013946533
|
|
},
|
|
{
|
|
"p": 0.06828741729259491,
|
|
"m": 0.8935127258300781
|
|
},
|
|
{
|
|
"p": 0.0642574355006218,
|
|
"m": 0.9357198476791382
|
|
},
|
|
{
|
|
"p": 0.09612639248371124,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09537478536367416,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09292139858007431,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09188471734523773,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 103,
|
|
"train_loss": 1.0021491050720215,
|
|
"val_loss": 0.6792993545532227,
|
|
"acc": 71.81,
|
|
"time": 146.953753597998,
|
|
"param": [
|
|
{
|
|
"p": 0.05142540857195854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06148494407534599,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08735574781894684,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05462851747870445,
|
|
"m": 0.9851335883140564
|
|
},
|
|
{
|
|
"p": 0.05324052274227142,
|
|
"m": 0.775425136089325
|
|
},
|
|
{
|
|
"p": 0.08890669792890549,
|
|
"m": 0.9551634788513184
|
|
},
|
|
{
|
|
"p": 0.07774648070335388,
|
|
"m": 0.9650566577911377
|
|
},
|
|
{
|
|
"p": 0.03680206462740898,
|
|
"m": 0.9336584806442261
|
|
},
|
|
{
|
|
"p": 0.09606632590293884,
|
|
"m": 0.9916543364524841
|
|
},
|
|
{
|
|
"p": 0.07078748941421509,
|
|
"m": 0.9051587581634521
|
|
},
|
|
{
|
|
"p": 0.07066644728183746,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06908684968948364,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0948183611035347,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08698413521051407,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 104,
|
|
"train_loss": 0.9550983905792236,
|
|
"val_loss": 0.9458565711975098,
|
|
"acc": 72.07,
|
|
"time": 148.07289450999815,
|
|
"param": [
|
|
{
|
|
"p": 0.09570980072021484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02793739177286625,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07316891103982925,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03846830129623413,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06380806863307953,
|
|
"m": 0.7514980435371399
|
|
},
|
|
{
|
|
"p": 0.0552610419690609,
|
|
"m": 0.9958780407905579
|
|
},
|
|
{
|
|
"p": 0.07971084862947464,
|
|
"m": 0.7923168540000916
|
|
},
|
|
{
|
|
"p": 0.05936083197593689,
|
|
"m": 0.9667028784751892
|
|
},
|
|
{
|
|
"p": 0.10776837170124054,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08625130355358124,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08954986184835434,
|
|
"m": 0.9745597839355469
|
|
},
|
|
{
|
|
"p": 0.0799580067396164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07975779473781586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0632895901799202,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 105,
|
|
"train_loss": 0.7875838875770569,
|
|
"val_loss": 1.0179282426834106,
|
|
"acc": 72.43,
|
|
"time": 136.02037451700016,
|
|
"param": [
|
|
{
|
|
"p": 0.08772286772727966,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05237950012087822,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07048037648200989,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06275378167629242,
|
|
"m": 0.9896793365478516
|
|
},
|
|
{
|
|
"p": 0.055711522698402405,
|
|
"m": 0.7209864854812622
|
|
},
|
|
{
|
|
"p": 0.06822425127029419,
|
|
"m": 0.8939182162284851
|
|
},
|
|
{
|
|
"p": 0.082766592502594,
|
|
"m": 0.8836570382118225
|
|
},
|
|
{
|
|
"p": 0.06309296190738678,
|
|
"m": 0.9979279637336731
|
|
},
|
|
{
|
|
"p": 0.07952816039323807,
|
|
"m": 0.97579425573349
|
|
},
|
|
{
|
|
"p": 0.07558650523424149,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06318708509206772,
|
|
"m": 0.9860895872116089
|
|
},
|
|
{
|
|
"p": 0.07719600945711136,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07855222374200821,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0828181803226471,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 106,
|
|
"train_loss": 0.8540481328964233,
|
|
"val_loss": 0.6994503736495972,
|
|
"acc": 72.06,
|
|
"time": 147.2653522680048,
|
|
"param": [
|
|
{
|
|
"p": 0.09130633622407913,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06380633264780045,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06898137927055359,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058283399790525436,
|
|
"m": 0.7694500684738159
|
|
},
|
|
{
|
|
"p": 0.04932931810617447,
|
|
"m": 0.8083791136741638
|
|
},
|
|
{
|
|
"p": 0.0380173996090889,
|
|
"m": 0.9072648286819458
|
|
},
|
|
{
|
|
"p": 0.05663638934493065,
|
|
"m": 0.8314554691314697
|
|
},
|
|
{
|
|
"p": 0.0797588974237442,
|
|
"m": 0.9329723119735718
|
|
},
|
|
{
|
|
"p": 0.07896281033754349,
|
|
"m": 0.980715274810791
|
|
},
|
|
{
|
|
"p": 0.08049112558364868,
|
|
"m": 0.9620776772499084
|
|
},
|
|
{
|
|
"p": 0.07686472684144974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08586857467889786,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09123750776052475,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08045576512813568,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 107,
|
|
"train_loss": 0.7900657653808594,
|
|
"val_loss": 0.8049647212028503,
|
|
"acc": 72.77,
|
|
"time": 147.8411126840001,
|
|
"param": [
|
|
{
|
|
"p": 0.07639933377504349,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05347677320241928,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07862681895494461,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05751721188426018,
|
|
"m": 0.838658332824707
|
|
},
|
|
{
|
|
"p": 0.0759938508272171,
|
|
"m": 0.7374862432479858
|
|
},
|
|
{
|
|
"p": 0.07167816162109375,
|
|
"m": 0.9136521220207214
|
|
},
|
|
{
|
|
"p": 0.06125444918870926,
|
|
"m": 0.8598414063453674
|
|
},
|
|
{
|
|
"p": 0.06559469550848007,
|
|
"m": 0.9951251745223999
|
|
},
|
|
{
|
|
"p": 0.07311695069074631,
|
|
"m": 0.9052016139030457
|
|
},
|
|
{
|
|
"p": 0.08593017607927322,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0663805603981018,
|
|
"m": 0.8674951791763306
|
|
},
|
|
{
|
|
"p": 0.06999187171459198,
|
|
"m": 0.9999217391014099
|
|
},
|
|
{
|
|
"p": 0.081781767308712,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08225737512111664,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 108,
|
|
"train_loss": 0.9190113544464111,
|
|
"val_loss": 0.792201578617096,
|
|
"acc": 72.37,
|
|
"time": 150.0156978820014,
|
|
"param": [
|
|
{
|
|
"p": 0.07429732382297516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06690853089094162,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07734876126050949,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05832814797759056,
|
|
"m": 0.8393221497535706
|
|
},
|
|
{
|
|
"p": 0.05514124035835266,
|
|
"m": 0.7757589221000671
|
|
},
|
|
{
|
|
"p": 0.04832170158624649,
|
|
"m": 0.9981865882873535
|
|
},
|
|
{
|
|
"p": 0.09291791915893555,
|
|
"m": 0.9529119729995728
|
|
},
|
|
{
|
|
"p": 0.08653201907873154,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06288108974695206,
|
|
"m": 0.9591014981269836
|
|
},
|
|
{
|
|
"p": 0.0809788629412651,
|
|
"m": 0.9943455457687378
|
|
},
|
|
{
|
|
"p": 0.07196066528558731,
|
|
"m": 0.9727919697761536
|
|
},
|
|
{
|
|
"p": 0.1006542220711708,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08185993880033493,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041869550943374634,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 109,
|
|
"train_loss": 0.7927834987640381,
|
|
"val_loss": 0.7799385190010071,
|
|
"acc": 72.24,
|
|
"time": 149.46407642000122,
|
|
"param": [
|
|
{
|
|
"p": 0.09846794605255127,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0705876424908638,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10520916432142258,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06509262323379517,
|
|
"m": 0.7729377150535583
|
|
},
|
|
{
|
|
"p": 0.019773347303271294,
|
|
"m": 0.7264634966850281
|
|
},
|
|
{
|
|
"p": 0.028363488614559174,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08990461379289627,
|
|
"m": 0.8827348947525024
|
|
},
|
|
{
|
|
"p": 0.055747684091329575,
|
|
"m": 0.9859376549720764
|
|
},
|
|
{
|
|
"p": 0.06203991174697876,
|
|
"m": 0.9027040600776672
|
|
},
|
|
{
|
|
"p": 0.09035732597112656,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059727590531110764,
|
|
"m": 0.969593346118927
|
|
},
|
|
{
|
|
"p": 0.06794900447130203,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08173102885484695,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10504864901304245,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 110,
|
|
"train_loss": 1.0570060014724731,
|
|
"val_loss": 0.9584339261054993,
|
|
"acc": 71.5,
|
|
"time": 148.75145258499833,
|
|
"param": [
|
|
{
|
|
"p": 0.07503703981637955,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05529714375734329,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07577883452177048,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07102353125810623,
|
|
"m": 0.8054962754249573
|
|
},
|
|
{
|
|
"p": 0.0702107772231102,
|
|
"m": 0.6434558033943176
|
|
},
|
|
{
|
|
"p": 0.07465635240077972,
|
|
"m": 0.9989973306655884
|
|
},
|
|
{
|
|
"p": 0.05921807140111923,
|
|
"m": 0.9234263300895691
|
|
},
|
|
{
|
|
"p": 0.0668015256524086,
|
|
"m": 0.9459232091903687
|
|
},
|
|
{
|
|
"p": 0.07570543885231018,
|
|
"m": 0.9639363288879395
|
|
},
|
|
{
|
|
"p": 0.08420252054929733,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06579070538282394,
|
|
"m": 0.9701782464981079
|
|
},
|
|
{
|
|
"p": 0.067152239382267,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07346212863922119,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08566361665725708,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 111,
|
|
"train_loss": 1.169650912284851,
|
|
"val_loss": 0.9077050685882568,
|
|
"acc": 71.1,
|
|
"time": 149.0015003669978,
|
|
"param": [
|
|
{
|
|
"p": 0.07928057760000229,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08159203827381134,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08330970257520676,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04939130321145058,
|
|
"m": 0.8042960166931152
|
|
},
|
|
{
|
|
"p": 0.07255276292562485,
|
|
"m": 0.6035898327827454
|
|
},
|
|
{
|
|
"p": 0.06006992980837822,
|
|
"m": 0.948070764541626
|
|
},
|
|
{
|
|
"p": 0.07522909343242645,
|
|
"m": 0.8789749145507812
|
|
},
|
|
{
|
|
"p": 0.07208938151597977,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07080913335084915,
|
|
"m": 0.9937742948532104
|
|
},
|
|
{
|
|
"p": 0.04577695205807686,
|
|
"m": 0.9796531200408936
|
|
},
|
|
{
|
|
"p": 0.07773435860872269,
|
|
"m": 0.8761485815048218
|
|
},
|
|
{
|
|
"p": 0.07337728142738342,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08659528195858002,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07219218462705612,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 112,
|
|
"train_loss": 0.7897690534591675,
|
|
"val_loss": 0.8666863441467285,
|
|
"acc": 72.65,
|
|
"time": 144.2639425660018,
|
|
"param": [
|
|
{
|
|
"p": 0.08689823746681213,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04223725572228432,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08935798704624176,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.033234935253858566,
|
|
"m": 0.8876787424087524
|
|
},
|
|
{
|
|
"p": 0.06540991365909576,
|
|
"m": 0.5861468315124512
|
|
},
|
|
{
|
|
"p": 0.0775606632232666,
|
|
"m": 0.963970959186554
|
|
},
|
|
{
|
|
"p": 0.06426098942756653,
|
|
"m": 0.9000775814056396
|
|
},
|
|
{
|
|
"p": 0.08482517302036285,
|
|
"m": 0.9404870867729187
|
|
},
|
|
{
|
|
"p": 0.06618063896894455,
|
|
"m": 0.9910427331924438
|
|
},
|
|
{
|
|
"p": 0.08731401711702347,
|
|
"m": 0.9623593091964722
|
|
},
|
|
{
|
|
"p": 0.07095208764076233,
|
|
"m": 0.8304567337036133
|
|
},
|
|
{
|
|
"p": 0.08334288001060486,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08752984553575516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06089535728096962,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 113,
|
|
"train_loss": 0.9334733486175537,
|
|
"val_loss": 0.8715127110481262,
|
|
"acc": 72.79,
|
|
"time": 130.01393425199785,
|
|
"param": [
|
|
{
|
|
"p": 0.059189245104789734,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09732212126255035,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04710359498858452,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04056033492088318,
|
|
"m": 0.8550899028778076
|
|
},
|
|
{
|
|
"p": 0.06015264615416527,
|
|
"m": 0.5377853512763977
|
|
},
|
|
{
|
|
"p": 0.07381583750247955,
|
|
"m": 0.9766027927398682
|
|
},
|
|
{
|
|
"p": 0.09016444534063339,
|
|
"m": 0.8419131636619568
|
|
},
|
|
{
|
|
"p": 0.04031829163432121,
|
|
"m": 0.9763977527618408
|
|
},
|
|
{
|
|
"p": 0.08142707496881485,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0807567611336708,
|
|
"m": 0.8808210492134094
|
|
},
|
|
{
|
|
"p": 0.08288706094026566,
|
|
"m": 0.8366425037384033
|
|
},
|
|
{
|
|
"p": 0.07677967846393585,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11591935902833939,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05360348895192146,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 114,
|
|
"train_loss": 0.6916555762290955,
|
|
"val_loss": 0.7648878693580627,
|
|
"acc": 72.88,
|
|
"time": 143.09106306500325,
|
|
"param": [
|
|
{
|
|
"p": 0.057660624384880066,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0787227526307106,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06825738400220871,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08188047260046005,
|
|
"m": 0.8904234766960144
|
|
},
|
|
{
|
|
"p": 0.03259889408946037,
|
|
"m": 0.4346483051776886
|
|
},
|
|
{
|
|
"p": 0.07453863322734833,
|
|
"m": 0.9350157380104065
|
|
},
|
|
{
|
|
"p": 0.05805649608373642,
|
|
"m": 0.7933366298675537
|
|
},
|
|
{
|
|
"p": 0.05207393318414688,
|
|
"m": 0.9331181645393372
|
|
},
|
|
{
|
|
"p": 0.09427622705698013,
|
|
"m": 0.9847894310951233
|
|
},
|
|
{
|
|
"p": 0.08411672711372375,
|
|
"m": 0.9332895874977112
|
|
},
|
|
{
|
|
"p": 0.10176070034503937,
|
|
"m": 0.9482825398445129
|
|
},
|
|
{
|
|
"p": 0.06935650110244751,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0732320100069046,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07346862554550171,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 115,
|
|
"train_loss": 0.9399115443229675,
|
|
"val_loss": 0.8007516264915466,
|
|
"acc": 72.79,
|
|
"time": 145.21953682000458,
|
|
"param": [
|
|
{
|
|
"p": 0.0807725116610527,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0514446459710598,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05523647367954254,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07005193084478378,
|
|
"m": 0.739112138748169
|
|
},
|
|
{
|
|
"p": 0.06620143353939056,
|
|
"m": 0.4547841250896454
|
|
},
|
|
{
|
|
"p": 0.06686649471521378,
|
|
"m": 0.9092767834663391
|
|
},
|
|
{
|
|
"p": 0.07974126189947128,
|
|
"m": 0.7601499557495117
|
|
},
|
|
{
|
|
"p": 0.07102226465940475,
|
|
"m": 0.9028831124305725
|
|
},
|
|
{
|
|
"p": 0.08549883961677551,
|
|
"m": 0.9384967088699341
|
|
},
|
|
{
|
|
"p": 0.06107683479785919,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04323992133140564,
|
|
"m": 0.9468013048171997
|
|
},
|
|
{
|
|
"p": 0.10095912963151932,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09061942249536514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0772688090801239,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 116,
|
|
"train_loss": 0.6764912009239197,
|
|
"val_loss": 0.642164409160614,
|
|
"acc": 72.5,
|
|
"time": 141.84049103800498,
|
|
"param": [
|
|
{
|
|
"p": 0.08874153345823288,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06605132669210434,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07653316855430603,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0489426925778389,
|
|
"m": 0.6709591150283813
|
|
},
|
|
{
|
|
"p": 0.03441125899553299,
|
|
"m": 0.5398749709129333
|
|
},
|
|
{
|
|
"p": 0.07212098687887192,
|
|
"m": 0.7741767168045044
|
|
},
|
|
{
|
|
"p": 0.06054821237921715,
|
|
"m": 0.9669839143753052
|
|
},
|
|
{
|
|
"p": 0.09485422819852829,
|
|
"m": 0.9008823037147522
|
|
},
|
|
{
|
|
"p": 0.09368500858545303,
|
|
"m": 0.9072576761245728
|
|
},
|
|
{
|
|
"p": 0.05408408120274544,
|
|
"m": 0.9842698574066162
|
|
},
|
|
{
|
|
"p": 0.09730947017669678,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09048355370759964,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07811582088470459,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044118672609329224,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 117,
|
|
"train_loss": 1.0046449899673462,
|
|
"val_loss": 0.7351706027984619,
|
|
"acc": 73.27,
|
|
"time": 134.79923689099815,
|
|
"param": [
|
|
{
|
|
"p": 0.05882681533694267,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0815090537071228,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0673503652215004,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08811961114406586,
|
|
"m": 0.7832271456718445
|
|
},
|
|
{
|
|
"p": 0.06331310421228409,
|
|
"m": 0.5849141478538513
|
|
},
|
|
{
|
|
"p": 0.09567390382289886,
|
|
"m": 0.8477324843406677
|
|
},
|
|
{
|
|
"p": 0.07135529071092606,
|
|
"m": 0.9993718862533569
|
|
},
|
|
{
|
|
"p": 0.05427820608019829,
|
|
"m": 0.9521411061286926
|
|
},
|
|
{
|
|
"p": 0.055726874619722366,
|
|
"m": 0.973149836063385
|
|
},
|
|
{
|
|
"p": 0.06064977869391441,
|
|
"m": 0.9762862920761108
|
|
},
|
|
{
|
|
"p": 0.08145533502101898,
|
|
"m": 0.9807375073432922
|
|
},
|
|
{
|
|
"p": 0.05837441235780716,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08240088075399399,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08096639811992645,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 118,
|
|
"train_loss": 0.6996847987174988,
|
|
"val_loss": 0.7583577036857605,
|
|
"acc": 73.38,
|
|
"time": 130.88067177899939,
|
|
"param": [
|
|
{
|
|
"p": 0.08331684023141861,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0653947964310646,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07482628524303436,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07188522815704346,
|
|
"m": 0.7604767084121704
|
|
},
|
|
{
|
|
"p": 0.061077605932950974,
|
|
"m": 0.582994818687439
|
|
},
|
|
{
|
|
"p": 0.08007077872753143,
|
|
"m": 0.9939321875572205
|
|
},
|
|
{
|
|
"p": 0.05638730898499489,
|
|
"m": 0.926490306854248
|
|
},
|
|
{
|
|
"p": 0.06232600286602974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06969884783029556,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07342969626188278,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0671640932559967,
|
|
"m": 0.9734145998954773
|
|
},
|
|
{
|
|
"p": 0.07743487507104874,
|
|
"m": 0.9930074214935303
|
|
},
|
|
{
|
|
"p": 0.0788750946521759,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07811251282691956,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 119,
|
|
"train_loss": 0.6350072622299194,
|
|
"val_loss": 0.8159249424934387,
|
|
"acc": 72.15,
|
|
"time": 149.07695842500107,
|
|
"param": [
|
|
{
|
|
"p": 0.08649162948131561,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056714169681072235,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12151144444942474,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06552859395742416,
|
|
"m": 0.8848552703857422
|
|
},
|
|
{
|
|
"p": 0.03355493023991585,
|
|
"m": 0.5437768697738647
|
|
},
|
|
{
|
|
"p": 0.04258615896105766,
|
|
"m": 0.9761589169502258
|
|
},
|
|
{
|
|
"p": 0.05882048234343529,
|
|
"m": 0.7765499353408813
|
|
},
|
|
{
|
|
"p": 0.07532314211130142,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06783324480056763,
|
|
"m": 0.9425997138023376
|
|
},
|
|
{
|
|
"p": 0.08517669886350632,
|
|
"m": 0.9497226476669312
|
|
},
|
|
{
|
|
"p": 0.06191471591591835,
|
|
"m": 0.9031211137771606
|
|
},
|
|
{
|
|
"p": 0.08828490972518921,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09837041050195694,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05788946896791458,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 120,
|
|
"train_loss": 0.8493853807449341,
|
|
"val_loss": 0.8895205855369568,
|
|
"acc": 71.99,
|
|
"time": 138.05855024700577,
|
|
"param": [
|
|
{
|
|
"p": 0.08711548149585724,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045511845499277115,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04712563008069992,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06258591264486313,
|
|
"m": 0.8615179061889648
|
|
},
|
|
{
|
|
"p": 0.049008049070835114,
|
|
"m": 0.5563341379165649
|
|
},
|
|
{
|
|
"p": 0.06791766732931137,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08666308969259262,
|
|
"m": 0.9134669899940491
|
|
},
|
|
{
|
|
"p": 0.07860762625932693,
|
|
"m": 0.9601507782936096
|
|
},
|
|
{
|
|
"p": 0.06845846027135849,
|
|
"m": 0.9189172387123108
|
|
},
|
|
{
|
|
"p": 0.06794610619544983,
|
|
"m": 0.953249454498291
|
|
},
|
|
{
|
|
"p": 0.0783638283610344,
|
|
"m": 0.9436864256858826
|
|
},
|
|
{
|
|
"p": 0.08440699428319931,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09205345064401627,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08423589915037155,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 121,
|
|
"train_loss": 0.7799198627471924,
|
|
"val_loss": 0.7864269018173218,
|
|
"acc": 72.36,
|
|
"time": 148.50531977300125,
|
|
"param": [
|
|
{
|
|
"p": 0.08833514153957367,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061480168253183365,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06346800178289413,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08897297829389572,
|
|
"m": 0.7944411039352417
|
|
},
|
|
{
|
|
"p": 0.04141112044453621,
|
|
"m": 0.40962836146354675
|
|
},
|
|
{
|
|
"p": 0.061653438955545425,
|
|
"m": 0.980456531047821
|
|
},
|
|
{
|
|
"p": 0.07213381677865982,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06980957835912704,
|
|
"m": 0.9817169904708862
|
|
},
|
|
{
|
|
"p": 0.07766924798488617,
|
|
"m": 0.999836802482605
|
|
},
|
|
{
|
|
"p": 0.08796963095664978,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056646913290023804,
|
|
"m": 0.9021655917167664
|
|
},
|
|
{
|
|
"p": 0.07547850161790848,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0810125321149826,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07395892590284348,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 122,
|
|
"train_loss": 0.699122428894043,
|
|
"val_loss": 0.7139505743980408,
|
|
"acc": 73.37,
|
|
"time": 152.1297157709996,
|
|
"param": [
|
|
{
|
|
"p": 0.0941496342420578,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.031554821878671646,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08839582651853561,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05626634135842323,
|
|
"m": 0.727619469165802
|
|
},
|
|
{
|
|
"p": 0.05005806311964989,
|
|
"m": 0.4952220618724823
|
|
},
|
|
{
|
|
"p": 0.04245874285697937,
|
|
"m": 0.9115370512008667
|
|
},
|
|
{
|
|
"p": 0.07957569509744644,
|
|
"m": 0.9898902177810669
|
|
},
|
|
{
|
|
"p": 0.04782196506857872,
|
|
"m": 0.9082390666007996
|
|
},
|
|
{
|
|
"p": 0.10077931731939316,
|
|
"m": 0.9727924466133118
|
|
},
|
|
{
|
|
"p": 0.09199944138526917,
|
|
"m": 0.9869913458824158
|
|
},
|
|
{
|
|
"p": 0.0821666494011879,
|
|
"m": 0.9858788251876831
|
|
},
|
|
{
|
|
"p": 0.07757718861103058,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08996140956878662,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06723496317863464,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 123,
|
|
"train_loss": 0.9184285998344421,
|
|
"val_loss": 0.8797680139541626,
|
|
"acc": 72.69,
|
|
"time": 145.49866848399688,
|
|
"param": [
|
|
{
|
|
"p": 0.09364388883113861,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04453790932893753,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08343766629695892,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02960376627743244,
|
|
"m": 0.7940172553062439
|
|
},
|
|
{
|
|
"p": 0.0361565463244915,
|
|
"m": 0.48192092776298523
|
|
},
|
|
{
|
|
"p": 0.06058221682906151,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05283712223172188,
|
|
"m": 0.9906508922576904
|
|
},
|
|
{
|
|
"p": 0.07731101661920547,
|
|
"m": 0.9273709654808044
|
|
},
|
|
{
|
|
"p": 0.08492571860551834,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0678962767124176,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08442883938550949,
|
|
"m": 0.9635854959487915
|
|
},
|
|
{
|
|
"p": 0.10085103660821915,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08873958885669708,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09504842758178711,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 124,
|
|
"train_loss": 0.7236337661743164,
|
|
"val_loss": 0.9362491965293884,
|
|
"acc": 71.74,
|
|
"time": 140.80085733300075,
|
|
"param": [
|
|
{
|
|
"p": 0.07007161527872086,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06914076209068298,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07392141222953796,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06981424242258072,
|
|
"m": 0.8076772689819336
|
|
},
|
|
{
|
|
"p": 0.05933007225394249,
|
|
"m": 0.5764857530593872
|
|
},
|
|
{
|
|
"p": 0.06768809258937836,
|
|
"m": 0.8775345683097839
|
|
},
|
|
{
|
|
"p": 0.037802454084157944,
|
|
"m": 0.922029435634613
|
|
},
|
|
{
|
|
"p": 0.08913026750087738,
|
|
"m": 0.7917316555976868
|
|
},
|
|
{
|
|
"p": 0.06000340357422829,
|
|
"m": 0.9554028511047363
|
|
},
|
|
{
|
|
"p": 0.0762675553560257,
|
|
"m": 0.9532147645950317
|
|
},
|
|
{
|
|
"p": 0.07715452462434769,
|
|
"m": 0.9752444624900818
|
|
},
|
|
{
|
|
"p": 0.09013316035270691,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08283224701881409,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0767102763056755,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 125,
|
|
"train_loss": 0.7922950387001038,
|
|
"val_loss": 0.7826136946678162,
|
|
"acc": 72.96,
|
|
"time": 148.61056898099923,
|
|
"param": [
|
|
{
|
|
"p": 0.0798286721110344,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05719604715704918,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07510920614004135,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05613143369555473,
|
|
"m": 0.8734878301620483
|
|
},
|
|
{
|
|
"p": 0.09785418957471848,
|
|
"m": 0.4901842176914215
|
|
},
|
|
{
|
|
"p": 0.05846433714032173,
|
|
"m": 0.8309189677238464
|
|
},
|
|
{
|
|
"p": 0.07433275133371353,
|
|
"m": 0.8477934002876282
|
|
},
|
|
{
|
|
"p": 0.050412777811288834,
|
|
"m": 0.8539330959320068
|
|
},
|
|
{
|
|
"p": 0.07501000165939331,
|
|
"m": 0.9993324875831604
|
|
},
|
|
{
|
|
"p": 0.04943859204649925,
|
|
"m": 0.9289320707321167
|
|
},
|
|
{
|
|
"p": 0.09414217621088028,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08265247195959091,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08138452470302582,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06804272532463074,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 126,
|
|
"train_loss": 0.8658950328826904,
|
|
"val_loss": 0.8642657995223999,
|
|
"acc": 72.6,
|
|
"time": 150.11351958400337,
|
|
"param": [
|
|
{
|
|
"p": 0.06277260929346085,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04514571279287338,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08771254867315292,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06890334188938141,
|
|
"m": 0.9289787411689758
|
|
},
|
|
{
|
|
"p": 0.06920260190963745,
|
|
"m": 0.5344404578208923
|
|
},
|
|
{
|
|
"p": 0.065917007625103,
|
|
"m": 0.7109314799308777
|
|
},
|
|
{
|
|
"p": 0.07527340203523636,
|
|
"m": 0.9163492918014526
|
|
},
|
|
{
|
|
"p": 0.0841241404414177,
|
|
"m": 0.8717736601829529
|
|
},
|
|
{
|
|
"p": 0.051636792719364166,
|
|
"m": 0.988358736038208
|
|
},
|
|
{
|
|
"p": 0.06791069358587265,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0882834941148758,
|
|
"m": 0.9776926636695862
|
|
},
|
|
{
|
|
"p": 0.06490508466959,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09305156767368317,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0751609355211258,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 127,
|
|
"train_loss": 1.0659008026123047,
|
|
"val_loss": 0.8797810673713684,
|
|
"acc": 71.49,
|
|
"time": 138.4340469430026,
|
|
"param": [
|
|
{
|
|
"p": 0.07890733331441879,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047267328947782516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07013489305973053,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06891321390867233,
|
|
"m": 0.8870805501937866
|
|
},
|
|
{
|
|
"p": 0.060098420828580856,
|
|
"m": 0.7377543449401855
|
|
},
|
|
{
|
|
"p": 0.10049422830343246,
|
|
"m": 0.6417421698570251
|
|
},
|
|
{
|
|
"p": 0.059001412242650986,
|
|
"m": 0.8717668056488037
|
|
},
|
|
{
|
|
"p": 0.038892291486263275,
|
|
"m": 0.9232177734375
|
|
},
|
|
{
|
|
"p": 0.07326488941907883,
|
|
"m": 0.9928293824195862
|
|
},
|
|
{
|
|
"p": 0.06439340859651566,
|
|
"m": 0.9667119979858398
|
|
},
|
|
{
|
|
"p": 0.08163652569055557,
|
|
"m": 0.9461036920547485
|
|
},
|
|
{
|
|
"p": 0.10393723845481873,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0696115717291832,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08344733715057373,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 128,
|
|
"train_loss": 0.7686625719070435,
|
|
"val_loss": 0.780159592628479,
|
|
"acc": 72.29,
|
|
"time": 142.34830275199784,
|
|
"param": [
|
|
{
|
|
"p": 0.07017672806978226,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0873275175690651,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06087995693087578,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06887366622686386,
|
|
"m": 0.8501095771789551
|
|
},
|
|
{
|
|
"p": 0.051098357886075974,
|
|
"m": 0.7977064251899719
|
|
},
|
|
{
|
|
"p": 0.06365525722503662,
|
|
"m": 0.8425063490867615
|
|
},
|
|
{
|
|
"p": 0.046393200755119324,
|
|
"m": 0.8893585801124573
|
|
},
|
|
{
|
|
"p": 0.053873445838689804,
|
|
"m": 0.8948242664337158
|
|
},
|
|
{
|
|
"p": 0.08286675065755844,
|
|
"m": 0.9897323250770569
|
|
},
|
|
{
|
|
"p": 0.08635766059160233,
|
|
"m": 0.8824473023414612
|
|
},
|
|
{
|
|
"p": 0.08538943529129028,
|
|
"m": 0.9818477034568787
|
|
},
|
|
{
|
|
"p": 0.07882250845432281,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07733913511037827,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08694645762443542,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 129,
|
|
"train_loss": 0.7986783385276794,
|
|
"val_loss": 0.9371119141578674,
|
|
"acc": 72.84,
|
|
"time": 140.29710409599647,
|
|
"param": [
|
|
{
|
|
"p": 0.05827544257044792,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06348943710327148,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06543292105197906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09692221134901047,
|
|
"m": 0.783484935760498
|
|
},
|
|
{
|
|
"p": 0.057120103389024734,
|
|
"m": 0.9365838766098022
|
|
},
|
|
{
|
|
"p": 0.06980514526367188,
|
|
"m": 0.9149974584579468
|
|
},
|
|
{
|
|
"p": 0.07270567864179611,
|
|
"m": 0.821543276309967
|
|
},
|
|
{
|
|
"p": 0.058631159365177155,
|
|
"m": 0.8985996842384338
|
|
},
|
|
{
|
|
"p": 0.05108869448304176,
|
|
"m": 0.9391062259674072
|
|
},
|
|
{
|
|
"p": 0.07910337299108505,
|
|
"m": 0.9739868640899658
|
|
},
|
|
{
|
|
"p": 0.08808571845293045,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04925363510847092,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08673378080129623,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10335272550582886,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 130,
|
|
"train_loss": 1.0148676633834839,
|
|
"val_loss": 0.7923884391784668,
|
|
"acc": 72.46,
|
|
"time": 131.71602719700604,
|
|
"param": [
|
|
{
|
|
"p": 0.05892616882920265,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06639648228883743,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09418027848005295,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04493265226483345,
|
|
"m": 0.9062256813049316
|
|
},
|
|
{
|
|
"p": 0.061106860637664795,
|
|
"m": 0.9809186458587646
|
|
},
|
|
{
|
|
"p": 0.0474584698677063,
|
|
"m": 0.930947482585907
|
|
},
|
|
{
|
|
"p": 0.10501740872859955,
|
|
"m": 0.6712356209754944
|
|
},
|
|
{
|
|
"p": 0.04921722784638405,
|
|
"m": 0.8053137063980103
|
|
},
|
|
{
|
|
"p": 0.07134377211332321,
|
|
"m": 0.9933149814605713
|
|
},
|
|
{
|
|
"p": 0.065202496945858,
|
|
"m": 0.9771945476531982
|
|
},
|
|
{
|
|
"p": 0.08769839257001877,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08474279940128326,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07230211049318314,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09147492051124573,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 131,
|
|
"train_loss": 0.8253703713417053,
|
|
"val_loss": 0.7750082015991211,
|
|
"acc": 73.02,
|
|
"time": 147.1703950020019,
|
|
"param": [
|
|
{
|
|
"p": 0.08347679674625397,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06562390923500061,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08158276230096817,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04597768560051918,
|
|
"m": 0.886134684085846
|
|
},
|
|
{
|
|
"p": 0.08265370875597,
|
|
"m": 0.9427787661552429
|
|
},
|
|
{
|
|
"p": 0.04870292916893959,
|
|
"m": 0.9993741512298584
|
|
},
|
|
{
|
|
"p": 0.05247187614440918,
|
|
"m": 0.5479241609573364
|
|
},
|
|
{
|
|
"p": 0.0842306911945343,
|
|
"m": 0.9550004601478577
|
|
},
|
|
{
|
|
"p": 0.05573354661464691,
|
|
"m": 0.9188392758369446
|
|
},
|
|
{
|
|
"p": 0.0876498594880104,
|
|
"m": 0.8537328839302063
|
|
},
|
|
{
|
|
"p": 0.04609115794301033,
|
|
"m": 0.9980442523956299
|
|
},
|
|
{
|
|
"p": 0.09317930787801743,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07811177521944046,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09451395273208618,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 132,
|
|
"train_loss": 0.8642055988311768,
|
|
"val_loss": 0.9390509724617004,
|
|
"acc": 72.89,
|
|
"time": 140.51308241600054,
|
|
"param": [
|
|
{
|
|
"p": 0.0721188485622406,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06675542891025543,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06251398473978043,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07926356792449951,
|
|
"m": 0.9875062704086304
|
|
},
|
|
{
|
|
"p": 0.039650045335292816,
|
|
"m": 0.784514844417572
|
|
},
|
|
{
|
|
"p": 0.0688323825597763,
|
|
"m": 0.972705066204071
|
|
},
|
|
{
|
|
"p": 0.07681282609701157,
|
|
"m": 0.5982922911643982
|
|
},
|
|
{
|
|
"p": 0.082114078104496,
|
|
"m": 0.9762567281723022
|
|
},
|
|
{
|
|
"p": 0.06496955454349518,
|
|
"m": 0.8426381945610046
|
|
},
|
|
{
|
|
"p": 0.09760164469480515,
|
|
"m": 0.7980536818504333
|
|
},
|
|
{
|
|
"p": 0.08219141513109207,
|
|
"m": 0.9852697849273682
|
|
},
|
|
{
|
|
"p": 0.08127208054065704,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06526859849691391,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06063546985387802,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 133,
|
|
"train_loss": 0.5777400732040405,
|
|
"val_loss": 0.9467793107032776,
|
|
"acc": 73.23,
|
|
"time": 133.620508891996,
|
|
"param": [
|
|
{
|
|
"p": 0.049195803701877594,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06669682264328003,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07405482232570648,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06823913007974625,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0523405522108078,
|
|
"m": 0.7157702445983887
|
|
},
|
|
{
|
|
"p": 0.06428264826536179,
|
|
"m": 0.7585252523422241
|
|
},
|
|
{
|
|
"p": 0.07274017482995987,
|
|
"m": 0.6747084856033325
|
|
},
|
|
{
|
|
"p": 0.07429974526166916,
|
|
"m": 0.9472882747650146
|
|
},
|
|
{
|
|
"p": 0.06851711124181747,
|
|
"m": 0.9253345727920532
|
|
},
|
|
{
|
|
"p": 0.07457970082759857,
|
|
"m": 0.8725926280021667
|
|
},
|
|
{
|
|
"p": 0.06419278681278229,
|
|
"m": 0.9476625919342041
|
|
},
|
|
{
|
|
"p": 0.10070599615573883,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0890187993645668,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08113594353199005,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 134,
|
|
"train_loss": 0.7198563814163208,
|
|
"val_loss": 0.7335321307182312,
|
|
"acc": 72.98,
|
|
"time": 150.2323488480033,
|
|
"param": [
|
|
{
|
|
"p": 0.09295289218425751,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05338473245501518,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08113320916891098,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04473939910531044,
|
|
"m": 0.9533662796020508
|
|
},
|
|
{
|
|
"p": 0.07352817058563232,
|
|
"m": 0.7856295704841614
|
|
},
|
|
{
|
|
"p": 0.08678105473518372,
|
|
"m": 0.8376933336257935
|
|
},
|
|
{
|
|
"p": 0.08829564601182938,
|
|
"m": 0.7959012985229492
|
|
},
|
|
{
|
|
"p": 0.06282196938991547,
|
|
"m": 0.9124175906181335
|
|
},
|
|
{
|
|
"p": 0.06459877640008926,
|
|
"m": 0.9996339082717896
|
|
},
|
|
{
|
|
"p": 0.09767794609069824,
|
|
"m": 0.8962786197662354
|
|
},
|
|
{
|
|
"p": 0.03994057700037956,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05365551635622978,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08491078019142151,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07557927072048187,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 135,
|
|
"train_loss": 0.895453929901123,
|
|
"val_loss": 0.8348920345306396,
|
|
"acc": 72.47,
|
|
"time": 140.653234272002,
|
|
"param": [
|
|
{
|
|
"p": 0.080964095890522,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07277125120162964,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05805782601237297,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07393374294042587,
|
|
"m": 0.9034927487373352
|
|
},
|
|
{
|
|
"p": 0.0485374741256237,
|
|
"m": 0.7396191358566284
|
|
},
|
|
{
|
|
"p": 0.0668477937579155,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06083718314766884,
|
|
"m": 0.8246461153030396
|
|
},
|
|
{
|
|
"p": 0.07574436068534851,
|
|
"m": 0.8856737613677979
|
|
},
|
|
{
|
|
"p": 0.084986612200737,
|
|
"m": 0.9105328321456909
|
|
},
|
|
{
|
|
"p": 0.06215028092265129,
|
|
"m": 0.9902963042259216
|
|
},
|
|
{
|
|
"p": 0.06299100071191788,
|
|
"m": 0.9115253686904907
|
|
},
|
|
{
|
|
"p": 0.10084522515535355,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08437485247850418,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06695829331874847,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 136,
|
|
"train_loss": 0.8980340361595154,
|
|
"val_loss": 0.9509338140487671,
|
|
"acc": 73.31,
|
|
"time": 143.90468263100774,
|
|
"param": [
|
|
{
|
|
"p": 0.06369952112436295,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0770372599363327,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08834952116012573,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049893155694007874,
|
|
"m": 0.7942865490913391
|
|
},
|
|
{
|
|
"p": 0.0689665898680687,
|
|
"m": 0.7528536915779114
|
|
},
|
|
{
|
|
"p": 0.05776401609182358,
|
|
"m": 0.968421459197998
|
|
},
|
|
{
|
|
"p": 0.06378041207790375,
|
|
"m": 0.7268794775009155
|
|
},
|
|
{
|
|
"p": 0.0530586764216423,
|
|
"m": 0.890023410320282
|
|
},
|
|
{
|
|
"p": 0.07754142582416534,
|
|
"m": 0.9338639378547668
|
|
},
|
|
{
|
|
"p": 0.08696138113737106,
|
|
"m": 0.9993537068367004
|
|
},
|
|
{
|
|
"p": 0.07491825520992279,
|
|
"m": 0.9707938432693481
|
|
},
|
|
{
|
|
"p": 0.07678427547216415,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08742178976535797,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0738237127661705,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 137,
|
|
"train_loss": 0.6694273352622986,
|
|
"val_loss": 0.6923168301582336,
|
|
"acc": 72.97,
|
|
"time": 149.35860552400118,
|
|
"param": [
|
|
{
|
|
"p": 0.13435305655002594,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0648982971906662,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06654291599988937,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05575454980134964,
|
|
"m": 0.7334535121917725
|
|
},
|
|
{
|
|
"p": 0.04726804047822952,
|
|
"m": 0.6310350298881531
|
|
},
|
|
{
|
|
"p": 0.04023720696568489,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06342297792434692,
|
|
"m": 0.8565182685852051
|
|
},
|
|
{
|
|
"p": 0.0696236714720726,
|
|
"m": 0.9096131920814514
|
|
},
|
|
{
|
|
"p": 0.08743466436862946,
|
|
"m": 0.9595141410827637
|
|
},
|
|
{
|
|
"p": 0.06547217071056366,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07771172374486923,
|
|
"m": 0.9728453159332275
|
|
},
|
|
{
|
|
"p": 0.07178565114736557,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08800504356622696,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06749007850885391,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 138,
|
|
"train_loss": 0.6440081596374512,
|
|
"val_loss": 0.7466427087783813,
|
|
"acc": 72.63,
|
|
"time": 153.0603219600016,
|
|
"param": [
|
|
{
|
|
"p": 0.07756630331277847,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06488669663667679,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09577059745788574,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060281649231910706,
|
|
"m": 0.7639994025230408
|
|
},
|
|
{
|
|
"p": 0.06552771478891373,
|
|
"m": 0.4972509741783142
|
|
},
|
|
{
|
|
"p": 0.046202171593904495,
|
|
"m": 0.9802018404006958
|
|
},
|
|
{
|
|
"p": 0.07837209850549698,
|
|
"m": 0.8459154367446899
|
|
},
|
|
{
|
|
"p": 0.07622063905000687,
|
|
"m": 0.9346482753753662
|
|
},
|
|
{
|
|
"p": 0.07970136404037476,
|
|
"m": 0.928354024887085
|
|
},
|
|
{
|
|
"p": 0.07300134748220444,
|
|
"m": 0.9967696070671082
|
|
},
|
|
{
|
|
"p": 0.0204266756772995,
|
|
"m": 0.9572582840919495
|
|
},
|
|
{
|
|
"p": 0.10422055423259735,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08281128108501434,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07501078397035599,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 139,
|
|
"train_loss": 0.6131095886230469,
|
|
"val_loss": 0.8568933010101318,
|
|
"acc": 72.76,
|
|
"time": 144.95915337800398,
|
|
"param": [
|
|
{
|
|
"p": 0.09005101025104523,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04587189853191376,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09160731732845306,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06564152240753174,
|
|
"m": 0.6890968084335327
|
|
},
|
|
{
|
|
"p": 0.05966972932219505,
|
|
"m": 0.37643909454345703
|
|
},
|
|
{
|
|
"p": 0.06723863631486893,
|
|
"m": 0.9855783581733704
|
|
},
|
|
{
|
|
"p": 0.044310811907052994,
|
|
"m": 0.9266980886459351
|
|
},
|
|
{
|
|
"p": 0.07266583293676376,
|
|
"m": 0.9591153264045715
|
|
},
|
|
{
|
|
"p": 0.05741114541888237,
|
|
"m": 0.7813538312911987
|
|
},
|
|
{
|
|
"p": 0.08966302126646042,
|
|
"m": 0.9882591366767883
|
|
},
|
|
{
|
|
"p": 0.07466554641723633,
|
|
"m": 0.8891775012016296
|
|
},
|
|
{
|
|
"p": 0.05352609232068062,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10099818557500839,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08667916804552078,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 140,
|
|
"train_loss": 0.6612321138381958,
|
|
"val_loss": 0.983457624912262,
|
|
"acc": 73.19,
|
|
"time": 148.68680648400914,
|
|
"param": [
|
|
{
|
|
"p": 0.0905144214630127,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06383631378412247,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06659088283777237,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06926856189966202,
|
|
"m": 0.7415587306022644
|
|
},
|
|
{
|
|
"p": 0.07409907132387161,
|
|
"m": 0.19829842448234558
|
|
},
|
|
{
|
|
"p": 0.05883010849356651,
|
|
"m": 0.8940080404281616
|
|
},
|
|
{
|
|
"p": 0.083216093480587,
|
|
"m": 0.8085230588912964
|
|
},
|
|
{
|
|
"p": 0.06710515916347504,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05827855318784714,
|
|
"m": 0.8213256597518921
|
|
},
|
|
{
|
|
"p": 0.059981413185596466,
|
|
"m": 0.9131833910942078
|
|
},
|
|
{
|
|
"p": 0.07753514498472214,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06776957213878632,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09149574488401413,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147900760173798,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 141,
|
|
"train_loss": 0.5675082206726074,
|
|
"val_loss": 0.8272806406021118,
|
|
"acc": 72.64,
|
|
"time": 149.45334019699658,
|
|
"param": [
|
|
{
|
|
"p": 0.055487919598817825,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06051336228847504,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07988761365413666,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06651216000318527,
|
|
"m": 0.8244666457176208
|
|
},
|
|
{
|
|
"p": 0.07711564004421234,
|
|
"m": 0.2555113434791565
|
|
},
|
|
{
|
|
"p": 0.059408772736787796,
|
|
"m": 0.8247023224830627
|
|
},
|
|
{
|
|
"p": 0.06104295700788498,
|
|
"m": 0.6772859692573547
|
|
},
|
|
{
|
|
"p": 0.08941107988357544,
|
|
"m": 0.9521880745887756
|
|
},
|
|
{
|
|
"p": 0.07849891483783722,
|
|
"m": 0.8694518804550171
|
|
},
|
|
{
|
|
"p": 0.07458983361721039,
|
|
"m": 0.9654830694198608
|
|
},
|
|
{
|
|
"p": 0.060429517179727554,
|
|
"m": 0.9166557788848877
|
|
},
|
|
{
|
|
"p": 0.0778568759560585,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08816894143819809,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0710764080286026,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 142,
|
|
"train_loss": 0.7276210784912109,
|
|
"val_loss": 0.8305811285972595,
|
|
"acc": 73.78,
|
|
"time": 141.84653465100564,
|
|
"param": [
|
|
{
|
|
"p": 0.056318867951631546,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05713289603590965,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07720978558063507,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146613299846649,
|
|
"m": 0.9306468963623047
|
|
},
|
|
{
|
|
"p": 0.07540242373943329,
|
|
"m": 0.10436789691448212
|
|
},
|
|
{
|
|
"p": 0.059025876224040985,
|
|
"m": 0.7775951027870178
|
|
},
|
|
{
|
|
"p": 0.06470027565956116,
|
|
"m": 0.7643361687660217
|
|
},
|
|
{
|
|
"p": 0.07276023179292679,
|
|
"m": 0.9901883006095886
|
|
},
|
|
{
|
|
"p": 0.08024809509515762,
|
|
"m": 0.8209587931632996
|
|
},
|
|
{
|
|
"p": 0.06355959922075272,
|
|
"m": 0.9838421940803528
|
|
},
|
|
{
|
|
"p": 0.0932103767991066,
|
|
"m": 0.8714321255683899
|
|
},
|
|
{
|
|
"p": 0.08312249183654785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07473232597112656,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07111065089702606,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 143,
|
|
"train_loss": 0.642451286315918,
|
|
"val_loss": 0.7687928080558777,
|
|
"acc": 73.91,
|
|
"time": 136.98715205700137,
|
|
"param": [
|
|
{
|
|
"p": 0.07086599618196487,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05837373808026314,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05637599527835846,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08292723447084427,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05512736365199089,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.07704681158065796,
|
|
"m": 0.8304636478424072
|
|
},
|
|
{
|
|
"p": 0.06881208717823029,
|
|
"m": 0.8237466812133789
|
|
},
|
|
{
|
|
"p": 0.07362399995326996,
|
|
"m": 0.8258156776428223
|
|
},
|
|
{
|
|
"p": 0.10179691016674042,
|
|
"m": 0.9789770245552063
|
|
},
|
|
{
|
|
"p": 0.07958783209323883,
|
|
"m": 0.9991933703422546
|
|
},
|
|
{
|
|
"p": 0.05766161531209946,
|
|
"m": 0.8878216743469238
|
|
},
|
|
{
|
|
"p": 0.06781701743602753,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05324449762701988,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09673897176980972,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 144,
|
|
"train_loss": 0.5237187743186951,
|
|
"val_loss": 0.7355737686157227,
|
|
"acc": 72.98,
|
|
"time": 143.28247833199566,
|
|
"param": [
|
|
{
|
|
"p": 0.06778756529092789,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08973273634910583,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06018637493252754,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06299511343240738,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06969054788351059,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.06598545610904694,
|
|
"m": 0.8436954617500305
|
|
},
|
|
{
|
|
"p": 0.07661961019039154,
|
|
"m": 0.766541600227356
|
|
},
|
|
{
|
|
"p": 0.06168757751584053,
|
|
"m": 0.9062227010726929
|
|
},
|
|
{
|
|
"p": 0.0705098882317543,
|
|
"m": 0.9638664126396179
|
|
},
|
|
{
|
|
"p": 0.061525072902441025,
|
|
"m": 0.9505676031112671
|
|
},
|
|
{
|
|
"p": 0.09650031477212906,
|
|
"m": 0.9461023807525635
|
|
},
|
|
{
|
|
"p": 0.08253414183855057,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08449944108724594,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04974615201354027,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 145,
|
|
"train_loss": 0.6859346032142639,
|
|
"val_loss": 0.8033615350723267,
|
|
"acc": 73.55,
|
|
"time": 149.7363581850077,
|
|
"param": [
|
|
{
|
|
"p": 0.06446554511785507,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07265334576368332,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06871143728494644,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07152330130338669,
|
|
"m": 0.9407925009727478
|
|
},
|
|
{
|
|
"p": 0.07013611495494843,
|
|
"m": 0.004594526719301939
|
|
},
|
|
{
|
|
"p": 0.09375424683094025,
|
|
"m": 0.7468854784965515
|
|
},
|
|
{
|
|
"p": 0.06305783241987228,
|
|
"m": 0.7445670366287231
|
|
},
|
|
{
|
|
"p": 0.06688302010297775,
|
|
"m": 0.9581575989723206
|
|
},
|
|
{
|
|
"p": 0.05252821370959282,
|
|
"m": 0.9338820576667786
|
|
},
|
|
{
|
|
"p": 0.06941847503185272,
|
|
"m": 0.8259817957878113
|
|
},
|
|
{
|
|
"p": 0.09459695965051651,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08081955462694168,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04861469194293022,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0828372910618782,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 146,
|
|
"train_loss": 0.7412685751914978,
|
|
"val_loss": 0.9347156286239624,
|
|
"acc": 73.54,
|
|
"time": 148.75474734199815,
|
|
"param": [
|
|
{
|
|
"p": 0.06690847128629684,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05900394916534424,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0795726329088211,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04515920206904411,
|
|
"m": 0.9436835646629333
|
|
},
|
|
{
|
|
"p": 0.08181312680244446,
|
|
"m": 0.10279020667076111
|
|
},
|
|
{
|
|
"p": 0.07992396503686905,
|
|
"m": 0.6235191226005554
|
|
},
|
|
{
|
|
"p": 0.08545022457838058,
|
|
"m": 0.7820329070091248
|
|
},
|
|
{
|
|
"p": 0.060306426137685776,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08699103444814682,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07169421762228012,
|
|
"m": 0.9469694495201111
|
|
},
|
|
{
|
|
"p": 0.0712260752916336,
|
|
"m": 0.9880922436714172
|
|
},
|
|
{
|
|
"p": 0.07205890864133835,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06781940162181854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0720723569393158,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 147,
|
|
"train_loss": 0.6577110290527344,
|
|
"val_loss": 0.8512696623802185,
|
|
"acc": 73.19,
|
|
"time": 146.9254290139943,
|
|
"param": [
|
|
{
|
|
"p": 0.09568288177251816,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038588158786296844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06198088452219963,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0780155211687088,
|
|
"m": 0.9637724161148071
|
|
},
|
|
{
|
|
"p": 0.06010949984192848,
|
|
"m": 0.12980447709560394
|
|
},
|
|
{
|
|
"p": 0.07062754034996033,
|
|
"m": 0.5803185701370239
|
|
},
|
|
{
|
|
"p": 0.07035734504461288,
|
|
"m": 0.793444812297821
|
|
},
|
|
{
|
|
"p": 0.07320012897253036,
|
|
"m": 0.9588080048561096
|
|
},
|
|
{
|
|
"p": 0.08494679629802704,
|
|
"m": 0.9203500151634216
|
|
},
|
|
{
|
|
"p": 0.06549333781003952,
|
|
"m": 0.8899857997894287
|
|
},
|
|
{
|
|
"p": 0.07782281935214996,
|
|
"m": 0.8420782089233398
|
|
},
|
|
{
|
|
"p": 0.05336502566933632,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10088382661342621,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06892622262239456,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 148,
|
|
"train_loss": 0.7449296116828918,
|
|
"val_loss": 0.7935620546340942,
|
|
"acc": 72.62,
|
|
"time": 148.22779754000658,
|
|
"param": [
|
|
{
|
|
"p": 0.06945206969976425,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07952232658863068,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10230007022619247,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09133829176425934,
|
|
"m": 0.8277462124824524
|
|
},
|
|
{
|
|
"p": 0.06362112611532211,
|
|
"m": 0.26299387216567993
|
|
},
|
|
{
|
|
"p": 0.0786592960357666,
|
|
"m": 0.48605602979660034
|
|
},
|
|
{
|
|
"p": 0.05345477536320686,
|
|
"m": 0.765701949596405
|
|
},
|
|
{
|
|
"p": 0.05788009241223335,
|
|
"m": 0.9731689691543579
|
|
},
|
|
{
|
|
"p": 0.04986164718866348,
|
|
"m": 0.9176149964332581
|
|
},
|
|
{
|
|
"p": 0.052278805524110794,
|
|
"m": 0.9276357293128967
|
|
},
|
|
{
|
|
"p": 0.06734919548034668,
|
|
"m": 0.8864572644233704
|
|
},
|
|
{
|
|
"p": 0.08409996330738068,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0793975293636322,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07078483700752258,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 149,
|
|
"train_loss": 0.5816993713378906,
|
|
"val_loss": 0.7911890745162964,
|
|
"acc": 72.98,
|
|
"time": 149.21882999200898,
|
|
"param": [
|
|
{
|
|
"p": 0.07763867825269699,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051439180970191956,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07466818392276764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08616555482149124,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05905035138130188,
|
|
"m": 0.1542544811964035
|
|
},
|
|
{
|
|
"p": 0.07119269669055939,
|
|
"m": 0.3621971607208252
|
|
},
|
|
{
|
|
"p": 0.08470050245523453,
|
|
"m": 0.8761700391769409
|
|
},
|
|
{
|
|
"p": 0.08480928838253021,
|
|
"m": 0.9947888255119324
|
|
},
|
|
{
|
|
"p": 0.05812928080558777,
|
|
"m": 0.9157506227493286
|
|
},
|
|
{
|
|
"p": 0.07891234010457993,
|
|
"m": 0.9022145867347717
|
|
},
|
|
{
|
|
"p": 0.045303113758563995,
|
|
"m": 0.9085420966148376
|
|
},
|
|
{
|
|
"p": 0.08639564365148544,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07213099300861359,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06946420669555664,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 150,
|
|
"train_loss": 0.5686351656913757,
|
|
"val_loss": 0.8780272603034973,
|
|
"acc": 72.92,
|
|
"time": 144.9362301660003,
|
|
"param": [
|
|
{
|
|
"p": 0.08616358041763306,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055797893553972244,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07868822664022446,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06778555363416672,
|
|
"m": 0.9556940793991089
|
|
},
|
|
{
|
|
"p": 0.060195278376340866,
|
|
"m": 0.11646077036857605
|
|
},
|
|
{
|
|
"p": 0.07260476052761078,
|
|
"m": 0.21456043422222137
|
|
},
|
|
{
|
|
"p": 0.06804395467042923,
|
|
"m": 0.8564488887786865
|
|
},
|
|
{
|
|
"p": 0.04533014073967934,
|
|
"m": 0.945163369178772
|
|
},
|
|
{
|
|
"p": 0.08151929825544357,
|
|
"m": 0.7619046568870544
|
|
},
|
|
{
|
|
"p": 0.06695428490638733,
|
|
"m": 0.9553049802780151
|
|
},
|
|
{
|
|
"p": 0.06800846755504608,
|
|
"m": 0.8396077752113342
|
|
},
|
|
{
|
|
"p": 0.08953454345464706,
|
|
"m": 0.996580183506012
|
|
},
|
|
{
|
|
"p": 0.10218990594148636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05718418210744858,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
}
|
|
]
|
|
} |