mirror of
https://github.com/AntoineHX/smart_augmentation.git
synced 2025-05-04 12:10:45 +02:00
12180 lines
No EOL
198 KiB
JSON
12180 lines
No EOL
198 KiB
JSON
{
|
|
"Accuracy": 74.23,
|
|
"Time": [
|
|
572.4983607997334,
|
|
58.64127303570135
|
|
],
|
|
"Device": "Graphics Device",
|
|
"Param_names": [
|
|
"Identity",
|
|
"FlipUD",
|
|
"FlipLR",
|
|
"Rotate",
|
|
"TranslateX",
|
|
"TranslateY",
|
|
"ShearX",
|
|
"ShearY",
|
|
"Contrast",
|
|
"Color",
|
|
"Brightness",
|
|
"Sharpness",
|
|
"Posterize",
|
|
"Solarize",
|
|
"BadColor",
|
|
"BadSharpness",
|
|
"BadContrast",
|
|
"BadBrightness"
|
|
],
|
|
"Log": [
|
|
{
|
|
"epoch": 1,
|
|
"train_loss": 2.3891923427581787,
|
|
"val_loss": 2.238778829574585,
|
|
"acc": 20.97,
|
|
"time": 390.3145611200016,
|
|
"param": [
|
|
{
|
|
"p": 0.0965413898229599,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08079864084720612,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0150195537135005,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05657678842544556,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017261693254113197,
|
|
"m": 0.9472354054450989
|
|
},
|
|
{
|
|
"p": 0.060442641377449036,
|
|
"m": 0.9790194630622864
|
|
},
|
|
{
|
|
"p": 0.07763909548521042,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08629266172647476,
|
|
"m": 0.9784702658653259
|
|
},
|
|
{
|
|
"p": 0.10750256478786469,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.024639826267957687,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03722907975316048,
|
|
"m": 0.9746506214141846
|
|
},
|
|
{
|
|
"p": 0.07412941753864288,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09209588915109634,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0025674987118691206,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0928323045372963,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048397790640592575,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.8956577777862549
|
|
},
|
|
{
|
|
"p": 0.03003315068781376,
|
|
"m": 0.9039636850357056
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 2,
|
|
"train_loss": 2.2007598876953125,
|
|
"val_loss": 2.0800719261169434,
|
|
"acc": 25.83,
|
|
"time": 480.58825265598716,
|
|
"param": [
|
|
{
|
|
"p": 0.048339396715164185,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041310861706733704,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06439999490976334,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05727134272456169,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07764872163534164,
|
|
"m": 0.6599047780036926
|
|
},
|
|
{
|
|
"p": 0.05058479309082031,
|
|
"m": 0.5316770076751709
|
|
},
|
|
{
|
|
"p": 0.059240177273750305,
|
|
"m": 0.9231572151184082
|
|
},
|
|
{
|
|
"p": 0.06603234261274338,
|
|
"m": 0.9586730003356934
|
|
},
|
|
{
|
|
"p": 0.07414735108613968,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04653104022145271,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05913034826517105,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0699518620967865,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0567082054913044,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0291829165071249,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0793708860874176,
|
|
"m": 0.9098889827728271
|
|
},
|
|
{
|
|
"p": 0.034349728375673294,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06331630796194077,
|
|
"m": 0.8113762140274048
|
|
},
|
|
{
|
|
"p": 0.022483721375465393,
|
|
"m": 0.8150799870491028
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 3,
|
|
"train_loss": 2.2068443298339844,
|
|
"val_loss": 2.0162761211395264,
|
|
"acc": 29.74,
|
|
"time": 594.7231651410111,
|
|
"param": [
|
|
{
|
|
"p": 0.05407283455133438,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06337439268827438,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060998812317848206,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04562815651297569,
|
|
"m": 0.9811505079269409
|
|
},
|
|
{
|
|
"p": 0.06530431658029556,
|
|
"m": 0.3936341404914856
|
|
},
|
|
{
|
|
"p": 0.039381515234708786,
|
|
"m": 0.38198623061180115
|
|
},
|
|
{
|
|
"p": 0.04698285460472107,
|
|
"m": 0.833810031414032
|
|
},
|
|
{
|
|
"p": 0.06936512887477875,
|
|
"m": 0.8116307258605957
|
|
},
|
|
{
|
|
"p": 0.07025852054357529,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05494724214076996,
|
|
"m": 0.9455868005752563
|
|
},
|
|
{
|
|
"p": 0.05320309102535248,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05419062077999115,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06255477666854858,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03112814575433731,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05990017205476761,
|
|
"m": 0.7555726170539856
|
|
},
|
|
{
|
|
"p": 0.07047074288129807,
|
|
"m": 0.998917281627655
|
|
},
|
|
{
|
|
"p": 0.05408112332224846,
|
|
"m": 0.9461588263511658
|
|
},
|
|
{
|
|
"p": 0.044157445430755615,
|
|
"m": 0.8773698806762695
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 4,
|
|
"train_loss": 1.983683466911316,
|
|
"val_loss": 1.8988031148910522,
|
|
"acc": 32.09,
|
|
"time": 592.3704821289866,
|
|
"param": [
|
|
{
|
|
"p": 0.05001823231577873,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05450804904103279,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07344964146614075,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04689217358827591,
|
|
"m": 0.9967929124832153
|
|
},
|
|
{
|
|
"p": 0.0625578835606575,
|
|
"m": 0.5114402174949646
|
|
},
|
|
{
|
|
"p": 0.03688828647136688,
|
|
"m": 0.2653084099292755
|
|
},
|
|
{
|
|
"p": 0.09214898943901062,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05078065022826195,
|
|
"m": 0.9553594589233398
|
|
},
|
|
{
|
|
"p": 0.049745555967092514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08174353092908859,
|
|
"m": 0.7107929587364197
|
|
},
|
|
{
|
|
"p": 0.053321365267038345,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059978969395160675,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0351853109896183,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06093263253569603,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05914787948131561,
|
|
"m": 0.8525391221046448
|
|
},
|
|
{
|
|
"p": 0.08912386000156403,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028794709593057632,
|
|
"m": 0.9061983227729797
|
|
},
|
|
{
|
|
"p": 0.014782299287617207,
|
|
"m": 0.8852120041847229
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 5,
|
|
"train_loss": 1.8659589290618896,
|
|
"val_loss": 1.770371913909912,
|
|
"acc": 38.2,
|
|
"time": 591.3110021239845,
|
|
"param": [
|
|
{
|
|
"p": 0.05255468562245369,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06567658483982086,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09891005605459213,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03261600062251091,
|
|
"m": 0.9516011476516724
|
|
},
|
|
{
|
|
"p": 0.06437993794679642,
|
|
"m": 0.3788432478904724
|
|
},
|
|
{
|
|
"p": 0.04386615380644798,
|
|
"m": 0.4755827784538269
|
|
},
|
|
{
|
|
"p": 0.052779167890548706,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10330554842948914,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0720503032207489,
|
|
"m": 0.9716086387634277
|
|
},
|
|
{
|
|
"p": 0.1068621501326561,
|
|
"m": 0.47537094354629517
|
|
},
|
|
{
|
|
"p": 0.008962630294263363,
|
|
"m": 0.9482336044311523
|
|
},
|
|
{
|
|
"p": 0.058052077889442444,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06603904813528061,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05383953079581261,
|
|
"m": 0.8572617769241333
|
|
},
|
|
{
|
|
"p": 0.08495522290468216,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0343458317220211,
|
|
"m": 0.899398922920227
|
|
},
|
|
{
|
|
"p": 0.000805006071459502,
|
|
"m": 0.897631824016571
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 6,
|
|
"train_loss": 1.834253191947937,
|
|
"val_loss": 1.908529281616211,
|
|
"acc": 35.5,
|
|
"time": 595.3035140010179,
|
|
"param": [
|
|
{
|
|
"p": 0.11666152626276016,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09684345126152039,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11029002070426941,
|
|
"m": 0.9773461818695068
|
|
},
|
|
{
|
|
"p": 0.11866835504770279,
|
|
"m": 0.28201359510421753
|
|
},
|
|
{
|
|
"p": 0.03375620022416115,
|
|
"m": 0.5602368116378784
|
|
},
|
|
{
|
|
"p": 0.09695034474134445,
|
|
"m": 0.9372230172157288
|
|
},
|
|
{
|
|
"p": 0.08856254816055298,
|
|
"m": 0.8947109580039978
|
|
},
|
|
{
|
|
"p": 0.005057595670223236,
|
|
"m": 0.949734091758728
|
|
},
|
|
{
|
|
"p": 0.089408740401268,
|
|
"m": 0.4275946021080017
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9828142523765564
|
|
},
|
|
{
|
|
"p": 0.06146334484219551,
|
|
"m": 0.981413722038269
|
|
},
|
|
{
|
|
"p": 0.044737379997968674,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0013927817344665527,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.033416375517845154,
|
|
"m": 0.8203974366188049
|
|
},
|
|
{
|
|
"p": 0.10279134660959244,
|
|
"m": 0.9592763185501099
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.8391859531402588
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.8949108719825745
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 7,
|
|
"train_loss": 1.885212779045105,
|
|
"val_loss": 1.7027149200439453,
|
|
"acc": 43.47,
|
|
"time": 593.6586018030066,
|
|
"param": [
|
|
{
|
|
"p": 0.04422294348478317,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07165277749300003,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0841134712100029,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028143202885985374,
|
|
"m": 0.9983077645301819
|
|
},
|
|
{
|
|
"p": 0.09883119910955429,
|
|
"m": 0.2477051466703415
|
|
},
|
|
{
|
|
"p": 0.04470160976052284,
|
|
"m": 0.6057797074317932
|
|
},
|
|
{
|
|
"p": 0.09116242080926895,
|
|
"m": 0.984678328037262
|
|
},
|
|
{
|
|
"p": 0.0828736200928688,
|
|
"m": 0.8095746040344238
|
|
},
|
|
{
|
|
"p": 0.05162470042705536,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05514787510037422,
|
|
"m": 0.3937670588493347
|
|
},
|
|
{
|
|
"p": 0.044852253049612045,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04137582331895828,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07987277954816818,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017730018123984337,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04655565693974495,
|
|
"m": 0.688306450843811
|
|
},
|
|
{
|
|
"p": 0.06577987968921661,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020184986293315887,
|
|
"m": 0.7910272479057312
|
|
},
|
|
{
|
|
"p": 0.031174685806035995,
|
|
"m": 0.8305646181106567
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 8,
|
|
"train_loss": 1.785248041152954,
|
|
"val_loss": 1.5906975269317627,
|
|
"acc": 42.94,
|
|
"time": 588.2952881180099,
|
|
"param": [
|
|
{
|
|
"p": 0.0553416945040226,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04475345462560654,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06205936148762703,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06133110821247101,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04970743507146835,
|
|
"m": 0.3266037106513977
|
|
},
|
|
{
|
|
"p": 0.051063865423202515,
|
|
"m": 0.43141528964042664
|
|
},
|
|
{
|
|
"p": 0.0649409145116806,
|
|
"m": 0.9768674373626709
|
|
},
|
|
{
|
|
"p": 0.07135134190320969,
|
|
"m": 0.9409977793693542
|
|
},
|
|
{
|
|
"p": 0.06526414304971695,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05850304663181305,
|
|
"m": 0.4373578131198883
|
|
},
|
|
{
|
|
"p": 0.05484446883201599,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07603086531162262,
|
|
"m": 0.9882094860076904
|
|
},
|
|
{
|
|
"p": 0.06930098682641983,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.024672124534845352,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06807459890842438,
|
|
"m": 0.6194761395454407
|
|
},
|
|
{
|
|
"p": 0.05272185429930687,
|
|
"m": 0.9937654733657837
|
|
},
|
|
{
|
|
"p": 0.046538397669792175,
|
|
"m": 0.8116565346717834
|
|
},
|
|
{
|
|
"p": 0.023500248789787292,
|
|
"m": 0.8151146173477173
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 9,
|
|
"train_loss": 1.71885085105896,
|
|
"val_loss": 1.5912975072860718,
|
|
"acc": 43.9,
|
|
"time": 590.0104578050086,
|
|
"param": [
|
|
{
|
|
"p": 0.0771961659193039,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04550119489431381,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05700540542602539,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05938083678483963,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06669323146343231,
|
|
"m": 0.28717175126075745
|
|
},
|
|
{
|
|
"p": 0.03464452177286148,
|
|
"m": 0.3783947825431824
|
|
},
|
|
{
|
|
"p": 0.06394428014755249,
|
|
"m": 0.9926638007164001
|
|
},
|
|
{
|
|
"p": 0.0391521155834198,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04975852370262146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059873066842556,
|
|
"m": 0.5105739831924438
|
|
},
|
|
{
|
|
"p": 0.06094387546181679,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06444999575614929,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06831985712051392,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029322296380996704,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08911522477865219,
|
|
"m": 0.6512629985809326
|
|
},
|
|
{
|
|
"p": 0.06378357857465744,
|
|
"m": 0.9993489384651184
|
|
},
|
|
{
|
|
"p": 0.037816453725099564,
|
|
"m": 0.8361692428588867
|
|
},
|
|
{
|
|
"p": 0.03309936821460724,
|
|
"m": 0.840860903263092
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 10,
|
|
"train_loss": 1.6464074850082397,
|
|
"val_loss": 1.4972234964370728,
|
|
"acc": 47.67,
|
|
"time": 594.089135385002,
|
|
"param": [
|
|
{
|
|
"p": 0.06690588593482971,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06514746695756912,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07085010409355164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02965991199016571,
|
|
"m": 0.9506692886352539
|
|
},
|
|
{
|
|
"p": 0.05927484855055809,
|
|
"m": 0.2456246018409729
|
|
},
|
|
{
|
|
"p": 0.04549283906817436,
|
|
"m": 0.46895506978034973
|
|
},
|
|
{
|
|
"p": 0.08802157640457153,
|
|
"m": 0.9427792429924011
|
|
},
|
|
{
|
|
"p": 0.0578700453042984,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007969720289111137,
|
|
"m": 0.9899232983589172
|
|
},
|
|
{
|
|
"p": 0.04597010090947151,
|
|
"m": 0.5537726879119873
|
|
},
|
|
{
|
|
"p": 0.09225720912218094,
|
|
"m": 0.9996806979179382
|
|
},
|
|
{
|
|
"p": 0.0788600891828537,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05863576382398605,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04997324198484421,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06281541287899017,
|
|
"m": 0.721088707447052
|
|
},
|
|
{
|
|
"p": 0.08329183608293533,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016388768330216408,
|
|
"m": 0.8767203092575073
|
|
},
|
|
{
|
|
"p": 0.020615098997950554,
|
|
"m": 0.8682873249053955
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 11,
|
|
"train_loss": 1.7018377780914307,
|
|
"val_loss": 1.4435222148895264,
|
|
"acc": 47.11,
|
|
"time": 528.9443904730142,
|
|
"param": [
|
|
{
|
|
"p": 0.08364736288785934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04863050952553749,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06770437955856323,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056700799614191055,
|
|
"m": 0.9586772918701172
|
|
},
|
|
{
|
|
"p": 0.07534201443195343,
|
|
"m": 0.3720352351665497
|
|
},
|
|
{
|
|
"p": 0.03942778706550598,
|
|
"m": 0.48395848274230957
|
|
},
|
|
{
|
|
"p": 0.06585302948951721,
|
|
"m": 0.9668117165565491
|
|
},
|
|
{
|
|
"p": 0.057307153940200806,
|
|
"m": 0.9946616291999817
|
|
},
|
|
{
|
|
"p": 0.059664998203516006,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053914666175842285,
|
|
"m": 0.5904058218002319
|
|
},
|
|
{
|
|
"p": 0.05895873159170151,
|
|
"m": 0.9991620779037476
|
|
},
|
|
{
|
|
"p": 0.05899366736412048,
|
|
"m": 0.9981592297554016
|
|
},
|
|
{
|
|
"p": 0.06431405246257782,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04088354855775833,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07085636258125305,
|
|
"m": 0.7478523850440979
|
|
},
|
|
{
|
|
"p": 0.059348803013563156,
|
|
"m": 0.9907380938529968
|
|
},
|
|
{
|
|
"p": 0.03152519837021828,
|
|
"m": 0.844092607498169
|
|
},
|
|
{
|
|
"p": 0.006927060894668102,
|
|
"m": 0.8230557441711426
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 12,
|
|
"train_loss": 1.7962404489517212,
|
|
"val_loss": 1.4861843585968018,
|
|
"acc": 48.6,
|
|
"time": 297.8307993590133,
|
|
"param": [
|
|
{
|
|
"p": 0.06945236772298813,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.039642978459596634,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06541503220796585,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0626520961523056,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08924063295125961,
|
|
"m": 0.45952218770980835
|
|
},
|
|
{
|
|
"p": 0.05003277584910393,
|
|
"m": 0.43760260939598083
|
|
},
|
|
{
|
|
"p": 0.06651880592107773,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08796641230583191,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04504437372088432,
|
|
"m": 0.9764809608459473
|
|
},
|
|
{
|
|
"p": 0.06631787866353989,
|
|
"m": 0.6170552372932434
|
|
},
|
|
{
|
|
"p": 0.05864221975207329,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08976151049137115,
|
|
"m": 0.9929469227790833
|
|
},
|
|
{
|
|
"p": 0.07377257943153381,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.001213414710946381,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0476243682205677,
|
|
"m": 0.7544629573822021
|
|
},
|
|
{
|
|
"p": 0.0664064884185791,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005113879218697548,
|
|
"m": 0.8496121764183044
|
|
},
|
|
{
|
|
"p": 0.01518210768699646,
|
|
"m": 0.7640806436538696
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 13,
|
|
"train_loss": 1.886688232421875,
|
|
"val_loss": 1.3693914413452148,
|
|
"acc": 50.57,
|
|
"time": 592.8513269500108,
|
|
"param": [
|
|
{
|
|
"p": 0.06249783933162689,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05067404359579086,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06999530643224716,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0760011300444603,
|
|
"m": 0.9990553855895996
|
|
},
|
|
{
|
|
"p": 0.07012943178415298,
|
|
"m": 0.4277879595756531
|
|
},
|
|
{
|
|
"p": 0.05116094648838043,
|
|
"m": 0.6010487675666809
|
|
},
|
|
{
|
|
"p": 0.06324201822280884,
|
|
"m": 0.981139600276947
|
|
},
|
|
{
|
|
"p": 0.05370897054672241,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0431046225130558,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06096648797392845,
|
|
"m": 0.58711838722229
|
|
},
|
|
{
|
|
"p": 0.05325564742088318,
|
|
"m": 0.9989388585090637
|
|
},
|
|
{
|
|
"p": 0.06578828394412994,
|
|
"m": 0.9995745420455933
|
|
},
|
|
{
|
|
"p": 0.055946629494428635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03421942517161369,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05649721249938011,
|
|
"m": 0.7995544672012329
|
|
},
|
|
{
|
|
"p": 0.06361055374145508,
|
|
"m": 0.9880180358886719
|
|
},
|
|
{
|
|
"p": 0.03264519199728966,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03655610978603363,
|
|
"m": 0.8449100852012634
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 14,
|
|
"train_loss": 1.64523184299469,
|
|
"val_loss": 1.4562299251556396,
|
|
"acc": 48.24,
|
|
"time": 595.5021411139751,
|
|
"param": [
|
|
{
|
|
"p": 0.08573925495147705,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012443608604371548,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09029795974493027,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06345406919717789,
|
|
"m": 0.9968328475952148
|
|
},
|
|
{
|
|
"p": 0.03896449878811836,
|
|
"m": 0.4053981900215149
|
|
},
|
|
{
|
|
"p": 0.07440830022096634,
|
|
"m": 0.5552128553390503
|
|
},
|
|
{
|
|
"p": 0.0732598528265953,
|
|
"m": 0.9598116278648376
|
|
},
|
|
{
|
|
"p": 0.07241522520780563,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09060300141572952,
|
|
"m": 0.9876750707626343
|
|
},
|
|
{
|
|
"p": 0.06227223947644234,
|
|
"m": 0.5572509765625
|
|
},
|
|
{
|
|
"p": 0.045397426933050156,
|
|
"m": 0.9864996671676636
|
|
},
|
|
{
|
|
"p": 0.05974278226494789,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04391595721244812,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017781995236873627,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07002482563257217,
|
|
"m": 0.7825337648391724
|
|
},
|
|
{
|
|
"p": 0.07579910755157471,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014339113608002663,
|
|
"m": 0.9769918322563171
|
|
},
|
|
{
|
|
"p": 0.009140747599303722,
|
|
"m": 0.8940197825431824
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 15,
|
|
"train_loss": 1.5737097263336182,
|
|
"val_loss": 1.3544855117797852,
|
|
"acc": 52.06,
|
|
"time": 589.831683286,
|
|
"param": [
|
|
{
|
|
"p": 0.0633826032280922,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03268249332904816,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07319439947605133,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05064457654953003,
|
|
"m": 0.9794158339500427
|
|
},
|
|
{
|
|
"p": 0.058490246534347534,
|
|
"m": 0.37862780690193176
|
|
},
|
|
{
|
|
"p": 0.03694465756416321,
|
|
"m": 0.518677830696106
|
|
},
|
|
{
|
|
"p": 0.05996714532375336,
|
|
"m": 0.9248278141021729
|
|
},
|
|
{
|
|
"p": 0.05005492642521858,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07522507756948471,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07036227732896805,
|
|
"m": 0.54905104637146
|
|
},
|
|
{
|
|
"p": 0.05148274451494217,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06583860516548157,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05801132693886757,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03787792846560478,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0795058086514473,
|
|
"m": 0.8445014953613281
|
|
},
|
|
{
|
|
"p": 0.07388068735599518,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02474805898964405,
|
|
"m": 0.8625344634056091
|
|
},
|
|
{
|
|
"p": 0.037706468254327774,
|
|
"m": 0.9978131651878357
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 16,
|
|
"train_loss": 1.6093424558639526,
|
|
"val_loss": 1.350219964981079,
|
|
"acc": 51.09,
|
|
"time": 594.2990074669942,
|
|
"param": [
|
|
{
|
|
"p": 0.07423322647809982,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.035657886415719986,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08267819881439209,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06714886426925659,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05214608460664749,
|
|
"m": 0.3843843638896942
|
|
},
|
|
{
|
|
"p": 0.03642765432596207,
|
|
"m": 0.43942829966545105
|
|
},
|
|
{
|
|
"p": 0.07698877155780792,
|
|
"m": 0.8784512877464294
|
|
},
|
|
{
|
|
"p": 0.046312328428030014,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057239994406700134,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06578704714775085,
|
|
"m": 0.5918391942977905
|
|
},
|
|
{
|
|
"p": 0.07294097542762756,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05625847354531288,
|
|
"m": 0.9844481945037842
|
|
},
|
|
{
|
|
"p": 0.05417924374341965,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03612253814935684,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07706766575574875,
|
|
"m": 0.8713616132736206
|
|
},
|
|
{
|
|
"p": 0.05001336336135864,
|
|
"m": 0.9788107872009277
|
|
},
|
|
{
|
|
"p": 0.030239805579185486,
|
|
"m": 0.9600479006767273
|
|
},
|
|
{
|
|
"p": 0.028557907789945602,
|
|
"m": 0.9814856648445129
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 17,
|
|
"train_loss": 1.473365306854248,
|
|
"val_loss": 1.2488644123077393,
|
|
"acc": 52.87,
|
|
"time": 585.1218823260278,
|
|
"param": [
|
|
{
|
|
"p": 0.06489289551973343,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0494346059858799,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.074149951338768,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06990320980548859,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0717480257153511,
|
|
"m": 0.2817350924015045
|
|
},
|
|
{
|
|
"p": 0.055351968854665756,
|
|
"m": 0.49457475543022156
|
|
},
|
|
{
|
|
"p": 0.045450810343027115,
|
|
"m": 0.8927693367004395
|
|
},
|
|
{
|
|
"p": 0.07872644066810608,
|
|
"m": 0.9421990513801575
|
|
},
|
|
{
|
|
"p": 0.06097204610705376,
|
|
"m": 0.9917340278625488
|
|
},
|
|
{
|
|
"p": 0.046857111155986786,
|
|
"m": 0.6512077450752258
|
|
},
|
|
{
|
|
"p": 0.05532345548272133,
|
|
"m": 0.9905242323875427
|
|
},
|
|
{
|
|
"p": 0.08957791328430176,
|
|
"m": 0.9976651072502136
|
|
},
|
|
{
|
|
"p": 0.07220237702131271,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043936312198638916,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05533195659518242,
|
|
"m": 0.8868676424026489
|
|
},
|
|
{
|
|
"p": 0.04266636446118355,
|
|
"m": 0.9939678907394409
|
|
},
|
|
{
|
|
"p": 0.012080986052751541,
|
|
"m": 0.9839356541633606
|
|
},
|
|
{
|
|
"p": 0.011393571272492409,
|
|
"m": 0.9910067915916443
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 18,
|
|
"train_loss": 1.6767046451568604,
|
|
"val_loss": 1.2034857273101807,
|
|
"acc": 54.35,
|
|
"time": 592.1451615600381,
|
|
"param": [
|
|
{
|
|
"p": 0.058192718774080276,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02127929963171482,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137558609247208,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043089963495731354,
|
|
"m": 0.9812817573547363
|
|
},
|
|
{
|
|
"p": 0.046231959015131,
|
|
"m": 0.395786315202713
|
|
},
|
|
{
|
|
"p": 0.04965284466743469,
|
|
"m": 0.35590651631355286
|
|
},
|
|
{
|
|
"p": 0.04780358821153641,
|
|
"m": 0.934773862361908
|
|
},
|
|
{
|
|
"p": 0.053948383778333664,
|
|
"m": 0.9566434025764465
|
|
},
|
|
{
|
|
"p": 0.059033505618572235,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07931707799434662,
|
|
"m": 0.6296852827072144
|
|
},
|
|
{
|
|
"p": 0.06208663806319237,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0622544139623642,
|
|
"m": 0.9952178597450256
|
|
},
|
|
{
|
|
"p": 0.06967154890298843,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059860993176698685,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08887048810720444,
|
|
"m": 0.9285640120506287
|
|
},
|
|
{
|
|
"p": 0.04958653077483177,
|
|
"m": 0.9990442395210266
|
|
},
|
|
{
|
|
"p": 0.050132088363170624,
|
|
"m": 0.9386001229286194
|
|
},
|
|
{
|
|
"p": 0.027612393721938133,
|
|
"m": 0.8882865309715271
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 19,
|
|
"train_loss": 1.5264034271240234,
|
|
"val_loss": 1.3127546310424805,
|
|
"acc": 55.1,
|
|
"time": 589.361604603997,
|
|
"param": [
|
|
{
|
|
"p": 0.05304694175720215,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01036592572927475,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07765356451272964,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0489705353975296,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06073596328496933,
|
|
"m": 0.41430413722991943
|
|
},
|
|
{
|
|
"p": 0.051619622856378555,
|
|
"m": 0.3213883340358734
|
|
},
|
|
{
|
|
"p": 0.04529644921422005,
|
|
"m": 0.8546030521392822
|
|
},
|
|
{
|
|
"p": 0.07445468753576279,
|
|
"m": 0.840743899345398
|
|
},
|
|
{
|
|
"p": 0.07282381504774094,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06805217266082764,
|
|
"m": 0.5975586771965027
|
|
},
|
|
{
|
|
"p": 0.045415788888931274,
|
|
"m": 0.9820008277893066
|
|
},
|
|
{
|
|
"p": 0.06159932166337967,
|
|
"m": 0.9978271126747131
|
|
},
|
|
{
|
|
"p": 0.05949456989765167,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07720836251974106,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07314921915531158,
|
|
"m": 0.999284565448761
|
|
},
|
|
{
|
|
"p": 0.06663519889116287,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01890963688492775,
|
|
"m": 0.9489418864250183
|
|
},
|
|
{
|
|
"p": 0.03456825390458107,
|
|
"m": 0.9416193962097168
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 20,
|
|
"train_loss": 1.6673601865768433,
|
|
"val_loss": 1.2451542615890503,
|
|
"acc": 54.97,
|
|
"time": 595.3907942100195,
|
|
"param": [
|
|
{
|
|
"p": 0.08233262598514557,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026158852502703667,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06194395199418068,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06473375856876373,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.031280647963285446,
|
|
"m": 0.37872251868247986
|
|
},
|
|
{
|
|
"p": 0.04986792057752609,
|
|
"m": 0.35505256056785583
|
|
},
|
|
{
|
|
"p": 0.04952429607510567,
|
|
"m": 0.8640651702880859
|
|
},
|
|
{
|
|
"p": 0.07048356533050537,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08078743517398834,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06130204349756241,
|
|
"m": 0.5382960438728333
|
|
},
|
|
{
|
|
"p": 0.050570279359817505,
|
|
"m": 0.999675989151001
|
|
},
|
|
{
|
|
"p": 0.07860781252384186,
|
|
"m": 0.985202968120575
|
|
},
|
|
{
|
|
"p": 0.06871943920850754,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050576288253068924,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07823324203491211,
|
|
"m": 0.9961585998535156
|
|
},
|
|
{
|
|
"p": 0.062899649143219,
|
|
"m": 0.9967948198318481
|
|
},
|
|
{
|
|
"p": 0.01576004922389984,
|
|
"m": 0.9144521951675415
|
|
},
|
|
{
|
|
"p": 0.016218118369579315,
|
|
"m": 0.9832558631896973
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 21,
|
|
"train_loss": 1.6043192148208618,
|
|
"val_loss": 1.2002928256988525,
|
|
"acc": 55.53,
|
|
"time": 591.0199581389898,
|
|
"param": [
|
|
{
|
|
"p": 0.05271337181329727,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02556045912206173,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08667870610952377,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060691673308610916,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06527619808912277,
|
|
"m": 0.382707804441452
|
|
},
|
|
{
|
|
"p": 0.05964885652065277,
|
|
"m": 0.407979816198349
|
|
},
|
|
{
|
|
"p": 0.06750300526618958,
|
|
"m": 0.8304766416549683
|
|
},
|
|
{
|
|
"p": 0.04188093915581703,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06124815717339516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05033032223582268,
|
|
"m": 0.44133222103118896
|
|
},
|
|
{
|
|
"p": 0.06952238082885742,
|
|
"m": 0.999520480632782
|
|
},
|
|
{
|
|
"p": 0.06225693225860596,
|
|
"m": 0.9925248622894287
|
|
},
|
|
{
|
|
"p": 0.04927590489387512,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03762222081422806,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050220787525177,
|
|
"m": 0.9361891746520996
|
|
},
|
|
{
|
|
"p": 0.06345225870609283,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050812311470508575,
|
|
"m": 0.9156753420829773
|
|
},
|
|
{
|
|
"p": 0.04530546814203262,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 22,
|
|
"train_loss": 1.3984239101409912,
|
|
"val_loss": 1.178153157234192,
|
|
"acc": 54.76,
|
|
"time": 593.9638478439883,
|
|
"param": [
|
|
{
|
|
"p": 0.07640301436185837,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0454816110432148,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05088456720113754,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058475375175476074,
|
|
"m": 0.9958040714263916
|
|
},
|
|
{
|
|
"p": 0.05460098385810852,
|
|
"m": 0.4066750705242157
|
|
},
|
|
{
|
|
"p": 0.05236215516924858,
|
|
"m": 0.4273879826068878
|
|
},
|
|
{
|
|
"p": 0.05675619840621948,
|
|
"m": 0.9127925634384155
|
|
},
|
|
{
|
|
"p": 0.06022343784570694,
|
|
"m": 0.9931237697601318
|
|
},
|
|
{
|
|
"p": 0.07006552070379257,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03246534988284111,
|
|
"m": 0.5025383234024048
|
|
},
|
|
{
|
|
"p": 0.060311973094940186,
|
|
"m": 0.9916015267372131
|
|
},
|
|
{
|
|
"p": 0.08466099947690964,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06640196591615677,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04088594764471054,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07980834692716599,
|
|
"m": 0.9647162556648254
|
|
},
|
|
{
|
|
"p": 0.05855260416865349,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03776080906391144,
|
|
"m": 0.9983847141265869
|
|
},
|
|
{
|
|
"p": 0.013899261131882668,
|
|
"m": 0.9653643369674683
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 23,
|
|
"train_loss": 1.5366426706314087,
|
|
"val_loss": 1.142030119895935,
|
|
"acc": 56.12,
|
|
"time": 591.087010520976,
|
|
"param": [
|
|
{
|
|
"p": 0.09129761904478073,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.024006227031350136,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061051368713378906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048287779092788696,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04103545472025871,
|
|
"m": 0.458344966173172
|
|
},
|
|
{
|
|
"p": 0.06477350741624832,
|
|
"m": 0.37958112359046936
|
|
},
|
|
{
|
|
"p": 0.059211112558841705,
|
|
"m": 0.948954164981842
|
|
},
|
|
{
|
|
"p": 0.053951166570186615,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049112554639577866,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06954210996627808,
|
|
"m": 0.49944835901260376
|
|
},
|
|
{
|
|
"p": 0.06511721760034561,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06430874764919281,
|
|
"m": 0.9836103320121765
|
|
},
|
|
{
|
|
"p": 0.0630059540271759,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.023121125996112823,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06901265680789948,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06043179705739021,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05067057907581329,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04206294193863869,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 24,
|
|
"train_loss": 1.4271694421768188,
|
|
"val_loss": 1.251829743385315,
|
|
"acc": 58.56,
|
|
"time": 592.194946831034,
|
|
"param": [
|
|
{
|
|
"p": 0.07470674067735672,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03259781375527382,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06714983284473419,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048183340579271317,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.037687595933675766,
|
|
"m": 0.4085146486759186
|
|
},
|
|
{
|
|
"p": 0.06433907896280289,
|
|
"m": 0.3865277171134949
|
|
},
|
|
{
|
|
"p": 0.06129831448197365,
|
|
"m": 0.8042677044868469
|
|
},
|
|
{
|
|
"p": 0.04517373442649841,
|
|
"m": 0.9788087606430054
|
|
},
|
|
{
|
|
"p": 0.07587747275829315,
|
|
"m": 0.9986661672592163
|
|
},
|
|
{
|
|
"p": 0.07739280164241791,
|
|
"m": 0.5441257357597351
|
|
},
|
|
{
|
|
"p": 0.07409191131591797,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07513207197189331,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05361682549118996,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04084945470094681,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04123013839125633,
|
|
"m": 0.9737544059753418
|
|
},
|
|
{
|
|
"p": 0.06997492909431458,
|
|
"m": 0.9960509538650513
|
|
},
|
|
{
|
|
"p": 0.03659377992153168,
|
|
"m": 0.9812800884246826
|
|
},
|
|
{
|
|
"p": 0.024104228243231773,
|
|
"m": 0.9728286266326904
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 25,
|
|
"train_loss": 1.5468398332595825,
|
|
"val_loss": 1.2004783153533936,
|
|
"acc": 57.84,
|
|
"time": 589.3106917560217,
|
|
"param": [
|
|
{
|
|
"p": 0.07103925198316574,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02353169396519661,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.079642653465271,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.034737393260002136,
|
|
"m": 0.9776789546012878
|
|
},
|
|
{
|
|
"p": 0.032070133835077286,
|
|
"m": 0.46304526925086975
|
|
},
|
|
{
|
|
"p": 0.04839001223444939,
|
|
"m": 0.4050387740135193
|
|
},
|
|
{
|
|
"p": 0.07155129313468933,
|
|
"m": 0.83634352684021
|
|
},
|
|
{
|
|
"p": 0.055196162313222885,
|
|
"m": 0.9204472303390503
|
|
},
|
|
{
|
|
"p": 0.07706132531166077,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051848746836185455,
|
|
"m": 0.631159782409668
|
|
},
|
|
{
|
|
"p": 0.0634056106209755,
|
|
"m": 0.9671264290809631
|
|
},
|
|
{
|
|
"p": 0.0799131765961647,
|
|
"m": 0.9820712208747864
|
|
},
|
|
{
|
|
"p": 0.07440605759620667,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04667280986905098,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05176648125052452,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06346699595451355,
|
|
"m": 0.960724413394928
|
|
},
|
|
{
|
|
"p": 0.04254426434636116,
|
|
"m": 0.9811492562294006
|
|
},
|
|
{
|
|
"p": 0.032755862921476364,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 26,
|
|
"train_loss": 1.3918017148971558,
|
|
"val_loss": 1.2476366758346558,
|
|
"acc": 54.46,
|
|
"time": 589.2279431759962,
|
|
"param": [
|
|
{
|
|
"p": 0.056348420679569244,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03363368660211563,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04988275095820427,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05214567855000496,
|
|
"m": 0.9928193092346191
|
|
},
|
|
{
|
|
"p": 0.06444346904754639,
|
|
"m": 0.46725255250930786
|
|
},
|
|
{
|
|
"p": 0.04918573051691055,
|
|
"m": 0.5243636965751648
|
|
},
|
|
{
|
|
"p": 0.0713091567158699,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061170753091573715,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06166809797286987,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08175870031118393,
|
|
"m": 0.5545855164527893
|
|
},
|
|
{
|
|
"p": 0.07311969250440598,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06616317480802536,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053654994815588,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04859723895788193,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052618756890296936,
|
|
"m": 0.9980320930480957
|
|
},
|
|
{
|
|
"p": 0.07380439341068268,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019401350989937782,
|
|
"m": 0.9823384881019592
|
|
},
|
|
{
|
|
"p": 0.03109397180378437,
|
|
"m": 0.9786056876182556
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 27,
|
|
"train_loss": 1.451468586921692,
|
|
"val_loss": 1.2097716331481934,
|
|
"acc": 58.5,
|
|
"time": 593.6683269309578,
|
|
"param": [
|
|
{
|
|
"p": 0.08261449635028839,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029768221080303192,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056914959102869034,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052304863929748535,
|
|
"m": 0.9881313443183899
|
|
},
|
|
{
|
|
"p": 0.026001768186688423,
|
|
"m": 0.4705077111721039
|
|
},
|
|
{
|
|
"p": 0.06194433942437172,
|
|
"m": 0.41437771916389465
|
|
},
|
|
{
|
|
"p": 0.06310268491506577,
|
|
"m": 0.9952901005744934
|
|
},
|
|
{
|
|
"p": 0.05616445094347,
|
|
"m": 0.9791999459266663
|
|
},
|
|
{
|
|
"p": 0.05436486005783081,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05048010125756264,
|
|
"m": 0.5596537590026855
|
|
},
|
|
{
|
|
"p": 0.05888597294688225,
|
|
"m": 0.997776985168457
|
|
},
|
|
{
|
|
"p": 0.05862902104854584,
|
|
"m": 0.9909271597862244
|
|
},
|
|
{
|
|
"p": 0.08451870083808899,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05265509709715843,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06627819687128067,
|
|
"m": 0.9980977177619934
|
|
},
|
|
{
|
|
"p": 0.06978389620780945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03303743898868561,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04255080595612526,
|
|
"m": 0.9952724575996399
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 28,
|
|
"train_loss": 1.373232126235962,
|
|
"val_loss": 1.142722487449646,
|
|
"acc": 58.53,
|
|
"time": 594.2265754219843,
|
|
"param": [
|
|
{
|
|
"p": 0.05218319967389107,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04658113792538643,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059210214763879776,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07228370010852814,
|
|
"m": 0.9189926981925964
|
|
},
|
|
{
|
|
"p": 0.04214067384600639,
|
|
"m": 0.4621332287788391
|
|
},
|
|
{
|
|
"p": 0.037095807492733,
|
|
"m": 0.45125851035118103
|
|
},
|
|
{
|
|
"p": 0.04840683937072754,
|
|
"m": 0.9560880064964294
|
|
},
|
|
{
|
|
"p": 0.05680812522768974,
|
|
"m": 0.976586639881134
|
|
},
|
|
{
|
|
"p": 0.06450863182544708,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07590417563915253,
|
|
"m": 0.5641991496086121
|
|
},
|
|
{
|
|
"p": 0.054256852716207504,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08053240925073624,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07209216803312302,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040764208883047104,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046400465071201324,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07238507270812988,
|
|
"m": 0.9982959032058716
|
|
},
|
|
{
|
|
"p": 0.04584343358874321,
|
|
"m": 0.951227605342865
|
|
},
|
|
{
|
|
"p": 0.03260299935936928,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 29,
|
|
"train_loss": 1.500627875328064,
|
|
"val_loss": 1.3108652830123901,
|
|
"acc": 58.81,
|
|
"time": 590.2227490890073,
|
|
"param": [
|
|
{
|
|
"p": 0.07048041373491287,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0399276427924633,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0667823925614357,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05750894546508789,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060129083693027496,
|
|
"m": 0.4177907109260559
|
|
},
|
|
{
|
|
"p": 0.04595446214079857,
|
|
"m": 0.4937276542186737
|
|
},
|
|
{
|
|
"p": 0.06434376537799835,
|
|
"m": 0.9795114398002625
|
|
},
|
|
{
|
|
"p": 0.05900553613901138,
|
|
"m": 0.9378070831298828
|
|
},
|
|
{
|
|
"p": 0.06596949696540833,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05686309188604355,
|
|
"m": 0.5885446071624756
|
|
},
|
|
{
|
|
"p": 0.05573922395706177,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06820926070213318,
|
|
"m": 0.9916888475418091
|
|
},
|
|
{
|
|
"p": 0.06565973162651062,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04971092566847801,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0508834533393383,
|
|
"m": 0.9541182518005371
|
|
},
|
|
{
|
|
"p": 0.05908672511577606,
|
|
"m": 0.9933104515075684
|
|
},
|
|
{
|
|
"p": 0.042207833379507065,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02153799682855606,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 30,
|
|
"train_loss": 1.5705465078353882,
|
|
"val_loss": 1.1620903015136719,
|
|
"acc": 60.75,
|
|
"time": 588.4045294210082,
|
|
"param": [
|
|
{
|
|
"p": 0.08468970656394958,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04345346987247467,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08776018768548965,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07010776549577713,
|
|
"m": 0.9864579439163208
|
|
},
|
|
{
|
|
"p": 0.03274032473564148,
|
|
"m": 0.47834712266921997
|
|
},
|
|
{
|
|
"p": 0.041571781039237976,
|
|
"m": 0.5169430375099182
|
|
},
|
|
{
|
|
"p": 0.04661459103226662,
|
|
"m": 0.9012905359268188
|
|
},
|
|
{
|
|
"p": 0.0543978177011013,
|
|
"m": 0.9773738980293274
|
|
},
|
|
{
|
|
"p": 0.07981758564710617,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07016053795814514,
|
|
"m": 0.6163358092308044
|
|
},
|
|
{
|
|
"p": 0.06478696316480637,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.085406593978405,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06369079649448395,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04084791988134384,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05147865414619446,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06584238260984421,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0009218518971465528,
|
|
"m": 0.9302123188972473
|
|
},
|
|
{
|
|
"p": 0.01571122743189335,
|
|
"m": 0.9894574880599976
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 31,
|
|
"train_loss": 1.448170781135559,
|
|
"val_loss": 1.0890586376190186,
|
|
"acc": 60.75,
|
|
"time": 524.0767409809632,
|
|
"param": [
|
|
{
|
|
"p": 0.052600063383579254,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04468496888875961,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06854332983493805,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06438975036144257,
|
|
"m": 0.9057334065437317
|
|
},
|
|
{
|
|
"p": 0.029495704919099808,
|
|
"m": 0.5682233572006226
|
|
},
|
|
{
|
|
"p": 0.06454881280660629,
|
|
"m": 0.48849156498908997
|
|
},
|
|
{
|
|
"p": 0.03783150762319565,
|
|
"m": 0.998325765132904
|
|
},
|
|
{
|
|
"p": 0.0798095166683197,
|
|
"m": 0.9864553213119507
|
|
},
|
|
{
|
|
"p": 0.06827624142169952,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06852595508098602,
|
|
"m": 0.6546766757965088
|
|
},
|
|
{
|
|
"p": 0.04891398176550865,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05092645063996315,
|
|
"m": 0.9905892014503479
|
|
},
|
|
{
|
|
"p": 0.06494079530239105,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.039547037333250046,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06174338236451149,
|
|
"m": 0.9858506917953491
|
|
},
|
|
{
|
|
"p": 0.06254290789365768,
|
|
"m": 0.9874560832977295
|
|
},
|
|
{
|
|
"p": 0.03466468304395676,
|
|
"m": 0.9906780123710632
|
|
},
|
|
{
|
|
"p": 0.05801483243703842,
|
|
"m": 0.9998394250869751
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 32,
|
|
"train_loss": 1.644132375717163,
|
|
"val_loss": 1.1503928899765015,
|
|
"acc": 59.99,
|
|
"time": 353.57993371703196,
|
|
"param": [
|
|
{
|
|
"p": 0.08381003886461258,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055764731019735336,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06418105214834213,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.037432339042425156,
|
|
"m": 0.8259543180465698
|
|
},
|
|
{
|
|
"p": 0.05159343406558037,
|
|
"m": 0.4915663003921509
|
|
},
|
|
{
|
|
"p": 0.05013565719127655,
|
|
"m": 0.4998800754547119
|
|
},
|
|
{
|
|
"p": 0.05830242112278938,
|
|
"m": 0.894375741481781
|
|
},
|
|
{
|
|
"p": 0.059814900159835815,
|
|
"m": 0.9959924817085266
|
|
},
|
|
{
|
|
"p": 0.06397375464439392,
|
|
"m": 0.9746333956718445
|
|
},
|
|
{
|
|
"p": 0.07012693583965302,
|
|
"m": 0.6920854449272156
|
|
},
|
|
{
|
|
"p": 0.05527273938059807,
|
|
"m": 0.9987779855728149
|
|
},
|
|
{
|
|
"p": 0.05945346876978874,
|
|
"m": 0.9965935945510864
|
|
},
|
|
{
|
|
"p": 0.07235750555992126,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022183271124958992,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04420667141675949,
|
|
"m": 0.9728453159332275
|
|
},
|
|
{
|
|
"p": 0.0801568552851677,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04075467959046364,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030479522421956062,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 33,
|
|
"train_loss": 1.3678175210952759,
|
|
"val_loss": 1.114146113395691,
|
|
"acc": 61.83,
|
|
"time": 591.0022943000076,
|
|
"param": [
|
|
{
|
|
"p": 0.05877029523253441,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02174750715494156,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05938725546002388,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04204380139708519,
|
|
"m": 0.9885700345039368
|
|
},
|
|
{
|
|
"p": 0.06416532397270203,
|
|
"m": 0.5207581520080566
|
|
},
|
|
{
|
|
"p": 0.054008908569812775,
|
|
"m": 0.561886191368103
|
|
},
|
|
{
|
|
"p": 0.07705561071634293,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05893617495894432,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06950944662094116,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0650530457496643,
|
|
"m": 0.7331247329711914
|
|
},
|
|
{
|
|
"p": 0.05848001316189766,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05724073946475983,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054358262568712234,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051012519747018814,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0517711378633976,
|
|
"m": 0.993022084236145
|
|
},
|
|
{
|
|
"p": 0.07704178988933563,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04535669833421707,
|
|
"m": 0.9906612038612366
|
|
},
|
|
{
|
|
"p": 0.03406147658824921,
|
|
"m": 0.999778151512146
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 34,
|
|
"train_loss": 1.4549349546432495,
|
|
"val_loss": 1.0808899402618408,
|
|
"acc": 60.7,
|
|
"time": 593.0158330859849,
|
|
"param": [
|
|
{
|
|
"p": 0.05902469903230667,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.034200381487607956,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07787768542766571,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05498631298542023,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060370318591594696,
|
|
"m": 0.6452966332435608
|
|
},
|
|
{
|
|
"p": 0.05056397616863251,
|
|
"m": 0.5663555264472961
|
|
},
|
|
{
|
|
"p": 0.06282858550548553,
|
|
"m": 0.9418467879295349
|
|
},
|
|
{
|
|
"p": 0.043174415826797485,
|
|
"m": 0.8396867513656616
|
|
},
|
|
{
|
|
"p": 0.06994576007127762,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06447383761405945,
|
|
"m": 0.7022204399108887
|
|
},
|
|
{
|
|
"p": 0.06611862778663635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06989896297454834,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06837155669927597,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03603128343820572,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05759076401591301,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06803727149963379,
|
|
"m": 0.9977580904960632
|
|
},
|
|
{
|
|
"p": 0.02747826837003231,
|
|
"m": 0.9783347249031067
|
|
},
|
|
{
|
|
"p": 0.0290273055434227,
|
|
"m": 0.998020350933075
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 35,
|
|
"train_loss": 1.4721238613128662,
|
|
"val_loss": 1.2938891649246216,
|
|
"acc": 60.18,
|
|
"time": 591.472275492968,
|
|
"param": [
|
|
{
|
|
"p": 0.07039932906627655,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04266523942351341,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0685107633471489,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029993833974003792,
|
|
"m": 0.9838551878929138
|
|
},
|
|
{
|
|
"p": 0.04764325171709061,
|
|
"m": 0.6895304322242737
|
|
},
|
|
{
|
|
"p": 0.03869854286313057,
|
|
"m": 0.6632826328277588
|
|
},
|
|
{
|
|
"p": 0.05908334627747536,
|
|
"m": 0.8891847133636475
|
|
},
|
|
{
|
|
"p": 0.060018882155418396,
|
|
"m": 0.9209412932395935
|
|
},
|
|
{
|
|
"p": 0.05099327489733696,
|
|
"m": 0.9988716244697571
|
|
},
|
|
{
|
|
"p": 0.05732725188136101,
|
|
"m": 0.6384701728820801
|
|
},
|
|
{
|
|
"p": 0.06757641583681107,
|
|
"m": 0.9979690909385681
|
|
},
|
|
{
|
|
"p": 0.05905916541814804,
|
|
"m": 0.9963756203651428
|
|
},
|
|
{
|
|
"p": 0.06543399393558502,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04925443232059479,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08371088653802872,
|
|
"m": 0.9184117317199707
|
|
},
|
|
{
|
|
"p": 0.07508011162281036,
|
|
"m": 0.9968021512031555
|
|
},
|
|
{
|
|
"p": 0.0385335348546505,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03601788729429245,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 36,
|
|
"train_loss": 1.4653414487838745,
|
|
"val_loss": 1.0703423023223877,
|
|
"acc": 61.26,
|
|
"time": 591.3434397040401,
|
|
"param": [
|
|
{
|
|
"p": 0.07280976325273514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054520681500434875,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07209160923957825,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07275010645389557,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04559008777141571,
|
|
"m": 0.6428228616714478
|
|
},
|
|
{
|
|
"p": 0.05135148763656616,
|
|
"m": 0.7903939485549927
|
|
},
|
|
{
|
|
"p": 0.05766996368765831,
|
|
"m": 0.9486396908760071
|
|
},
|
|
{
|
|
"p": 0.051799677312374115,
|
|
"m": 0.9874784350395203
|
|
},
|
|
{
|
|
"p": 0.04795648902654648,
|
|
"m": 0.9936383962631226
|
|
},
|
|
{
|
|
"p": 0.05978166311979294,
|
|
"m": 0.5356431603431702
|
|
},
|
|
{
|
|
"p": 0.05594155937433243,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05339793488383293,
|
|
"m": 0.9925647974014282
|
|
},
|
|
{
|
|
"p": 0.06067686155438423,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049814242869615555,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056266121566295624,
|
|
"m": 0.8720116019248962
|
|
},
|
|
{
|
|
"p": 0.05638222396373749,
|
|
"m": 0.9987450838088989
|
|
},
|
|
{
|
|
"p": 0.02899162657558918,
|
|
"m": 0.9976864457130432
|
|
},
|
|
{
|
|
"p": 0.05220787972211838,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 37,
|
|
"train_loss": 1.4021254777908325,
|
|
"val_loss": 1.0524992942810059,
|
|
"acc": 62.01,
|
|
"time": 590.2470011200057,
|
|
"param": [
|
|
{
|
|
"p": 0.09187605232000351,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028689617291092873,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06654047966003418,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04184414818882942,
|
|
"m": 0.99843430519104
|
|
},
|
|
{
|
|
"p": 0.05316515639424324,
|
|
"m": 0.6447978019714355
|
|
},
|
|
{
|
|
"p": 0.02932448498904705,
|
|
"m": 0.7941234111785889
|
|
},
|
|
{
|
|
"p": 0.06883851438760757,
|
|
"m": 0.9685360193252563
|
|
},
|
|
{
|
|
"p": 0.06054265424609184,
|
|
"m": 0.9478887319564819
|
|
},
|
|
{
|
|
"p": 0.06594406068325043,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06337356567382812,
|
|
"m": 0.4639671742916107
|
|
},
|
|
{
|
|
"p": 0.06307036429643631,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07544728368520737,
|
|
"m": 0.97356116771698
|
|
},
|
|
{
|
|
"p": 0.06343456357717514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.036829158663749695,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04932159557938576,
|
|
"m": 0.9194193482398987
|
|
},
|
|
{
|
|
"p": 0.07326953113079071,
|
|
"m": 0.9827373027801514
|
|
},
|
|
{
|
|
"p": 0.045337166637182236,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.023151619359850883,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 38,
|
|
"train_loss": 1.4868263006210327,
|
|
"val_loss": 1.0716584920883179,
|
|
"acc": 61.78,
|
|
"time": 591.7396348490147,
|
|
"param": [
|
|
{
|
|
"p": 0.0781569853425026,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0400179959833622,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08426675945520401,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04312438145279884,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04640598222613335,
|
|
"m": 0.7511782646179199
|
|
},
|
|
{
|
|
"p": 0.04127905145287514,
|
|
"m": 0.7206834554672241
|
|
},
|
|
{
|
|
"p": 0.06002414971590042,
|
|
"m": 0.999472439289093
|
|
},
|
|
{
|
|
"p": 0.06974931806325912,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04682294651865959,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0540202260017395,
|
|
"m": 0.4462919533252716
|
|
},
|
|
{
|
|
"p": 0.0685834288597107,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06869141757488251,
|
|
"m": 0.9868987202644348
|
|
},
|
|
{
|
|
"p": 0.0694635659456253,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0332472063601017,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055560287088155746,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06985961645841599,
|
|
"m": 0.9857085943222046
|
|
},
|
|
{
|
|
"p": 0.03399401530623436,
|
|
"m": 0.9889272451400757
|
|
},
|
|
{
|
|
"p": 0.03673258051276207,
|
|
"m": 0.9720345735549927
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 39,
|
|
"train_loss": 1.4282422065734863,
|
|
"val_loss": 1.116304636001587,
|
|
"acc": 63.13,
|
|
"time": 590.3939415279892,
|
|
"param": [
|
|
{
|
|
"p": 0.05815546214580536,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015329426154494286,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07189904898405075,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06330329924821854,
|
|
"m": 0.9089977145195007
|
|
},
|
|
{
|
|
"p": 0.023378532379865646,
|
|
"m": 0.6646376848220825
|
|
},
|
|
{
|
|
"p": 0.034900035709142685,
|
|
"m": 0.6716169118881226
|
|
},
|
|
{
|
|
"p": 0.05335152521729469,
|
|
"m": 0.7917419672012329
|
|
},
|
|
{
|
|
"p": 0.04118024930357933,
|
|
"m": 0.9751144051551819
|
|
},
|
|
{
|
|
"p": 0.07784819602966309,
|
|
"m": 0.981529712677002
|
|
},
|
|
{
|
|
"p": 0.08273755759000778,
|
|
"m": 0.48632028698921204
|
|
},
|
|
{
|
|
"p": 0.09180998802185059,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05982586741447449,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07491303980350494,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04415268078446388,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06708643585443497,
|
|
"m": 0.9871638417243958
|
|
},
|
|
{
|
|
"p": 0.07776874303817749,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016067510470747948,
|
|
"m": 0.8940486311912537
|
|
},
|
|
{
|
|
"p": 0.046292442828416824,
|
|
"m": 0.9247024059295654
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 40,
|
|
"train_loss": 1.23235285282135,
|
|
"val_loss": 0.973659336566925,
|
|
"acc": 63.16,
|
|
"time": 590.8502691189642,
|
|
"param": [
|
|
{
|
|
"p": 0.06332050263881683,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057514842599630356,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07089099287986755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03443640097975731,
|
|
"m": 0.9116682410240173
|
|
},
|
|
{
|
|
"p": 0.043210018426179886,
|
|
"m": 0.7075897455215454
|
|
},
|
|
{
|
|
"p": 0.06610792875289917,
|
|
"m": 0.7023677229881287
|
|
},
|
|
{
|
|
"p": 0.05805002525448799,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05947168916463852,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07923280447721481,
|
|
"m": 0.9993345141410828
|
|
},
|
|
{
|
|
"p": 0.06714966893196106,
|
|
"m": 0.639230489730835
|
|
},
|
|
{
|
|
"p": 0.06577137112617493,
|
|
"m": 0.9528357982635498
|
|
},
|
|
{
|
|
"p": 0.06645622849464417,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07757540792226791,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.034971483051776886,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05805220082402229,
|
|
"m": 0.9253444075584412
|
|
},
|
|
{
|
|
"p": 0.06827947497367859,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017589688301086426,
|
|
"m": 0.8716806173324585
|
|
},
|
|
{
|
|
"p": 0.011919242329895496,
|
|
"m": 0.8450794219970703
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 41,
|
|
"train_loss": 1.4069286584854126,
|
|
"val_loss": 1.0229220390319824,
|
|
"acc": 62.48,
|
|
"time": 595.5029959679814,
|
|
"param": [
|
|
{
|
|
"p": 0.05584532767534256,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025598924607038498,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06382737308740616,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04660652205348015,
|
|
"m": 0.8160362839698792
|
|
},
|
|
{
|
|
"p": 0.05923747643828392,
|
|
"m": 0.7052188515663147
|
|
},
|
|
{
|
|
"p": 0.05387549847364426,
|
|
"m": 0.5932837724685669
|
|
},
|
|
{
|
|
"p": 0.04033613204956055,
|
|
"m": 0.9823018908500671
|
|
},
|
|
{
|
|
"p": 0.06695293635129929,
|
|
"m": 0.9133889079093933
|
|
},
|
|
{
|
|
"p": 0.06869316846132278,
|
|
"m": 0.9978604912757874
|
|
},
|
|
{
|
|
"p": 0.049697309732437134,
|
|
"m": 0.6734996438026428
|
|
},
|
|
{
|
|
"p": 0.059913408011198044,
|
|
"m": 0.9991278648376465
|
|
},
|
|
{
|
|
"p": 0.03654318302869797,
|
|
"m": 0.9841834902763367
|
|
},
|
|
{
|
|
"p": 0.07094354927539825,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0506804957985878,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07861120253801346,
|
|
"m": 0.9980546236038208
|
|
},
|
|
{
|
|
"p": 0.06332536786794662,
|
|
"m": 0.9807491302490234
|
|
},
|
|
{
|
|
"p": 0.07244075834751129,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03687131404876709,
|
|
"m": 0.9120967388153076
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 42,
|
|
"train_loss": 1.3209023475646973,
|
|
"val_loss": 1.018683671951294,
|
|
"acc": 63.39,
|
|
"time": 591.3889714580146,
|
|
"param": [
|
|
{
|
|
"p": 0.06180230900645256,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049196548759937286,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0717422366142273,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04758615419268608,
|
|
"m": 0.7662237882614136
|
|
},
|
|
{
|
|
"p": 0.07140893489122391,
|
|
"m": 0.6943774223327637
|
|
},
|
|
{
|
|
"p": 0.04313655570149422,
|
|
"m": 0.5822082757949829
|
|
},
|
|
{
|
|
"p": 0.07206150889396667,
|
|
"m": 0.9427210092544556
|
|
},
|
|
{
|
|
"p": 0.0658922865986824,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07357604801654816,
|
|
"m": 0.9983083605766296
|
|
},
|
|
{
|
|
"p": 0.05553078278899193,
|
|
"m": 0.6314350962638855
|
|
},
|
|
{
|
|
"p": 0.050954099744558334,
|
|
"m": 0.9989553093910217
|
|
},
|
|
{
|
|
"p": 0.04552774876356125,
|
|
"m": 0.9706435203552246
|
|
},
|
|
{
|
|
"p": 0.05179804190993309,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050046853721141815,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05996989831328392,
|
|
"m": 0.9975736737251282
|
|
},
|
|
{
|
|
"p": 0.07020732760429382,
|
|
"m": 0.9942184090614319
|
|
},
|
|
{
|
|
"p": 0.02172090858221054,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.037841785699129105,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 43,
|
|
"train_loss": 1.463891863822937,
|
|
"val_loss": 1.0088750123977661,
|
|
"acc": 63.94,
|
|
"time": 591.9147915270296,
|
|
"param": [
|
|
{
|
|
"p": 0.07405708730220795,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03513549268245697,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05069971829652786,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044299762696027756,
|
|
"m": 0.8094752430915833
|
|
},
|
|
{
|
|
"p": 0.06042179837822914,
|
|
"m": 0.7478399872779846
|
|
},
|
|
{
|
|
"p": 0.0565665140748024,
|
|
"m": 0.6005041599273682
|
|
},
|
|
{
|
|
"p": 0.0661185085773468,
|
|
"m": 0.7414698600769043
|
|
},
|
|
{
|
|
"p": 0.04900792986154556,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0665142759680748,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06620598584413528,
|
|
"m": 0.687274694442749
|
|
},
|
|
{
|
|
"p": 0.05548320338129997,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040216632187366486,
|
|
"m": 0.9997828006744385
|
|
},
|
|
{
|
|
"p": 0.06483367830514908,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05838242918252945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05433846265077591,
|
|
"m": 0.9765735864639282
|
|
},
|
|
{
|
|
"p": 0.06859780102968216,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05479874834418297,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03432200476527214,
|
|
"m": 0.9876285195350647
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 44,
|
|
"train_loss": 1.3487930297851562,
|
|
"val_loss": 1.0844879150390625,
|
|
"acc": 63.77,
|
|
"time": 590.7419871210004,
|
|
"param": [
|
|
{
|
|
"p": 0.057591672986745834,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030169008299708366,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0802559033036232,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052564483135938644,
|
|
"m": 0.81331866979599
|
|
},
|
|
{
|
|
"p": 0.029008779674768448,
|
|
"m": 0.790337085723877
|
|
},
|
|
{
|
|
"p": 0.051197733730077744,
|
|
"m": 0.6405320167541504
|
|
},
|
|
{
|
|
"p": 0.06664764136075974,
|
|
"m": 0.8047066926956177
|
|
},
|
|
{
|
|
"p": 0.07293668389320374,
|
|
"m": 0.9680979251861572
|
|
},
|
|
{
|
|
"p": 0.048135221004486084,
|
|
"m": 0.9924560189247131
|
|
},
|
|
{
|
|
"p": 0.06906484067440033,
|
|
"m": 0.735777735710144
|
|
},
|
|
{
|
|
"p": 0.060170356184244156,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06221437081694603,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05128391832113266,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05910031124949455,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08559813350439072,
|
|
"m": 0.9959339499473572
|
|
},
|
|
{
|
|
"p": 0.054095301777124405,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03961925581097603,
|
|
"m": 0.9797549843788147
|
|
},
|
|
{
|
|
"p": 0.03034643642604351,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 45,
|
|
"train_loss": 1.290199875831604,
|
|
"val_loss": 1.0200121402740479,
|
|
"acc": 62.94,
|
|
"time": 595.5983976210118,
|
|
"param": [
|
|
{
|
|
"p": 0.06762333959341049,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03718425706028938,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07232168316841125,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05609901249408722,
|
|
"m": 0.7885362505912781
|
|
},
|
|
{
|
|
"p": 0.039038702845573425,
|
|
"m": 0.7862327098846436
|
|
},
|
|
{
|
|
"p": 0.0454808846116066,
|
|
"m": 0.6343913674354553
|
|
},
|
|
{
|
|
"p": 0.0627535879611969,
|
|
"m": 0.9531847834587097
|
|
},
|
|
{
|
|
"p": 0.07245255261659622,
|
|
"m": 0.967830240726471
|
|
},
|
|
{
|
|
"p": 0.0412776917219162,
|
|
"m": 0.9962834119796753
|
|
},
|
|
{
|
|
"p": 0.06575077027082443,
|
|
"m": 0.7877486348152161
|
|
},
|
|
{
|
|
"p": 0.0587204173207283,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0643099844455719,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0851675346493721,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05693158507347107,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04228406026959419,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06043726205825806,
|
|
"m": 0.9933198094367981
|
|
},
|
|
{
|
|
"p": 0.047143083065748215,
|
|
"m": 0.9635294675827026
|
|
},
|
|
{
|
|
"p": 0.02502366341650486,
|
|
"m": 0.9700617790222168
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 46,
|
|
"train_loss": 1.2807012796401978,
|
|
"val_loss": 0.9101353287696838,
|
|
"acc": 63.67,
|
|
"time": 593.5906214660499,
|
|
"param": [
|
|
{
|
|
"p": 0.06769967824220657,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015443237498402596,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054659292101860046,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06425166875123978,
|
|
"m": 0.7691271305084229
|
|
},
|
|
{
|
|
"p": 0.05142291262745857,
|
|
"m": 0.8430042862892151
|
|
},
|
|
{
|
|
"p": 0.02606278844177723,
|
|
"m": 0.7064436078071594
|
|
},
|
|
{
|
|
"p": 0.04621930792927742,
|
|
"m": 0.949898898601532
|
|
},
|
|
{
|
|
"p": 0.06862998753786087,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06792142987251282,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05697854235768318,
|
|
"m": 0.7086175084114075
|
|
},
|
|
{
|
|
"p": 0.04103235527873039,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07893072813749313,
|
|
"m": 0.9998388290405273
|
|
},
|
|
{
|
|
"p": 0.04883701354265213,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07492844015359879,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06911560893058777,
|
|
"m": 0.9720898270606995
|
|
},
|
|
{
|
|
"p": 0.084379643201828,
|
|
"m": 0.9987519383430481
|
|
},
|
|
{
|
|
"p": 0.04833810403943062,
|
|
"m": 0.9953910112380981
|
|
},
|
|
{
|
|
"p": 0.035149186849594116,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 47,
|
|
"train_loss": 1.6983568668365479,
|
|
"val_loss": 1.0495362281799316,
|
|
"acc": 65.6,
|
|
"time": 585.3128216590267,
|
|
"param": [
|
|
{
|
|
"p": 0.05132761970162392,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.037870798259973526,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05140352249145508,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07914131879806519,
|
|
"m": 0.8211643695831299
|
|
},
|
|
{
|
|
"p": 0.04503718763589859,
|
|
"m": 0.9043321013450623
|
|
},
|
|
{
|
|
"p": 0.06361042708158493,
|
|
"m": 0.7056024670600891
|
|
},
|
|
{
|
|
"p": 0.05718988925218582,
|
|
"m": 0.9516622424125671
|
|
},
|
|
{
|
|
"p": 0.05727396160364151,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049204353243112564,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06091279536485672,
|
|
"m": 0.6650282740592957
|
|
},
|
|
{
|
|
"p": 0.04705996811389923,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0694444328546524,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05132400989532471,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06506378948688507,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07354001700878143,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06983218342065811,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030526716262102127,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040236946195364,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 48,
|
|
"train_loss": 1.276129126548767,
|
|
"val_loss": 0.9406365752220154,
|
|
"acc": 65.68,
|
|
"time": 590.6048742019921,
|
|
"param": [
|
|
{
|
|
"p": 0.06581790000200272,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026988985016942024,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07921116054058075,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025461887940764427,
|
|
"m": 0.8804325461387634
|
|
},
|
|
{
|
|
"p": 0.06125187501311302,
|
|
"m": 0.9010580778121948
|
|
},
|
|
{
|
|
"p": 0.04945623129606247,
|
|
"m": 0.8278029561042786
|
|
},
|
|
{
|
|
"p": 0.04849548637866974,
|
|
"m": 0.998117208480835
|
|
},
|
|
{
|
|
"p": 0.05373154953122139,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06415348500013351,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06777550280094147,
|
|
"m": 0.6547574400901794
|
|
},
|
|
{
|
|
"p": 0.056047748774290085,
|
|
"m": 0.9994562864303589
|
|
},
|
|
{
|
|
"p": 0.07533439248800278,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07365814596414566,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041231926530599594,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0710192397236824,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06179160252213478,
|
|
"m": 0.9974262118339539
|
|
},
|
|
{
|
|
"p": 0.0372081883251667,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04136472940444946,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 49,
|
|
"train_loss": 1.4492788314819336,
|
|
"val_loss": 0.990890383720398,
|
|
"acc": 65.2,
|
|
"time": 593.3588235990028,
|
|
"param": [
|
|
{
|
|
"p": 0.06817078590393066,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03619086742401123,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06280659884214401,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07677742838859558,
|
|
"m": 0.9323826432228088
|
|
},
|
|
{
|
|
"p": 0.029725296422839165,
|
|
"m": 0.9998060464859009
|
|
},
|
|
{
|
|
"p": 0.03781202808022499,
|
|
"m": 0.8367941379547119
|
|
},
|
|
{
|
|
"p": 0.07304597645998001,
|
|
"m": 0.9087764620780945
|
|
},
|
|
{
|
|
"p": 0.05327099561691284,
|
|
"m": 0.9994024038314819
|
|
},
|
|
{
|
|
"p": 0.08091720193624496,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06299318373203278,
|
|
"m": 0.6517067551612854
|
|
},
|
|
{
|
|
"p": 0.07210806012153625,
|
|
"m": 0.9993513226509094
|
|
},
|
|
{
|
|
"p": 0.06002368777990341,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048308417201042175,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03853415697813034,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07004886120557785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05245072767138481,
|
|
"m": 0.9954640865325928
|
|
},
|
|
{
|
|
"p": 0.04566236212849617,
|
|
"m": 0.9965687990188599
|
|
},
|
|
{
|
|
"p": 0.03115333989262581,
|
|
"m": 0.9820694923400879
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 50,
|
|
"train_loss": 1.219807744026184,
|
|
"val_loss": 1.009975552558899,
|
|
"acc": 65.57,
|
|
"time": 592.8360012900084,
|
|
"param": [
|
|
{
|
|
"p": 0.05741773173213005,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04072963446378708,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06472733616828918,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06171099841594696,
|
|
"m": 0.894812822341919
|
|
},
|
|
{
|
|
"p": 0.04601479694247246,
|
|
"m": 0.9549728035926819
|
|
},
|
|
{
|
|
"p": 0.0621812604367733,
|
|
"m": 0.8168856501579285
|
|
},
|
|
{
|
|
"p": 0.06186467409133911,
|
|
"m": 0.9089885354042053
|
|
},
|
|
{
|
|
"p": 0.07778216153383255,
|
|
"m": 0.9734688997268677
|
|
},
|
|
{
|
|
"p": 0.06895402073860168,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04223988577723503,
|
|
"m": 0.7230014801025391
|
|
},
|
|
{
|
|
"p": 0.06477277725934982,
|
|
"m": 0.9981414675712585
|
|
},
|
|
{
|
|
"p": 0.04785171523690224,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06807594746351242,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04716704040765762,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06856538355350494,
|
|
"m": 0.9988763928413391
|
|
},
|
|
{
|
|
"p": 0.06204715371131897,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.032575275748968124,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02532239630818367,
|
|
"m": 0.9767248630523682
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 51,
|
|
"train_loss": 1.2696270942687988,
|
|
"val_loss": 1.0269105434417725,
|
|
"acc": 65.19,
|
|
"time": 476.60001158795785,
|
|
"param": [
|
|
{
|
|
"p": 0.07538909465074539,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041167911142110825,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06459497660398483,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05800377205014229,
|
|
"m": 0.8983145952224731
|
|
},
|
|
{
|
|
"p": 0.05058790370821953,
|
|
"m": 0.9739410281181335
|
|
},
|
|
{
|
|
"p": 0.04046403244137764,
|
|
"m": 0.9394463896751404
|
|
},
|
|
{
|
|
"p": 0.06243748217821121,
|
|
"m": 0.9001842141151428
|
|
},
|
|
{
|
|
"p": 0.06629481166601181,
|
|
"m": 0.970879077911377
|
|
},
|
|
{
|
|
"p": 0.06866438686847687,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045971669256687164,
|
|
"m": 0.6777834892272949
|
|
},
|
|
{
|
|
"p": 0.06072600558400154,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08574115484952927,
|
|
"m": 0.999060332775116
|
|
},
|
|
{
|
|
"p": 0.05262254923582077,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04511401802301407,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05952385812997818,
|
|
"m": 0.9917004108428955
|
|
},
|
|
{
|
|
"p": 0.05209820717573166,
|
|
"m": 0.9996761679649353
|
|
},
|
|
{
|
|
"p": 0.04304737597703934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027550825849175453,
|
|
"m": 0.9834019541740417
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 52,
|
|
"train_loss": 1.4305580854415894,
|
|
"val_loss": 1.0717624425888062,
|
|
"acc": 64.62,
|
|
"time": 361.729316344019,
|
|
"param": [
|
|
{
|
|
"p": 0.06973974406719208,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025078170001506805,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06400267779827118,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041969183832407,
|
|
"m": 0.9554979801177979
|
|
},
|
|
{
|
|
"p": 0.03677031025290489,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05075322464108467,
|
|
"m": 0.9843553900718689
|
|
},
|
|
{
|
|
"p": 0.05194795876741409,
|
|
"m": 0.9543184041976929
|
|
},
|
|
{
|
|
"p": 0.05916276201605797,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07413137704133987,
|
|
"m": 0.9991033673286438
|
|
},
|
|
{
|
|
"p": 0.06545565277338028,
|
|
"m": 0.6581262350082397
|
|
},
|
|
{
|
|
"p": 0.0713706910610199,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09509602189064026,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06256802380084991,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03945748880505562,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03906970098614693,
|
|
"m": 0.983809232711792
|
|
},
|
|
{
|
|
"p": 0.04029778763651848,
|
|
"m": 0.9969678521156311
|
|
},
|
|
{
|
|
"p": 0.05557859688997269,
|
|
"m": 0.9739089012145996
|
|
},
|
|
{
|
|
"p": 0.05755068361759186,
|
|
"m": 0.9790711402893066
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 53,
|
|
"train_loss": 1.3563616275787354,
|
|
"val_loss": 0.9352075457572937,
|
|
"acc": 66.59,
|
|
"time": 589.9696284229867,
|
|
"param": [
|
|
{
|
|
"p": 0.06355329602956772,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04854583367705345,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05884299799799919,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03938942402601242,
|
|
"m": 0.9910628795623779
|
|
},
|
|
{
|
|
"p": 0.05088609829545021,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05716355890035629,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055778391659259796,
|
|
"m": 0.9398531317710876
|
|
},
|
|
{
|
|
"p": 0.051619336009025574,
|
|
"m": 0.9974421262741089
|
|
},
|
|
{
|
|
"p": 0.06728719174861908,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06477703154087067,
|
|
"m": 0.6829832196235657
|
|
},
|
|
{
|
|
"p": 0.05860254168510437,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07491189241409302,
|
|
"m": 0.9945535063743591
|
|
},
|
|
{
|
|
"p": 0.04789821431040764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0592750683426857,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05477803945541382,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07111289352178574,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0443415492773056,
|
|
"m": 0.9966773986816406
|
|
},
|
|
{
|
|
"p": 0.031236719340085983,
|
|
"m": 0.9990538954734802
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 54,
|
|
"train_loss": 1.3261058330535889,
|
|
"val_loss": 0.9953311681747437,
|
|
"acc": 65.34,
|
|
"time": 594.4691285389708,
|
|
"param": [
|
|
{
|
|
"p": 0.06936635076999664,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03310200944542885,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062203411012887955,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045581504702568054,
|
|
"m": 0.9366586804389954
|
|
},
|
|
{
|
|
"p": 0.04421481117606163,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03556361421942711,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05420467630028725,
|
|
"m": 0.9375417232513428
|
|
},
|
|
{
|
|
"p": 0.06641072034835815,
|
|
"m": 0.9879158139228821
|
|
},
|
|
{
|
|
"p": 0.06088683009147644,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06682315468788147,
|
|
"m": 0.6759210824966431
|
|
},
|
|
{
|
|
"p": 0.07143902778625488,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0649111270904541,
|
|
"m": 0.9964216351509094
|
|
},
|
|
{
|
|
"p": 0.06687986850738525,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048049986362457275,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048431988805532455,
|
|
"m": 0.9684102535247803
|
|
},
|
|
{
|
|
"p": 0.06123651936650276,
|
|
"m": 0.9838113188743591
|
|
},
|
|
{
|
|
"p": 0.05781625956296921,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04287805035710335,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 55,
|
|
"train_loss": 1.5595299005508423,
|
|
"val_loss": 0.9869492650032043,
|
|
"acc": 65.44,
|
|
"time": 589.5231539519737,
|
|
"param": [
|
|
{
|
|
"p": 0.05753849446773529,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05558634549379349,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06176150590181351,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07883455604314804,
|
|
"m": 0.9868136644363403
|
|
},
|
|
{
|
|
"p": 0.036301467567682266,
|
|
"m": 0.9710885286331177
|
|
},
|
|
{
|
|
"p": 0.044231999665498734,
|
|
"m": 0.9699665904045105
|
|
},
|
|
{
|
|
"p": 0.06404300034046173,
|
|
"m": 0.9029974341392517
|
|
},
|
|
{
|
|
"p": 0.07388825714588165,
|
|
"m": 0.9976120591163635
|
|
},
|
|
{
|
|
"p": 0.07232436537742615,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06995914876461029,
|
|
"m": 0.7545405030250549
|
|
},
|
|
{
|
|
"p": 0.035612642765045166,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05114659294486046,
|
|
"m": 0.9709608554840088
|
|
},
|
|
{
|
|
"p": 0.08864827454090118,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016161585226655006,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0648898184299469,
|
|
"m": 0.9838372468948364
|
|
},
|
|
{
|
|
"p": 0.050422292202711105,
|
|
"m": 0.9892922043800354
|
|
},
|
|
{
|
|
"p": 0.04249071702361107,
|
|
"m": 0.9999136924743652
|
|
},
|
|
{
|
|
"p": 0.036159027367830276,
|
|
"m": 0.9449611306190491
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 56,
|
|
"train_loss": 1.4693762063980103,
|
|
"val_loss": 0.9456303119659424,
|
|
"acc": 65.83,
|
|
"time": 586.8177322819829,
|
|
"param": [
|
|
{
|
|
"p": 0.04991951957345009,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03400697559118271,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07101038843393326,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04684736952185631,
|
|
"m": 0.9882854223251343
|
|
},
|
|
{
|
|
"p": 0.026830118149518967,
|
|
"m": 0.9992809891700745
|
|
},
|
|
{
|
|
"p": 0.06472399085760117,
|
|
"m": 0.9018886089324951
|
|
},
|
|
{
|
|
"p": 0.06072663143277168,
|
|
"m": 0.9159091711044312
|
|
},
|
|
{
|
|
"p": 0.045524656772613525,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07424306124448776,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07042063027620316,
|
|
"m": 0.7840033769607544
|
|
},
|
|
{
|
|
"p": 0.05133199691772461,
|
|
"m": 0.982642412185669
|
|
},
|
|
{
|
|
"p": 0.08373435586690903,
|
|
"m": 0.9670686721801758
|
|
},
|
|
{
|
|
"p": 0.08856339752674103,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.035332437604665756,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04806075245141983,
|
|
"m": 0.9799356460571289
|
|
},
|
|
{
|
|
"p": 0.05569405481219292,
|
|
"m": 0.9924002289772034
|
|
},
|
|
{
|
|
"p": 0.04996361583471298,
|
|
"m": 0.9926812648773193
|
|
},
|
|
{
|
|
"p": 0.043066058307886124,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 57,
|
|
"train_loss": 1.3842219114303589,
|
|
"val_loss": 0.9316304326057434,
|
|
"acc": 66.63,
|
|
"time": 591.3343063540524,
|
|
"param": [
|
|
{
|
|
"p": 0.056716643273830414,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027075501158833504,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038146208971738815,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.039313845336437225,
|
|
"m": 0.9754239320755005
|
|
},
|
|
{
|
|
"p": 0.02858995459973812,
|
|
"m": 0.9401395320892334
|
|
},
|
|
{
|
|
"p": 0.05213586241006851,
|
|
"m": 0.9009000658988953
|
|
},
|
|
{
|
|
"p": 0.07050993293523788,
|
|
"m": 0.9856280088424683
|
|
},
|
|
{
|
|
"p": 0.07015176117420197,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06169022247195244,
|
|
"m": 0.9912002682685852
|
|
},
|
|
{
|
|
"p": 0.06608088314533234,
|
|
"m": 0.7925813794136047
|
|
},
|
|
{
|
|
"p": 0.07910770922899246,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07564718276262283,
|
|
"m": 0.9920601844787598
|
|
},
|
|
{
|
|
"p": 0.06804143637418747,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07741175591945648,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06967444717884064,
|
|
"m": 0.9889717102050781
|
|
},
|
|
{
|
|
"p": 0.05649279057979584,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025206897407770157,
|
|
"m": 0.956422746181488
|
|
},
|
|
{
|
|
"p": 0.03800700232386589,
|
|
"m": 0.9319089651107788
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 58,
|
|
"train_loss": 1.309630274772644,
|
|
"val_loss": 1.0733308792114258,
|
|
"acc": 66.98,
|
|
"time": 589.2266919999965,
|
|
"param": [
|
|
{
|
|
"p": 0.05108286812901497,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04489496350288391,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07644100487232208,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04205167666077614,
|
|
"m": 0.8627504110336304
|
|
},
|
|
{
|
|
"p": 0.06424254924058914,
|
|
"m": 0.9539551734924316
|
|
},
|
|
{
|
|
"p": 0.024530479684472084,
|
|
"m": 0.9881466627120972
|
|
},
|
|
{
|
|
"p": 0.04890591651201248,
|
|
"m": 0.9970600605010986
|
|
},
|
|
{
|
|
"p": 0.06823527812957764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06380392611026764,
|
|
"m": 0.9855114221572876
|
|
},
|
|
{
|
|
"p": 0.04859071597456932,
|
|
"m": 0.9291492700576782
|
|
},
|
|
{
|
|
"p": 0.060334354639053345,
|
|
"m": 0.9679890275001526
|
|
},
|
|
{
|
|
"p": 0.07775609195232391,
|
|
"m": 0.9994733333587646
|
|
},
|
|
{
|
|
"p": 0.08438530564308167,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04122159257531166,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04759163409471512,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08553631603717804,
|
|
"m": 0.9979895353317261
|
|
},
|
|
{
|
|
"p": 0.035104360431432724,
|
|
"m": 0.9544556736946106
|
|
},
|
|
{
|
|
"p": 0.035291027277708054,
|
|
"m": 0.9404568672180176
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 59,
|
|
"train_loss": 1.4426097869873047,
|
|
"val_loss": 0.9273313879966736,
|
|
"acc": 66.03,
|
|
"time": 594.1844604529906,
|
|
"param": [
|
|
{
|
|
"p": 0.05658003315329552,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0409727618098259,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06823889911174774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055706556886434555,
|
|
"m": 0.9282277822494507
|
|
},
|
|
{
|
|
"p": 0.069573312997818,
|
|
"m": 0.8709532022476196
|
|
},
|
|
{
|
|
"p": 0.05674222856760025,
|
|
"m": 0.9906776547431946
|
|
},
|
|
{
|
|
"p": 0.043497323989868164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06464321911334991,
|
|
"m": 0.9354335069656372
|
|
},
|
|
{
|
|
"p": 0.06378549337387085,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0573245994746685,
|
|
"m": 0.9855731725692749
|
|
},
|
|
{
|
|
"p": 0.04964691400527954,
|
|
"m": 0.9949015974998474
|
|
},
|
|
{
|
|
"p": 0.052583273500204086,
|
|
"m": 0.9957937598228455
|
|
},
|
|
{
|
|
"p": 0.058673691004514694,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05793284624814987,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06015501171350479,
|
|
"m": 0.9947866797447205
|
|
},
|
|
{
|
|
"p": 0.06242689862847328,
|
|
"m": 0.9729653000831604
|
|
},
|
|
{
|
|
"p": 0.036641739308834076,
|
|
"m": 0.9988026022911072
|
|
},
|
|
{
|
|
"p": 0.04487523436546326,
|
|
"m": 0.991625189781189
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 60,
|
|
"train_loss": 1.294926404953003,
|
|
"val_loss": 0.9657495617866516,
|
|
"acc": 66.63,
|
|
"time": 588.8222420309903,
|
|
"param": [
|
|
{
|
|
"p": 0.07201103866100311,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03354664891958237,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07734736055135727,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06539148837327957,
|
|
"m": 0.8502424359321594
|
|
},
|
|
{
|
|
"p": 0.052454642951488495,
|
|
"m": 0.841201663017273
|
|
},
|
|
{
|
|
"p": 0.05190537869930267,
|
|
"m": 0.9591052532196045
|
|
},
|
|
{
|
|
"p": 0.04657230153679848,
|
|
"m": 0.9976052045822144
|
|
},
|
|
{
|
|
"p": 0.0606682188808918,
|
|
"m": 0.9047136902809143
|
|
},
|
|
{
|
|
"p": 0.06715301424264908,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04921731725335121,
|
|
"m": 0.9821559190750122
|
|
},
|
|
{
|
|
"p": 0.05558548495173454,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06471795588731766,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08175346255302429,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03182453289628029,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04269852116703987,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06946666538715363,
|
|
"m": 0.9720337390899658
|
|
},
|
|
{
|
|
"p": 0.03602870553731918,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041657257825136185,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 61,
|
|
"train_loss": 1.2155064344406128,
|
|
"val_loss": 1.0785787105560303,
|
|
"acc": 66.5,
|
|
"time": 589.2834834480309,
|
|
"param": [
|
|
{
|
|
"p": 0.07476574182510376,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048231519758701324,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0627409890294075,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045551396906375885,
|
|
"m": 0.790742039680481
|
|
},
|
|
{
|
|
"p": 0.02572556957602501,
|
|
"m": 0.8897570371627808
|
|
},
|
|
{
|
|
"p": 0.034474633634090424,
|
|
"m": 0.9615204930305481
|
|
},
|
|
{
|
|
"p": 0.0771481841802597,
|
|
"m": 0.9963724613189697
|
|
},
|
|
{
|
|
"p": 0.04142196848988533,
|
|
"m": 0.9613080024719238
|
|
},
|
|
{
|
|
"p": 0.06185132637619972,
|
|
"m": 0.9935128688812256
|
|
},
|
|
{
|
|
"p": 0.054254915565252304,
|
|
"m": 0.9559411406517029
|
|
},
|
|
{
|
|
"p": 0.09365502744913101,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08822979778051376,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0783650279045105,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050554972141981125,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0433536060154438,
|
|
"m": 0.9662722945213318
|
|
},
|
|
{
|
|
"p": 0.06262417882680893,
|
|
"m": 0.9477384686470032
|
|
},
|
|
{
|
|
"p": 0.03940912336111069,
|
|
"m": 0.9207384586334229
|
|
},
|
|
{
|
|
"p": 0.0176419485360384,
|
|
"m": 0.9719473719596863
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 62,
|
|
"train_loss": 1.470893383026123,
|
|
"val_loss": 0.9791964292526245,
|
|
"acc": 67.71,
|
|
"time": 592.4514907869743,
|
|
"param": [
|
|
{
|
|
"p": 0.0808795690536499,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.039369549602270126,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0635015144944191,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04108760133385658,
|
|
"m": 0.8761026859283447
|
|
},
|
|
{
|
|
"p": 0.05690443143248558,
|
|
"m": 0.932073712348938
|
|
},
|
|
{
|
|
"p": 0.03922337666153908,
|
|
"m": 0.8832693696022034
|
|
},
|
|
{
|
|
"p": 0.051675062626600266,
|
|
"m": 0.9155312180519104
|
|
},
|
|
{
|
|
"p": 0.05479893833398819,
|
|
"m": 0.8928751945495605
|
|
},
|
|
{
|
|
"p": 0.04778546467423439,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06125427410006523,
|
|
"m": 0.8949205875396729
|
|
},
|
|
{
|
|
"p": 0.057200103998184204,
|
|
"m": 0.9762507677078247
|
|
},
|
|
{
|
|
"p": 0.05894356966018677,
|
|
"m": 0.9960933327674866
|
|
},
|
|
{
|
|
"p": 0.0672900378704071,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03845007345080376,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07911592721939087,
|
|
"m": 0.9220857620239258
|
|
},
|
|
{
|
|
"p": 0.08523665368556976,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.039330169558525085,
|
|
"m": 0.9300470948219299
|
|
},
|
|
{
|
|
"p": 0.03795364871621132,
|
|
"m": 0.9710479378700256
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 63,
|
|
"train_loss": 1.3498611450195312,
|
|
"val_loss": 0.8570854663848877,
|
|
"acc": 67.79,
|
|
"time": 591.64733888302,
|
|
"param": [
|
|
{
|
|
"p": 0.0688040480017662,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04093233495950699,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07259631156921387,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043440770357847214,
|
|
"m": 0.8596044182777405
|
|
},
|
|
{
|
|
"p": 0.04405994713306427,
|
|
"m": 0.9609249830245972
|
|
},
|
|
{
|
|
"p": 0.04720206931233406,
|
|
"m": 0.9693149328231812
|
|
},
|
|
{
|
|
"p": 0.04497857391834259,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05808036029338837,
|
|
"m": 0.8557252883911133
|
|
},
|
|
{
|
|
"p": 0.05785420909523964,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06111541762948036,
|
|
"m": 0.784285843372345
|
|
},
|
|
{
|
|
"p": 0.08236579596996307,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08173299580812454,
|
|
"m": 0.988237202167511
|
|
},
|
|
{
|
|
"p": 0.05666493624448776,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046476639807224274,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06413400173187256,
|
|
"m": 0.9661985635757446
|
|
},
|
|
{
|
|
"p": 0.0662756860256195,
|
|
"m": 0.9894025325775146
|
|
},
|
|
{
|
|
"p": 0.03348727896809578,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029798556119203568,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 64,
|
|
"train_loss": 1.3225383758544922,
|
|
"val_loss": 0.9716551899909973,
|
|
"acc": 67.38,
|
|
"time": 592.1104047769913,
|
|
"param": [
|
|
{
|
|
"p": 0.07760066539049149,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056603316217660904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0684208795428276,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07417835295200348,
|
|
"m": 0.8467376828193665
|
|
},
|
|
{
|
|
"p": 0.05232716724276543,
|
|
"m": 0.9421800374984741
|
|
},
|
|
{
|
|
"p": 0.030398063361644745,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0568322092294693,
|
|
"m": 0.8912309408187866
|
|
},
|
|
{
|
|
"p": 0.032614074647426605,
|
|
"m": 0.9758108854293823
|
|
},
|
|
{
|
|
"p": 0.05153192952275276,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07032516598701477,
|
|
"m": 0.8181217312812805
|
|
},
|
|
{
|
|
"p": 0.06862582266330719,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05752887204289436,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06626133620738983,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04388386011123657,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05171537399291992,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07959180325269699,
|
|
"m": 0.9976581335067749
|
|
},
|
|
{
|
|
"p": 0.03214264661073685,
|
|
"m": 0.999675452709198
|
|
},
|
|
{
|
|
"p": 0.02941843867301941,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 65,
|
|
"train_loss": 1.0646549463272095,
|
|
"val_loss": 1.0541144609451294,
|
|
"acc": 67.85,
|
|
"time": 592.8467417790089,
|
|
"param": [
|
|
{
|
|
"p": 0.06937535107135773,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.037619683891534805,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05056603252887726,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04616650193929672,
|
|
"m": 0.8231143951416016
|
|
},
|
|
{
|
|
"p": 0.04325547441840172,
|
|
"m": 0.8353986740112305
|
|
},
|
|
{
|
|
"p": 0.05671447515487671,
|
|
"m": 0.9478442668914795
|
|
},
|
|
{
|
|
"p": 0.04804069176316261,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08103768527507782,
|
|
"m": 0.9794701337814331
|
|
},
|
|
{
|
|
"p": 0.06562129408121109,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051108699291944504,
|
|
"m": 0.8416001796722412
|
|
},
|
|
{
|
|
"p": 0.053738221526145935,
|
|
"m": 0.9879530668258667
|
|
},
|
|
{
|
|
"p": 0.05522799864411354,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06277769058942795,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07347197830677032,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058173686265945435,
|
|
"m": 0.9942099452018738
|
|
},
|
|
{
|
|
"p": 0.08892221003770828,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029366305097937584,
|
|
"m": 0.9119455218315125
|
|
},
|
|
{
|
|
"p": 0.02881607413291931,
|
|
"m": 0.9584177732467651
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 66,
|
|
"train_loss": 1.3641983270645142,
|
|
"val_loss": 0.8731632232666016,
|
|
"acc": 67.37,
|
|
"time": 594.9915498349583,
|
|
"param": [
|
|
{
|
|
"p": 0.05398080497980118,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052502959966659546,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0819234624505043,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04518800601363182,
|
|
"m": 0.809468150138855
|
|
},
|
|
{
|
|
"p": 0.05689965933561325,
|
|
"m": 0.8670573234558105
|
|
},
|
|
{
|
|
"p": 0.02364940196275711,
|
|
"m": 0.9485390782356262
|
|
},
|
|
{
|
|
"p": 0.08177580684423447,
|
|
"m": 0.8776558637619019
|
|
},
|
|
{
|
|
"p": 0.053598128259181976,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060019493103027344,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04462817683815956,
|
|
"m": 0.9393282532691956
|
|
},
|
|
{
|
|
"p": 0.025543782860040665,
|
|
"m": 0.980633020401001
|
|
},
|
|
{
|
|
"p": 0.060040175914764404,
|
|
"m": 0.9947348237037659
|
|
},
|
|
{
|
|
"p": 0.05835586041212082,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048365846276283264,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07013881206512451,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07628019154071808,
|
|
"m": 0.9952045679092407
|
|
},
|
|
{
|
|
"p": 0.06350433081388474,
|
|
"m": 0.8552067875862122
|
|
},
|
|
{
|
|
"p": 0.043605148792266846,
|
|
"m": 0.9527522325515747
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 67,
|
|
"train_loss": 1.2543370723724365,
|
|
"val_loss": 0.9139977693557739,
|
|
"acc": 68.12,
|
|
"time": 594.6679755509831,
|
|
"param": [
|
|
{
|
|
"p": 0.044637974351644516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04218333959579468,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06529410928487778,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04224172607064247,
|
|
"m": 0.9644150137901306
|
|
},
|
|
{
|
|
"p": 0.057039763778448105,
|
|
"m": 0.930796205997467
|
|
},
|
|
{
|
|
"p": 0.05408565700054169,
|
|
"m": 0.9476680159568787
|
|
},
|
|
{
|
|
"p": 0.05797094479203224,
|
|
"m": 0.7941851615905762
|
|
},
|
|
{
|
|
"p": 0.0546964667737484,
|
|
"m": 0.9519574642181396
|
|
},
|
|
{
|
|
"p": 0.0831824541091919,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06380455195903778,
|
|
"m": 0.9994999766349792
|
|
},
|
|
{
|
|
"p": 0.05420462042093277,
|
|
"m": 0.9814876914024353
|
|
},
|
|
{
|
|
"p": 0.061584342271089554,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04924173280596733,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05051020532846451,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06257376074790955,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046777527779340744,
|
|
"m": 0.9917160868644714
|
|
},
|
|
{
|
|
"p": 0.061840906739234924,
|
|
"m": 0.9327336549758911
|
|
},
|
|
{
|
|
"p": 0.0481298491358757,
|
|
"m": 0.990776777267456
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 68,
|
|
"train_loss": 1.2973313331604004,
|
|
"val_loss": 0.8227534294128418,
|
|
"acc": 67.72,
|
|
"time": 592.5889216599753,
|
|
"param": [
|
|
{
|
|
"p": 0.06563390046358109,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03356953710317612,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06444013118743896,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04122928902506828,
|
|
"m": 0.9518913626670837
|
|
},
|
|
{
|
|
"p": 0.05493197590112686,
|
|
"m": 0.8690337538719177
|
|
},
|
|
{
|
|
"p": 0.02727861888706684,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07385871559381485,
|
|
"m": 0.8039036393165588
|
|
},
|
|
{
|
|
"p": 0.055329885333776474,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06144755333662033,
|
|
"m": 0.9991852641105652
|
|
},
|
|
{
|
|
"p": 0.06249609962105751,
|
|
"m": 0.8838065266609192
|
|
},
|
|
{
|
|
"p": 0.06537958979606628,
|
|
"m": 0.9997390508651733
|
|
},
|
|
{
|
|
"p": 0.059450969099998474,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04945405572652817,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050179146230220795,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08008328825235367,
|
|
"m": 0.9760944843292236
|
|
},
|
|
{
|
|
"p": 0.07988354563713074,
|
|
"m": 0.9725700616836548
|
|
},
|
|
{
|
|
"p": 0.02459557168185711,
|
|
"m": 0.9424416422843933
|
|
},
|
|
{
|
|
"p": 0.050758156925439835,
|
|
"m": 0.9455558657646179
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 69,
|
|
"train_loss": 1.4324203729629517,
|
|
"val_loss": 1.060402512550354,
|
|
"acc": 68.09,
|
|
"time": 592.2098881209968,
|
|
"param": [
|
|
{
|
|
"p": 0.060105886310338974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03933145850896835,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0762447714805603,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05972529947757721,
|
|
"m": 0.9212309122085571
|
|
},
|
|
{
|
|
"p": 0.04305298626422882,
|
|
"m": 0.8821529746055603
|
|
},
|
|
{
|
|
"p": 0.06373243778944016,
|
|
"m": 0.972241222858429
|
|
},
|
|
{
|
|
"p": 0.05654250830411911,
|
|
"m": 0.7285799980163574
|
|
},
|
|
{
|
|
"p": 0.06554094702005386,
|
|
"m": 0.9925240278244019
|
|
},
|
|
{
|
|
"p": 0.04680146276950836,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07637928426265717,
|
|
"m": 0.7163006067276001
|
|
},
|
|
{
|
|
"p": 0.09905723482370377,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0695398673415184,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05047648027539253,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03966793790459633,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0420541986823082,
|
|
"m": 0.9804341197013855
|
|
},
|
|
{
|
|
"p": 0.0772969201207161,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020827533677220345,
|
|
"m": 0.9705390930175781
|
|
},
|
|
{
|
|
"p": 0.013622702099382877,
|
|
"m": 0.8938248157501221
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 70,
|
|
"train_loss": 1.3639254570007324,
|
|
"val_loss": 0.896067202091217,
|
|
"acc": 69.14,
|
|
"time": 592.175374628976,
|
|
"param": [
|
|
{
|
|
"p": 0.0551125593483448,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026631005108356476,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049374356865882874,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06741376221179962,
|
|
"m": 0.9055805206298828
|
|
},
|
|
{
|
|
"p": 0.05489237979054451,
|
|
"m": 0.9126524925231934
|
|
},
|
|
{
|
|
"p": 0.05550133436918259,
|
|
"m": 0.9998688101768494
|
|
},
|
|
{
|
|
"p": 0.07848868519067764,
|
|
"m": 0.6935865879058838
|
|
},
|
|
{
|
|
"p": 0.060049910098314285,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09102154523134232,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06020340323448181,
|
|
"m": 0.8993820548057556
|
|
},
|
|
{
|
|
"p": 0.05352700501680374,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05038977414369583,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06979712843894958,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04147590324282646,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05814209580421448,
|
|
"m": 0.9621983766555786
|
|
},
|
|
{
|
|
"p": 0.06606137007474899,
|
|
"m": 0.9968487024307251
|
|
},
|
|
{
|
|
"p": 0.026557350531220436,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03536045178771019,
|
|
"m": 0.9644307494163513
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 71,
|
|
"train_loss": 1.4588629007339478,
|
|
"val_loss": 0.8709368705749512,
|
|
"acc": 69.26,
|
|
"time": 468.18740551400697,
|
|
"param": [
|
|
{
|
|
"p": 0.05863679200410843,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03147071599960327,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06947001814842224,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03036336787045002,
|
|
"m": 0.9928668141365051
|
|
},
|
|
{
|
|
"p": 0.04354815185070038,
|
|
"m": 0.944525420665741
|
|
},
|
|
{
|
|
"p": 0.06060238182544708,
|
|
"m": 0.9538705348968506
|
|
},
|
|
{
|
|
"p": 0.05910586565732956,
|
|
"m": 0.7484824657440186
|
|
},
|
|
{
|
|
"p": 0.04591095820069313,
|
|
"m": 0.988245964050293
|
|
},
|
|
{
|
|
"p": 0.08383025974035263,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04714766517281532,
|
|
"m": 0.9536975622177124
|
|
},
|
|
{
|
|
"p": 0.05795640870928764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04898185282945633,
|
|
"m": 0.9727476239204407
|
|
},
|
|
{
|
|
"p": 0.08485966175794601,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062726229429245,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06765355914831161,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053179781883955,
|
|
"m": 0.9997845888137817
|
|
},
|
|
{
|
|
"p": 0.0376957468688488,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056860607117414474,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 72,
|
|
"train_loss": 1.1485954523086548,
|
|
"val_loss": 0.93073970079422,
|
|
"acc": 69.13,
|
|
"time": 416.4440312340157,
|
|
"param": [
|
|
{
|
|
"p": 0.0429152213037014,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02472090721130371,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07186062633991241,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06732507050037384,
|
|
"m": 0.9898679852485657
|
|
},
|
|
{
|
|
"p": 0.05067664757370949,
|
|
"m": 0.9047731757164001
|
|
},
|
|
{
|
|
"p": 0.05249905586242676,
|
|
"m": 0.9862433075904846
|
|
},
|
|
{
|
|
"p": 0.058237429708242416,
|
|
"m": 0.7303029298782349
|
|
},
|
|
{
|
|
"p": 0.059332214295864105,
|
|
"m": 0.9802325963973999
|
|
},
|
|
{
|
|
"p": 0.043283116072416306,
|
|
"m": 0.9813275933265686
|
|
},
|
|
{
|
|
"p": 0.06757890433073044,
|
|
"m": 0.9918273687362671
|
|
},
|
|
{
|
|
"p": 0.06121502071619034,
|
|
"m": 0.9993367791175842
|
|
},
|
|
{
|
|
"p": 0.06041979789733887,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06909897178411484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05155869573354721,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045474644750356674,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07241944223642349,
|
|
"m": 0.9575070142745972
|
|
},
|
|
{
|
|
"p": 0.05923883989453316,
|
|
"m": 0.978863537311554
|
|
},
|
|
{
|
|
"p": 0.042145416140556335,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 73,
|
|
"train_loss": 1.2258052825927734,
|
|
"val_loss": 0.8813917636871338,
|
|
"acc": 67.89,
|
|
"time": 593.5618144780165,
|
|
"param": [
|
|
{
|
|
"p": 0.06066611036658287,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04463524371385574,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06821252405643463,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04351474344730377,
|
|
"m": 0.9693845510482788
|
|
},
|
|
{
|
|
"p": 0.022428512573242188,
|
|
"m": 0.9704768061637878
|
|
},
|
|
{
|
|
"p": 0.046920500695705414,
|
|
"m": 0.9707332849502563
|
|
},
|
|
{
|
|
"p": 0.07944201678037643,
|
|
"m": 0.8480465412139893
|
|
},
|
|
{
|
|
"p": 0.06300551444292068,
|
|
"m": 0.9634063839912415
|
|
},
|
|
{
|
|
"p": 0.0480986051261425,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06489673256874084,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06970370560884476,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051704972982406616,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05801710858941078,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.036389581859111786,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07050840556621552,
|
|
"m": 0.9851083159446716
|
|
},
|
|
{
|
|
"p": 0.06696115434169769,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04600150138139725,
|
|
"m": 0.97665935754776
|
|
},
|
|
{
|
|
"p": 0.05889308452606201,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 74,
|
|
"train_loss": 1.4043749570846558,
|
|
"val_loss": 0.9544854164123535,
|
|
"acc": 68.21,
|
|
"time": 592.4207309890189,
|
|
"param": [
|
|
{
|
|
"p": 0.080318883061409,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042738355696201324,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06131645292043686,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05886752903461456,
|
|
"m": 0.9118488430976868
|
|
},
|
|
{
|
|
"p": 0.041671283543109894,
|
|
"m": 0.9985756278038025
|
|
},
|
|
{
|
|
"p": 0.04559914395213127,
|
|
"m": 0.9471170902252197
|
|
},
|
|
{
|
|
"p": 0.060290660709142685,
|
|
"m": 0.9898267388343811
|
|
},
|
|
{
|
|
"p": 0.04463580995798111,
|
|
"m": 0.8474941253662109
|
|
},
|
|
{
|
|
"p": 0.051457181572914124,
|
|
"m": 0.9991335272789001
|
|
},
|
|
{
|
|
"p": 0.07205356657505035,
|
|
"m": 0.9998626112937927
|
|
},
|
|
{
|
|
"p": 0.09451156109571457,
|
|
"m": 0.999410092830658
|
|
},
|
|
{
|
|
"p": 0.05861872807145119,
|
|
"m": 0.994759202003479
|
|
},
|
|
{
|
|
"p": 0.04593876749277115,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06458426266908646,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048011112958192825,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05399481952190399,
|
|
"m": 0.9933338165283203
|
|
},
|
|
{
|
|
"p": 0.05777040868997574,
|
|
"m": 0.924531877040863
|
|
},
|
|
{
|
|
"p": 0.017621390521526337,
|
|
"m": 0.9767416715621948
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 75,
|
|
"train_loss": 1.4196761846542358,
|
|
"val_loss": 0.923717737197876,
|
|
"acc": 67.98,
|
|
"time": 590.3717752949451,
|
|
"param": [
|
|
{
|
|
"p": 0.04558621719479561,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055672537535429,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06080925092101097,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.037321776151657104,
|
|
"m": 0.8860519528388977
|
|
},
|
|
{
|
|
"p": 0.03919330984354019,
|
|
"m": 0.9954107999801636
|
|
},
|
|
{
|
|
"p": 0.05187828838825226,
|
|
"m": 0.9837045073509216
|
|
},
|
|
{
|
|
"p": 0.05585060641169548,
|
|
"m": 0.9728620052337646
|
|
},
|
|
{
|
|
"p": 0.058423928916454315,
|
|
"m": 0.917215883731842
|
|
},
|
|
{
|
|
"p": 0.0573558434844017,
|
|
"m": 0.9963464736938477
|
|
},
|
|
{
|
|
"p": 0.059077437967061996,
|
|
"m": 0.984025776386261
|
|
},
|
|
{
|
|
"p": 0.07938303053379059,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0669499933719635,
|
|
"m": 0.9995777010917664
|
|
},
|
|
{
|
|
"p": 0.06100534275174141,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05007442086935043,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06581320613622665,
|
|
"m": 0.9988818168640137
|
|
},
|
|
{
|
|
"p": 0.05291245877742767,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05165540799498558,
|
|
"m": 0.9453822374343872
|
|
},
|
|
{
|
|
"p": 0.05103691294789314,
|
|
"m": 0.9854335188865662
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 76,
|
|
"train_loss": 1.1453526020050049,
|
|
"val_loss": 0.988132894039154,
|
|
"acc": 69.18,
|
|
"time": 596.4301061040023,
|
|
"param": [
|
|
{
|
|
"p": 0.0726543590426445,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02429705113172531,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08568548411130905,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05927124246954918,
|
|
"m": 0.987427294254303
|
|
},
|
|
{
|
|
"p": 0.04967339336872101,
|
|
"m": 0.830184817314148
|
|
},
|
|
{
|
|
"p": 0.03638053685426712,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05543649196624756,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05491364374756813,
|
|
"m": 0.8466913104057312
|
|
},
|
|
{
|
|
"p": 0.06858920305967331,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04816177859902382,
|
|
"m": 0.875078558921814
|
|
},
|
|
{
|
|
"p": 0.050662778317928314,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06212422624230385,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056409165263175964,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05522928014397621,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07026553153991699,
|
|
"m": 0.970771312713623
|
|
},
|
|
{
|
|
"p": 0.067273810505867,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050847094506025314,
|
|
"m": 0.9684595465660095
|
|
},
|
|
{
|
|
"p": 0.03212493285536766,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 77,
|
|
"train_loss": 1.2761281728744507,
|
|
"val_loss": 0.8269050717353821,
|
|
"acc": 69.17,
|
|
"time": 591.4912556700292,
|
|
"param": [
|
|
{
|
|
"p": 0.05155960097908974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04857741668820381,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06367860734462738,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03749948367476463,
|
|
"m": 0.9154561758041382
|
|
},
|
|
{
|
|
"p": 0.05125030502676964,
|
|
"m": 0.7607543468475342
|
|
},
|
|
{
|
|
"p": 0.05203569680452347,
|
|
"m": 0.9933209419250488
|
|
},
|
|
{
|
|
"p": 0.06287486106157303,
|
|
"m": 0.9540159106254578
|
|
},
|
|
{
|
|
"p": 0.050610337406396866,
|
|
"m": 0.814518928527832
|
|
},
|
|
{
|
|
"p": 0.050745490938425064,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049371715635061264,
|
|
"m": 0.8546631336212158
|
|
},
|
|
{
|
|
"p": 0.059710416942834854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05817204713821411,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07933319360017776,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061433494091033936,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07163819670677185,
|
|
"m": 0.9394145607948303
|
|
},
|
|
{
|
|
"p": 0.05520051717758179,
|
|
"m": 0.9963737726211548
|
|
},
|
|
{
|
|
"p": 0.04762551188468933,
|
|
"m": 0.996444821357727
|
|
},
|
|
{
|
|
"p": 0.04868301749229431,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 78,
|
|
"train_loss": 1.1639580726623535,
|
|
"val_loss": 0.9011567234992981,
|
|
"acc": 70.06,
|
|
"time": 594.1532117279712,
|
|
"param": [
|
|
{
|
|
"p": 0.05899292603135109,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04482267051935196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07886165380477905,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04553335905075073,
|
|
"m": 0.8788861632347107
|
|
},
|
|
{
|
|
"p": 0.03808925673365593,
|
|
"m": 0.9119097590446472
|
|
},
|
|
{
|
|
"p": 0.04892158508300781,
|
|
"m": 0.9335649609565735
|
|
},
|
|
{
|
|
"p": 0.05568929389119148,
|
|
"m": 0.937830924987793
|
|
},
|
|
{
|
|
"p": 0.06882041692733765,
|
|
"m": 0.8648627400398254
|
|
},
|
|
{
|
|
"p": 0.055200181901454926,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0656152069568634,
|
|
"m": 0.8042970895767212
|
|
},
|
|
{
|
|
"p": 0.06972444802522659,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041205406188964844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07013150304555893,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03184237331151962,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0479205921292305,
|
|
"m": 0.9723436832427979
|
|
},
|
|
{
|
|
"p": 0.062423475086688995,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07081292569637299,
|
|
"m": 0.9999416470527649
|
|
},
|
|
{
|
|
"p": 0.04539278894662857,
|
|
"m": 0.9967878460884094
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 79,
|
|
"train_loss": 1.295331358909607,
|
|
"val_loss": 0.8612638711929321,
|
|
"acc": 68.24,
|
|
"time": 593.3291023939964,
|
|
"param": [
|
|
{
|
|
"p": 0.06406494230031967,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04183129593729973,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06658309698104858,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055742230266332626,
|
|
"m": 0.8688567876815796
|
|
},
|
|
{
|
|
"p": 0.02520400658249855,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08714890480041504,
|
|
"m": 0.9946587681770325
|
|
},
|
|
{
|
|
"p": 0.05176571384072304,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04224377125501633,
|
|
"m": 0.9840887784957886
|
|
},
|
|
{
|
|
"p": 0.07522562146186829,
|
|
"m": 0.997829258441925
|
|
},
|
|
{
|
|
"p": 0.086624376475811,
|
|
"m": 0.8357009887695312
|
|
},
|
|
{
|
|
"p": 0.07072828710079193,
|
|
"m": 0.998478889465332
|
|
},
|
|
{
|
|
"p": 0.06292992830276489,
|
|
"m": 0.9764780402183533
|
|
},
|
|
{
|
|
"p": 0.047579530626535416,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04424630105495453,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046033285558223724,
|
|
"m": 0.9824728965759277
|
|
},
|
|
{
|
|
"p": 0.05912967771291733,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03739849850535393,
|
|
"m": 0.9519957900047302
|
|
},
|
|
{
|
|
"p": 0.03552064299583435,
|
|
"m": 0.9145988821983337
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 80,
|
|
"train_loss": 1.1775593757629395,
|
|
"val_loss": 0.9353336095809937,
|
|
"acc": 69.29,
|
|
"time": 591.6703492350061,
|
|
"param": [
|
|
{
|
|
"p": 0.0672573521733284,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046362683176994324,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07701954245567322,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047246161848306656,
|
|
"m": 0.954243004322052
|
|
},
|
|
{
|
|
"p": 0.04934719204902649,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0392620787024498,
|
|
"m": 0.8820595741271973
|
|
},
|
|
{
|
|
"p": 0.03847697749733925,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041438281536102295,
|
|
"m": 0.9957941770553589
|
|
},
|
|
{
|
|
"p": 0.06903623044490814,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05745106190443039,
|
|
"m": 0.8011283278465271
|
|
},
|
|
{
|
|
"p": 0.07595214247703552,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06365564465522766,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08490918576717377,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05511501058936119,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06130346655845642,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05360107868909836,
|
|
"m": 0.9987884759902954
|
|
},
|
|
{
|
|
"p": 0.03827255964279175,
|
|
"m": 0.9964433312416077
|
|
},
|
|
{
|
|
"p": 0.03429330140352249,
|
|
"m": 0.866431474685669
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 81,
|
|
"train_loss": 1.2906075716018677,
|
|
"val_loss": 0.7806685566902161,
|
|
"acc": 70.22,
|
|
"time": 592.8983355939854,
|
|
"param": [
|
|
{
|
|
"p": 0.0703655257821083,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04395163431763649,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048575956374406815,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03947712481021881,
|
|
"m": 0.8998567461967468
|
|
},
|
|
{
|
|
"p": 0.02535439282655716,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06385121494531631,
|
|
"m": 0.747310996055603
|
|
},
|
|
{
|
|
"p": 0.08162139356136322,
|
|
"m": 0.8917335867881775
|
|
},
|
|
{
|
|
"p": 0.0747767761349678,
|
|
"m": 0.9720099568367004
|
|
},
|
|
{
|
|
"p": 0.07264788448810577,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059550728648900986,
|
|
"m": 0.7037073969841003
|
|
},
|
|
{
|
|
"p": 0.05135314539074898,
|
|
"m": 0.9964803457260132
|
|
},
|
|
{
|
|
"p": 0.051858142018318176,
|
|
"m": 0.9979640245437622
|
|
},
|
|
{
|
|
"p": 0.07385190576314926,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043409887701272964,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07302568852901459,
|
|
"m": 0.9843775033950806
|
|
},
|
|
{
|
|
"p": 0.06729836761951447,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013389899395406246,
|
|
"m": 0.977071225643158
|
|
},
|
|
{
|
|
"p": 0.04564034193754196,
|
|
"m": 0.8949466347694397
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 82,
|
|
"train_loss": 1.210432767868042,
|
|
"val_loss": 0.8672264218330383,
|
|
"acc": 69.1,
|
|
"time": 595.8236609600135,
|
|
"param": [
|
|
{
|
|
"p": 0.05441829934716225,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0363038070499897,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07640724629163742,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051367148756980896,
|
|
"m": 0.8356145620346069
|
|
},
|
|
{
|
|
"p": 0.045348308980464935,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016088569536805153,
|
|
"m": 0.7556911706924438
|
|
},
|
|
{
|
|
"p": 0.06192699447274208,
|
|
"m": 0.8573950529098511
|
|
},
|
|
{
|
|
"p": 0.06446389853954315,
|
|
"m": 0.9433243870735168
|
|
},
|
|
{
|
|
"p": 0.054216377437114716,
|
|
"m": 0.9613209962844849
|
|
},
|
|
{
|
|
"p": 0.03841211274266243,
|
|
"m": 0.7786706686019897
|
|
},
|
|
{
|
|
"p": 0.07251091301441193,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08505396544933319,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06712315231561661,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06441376358270645,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07284273952245712,
|
|
"m": 0.9950653910636902
|
|
},
|
|
{
|
|
"p": 0.06741874665021896,
|
|
"m": 0.9962925314903259
|
|
},
|
|
{
|
|
"p": 0.047949083149433136,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02373480051755905,
|
|
"m": 0.9409887790679932
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 83,
|
|
"train_loss": 1.3227159976959229,
|
|
"val_loss": 0.8680043816566467,
|
|
"acc": 69.79,
|
|
"time": 591.6692276020185,
|
|
"param": [
|
|
{
|
|
"p": 0.06488808989524841,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04104604199528694,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06068427860736847,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06896837055683136,
|
|
"m": 0.9885571002960205
|
|
},
|
|
{
|
|
"p": 0.045857690274715424,
|
|
"m": 0.921089231967926
|
|
},
|
|
{
|
|
"p": 0.0652170404791832,
|
|
"m": 0.5178114771842957
|
|
},
|
|
{
|
|
"p": 0.05059541389346123,
|
|
"m": 0.8290414810180664
|
|
},
|
|
{
|
|
"p": 0.06881661713123322,
|
|
"m": 0.9726734161376953
|
|
},
|
|
{
|
|
"p": 0.06092285364866257,
|
|
"m": 0.9968165159225464
|
|
},
|
|
{
|
|
"p": 0.05517257750034332,
|
|
"m": 0.8303989171981812
|
|
},
|
|
{
|
|
"p": 0.049332309514284134,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0694611668586731,
|
|
"m": 0.9715540409088135
|
|
},
|
|
{
|
|
"p": 0.05884364992380142,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04476961866021156,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06245143711566925,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05115707218647003,
|
|
"m": 0.9992345571517944
|
|
},
|
|
{
|
|
"p": 0.034890152513980865,
|
|
"m": 0.9499126076698303
|
|
},
|
|
{
|
|
"p": 0.04692548140883446,
|
|
"m": 0.9772763848304749
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 84,
|
|
"train_loss": 1.2228156328201294,
|
|
"val_loss": 0.8516343235969543,
|
|
"acc": 69.22,
|
|
"time": 590.1662377920002,
|
|
"param": [
|
|
{
|
|
"p": 0.07450555264949799,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04359763115644455,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07319270074367523,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03709415718913078,
|
|
"m": 0.8872049450874329
|
|
},
|
|
{
|
|
"p": 0.04389744997024536,
|
|
"m": 0.9248379468917847
|
|
},
|
|
{
|
|
"p": 0.04076991230249405,
|
|
"m": 0.5303906202316284
|
|
},
|
|
{
|
|
"p": 0.06983177363872528,
|
|
"m": 0.784927487373352
|
|
},
|
|
{
|
|
"p": 0.0400439091026783,
|
|
"m": 0.9524610638618469
|
|
},
|
|
{
|
|
"p": 0.07028093189001083,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05927471071481705,
|
|
"m": 0.8935706615447998
|
|
},
|
|
{
|
|
"p": 0.05503048747777939,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06907444447278976,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06671468913555145,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06260742992162704,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04477027431130409,
|
|
"m": 0.9984843730926514
|
|
},
|
|
{
|
|
"p": 0.06306519359350204,
|
|
"m": 0.9987110495567322
|
|
},
|
|
{
|
|
"p": 0.044656019657850266,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04159269109368324,
|
|
"m": 0.9825878739356995
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 85,
|
|
"train_loss": 1.04738450050354,
|
|
"val_loss": 0.8701728582382202,
|
|
"acc": 69.26,
|
|
"time": 586.4635507889907,
|
|
"param": [
|
|
{
|
|
"p": 0.07102187722921371,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03449063003063202,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0721539780497551,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05955296382308006,
|
|
"m": 0.9764218926429749
|
|
},
|
|
{
|
|
"p": 0.06427406519651413,
|
|
"m": 0.9094383716583252
|
|
},
|
|
{
|
|
"p": 0.035212814807891846,
|
|
"m": 0.5771324038505554
|
|
},
|
|
{
|
|
"p": 0.06279546767473221,
|
|
"m": 0.8337174654006958
|
|
},
|
|
{
|
|
"p": 0.029520094394683838,
|
|
"m": 0.9462782740592957
|
|
},
|
|
{
|
|
"p": 0.060762129724025726,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042661119252443314,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03285028040409088,
|
|
"m": 0.9906549453735352
|
|
},
|
|
{
|
|
"p": 0.07142993062734604,
|
|
"m": 0.9976237416267395
|
|
},
|
|
{
|
|
"p": 0.06078070029616356,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06802782416343689,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06935393810272217,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0747714713215828,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045563384890556335,
|
|
"m": 0.9961797595024109
|
|
},
|
|
{
|
|
"p": 0.04477730020880699,
|
|
"m": 0.9835138916969299
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 86,
|
|
"train_loss": 1.5344083309173584,
|
|
"val_loss": 0.8621821999549866,
|
|
"acc": 70.54,
|
|
"time": 589.2723013989744,
|
|
"param": [
|
|
{
|
|
"p": 0.05915404483675957,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022191403433680534,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06680130213499069,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06799914687871933,
|
|
"m": 0.9777114987373352
|
|
},
|
|
{
|
|
"p": 0.034029267728328705,
|
|
"m": 0.9348364472389221
|
|
},
|
|
{
|
|
"p": 0.05187276005744934,
|
|
"m": 0.5963382720947266
|
|
},
|
|
{
|
|
"p": 0.04819565638899803,
|
|
"m": 0.9068294167518616
|
|
},
|
|
{
|
|
"p": 0.06936992704868317,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07151375710964203,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05330967903137207,
|
|
"m": 0.9978691935539246
|
|
},
|
|
{
|
|
"p": 0.05675952136516571,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04740995168685913,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0844595804810524,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043661944568157196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07416998594999313,
|
|
"m": 0.999625563621521
|
|
},
|
|
{
|
|
"p": 0.06007474288344383,
|
|
"m": 0.9985289573669434
|
|
},
|
|
{
|
|
"p": 0.06856442242860794,
|
|
"m": 0.9863780736923218
|
|
},
|
|
{
|
|
"p": 0.020462999120354652,
|
|
"m": 0.9909798502922058
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 87,
|
|
"train_loss": 1.0062296390533447,
|
|
"val_loss": 0.8224367499351501,
|
|
"acc": 70.5,
|
|
"time": 586.9920340329991,
|
|
"param": [
|
|
{
|
|
"p": 0.0643925741314888,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03314434364438057,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05434858053922653,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0552988164126873,
|
|
"m": 0.9419084191322327
|
|
},
|
|
{
|
|
"p": 0.060203395783901215,
|
|
"m": 0.9477564096450806
|
|
},
|
|
{
|
|
"p": 0.04449719563126564,
|
|
"m": 0.6227009892463684
|
|
},
|
|
{
|
|
"p": 0.04431552067399025,
|
|
"m": 0.9811678528785706
|
|
},
|
|
{
|
|
"p": 0.06806207448244095,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09101783484220505,
|
|
"m": 0.9954314827919006
|
|
},
|
|
{
|
|
"p": 0.06509707123041153,
|
|
"m": 0.9874119758605957
|
|
},
|
|
{
|
|
"p": 0.06866278499364853,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05491548404097557,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06080618500709534,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06171894073486328,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04792632535099983,
|
|
"m": 0.9419137239456177
|
|
},
|
|
{
|
|
"p": 0.06136992946267128,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027362316846847534,
|
|
"m": 0.958307683467865
|
|
},
|
|
{
|
|
"p": 0.036860693246126175,
|
|
"m": 0.9756074547767639
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 88,
|
|
"train_loss": 0.9821557402610779,
|
|
"val_loss": 0.798914909362793,
|
|
"acc": 70.69,
|
|
"time": 592.6166177680134,
|
|
"param": [
|
|
{
|
|
"p": 0.061911486089229584,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029867054894566536,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07858611643314362,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05854116007685661,
|
|
"m": 0.8436545729637146
|
|
},
|
|
{
|
|
"p": 0.03718111664056778,
|
|
"m": 0.9858684539794922
|
|
},
|
|
{
|
|
"p": 0.06255250424146652,
|
|
"m": 0.751388430595398
|
|
},
|
|
{
|
|
"p": 0.05561414733529091,
|
|
"m": 0.8630440831184387
|
|
},
|
|
{
|
|
"p": 0.04785656929016113,
|
|
"m": 0.8953877091407776
|
|
},
|
|
{
|
|
"p": 0.08192704617977142,
|
|
"m": 0.9997373819351196
|
|
},
|
|
{
|
|
"p": 0.04039512947201729,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06472072750329971,
|
|
"m": 0.9998503923416138
|
|
},
|
|
{
|
|
"p": 0.06049457937479019,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046371739357709885,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058285824954509735,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07421538233757019,
|
|
"m": 0.9499431252479553
|
|
},
|
|
{
|
|
"p": 0.0584687702357769,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04996617138385773,
|
|
"m": 0.9438453316688538
|
|
},
|
|
{
|
|
"p": 0.033044442534446716,
|
|
"m": 0.9289352297782898
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 89,
|
|
"train_loss": 1.1996772289276123,
|
|
"val_loss": 0.7807706594467163,
|
|
"acc": 70.02,
|
|
"time": 593.0565288849757,
|
|
"param": [
|
|
{
|
|
"p": 0.06511745601892471,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07374843209981918,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06572110205888748,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05594513937830925,
|
|
"m": 0.88410884141922
|
|
},
|
|
{
|
|
"p": 0.02610086463391781,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021274147555232048,
|
|
"m": 0.8063502311706543
|
|
},
|
|
{
|
|
"p": 0.055320855230093,
|
|
"m": 0.9311296343803406
|
|
},
|
|
{
|
|
"p": 0.06580207496881485,
|
|
"m": 0.9631270170211792
|
|
},
|
|
{
|
|
"p": 0.07288619875907898,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07958827912807465,
|
|
"m": 0.975330114364624
|
|
},
|
|
{
|
|
"p": 0.060836806893348694,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06299598515033722,
|
|
"m": 0.9695398211479187
|
|
},
|
|
{
|
|
"p": 0.07730455696582794,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025234820321202278,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04702262952923775,
|
|
"m": 0.8961052894592285
|
|
},
|
|
{
|
|
"p": 0.06303267180919647,
|
|
"m": 0.996390163898468
|
|
},
|
|
{
|
|
"p": 0.04752586409449577,
|
|
"m": 0.9757992029190063
|
|
},
|
|
{
|
|
"p": 0.03454206883907318,
|
|
"m": 0.8632080554962158
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 90,
|
|
"train_loss": 1.2811514139175415,
|
|
"val_loss": 0.9097245335578918,
|
|
"acc": 69.98,
|
|
"time": 588.9488210460404,
|
|
"param": [
|
|
{
|
|
"p": 0.08201942592859268,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021777255460619926,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05549425259232521,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0465722493827343,
|
|
"m": 0.9398292899131775
|
|
},
|
|
{
|
|
"p": 0.03848280757665634,
|
|
"m": 0.9973499774932861
|
|
},
|
|
{
|
|
"p": 0.05043990910053253,
|
|
"m": 0.751533567905426
|
|
},
|
|
{
|
|
"p": 0.07109765708446503,
|
|
"m": 0.9888672828674316
|
|
},
|
|
{
|
|
"p": 0.0538291335105896,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06869883835315704,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0650886818766594,
|
|
"m": 0.9902124404907227
|
|
},
|
|
{
|
|
"p": 0.06504292786121368,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0680219754576683,
|
|
"m": 0.9499285817146301
|
|
},
|
|
{
|
|
"p": 0.08300565183162689,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045174770057201385,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04944201931357384,
|
|
"m": 0.9246693253517151
|
|
},
|
|
{
|
|
"p": 0.04730570688843727,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04806835204362869,
|
|
"m": 0.9713839888572693
|
|
},
|
|
{
|
|
"p": 0.04043833166360855,
|
|
"m": 0.998414933681488
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 91,
|
|
"train_loss": 1.329521894454956,
|
|
"val_loss": 0.7563913464546204,
|
|
"acc": 69.51,
|
|
"time": 418.1877940239501,
|
|
"param": [
|
|
{
|
|
"p": 0.0413094200193882,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.031710315495729446,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06172045320272446,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04880201444029808,
|
|
"m": 0.8133227825164795
|
|
},
|
|
{
|
|
"p": 0.04445876181125641,
|
|
"m": 0.8620752096176147
|
|
},
|
|
{
|
|
"p": 0.043865885585546494,
|
|
"m": 0.7755261063575745
|
|
},
|
|
{
|
|
"p": 0.06402658671140671,
|
|
"m": 0.8602213859558105
|
|
},
|
|
{
|
|
"p": 0.05687936022877693,
|
|
"m": 0.9908175468444824
|
|
},
|
|
{
|
|
"p": 0.05777544528245926,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05998965725302696,
|
|
"m": 0.970000147819519
|
|
},
|
|
{
|
|
"p": 0.07558692991733551,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07511214166879654,
|
|
"m": 0.9990200400352478
|
|
},
|
|
{
|
|
"p": 0.0590381994843483,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06109977886080742,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06903233379125595,
|
|
"m": 0.8908441662788391
|
|
},
|
|
{
|
|
"p": 0.07071253657341003,
|
|
"m": 0.9244475364685059
|
|
},
|
|
{
|
|
"p": 0.03985348343849182,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03902677446603775,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 92,
|
|
"train_loss": 1.1655118465423584,
|
|
"val_loss": 0.8317367434501648,
|
|
"acc": 71.1,
|
|
"time": 456.6130406279699,
|
|
"param": [
|
|
{
|
|
"p": 0.06740176677703857,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050363536924123764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07297001779079437,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07335555553436279,
|
|
"m": 0.7914125323295593
|
|
},
|
|
{
|
|
"p": 0.05684443190693855,
|
|
"m": 0.9117537140846252
|
|
},
|
|
{
|
|
"p": 0.06606675684452057,
|
|
"m": 0.8333354592323303
|
|
},
|
|
{
|
|
"p": 0.05322611704468727,
|
|
"m": 0.9237154722213745
|
|
},
|
|
{
|
|
"p": 0.06087488308548927,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0628114715218544,
|
|
"m": 0.9998771548271179
|
|
},
|
|
{
|
|
"p": 0.0444977730512619,
|
|
"m": 0.9106667637825012
|
|
},
|
|
{
|
|
"p": 0.04635019972920418,
|
|
"m": 0.9936851263046265
|
|
},
|
|
{
|
|
"p": 0.04995710030198097,
|
|
"m": 0.9998336434364319
|
|
},
|
|
{
|
|
"p": 0.048510245978832245,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038043469190597534,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06716617941856384,
|
|
"m": 0.9067052006721497
|
|
},
|
|
{
|
|
"p": 0.05243092030286789,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052015066146850586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03711460158228874,
|
|
"m": 0.9514474868774414
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 93,
|
|
"train_loss": 1.2860156297683716,
|
|
"val_loss": 0.8571264743804932,
|
|
"acc": 69.81,
|
|
"time": 590.9713387310039,
|
|
"param": [
|
|
{
|
|
"p": 0.039540667086839676,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042337898164987564,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0695246234536171,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06050590053200722,
|
|
"m": 0.8591886162757874
|
|
},
|
|
{
|
|
"p": 0.06616024672985077,
|
|
"m": 0.7524900436401367
|
|
},
|
|
{
|
|
"p": 0.0402957983314991,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04513538256287575,
|
|
"m": 0.8734936118125916
|
|
},
|
|
{
|
|
"p": 0.05066094920039177,
|
|
"m": 0.9959916472434998
|
|
},
|
|
{
|
|
"p": 0.06262029707431793,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07126415520906448,
|
|
"m": 0.7364376783370972
|
|
},
|
|
{
|
|
"p": 0.05964256078004837,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05672663077712059,
|
|
"m": 0.9878177046775818
|
|
},
|
|
{
|
|
"p": 0.06508694589138031,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04014159366488457,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07805292308330536,
|
|
"m": 0.9339650273323059
|
|
},
|
|
{
|
|
"p": 0.049901332706213,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052974916994571686,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04942721128463745,
|
|
"m": 0.909751832485199
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 94,
|
|
"train_loss": 1.335898995399475,
|
|
"val_loss": 0.843907356262207,
|
|
"acc": 70.93,
|
|
"time": 595.2809115370037,
|
|
"param": [
|
|
{
|
|
"p": 0.06517252326011658,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048838336020708084,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06689673662185669,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061567384749650955,
|
|
"m": 0.8621094822883606
|
|
},
|
|
{
|
|
"p": 0.052703358232975006,
|
|
"m": 0.7042842507362366
|
|
},
|
|
{
|
|
"p": 0.03475586324930191,
|
|
"m": 0.9832206964492798
|
|
},
|
|
{
|
|
"p": 0.043576452881097794,
|
|
"m": 0.9394585490226746
|
|
},
|
|
{
|
|
"p": 0.049323685467243195,
|
|
"m": 0.9993071556091309
|
|
},
|
|
{
|
|
"p": 0.06770922988653183,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054877590388059616,
|
|
"m": 0.799976110458374
|
|
},
|
|
{
|
|
"p": 0.06037876754999161,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05360722541809082,
|
|
"m": 0.9630475640296936
|
|
},
|
|
{
|
|
"p": 0.05781037360429764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053306397050619125,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07053110748529434,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05162810906767845,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06044681742787361,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04687001183629036,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 95,
|
|
"train_loss": 1.1102747917175293,
|
|
"val_loss": 0.837179958820343,
|
|
"acc": 71.21,
|
|
"time": 594.5360702550388,
|
|
"param": [
|
|
{
|
|
"p": 0.08168186247348785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02797747403383255,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055367715656757355,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058032888919115067,
|
|
"m": 0.8237041234970093
|
|
},
|
|
{
|
|
"p": 0.04848017543554306,
|
|
"m": 0.4582558870315552
|
|
},
|
|
{
|
|
"p": 0.0744175910949707,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05877838656306267,
|
|
"m": 0.9110512733459473
|
|
},
|
|
{
|
|
"p": 0.08175775408744812,
|
|
"m": 0.9918156862258911
|
|
},
|
|
{
|
|
"p": 0.06032472848892212,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05477270111441612,
|
|
"m": 0.7227135300636292
|
|
},
|
|
{
|
|
"p": 0.04165713116526604,
|
|
"m": 0.9957250356674194
|
|
},
|
|
{
|
|
"p": 0.05269487574696541,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0475490503013134,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0546899139881134,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04607627913355827,
|
|
"m": 0.9821709990501404
|
|
},
|
|
{
|
|
"p": 0.06874139606952667,
|
|
"m": 0.9809369444847107
|
|
},
|
|
{
|
|
"p": 0.03539038822054863,
|
|
"m": 0.9998663067817688
|
|
},
|
|
{
|
|
"p": 0.05160966143012047,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 96,
|
|
"train_loss": 1.3672945499420166,
|
|
"val_loss": 0.821384072303772,
|
|
"acc": 70.99,
|
|
"time": 591.6321545270039,
|
|
"param": [
|
|
{
|
|
"p": 0.08569493144750595,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026988452300429344,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03832287713885307,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.037501707673072815,
|
|
"m": 0.9655259251594543
|
|
},
|
|
{
|
|
"p": 0.06327347457408905,
|
|
"m": 0.5892891883850098
|
|
},
|
|
{
|
|
"p": 0.03976022079586983,
|
|
"m": 0.853512167930603
|
|
},
|
|
{
|
|
"p": 0.04125595465302467,
|
|
"m": 0.7874165177345276
|
|
},
|
|
{
|
|
"p": 0.05835047364234924,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07150684297084808,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06051057577133179,
|
|
"m": 0.7836381196975708
|
|
},
|
|
{
|
|
"p": 0.0981346145272255,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052358146756887436,
|
|
"m": 0.974842369556427
|
|
},
|
|
{
|
|
"p": 0.07336007803678513,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04193917289376259,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06966395676136017,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06341663002967834,
|
|
"m": 0.9874584078788757
|
|
},
|
|
{
|
|
"p": 0.028840957209467888,
|
|
"m": 0.8911237716674805
|
|
},
|
|
{
|
|
"p": 0.049120962619781494,
|
|
"m": 0.9397655129432678
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 97,
|
|
"train_loss": 1.1141855716705322,
|
|
"val_loss": 0.876130223274231,
|
|
"acc": 71.23,
|
|
"time": 593.7054899510113,
|
|
"param": [
|
|
{
|
|
"p": 0.04323253780603409,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05246658995747566,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07751777023077011,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07778090238571167,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057400595396757126,
|
|
"m": 0.5580912828445435
|
|
},
|
|
{
|
|
"p": 0.042548276484012604,
|
|
"m": 0.9668885469436646
|
|
},
|
|
{
|
|
"p": 0.06884728372097015,
|
|
"m": 0.8772192001342773
|
|
},
|
|
{
|
|
"p": 0.03416302800178528,
|
|
"m": 0.8127874135971069
|
|
},
|
|
{
|
|
"p": 0.05716912820935249,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06780029088258743,
|
|
"m": 0.8953797221183777
|
|
},
|
|
{
|
|
"p": 0.07276123762130737,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058138806372880936,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05383463203907013,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04421577230095863,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054675884544849396,
|
|
"m": 0.9571287035942078
|
|
},
|
|
{
|
|
"p": 0.041750311851501465,
|
|
"m": 0.9702488780021667
|
|
},
|
|
{
|
|
"p": 0.042679544538259506,
|
|
"m": 0.989208996295929
|
|
},
|
|
{
|
|
"p": 0.05301753059029579,
|
|
"m": 0.9573823809623718
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 98,
|
|
"train_loss": 1.231058120727539,
|
|
"val_loss": 0.8525389432907104,
|
|
"acc": 69.04,
|
|
"time": 593.4708456029766,
|
|
"param": [
|
|
{
|
|
"p": 0.06021209433674812,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060331571847200394,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06831512600183487,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03889491409063339,
|
|
"m": 0.9923763871192932
|
|
},
|
|
{
|
|
"p": 0.07311766594648361,
|
|
"m": 0.5953705906867981
|
|
},
|
|
{
|
|
"p": 0.02701597660779953,
|
|
"m": 0.8348104953765869
|
|
},
|
|
{
|
|
"p": 0.04980145022273064,
|
|
"m": 0.8205369710922241
|
|
},
|
|
{
|
|
"p": 0.055809952318668365,
|
|
"m": 0.8848583698272705
|
|
},
|
|
{
|
|
"p": 0.07429876178503036,
|
|
"m": 0.9989582896232605
|
|
},
|
|
{
|
|
"p": 0.05383208394050598,
|
|
"m": 0.9449270367622375
|
|
},
|
|
{
|
|
"p": 0.05822499468922615,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0575699582695961,
|
|
"m": 0.9880480766296387
|
|
},
|
|
{
|
|
"p": 0.05986220762133598,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052956510335206985,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0658375546336174,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06075950339436531,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043476082384586334,
|
|
"m": 0.9772982597351074
|
|
},
|
|
{
|
|
"p": 0.03968367725610733,
|
|
"m": 0.8474581837654114
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 99,
|
|
"train_loss": 1.2049599885940552,
|
|
"val_loss": 0.7841777801513672,
|
|
"acc": 71.66,
|
|
"time": 593.452034195012,
|
|
"param": [
|
|
{
|
|
"p": 0.055414341390132904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03385118395090103,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055288225412368774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041762229055166245,
|
|
"m": 0.9413526058197021
|
|
},
|
|
{
|
|
"p": 0.03897548094391823,
|
|
"m": 0.5675703287124634
|
|
},
|
|
{
|
|
"p": 0.03425247222185135,
|
|
"m": 0.9059639573097229
|
|
},
|
|
{
|
|
"p": 0.07253309339284897,
|
|
"m": 0.8459450006484985
|
|
},
|
|
{
|
|
"p": 0.06394718587398529,
|
|
"m": 0.9987592697143555
|
|
},
|
|
{
|
|
"p": 0.06547842174768448,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06465109437704086,
|
|
"m": 0.869833767414093
|
|
},
|
|
{
|
|
"p": 0.06522929668426514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0673602819442749,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07210229337215424,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053117215633392334,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07049451768398285,
|
|
"m": 0.9989131689071655
|
|
},
|
|
{
|
|
"p": 0.049490541219711304,
|
|
"m": 0.9423502087593079
|
|
},
|
|
{
|
|
"p": 0.03965213522315025,
|
|
"m": 0.9897943139076233
|
|
},
|
|
{
|
|
"p": 0.056399814784526825,
|
|
"m": 0.8345587253570557
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 100,
|
|
"train_loss": 1.1859923601150513,
|
|
"val_loss": 0.8312275409698486,
|
|
"acc": 71.55,
|
|
"time": 590.7523404429667,
|
|
"param": [
|
|
{
|
|
"p": 0.08234768360853195,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03999455273151398,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07042425125837326,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06060422956943512,
|
|
"m": 0.9905274510383606
|
|
},
|
|
{
|
|
"p": 0.06227732449769974,
|
|
"m": 0.6238194108009338
|
|
},
|
|
{
|
|
"p": 0.04670507088303566,
|
|
"m": 0.7825308442115784
|
|
},
|
|
{
|
|
"p": 0.04466051608324051,
|
|
"m": 0.8314114212989807
|
|
},
|
|
{
|
|
"p": 0.06849031895399094,
|
|
"m": 0.9237074851989746
|
|
},
|
|
{
|
|
"p": 0.07437126338481903,
|
|
"m": 0.9922719597816467
|
|
},
|
|
{
|
|
"p": 0.05272068455815315,
|
|
"m": 0.8812372088432312
|
|
},
|
|
{
|
|
"p": 0.04825291782617569,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0717209205031395,
|
|
"m": 0.9704370498657227
|
|
},
|
|
{
|
|
"p": 0.05008719116449356,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030365435406565666,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05442212149500847,
|
|
"m": 0.9565200805664062
|
|
},
|
|
{
|
|
"p": 0.05520744249224663,
|
|
"m": 0.9974296689033508
|
|
},
|
|
{
|
|
"p": 0.027969930320978165,
|
|
"m": 0.9436171650886536
|
|
},
|
|
{
|
|
"p": 0.059378113597631454,
|
|
"m": 0.8634046912193298
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 101,
|
|
"train_loss": 1.2844229936599731,
|
|
"val_loss": 0.7392469644546509,
|
|
"acc": 71.49,
|
|
"time": 549.3540297419531,
|
|
"param": [
|
|
{
|
|
"p": 0.06957627832889557,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.035317644476890564,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07356112450361252,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06587845832109451,
|
|
"m": 0.9313110113143921
|
|
},
|
|
{
|
|
"p": 0.052436891943216324,
|
|
"m": 0.6290911436080933
|
|
},
|
|
{
|
|
"p": 0.03458721190690994,
|
|
"m": 0.9242656230926514
|
|
},
|
|
{
|
|
"p": 0.04100297391414642,
|
|
"m": 0.8148571848869324
|
|
},
|
|
{
|
|
"p": 0.06811268627643585,
|
|
"m": 0.9132921099662781
|
|
},
|
|
{
|
|
"p": 0.04999598488211632,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050868041813373566,
|
|
"m": 0.8454908728599548
|
|
},
|
|
{
|
|
"p": 0.06546715646982193,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0526135191321373,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0569625124335289,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030320653691887856,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06236104667186737,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05651567503809929,
|
|
"m": 0.9784628748893738
|
|
},
|
|
{
|
|
"p": 0.06913158297538757,
|
|
"m": 0.997036337852478
|
|
},
|
|
{
|
|
"p": 0.06529075652360916,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 102,
|
|
"train_loss": 1.1536766290664673,
|
|
"val_loss": 0.9102925658226013,
|
|
"acc": 70.86,
|
|
"time": 307.7664405219839,
|
|
"param": [
|
|
{
|
|
"p": 0.07709453999996185,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025888090953230858,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03345324099063873,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052399683743715286,
|
|
"m": 0.879299521446228
|
|
},
|
|
{
|
|
"p": 0.04440721496939659,
|
|
"m": 0.6835525631904602
|
|
},
|
|
{
|
|
"p": 0.03894338384270668,
|
|
"m": 0.8169741630554199
|
|
},
|
|
{
|
|
"p": 0.04254365339875221,
|
|
"m": 0.8573464155197144
|
|
},
|
|
{
|
|
"p": 0.06228237971663475,
|
|
"m": 0.8910010457038879
|
|
},
|
|
{
|
|
"p": 0.053415123373270035,
|
|
"m": 0.9931686520576477
|
|
},
|
|
{
|
|
"p": 0.06716739386320114,
|
|
"m": 0.9093482494354248
|
|
},
|
|
{
|
|
"p": 0.0838235393166542,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06548814475536346,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07108647376298904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06694447994232178,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06966870278120041,
|
|
"m": 0.9976983666419983
|
|
},
|
|
{
|
|
"p": 0.044351495802402496,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050285134464502335,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05075734481215477,
|
|
"m": 0.9367280602455139
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 103,
|
|
"train_loss": 0.9800472259521484,
|
|
"val_loss": 0.8784715533256531,
|
|
"acc": 70.61,
|
|
"time": 575.2147250180133,
|
|
"param": [
|
|
{
|
|
"p": 0.051865097135305405,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04462943971157074,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06808724999427795,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07052414119243622,
|
|
"m": 0.9760226011276245
|
|
},
|
|
{
|
|
"p": 0.05880116671323776,
|
|
"m": 0.7906087636947632
|
|
},
|
|
{
|
|
"p": 0.05706096068024635,
|
|
"m": 0.7872638702392578
|
|
},
|
|
{
|
|
"p": 0.056286487728357315,
|
|
"m": 0.9621405005455017
|
|
},
|
|
{
|
|
"p": 0.07413581013679504,
|
|
"m": 0.8849467039108276
|
|
},
|
|
{
|
|
"p": 0.06059002876281738,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05392070859670639,
|
|
"m": 0.9853438138961792
|
|
},
|
|
{
|
|
"p": 0.056281622499227524,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05646602064371109,
|
|
"m": 0.9583050012588501
|
|
},
|
|
{
|
|
"p": 0.05468130484223366,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038198843598365784,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049469564110040665,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058490294963121414,
|
|
"m": 0.9714308977127075
|
|
},
|
|
{
|
|
"p": 0.03756997361779213,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05294135585427284,
|
|
"m": 0.99772709608078
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 104,
|
|
"train_loss": 1.147598147392273,
|
|
"val_loss": 0.8040770292282104,
|
|
"acc": 71.26,
|
|
"time": 594.7897772950237,
|
|
"param": [
|
|
{
|
|
"p": 0.06837296485900879,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03530154749751091,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06313338130712509,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057129766792058945,
|
|
"m": 0.9751357436180115
|
|
},
|
|
{
|
|
"p": 0.06279423087835312,
|
|
"m": 0.9161493182182312
|
|
},
|
|
{
|
|
"p": 0.04369111731648445,
|
|
"m": 0.7039027810096741
|
|
},
|
|
{
|
|
"p": 0.04616829752922058,
|
|
"m": 0.998211145401001
|
|
},
|
|
{
|
|
"p": 0.07760363072156906,
|
|
"m": 0.8378373980522156
|
|
},
|
|
{
|
|
"p": 0.057448673993349075,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04882211238145828,
|
|
"m": 0.9624267220497131
|
|
},
|
|
{
|
|
"p": 0.06148691102862358,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05541124567389488,
|
|
"m": 0.9489090442657471
|
|
},
|
|
{
|
|
"p": 0.05845731496810913,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06659039855003357,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05574864521622658,
|
|
"m": 0.9983611106872559
|
|
},
|
|
{
|
|
"p": 0.06953366100788116,
|
|
"m": 0.9197431802749634
|
|
},
|
|
{
|
|
"p": 0.0345015712082386,
|
|
"m": 0.9564136862754822
|
|
},
|
|
{
|
|
"p": 0.037804510444402695,
|
|
"m": 0.999826192855835
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 105,
|
|
"train_loss": 0.9570122957229614,
|
|
"val_loss": 0.7016904354095459,
|
|
"acc": 71.58,
|
|
"time": 591.463789387024,
|
|
"param": [
|
|
{
|
|
"p": 0.05973677337169647,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025881078094244003,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08912085741758347,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.024736342951655388,
|
|
"m": 0.9935469627380371
|
|
},
|
|
{
|
|
"p": 0.03556900843977928,
|
|
"m": 0.9095180630683899
|
|
},
|
|
{
|
|
"p": 0.05441125109791756,
|
|
"m": 0.5932090878486633
|
|
},
|
|
{
|
|
"p": 0.05583683028817177,
|
|
"m": 0.9527734518051147
|
|
},
|
|
{
|
|
"p": 0.059609200805425644,
|
|
"m": 0.9101006388664246
|
|
},
|
|
{
|
|
"p": 0.0568704791367054,
|
|
"m": 0.9869536757469177
|
|
},
|
|
{
|
|
"p": 0.06807029247283936,
|
|
"m": 0.9202195405960083
|
|
},
|
|
{
|
|
"p": 0.04610612243413925,
|
|
"m": 0.9983537793159485
|
|
},
|
|
{
|
|
"p": 0.06697339564561844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0362236350774765,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0794525146484375,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07249769568443298,
|
|
"m": 0.9749125242233276
|
|
},
|
|
{
|
|
"p": 0.05643412470817566,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06276095658540726,
|
|
"m": 0.8434277176856995
|
|
},
|
|
{
|
|
"p": 0.04970940202474594,
|
|
"m": 0.926558256149292
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 106,
|
|
"train_loss": 1.2377879619598389,
|
|
"val_loss": 0.8331369161605835,
|
|
"acc": 71.04,
|
|
"time": 590.9808233270305,
|
|
"param": [
|
|
{
|
|
"p": 0.06481298059225082,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03251311928033829,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05061464011669159,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0631161779165268,
|
|
"m": 0.9766840934753418
|
|
},
|
|
{
|
|
"p": 0.05775502696633339,
|
|
"m": 0.7698141932487488
|
|
},
|
|
{
|
|
"p": 0.04338916391134262,
|
|
"m": 0.7889138460159302
|
|
},
|
|
{
|
|
"p": 0.04927902668714523,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05311308428645134,
|
|
"m": 0.8263804316520691
|
|
},
|
|
{
|
|
"p": 0.05969318002462387,
|
|
"m": 0.9997954368591309
|
|
},
|
|
{
|
|
"p": 0.07705773413181305,
|
|
"m": 0.9997799396514893
|
|
},
|
|
{
|
|
"p": 0.04982609301805496,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05984272062778473,
|
|
"m": 0.9862177968025208
|
|
},
|
|
{
|
|
"p": 0.053190141916275024,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06584281474351883,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05300362408161163,
|
|
"m": 0.9466246962547302
|
|
},
|
|
{
|
|
"p": 0.06913156807422638,
|
|
"m": 0.9932506680488586
|
|
},
|
|
{
|
|
"p": 0.053875625133514404,
|
|
"m": 0.8494322896003723
|
|
},
|
|
{
|
|
"p": 0.04394320771098137,
|
|
"m": 0.9746890068054199
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 107,
|
|
"train_loss": 1.017694354057312,
|
|
"val_loss": 0.825049638748169,
|
|
"acc": 71.56,
|
|
"time": 593.3389825379709,
|
|
"param": [
|
|
{
|
|
"p": 0.06571424007415771,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019064560532569885,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05189986154437065,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038214389234781265,
|
|
"m": 0.9372315406799316
|
|
},
|
|
{
|
|
"p": 0.060372162610292435,
|
|
"m": 0.8980740308761597
|
|
},
|
|
{
|
|
"p": 0.05848081782460213,
|
|
"m": 0.890830397605896
|
|
},
|
|
{
|
|
"p": 0.037742242217063904,
|
|
"m": 0.9378594160079956
|
|
},
|
|
{
|
|
"p": 0.06335828453302383,
|
|
"m": 0.9162732362747192
|
|
},
|
|
{
|
|
"p": 0.04718027636408806,
|
|
"m": 0.9835896492004395
|
|
},
|
|
{
|
|
"p": 0.08167453110218048,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07614212483167648,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06427664309740067,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06941502541303635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04721934720873833,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06270887702703476,
|
|
"m": 0.9889830946922302
|
|
},
|
|
{
|
|
"p": 0.07035684585571289,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029662325978279114,
|
|
"m": 0.9316426515579224
|
|
},
|
|
{
|
|
"p": 0.05651739612221718,
|
|
"m": 0.9238848686218262
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 108,
|
|
"train_loss": 1.164999008178711,
|
|
"val_loss": 0.8371689915657043,
|
|
"acc": 71.17,
|
|
"time": 589.3279188179877,
|
|
"param": [
|
|
{
|
|
"p": 0.06922531872987747,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05345439910888672,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0426160991191864,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04275277629494667,
|
|
"m": 0.9411537051200867
|
|
},
|
|
{
|
|
"p": 0.061247412115335464,
|
|
"m": 0.7165467739105225
|
|
},
|
|
{
|
|
"p": 0.038126446306705475,
|
|
"m": 0.9260741472244263
|
|
},
|
|
{
|
|
"p": 0.05165645480155945,
|
|
"m": 0.999384880065918
|
|
},
|
|
{
|
|
"p": 0.0571395680308342,
|
|
"m": 0.9151589870452881
|
|
},
|
|
{
|
|
"p": 0.06911483407020569,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0663297176361084,
|
|
"m": 0.9970733523368835
|
|
},
|
|
{
|
|
"p": 0.07190115749835968,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06589067727327347,
|
|
"m": 0.9724552631378174
|
|
},
|
|
{
|
|
"p": 0.06745794415473938,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05338851734995842,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04887542873620987,
|
|
"m": 0.9801774621009827
|
|
},
|
|
{
|
|
"p": 0.05789871886372566,
|
|
"m": 0.9812681674957275
|
|
},
|
|
{
|
|
"p": 0.04346004128456116,
|
|
"m": 0.8550901412963867
|
|
},
|
|
{
|
|
"p": 0.03946443274617195,
|
|
"m": 0.9710128307342529
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 109,
|
|
"train_loss": 1.1200587749481201,
|
|
"val_loss": 0.8336941003799438,
|
|
"acc": 71.06,
|
|
"time": 593.6646454060101,
|
|
"param": [
|
|
{
|
|
"p": 0.06776036322116852,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0370975136756897,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05343051254749298,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04982693865895271,
|
|
"m": 0.9781051874160767
|
|
},
|
|
{
|
|
"p": 0.06307434290647507,
|
|
"m": 0.5835745334625244
|
|
},
|
|
{
|
|
"p": 0.04096421226859093,
|
|
"m": 0.9801156520843506
|
|
},
|
|
{
|
|
"p": 0.05188979580998421,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04638790711760521,
|
|
"m": 0.8762338757514954
|
|
},
|
|
{
|
|
"p": 0.06075485795736313,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0657336562871933,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0460701659321785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07045555114746094,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07020282000303268,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04557863995432854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0539395697414875,
|
|
"m": 0.7476502656936646
|
|
},
|
|
{
|
|
"p": 0.052624475210905075,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06560517102479935,
|
|
"m": 0.9464342594146729
|
|
},
|
|
{
|
|
"p": 0.058603435754776,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 110,
|
|
"train_loss": 1.1601017713546753,
|
|
"val_loss": 0.8445120453834534,
|
|
"acc": 72.03,
|
|
"time": 593.6030039209872,
|
|
"param": [
|
|
{
|
|
"p": 0.0617145374417305,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06685642898082733,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052608516067266464,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04677167907357216,
|
|
"m": 0.8493466377258301
|
|
},
|
|
{
|
|
"p": 0.07145816832780838,
|
|
"m": 0.5776035785675049
|
|
},
|
|
{
|
|
"p": 0.026643261313438416,
|
|
"m": 0.993721067905426
|
|
},
|
|
{
|
|
"p": 0.07423613965511322,
|
|
"m": 0.967704176902771
|
|
},
|
|
{
|
|
"p": 0.09336695820093155,
|
|
"m": 0.9882473349571228
|
|
},
|
|
{
|
|
"p": 0.061852842569351196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0397440604865551,
|
|
"m": 0.9550374746322632
|
|
},
|
|
{
|
|
"p": 0.02027306705713272,
|
|
"m": 0.9010754823684692
|
|
},
|
|
{
|
|
"p": 0.060139842331409454,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06744489818811417,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05073169246315956,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04167640954256058,
|
|
"m": 0.8140833973884583
|
|
},
|
|
{
|
|
"p": 0.06720709055662155,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042863670736551285,
|
|
"m": 0.879400908946991
|
|
},
|
|
{
|
|
"p": 0.05441088229417801,
|
|
"m": 0.9882252216339111
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 111,
|
|
"train_loss": 1.174695372581482,
|
|
"val_loss": 0.7503660917282104,
|
|
"acc": 71.16,
|
|
"time": 593.7172378640389,
|
|
"param": [
|
|
{
|
|
"p": 0.07198791950941086,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06076931580901146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048708003014326096,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04884219169616699,
|
|
"m": 0.8527842164039612
|
|
},
|
|
{
|
|
"p": 0.06000901758670807,
|
|
"m": 0.6653741002082825
|
|
},
|
|
{
|
|
"p": 0.03842576965689659,
|
|
"m": 0.9912214279174805
|
|
},
|
|
{
|
|
"p": 0.07649064064025879,
|
|
"m": 0.9161242842674255
|
|
},
|
|
{
|
|
"p": 0.04477786272764206,
|
|
"m": 0.9109879732131958
|
|
},
|
|
{
|
|
"p": 0.05682388320565224,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053535278886556625,
|
|
"m": 0.9066943526268005
|
|
},
|
|
{
|
|
"p": 0.0527312345802784,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05052191764116287,
|
|
"m": 0.9994295239448547
|
|
},
|
|
{
|
|
"p": 0.06805027276277542,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049187272787094116,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06316658854484558,
|
|
"m": 0.8006609678268433
|
|
},
|
|
{
|
|
"p": 0.057374365627765656,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05298512801527977,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04561333730816841,
|
|
"m": 0.9432662725448608
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 112,
|
|
"train_loss": 0.9866222143173218,
|
|
"val_loss": 0.8995015025138855,
|
|
"acc": 71.44,
|
|
"time": 588.2020303000463,
|
|
"param": [
|
|
{
|
|
"p": 0.08318454772233963,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022172722965478897,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05229124426841736,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06033114716410637,
|
|
"m": 0.8797842860221863
|
|
},
|
|
{
|
|
"p": 0.050912003964185715,
|
|
"m": 0.6849076747894287
|
|
},
|
|
{
|
|
"p": 0.051287587732076645,
|
|
"m": 0.9450560808181763
|
|
},
|
|
{
|
|
"p": 0.052858300507068634,
|
|
"m": 0.9082963466644287
|
|
},
|
|
{
|
|
"p": 0.05638435110449791,
|
|
"m": 0.9618289470672607
|
|
},
|
|
{
|
|
"p": 0.06150507181882858,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05644905939698219,
|
|
"m": 0.940643310546875
|
|
},
|
|
{
|
|
"p": 0.09283141046762466,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06130831688642502,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055540651082992554,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03608439490199089,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06751687824726105,
|
|
"m": 0.8624441623687744
|
|
},
|
|
{
|
|
"p": 0.06028616800904274,
|
|
"m": 0.9499768018722534
|
|
},
|
|
{
|
|
"p": 0.028774701058864594,
|
|
"m": 0.9866371750831604
|
|
},
|
|
{
|
|
"p": 0.050281379371881485,
|
|
"m": 0.9977461695671082
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 113,
|
|
"train_loss": 1.2658355236053467,
|
|
"val_loss": 0.7472401857376099,
|
|
"acc": 71.49,
|
|
"time": 590.1735211560153,
|
|
"param": [
|
|
{
|
|
"p": 0.06441352516412735,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03535357490181923,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06703174859285355,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0360281765460968,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06413955986499786,
|
|
"m": 0.6902700066566467
|
|
},
|
|
{
|
|
"p": 0.04472491517663002,
|
|
"m": 0.9380751848220825
|
|
},
|
|
{
|
|
"p": 0.05507884919643402,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05517834052443504,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05356297641992569,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06289992481470108,
|
|
"m": 0.9191916584968567
|
|
},
|
|
{
|
|
"p": 0.06993561238050461,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048645246773958206,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061974190175533295,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050739921629428864,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07436516880989075,
|
|
"m": 0.9983353614807129
|
|
},
|
|
{
|
|
"p": 0.05683426558971405,
|
|
"m": 0.9421535134315491
|
|
},
|
|
{
|
|
"p": 0.043538182973861694,
|
|
"m": 0.9972159266471863
|
|
},
|
|
{
|
|
"p": 0.05555585399270058,
|
|
"m": 0.9956417083740234
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 114,
|
|
"train_loss": 1.1773567199707031,
|
|
"val_loss": 0.8092010617256165,
|
|
"acc": 72.36,
|
|
"time": 587.7988556440105,
|
|
"param": [
|
|
{
|
|
"p": 0.052239224314689636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058501582592725754,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04812033474445343,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07738038152456284,
|
|
"m": 0.9905794858932495
|
|
},
|
|
{
|
|
"p": 0.04526665061712265,
|
|
"m": 0.6269692182540894
|
|
},
|
|
{
|
|
"p": 0.05237948149442673,
|
|
"m": 0.8239785432815552
|
|
},
|
|
{
|
|
"p": 0.05943659320473671,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07300609350204468,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05785675346851349,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043189458549022675,
|
|
"m": 0.9538723826408386
|
|
},
|
|
{
|
|
"p": 0.04876571521162987,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06642719358205795,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05179790034890175,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04931480810046196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05954987555742264,
|
|
"m": 0.9865915179252625
|
|
},
|
|
{
|
|
"p": 0.047569260001182556,
|
|
"m": 0.9935460090637207
|
|
},
|
|
{
|
|
"p": 0.036689065396785736,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07250955700874329,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 115,
|
|
"train_loss": 1.2887208461761475,
|
|
"val_loss": 0.7717099189758301,
|
|
"acc": 72.76,
|
|
"time": 593.269803408999,
|
|
"param": [
|
|
{
|
|
"p": 0.05681268870830536,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04299192503094673,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0691274031996727,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05935048684477806,
|
|
"m": 0.9350715279579163
|
|
},
|
|
{
|
|
"p": 0.046609602868556976,
|
|
"m": 0.6639944911003113
|
|
},
|
|
{
|
|
"p": 0.05510963872075081,
|
|
"m": 0.8852813839912415
|
|
},
|
|
{
|
|
"p": 0.06695886701345444,
|
|
"m": 0.971775472164154
|
|
},
|
|
{
|
|
"p": 0.061400141566991806,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05584739148616791,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06442943215370178,
|
|
"m": 0.9997312426567078
|
|
},
|
|
{
|
|
"p": 0.05282241106033325,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07575596123933792,
|
|
"m": 0.9609513878822327
|
|
},
|
|
{
|
|
"p": 0.04693691059947014,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03334254026412964,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04775477573275566,
|
|
"m": 0.9994946718215942
|
|
},
|
|
{
|
|
"p": 0.0573924221098423,
|
|
"m": 0.9307392835617065
|
|
},
|
|
{
|
|
"p": 0.05778327211737633,
|
|
"m": 0.9528958797454834
|
|
},
|
|
{
|
|
"p": 0.049574241042137146,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 116,
|
|
"train_loss": 1.239734172821045,
|
|
"val_loss": 0.7848560214042664,
|
|
"acc": 72.36,
|
|
"time": 591.6568575709825,
|
|
"param": [
|
|
{
|
|
"p": 0.048500530421733856,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04284932464361191,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04127705097198486,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05219222232699394,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06387514621019363,
|
|
"m": 0.6341574788093567
|
|
},
|
|
{
|
|
"p": 0.04738141968846321,
|
|
"m": 0.9970581531524658
|
|
},
|
|
{
|
|
"p": 0.04924122616648674,
|
|
"m": 0.9999343752861023
|
|
},
|
|
{
|
|
"p": 0.06774816662073135,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06673058867454529,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06802915781736374,
|
|
"m": 0.999359667301178
|
|
},
|
|
{
|
|
"p": 0.06311700493097305,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059227462857961655,
|
|
"m": 0.9784452319145203
|
|
},
|
|
{
|
|
"p": 0.05017884448170662,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04701380431652069,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06468335539102554,
|
|
"m": 0.8017660975456238
|
|
},
|
|
{
|
|
"p": 0.07490528374910355,
|
|
"m": 0.9992666840553284
|
|
},
|
|
{
|
|
"p": 0.04685491323471069,
|
|
"m": 0.9746931791305542
|
|
},
|
|
{
|
|
"p": 0.046194449067115784,
|
|
"m": 0.9996731281280518
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 117,
|
|
"train_loss": 1.0806454420089722,
|
|
"val_loss": 0.9207950234413147,
|
|
"acc": 70.92,
|
|
"time": 589.8624030760257,
|
|
"param": [
|
|
{
|
|
"p": 0.0639851838350296,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04276297613978386,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06696952879428864,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04399707540869713,
|
|
"m": 0.9960688948631287
|
|
},
|
|
{
|
|
"p": 0.052045535296201706,
|
|
"m": 0.7442674040794373
|
|
},
|
|
{
|
|
"p": 0.05093217268586159,
|
|
"m": 0.9464513659477234
|
|
},
|
|
{
|
|
"p": 0.06675463914871216,
|
|
"m": 0.9991984367370605
|
|
},
|
|
{
|
|
"p": 0.03402237221598625,
|
|
"m": 0.9978440999984741
|
|
},
|
|
{
|
|
"p": 0.042857035994529724,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06997766345739365,
|
|
"m": 0.9482613205909729
|
|
},
|
|
{
|
|
"p": 0.04303901642560959,
|
|
"m": 0.9599452614784241
|
|
},
|
|
{
|
|
"p": 0.06457630544900894,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06082270294427872,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045583441853523254,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059094708412885666,
|
|
"m": 0.8090402483940125
|
|
},
|
|
{
|
|
"p": 0.06912434846162796,
|
|
"m": 0.9739722609519958
|
|
},
|
|
{
|
|
"p": 0.05344163253903389,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07001370191574097,
|
|
"m": 0.9191696047782898
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 118,
|
|
"train_loss": 1.1785752773284912,
|
|
"val_loss": 0.8447222113609314,
|
|
"acc": 72.51,
|
|
"time": 589.3253764560213,
|
|
"param": [
|
|
{
|
|
"p": 0.059354640543460846,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026347510516643524,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07074718177318573,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05616992339491844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.033001482486724854,
|
|
"m": 0.8239648342132568
|
|
},
|
|
{
|
|
"p": 0.038920704275369644,
|
|
"m": 0.9790835380554199
|
|
},
|
|
{
|
|
"p": 0.05040734261274338,
|
|
"m": 0.9883611798286438
|
|
},
|
|
{
|
|
"p": 0.03254486620426178,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06318148225545883,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03930633142590523,
|
|
"m": 0.9959653615951538
|
|
},
|
|
{
|
|
"p": 0.05195331946015358,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08352691680192947,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07035397738218307,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06770318746566772,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05112587288022041,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08400960266590118,
|
|
"m": 0.968535840511322
|
|
},
|
|
{
|
|
"p": 0.06559592485427856,
|
|
"m": 0.935683012008667
|
|
},
|
|
{
|
|
"p": 0.05574958771467209,
|
|
"m": 0.914725124835968
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 119,
|
|
"train_loss": 1.1896564960479736,
|
|
"val_loss": 0.8513283133506775,
|
|
"acc": 71.11,
|
|
"time": 591.7363082190277,
|
|
"param": [
|
|
{
|
|
"p": 0.07781925797462463,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038592878729104996,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06851117312908173,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047221191227436066,
|
|
"m": 0.9964123964309692
|
|
},
|
|
{
|
|
"p": 0.03053523413836956,
|
|
"m": 0.8519939184188843
|
|
},
|
|
{
|
|
"p": 0.06003710255026817,
|
|
"m": 0.9444207549095154
|
|
},
|
|
{
|
|
"p": 0.03851643577218056,
|
|
"m": 0.9954365491867065
|
|
},
|
|
{
|
|
"p": 0.04354346916079521,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0768265500664711,
|
|
"m": 0.9038568139076233
|
|
},
|
|
{
|
|
"p": 0.0530664287507534,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07728268206119537,
|
|
"m": 0.9461449980735779
|
|
},
|
|
{
|
|
"p": 0.06317320466041565,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05084410309791565,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04596840217709541,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05591423064470291,
|
|
"m": 0.9946869015693665
|
|
},
|
|
{
|
|
"p": 0.07193183153867722,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05678994208574295,
|
|
"m": 0.9813146591186523
|
|
},
|
|
{
|
|
"p": 0.043425869196653366,
|
|
"m": 0.8228011727333069
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 120,
|
|
"train_loss": 1.0065957307815552,
|
|
"val_loss": 0.8338255882263184,
|
|
"acc": 71.2,
|
|
"time": 592.3405633840011,
|
|
"param": [
|
|
{
|
|
"p": 0.0888315886259079,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060725368559360504,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06217607483267784,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027191083878278732,
|
|
"m": 0.9408940076828003
|
|
},
|
|
{
|
|
"p": 0.03438357263803482,
|
|
"m": 0.8106241822242737
|
|
},
|
|
{
|
|
"p": 0.0148890670388937,
|
|
"m": 0.9423694014549255
|
|
},
|
|
{
|
|
"p": 0.0579022541642189,
|
|
"m": 0.9665428400039673
|
|
},
|
|
{
|
|
"p": 0.061332929879426956,
|
|
"m": 0.9902926087379456
|
|
},
|
|
{
|
|
"p": 0.06515281647443771,
|
|
"m": 0.9972602725028992
|
|
},
|
|
{
|
|
"p": 0.04752805083990097,
|
|
"m": 0.9070430994033813
|
|
},
|
|
{
|
|
"p": 0.05887049809098244,
|
|
"m": 0.9707529544830322
|
|
},
|
|
{
|
|
"p": 0.08828031271696091,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06338107585906982,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06465663760900497,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05722828954458237,
|
|
"m": 0.9171087741851807
|
|
},
|
|
{
|
|
"p": 0.058874208480119705,
|
|
"m": 0.98600172996521
|
|
},
|
|
{
|
|
"p": 0.03553483635187149,
|
|
"m": 0.9211048483848572
|
|
},
|
|
{
|
|
"p": 0.053061265498399734,
|
|
"m": 0.7986168265342712
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 121,
|
|
"train_loss": 0.9251630902290344,
|
|
"val_loss": 0.7847017049789429,
|
|
"acc": 71.04,
|
|
"time": 536.8072735259775,
|
|
"param": [
|
|
{
|
|
"p": 0.06945187598466873,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043432045727968216,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06664508581161499,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05500711500644684,
|
|
"m": 0.8961953520774841
|
|
},
|
|
{
|
|
"p": 0.04645287245512009,
|
|
"m": 0.7705204486846924
|
|
},
|
|
{
|
|
"p": 0.03596578165888786,
|
|
"m": 0.9864517450332642
|
|
},
|
|
{
|
|
"p": 0.04571405053138733,
|
|
"m": 0.9799370169639587
|
|
},
|
|
{
|
|
"p": 0.06531113386154175,
|
|
"m": 0.7381249070167542
|
|
},
|
|
{
|
|
"p": 0.046617839485406876,
|
|
"m": 0.9352428913116455
|
|
},
|
|
{
|
|
"p": 0.0873933956027031,
|
|
"m": 0.996241569519043
|
|
},
|
|
{
|
|
"p": 0.04794783517718315,
|
|
"m": 0.928554117679596
|
|
},
|
|
{
|
|
"p": 0.0700419545173645,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05763044208288193,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054104071110486984,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05409986153244972,
|
|
"m": 0.8849213123321533
|
|
},
|
|
{
|
|
"p": 0.05646979436278343,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04930964112281799,
|
|
"m": 0.9900652766227722
|
|
},
|
|
{
|
|
"p": 0.04840528219938278,
|
|
"m": 0.9494743347167969
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 122,
|
|
"train_loss": 0.9680187106132507,
|
|
"val_loss": 0.8039801120758057,
|
|
"acc": 71.83,
|
|
"time": 340.21955412998796,
|
|
"param": [
|
|
{
|
|
"p": 0.06340514123439789,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05416782945394516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07592753320932388,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04519304633140564,
|
|
"m": 0.9597035646438599
|
|
},
|
|
{
|
|
"p": 0.0682290568947792,
|
|
"m": 0.5634894967079163
|
|
},
|
|
{
|
|
"p": 0.052112843841314316,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048980653285980225,
|
|
"m": 0.9123823046684265
|
|
},
|
|
{
|
|
"p": 0.07033728808164597,
|
|
"m": 0.6851018071174622
|
|
},
|
|
{
|
|
"p": 0.06268429756164551,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05922642722725868,
|
|
"m": 0.9291225075721741
|
|
},
|
|
{
|
|
"p": 0.06052989140152931,
|
|
"m": 0.9163621664047241
|
|
},
|
|
{
|
|
"p": 0.03837360441684723,
|
|
"m": 0.994192898273468
|
|
},
|
|
{
|
|
"p": 0.06456287950277328,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.033360883593559265,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05792651325464249,
|
|
"m": 0.9103929996490479
|
|
},
|
|
{
|
|
"p": 0.06827449053525925,
|
|
"m": 0.9823463559150696
|
|
},
|
|
{
|
|
"p": 0.0387495793402195,
|
|
"m": 0.9257853627204895
|
|
},
|
|
{
|
|
"p": 0.0379580520093441,
|
|
"m": 0.8629510402679443
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 123,
|
|
"train_loss": 1.147304654121399,
|
|
"val_loss": 0.8804222941398621,
|
|
"acc": 72.43,
|
|
"time": 592.4149811650277,
|
|
"param": [
|
|
{
|
|
"p": 0.06721515208482742,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04235038533806801,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03537551313638687,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05002923309803009,
|
|
"m": 0.9537526369094849
|
|
},
|
|
{
|
|
"p": 0.0757458284497261,
|
|
"m": 0.6806143522262573
|
|
},
|
|
{
|
|
"p": 0.03611086308956146,
|
|
"m": 0.9718091487884521
|
|
},
|
|
{
|
|
"p": 0.07490363717079163,
|
|
"m": 0.8979924321174622
|
|
},
|
|
{
|
|
"p": 0.0645148977637291,
|
|
"m": 0.6746123433113098
|
|
},
|
|
{
|
|
"p": 0.05727066844701767,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06139393523335457,
|
|
"m": 0.9532310962677002
|
|
},
|
|
{
|
|
"p": 0.06390604376792908,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07090885937213898,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05467953160405159,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06539350003004074,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04862123355269432,
|
|
"m": 0.9218244552612305
|
|
},
|
|
{
|
|
"p": 0.02965059131383896,
|
|
"m": 0.9952203035354614
|
|
},
|
|
{
|
|
"p": 0.045579828321933746,
|
|
"m": 0.9104738831520081
|
|
},
|
|
{
|
|
"p": 0.05635029822587967,
|
|
"m": 0.8264026641845703
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 124,
|
|
"train_loss": 1.1799829006195068,
|
|
"val_loss": 0.8351937532424927,
|
|
"acc": 72.29,
|
|
"time": 593.1313724889769,
|
|
"param": [
|
|
{
|
|
"p": 0.07852283120155334,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030406206846237183,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07943949848413467,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07240257412195206,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015896115452051163,
|
|
"m": 0.6740936636924744
|
|
},
|
|
{
|
|
"p": 0.04449193552136421,
|
|
"m": 0.9728462100028992
|
|
},
|
|
{
|
|
"p": 0.04474992677569389,
|
|
"m": 0.9386692643165588
|
|
},
|
|
{
|
|
"p": 0.05224281921982765,
|
|
"m": 0.8090828061103821
|
|
},
|
|
{
|
|
"p": 0.05463061481714249,
|
|
"m": 0.9805485606193542
|
|
},
|
|
{
|
|
"p": 0.09064512699842453,
|
|
"m": 0.9888688921928406
|
|
},
|
|
{
|
|
"p": 0.08011931926012039,
|
|
"m": 0.974646270275116
|
|
},
|
|
{
|
|
"p": 0.04226575791835785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06988243758678436,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04741521179676056,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038496170192956924,
|
|
"m": 0.8008418679237366
|
|
},
|
|
{
|
|
"p": 0.06532794237136841,
|
|
"m": 0.9933286309242249
|
|
},
|
|
{
|
|
"p": 0.04344692826271057,
|
|
"m": 0.8758136630058289
|
|
},
|
|
{
|
|
"p": 0.04961854964494705,
|
|
"m": 0.788137674331665
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 125,
|
|
"train_loss": 1.1471335887908936,
|
|
"val_loss": 0.8237775564193726,
|
|
"acc": 72.82,
|
|
"time": 587.8525590859936,
|
|
"param": [
|
|
{
|
|
"p": 0.07041065394878387,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038200315088033676,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042012255638837814,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06784072518348694,
|
|
"m": 0.9894518256187439
|
|
},
|
|
{
|
|
"p": 0.02594822645187378,
|
|
"m": 0.49404415488243103
|
|
},
|
|
{
|
|
"p": 0.08642709255218506,
|
|
"m": 0.9011092185974121
|
|
},
|
|
{
|
|
"p": 0.044901292771101,
|
|
"m": 0.7409955859184265
|
|
},
|
|
{
|
|
"p": 0.07998085021972656,
|
|
"m": 0.9304711818695068
|
|
},
|
|
{
|
|
"p": 0.07917416840791702,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08307487517595291,
|
|
"m": 0.9046366214752197
|
|
},
|
|
{
|
|
"p": 0.05087786167860031,
|
|
"m": 0.9819530248641968
|
|
},
|
|
{
|
|
"p": 0.046284355223178864,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05768326297402382,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04476189613342285,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.039734721183776855,
|
|
"m": 0.6848333477973938
|
|
},
|
|
{
|
|
"p": 0.059354960918426514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03890442103147507,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044428106397390366,
|
|
"m": 0.8681182265281677
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 126,
|
|
"train_loss": 0.9567521214485168,
|
|
"val_loss": 0.6995468139648438,
|
|
"acc": 72.95,
|
|
"time": 593.0603026459576,
|
|
"param": [
|
|
{
|
|
"p": 0.06787146627902985,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05322824791073799,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05974099040031433,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06765537708997726,
|
|
"m": 0.9992350935935974
|
|
},
|
|
{
|
|
"p": 0.03153270110487938,
|
|
"m": 0.614406168460846
|
|
},
|
|
{
|
|
"p": 0.03661647066473961,
|
|
"m": 0.959070086479187
|
|
},
|
|
{
|
|
"p": 0.05994369089603424,
|
|
"m": 0.7881448268890381
|
|
},
|
|
{
|
|
"p": 0.04549241438508034,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06485352665185928,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05136729031801224,
|
|
"m": 0.8466962575912476
|
|
},
|
|
{
|
|
"p": 0.05516364425420761,
|
|
"m": 0.9991539120674133
|
|
},
|
|
{
|
|
"p": 0.05056276172399521,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07872042059898376,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04873666167259216,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07442480325698853,
|
|
"m": 0.7597507834434509
|
|
},
|
|
{
|
|
"p": 0.06494138389825821,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.035292256623506546,
|
|
"m": 0.9262599945068359
|
|
},
|
|
{
|
|
"p": 0.05385592207312584,
|
|
"m": 0.9995999932289124
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 127,
|
|
"train_loss": 1.053943395614624,
|
|
"val_loss": 0.8034314513206482,
|
|
"acc": 72.78,
|
|
"time": 594.7484323370154,
|
|
"param": [
|
|
{
|
|
"p": 0.05344400927424431,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029667194932699203,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04628267511725426,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06503467261791229,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038461726158857346,
|
|
"m": 0.44404587149620056
|
|
},
|
|
{
|
|
"p": 0.05858320742845535,
|
|
"m": 0.9399563670158386
|
|
},
|
|
{
|
|
"p": 0.06356203556060791,
|
|
"m": 0.8325099945068359
|
|
},
|
|
{
|
|
"p": 0.06551596522331238,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07269052416086197,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06155097857117653,
|
|
"m": 0.8050166964530945
|
|
},
|
|
{
|
|
"p": 0.06313048303127289,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05454282462596893,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07161255180835724,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05680704861879349,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06024448573589325,
|
|
"m": 0.6663167476654053
|
|
},
|
|
{
|
|
"p": 0.06575082987546921,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03981802240014076,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03330087289214134,
|
|
"m": 0.9994074106216431
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 128,
|
|
"train_loss": 0.9554293751716614,
|
|
"val_loss": 0.7675946354866028,
|
|
"acc": 73.23,
|
|
"time": 590.179823494982,
|
|
"param": [
|
|
{
|
|
"p": 0.07284051179885864,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02724330686032772,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04018634930253029,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043739818036556244,
|
|
"m": 0.9564823508262634
|
|
},
|
|
{
|
|
"p": 0.037757210433483124,
|
|
"m": 0.4745829999446869
|
|
},
|
|
{
|
|
"p": 0.045577522367239,
|
|
"m": 0.998950719833374
|
|
},
|
|
{
|
|
"p": 0.07686830312013626,
|
|
"m": 0.8461914658546448
|
|
},
|
|
{
|
|
"p": 0.049461424350738525,
|
|
"m": 0.9891724586486816
|
|
},
|
|
{
|
|
"p": 0.05993347242474556,
|
|
"m": 0.9749827980995178
|
|
},
|
|
{
|
|
"p": 0.06723535805940628,
|
|
"m": 0.807284951210022
|
|
},
|
|
{
|
|
"p": 0.06721082329750061,
|
|
"m": 0.9795226454734802
|
|
},
|
|
{
|
|
"p": 0.08316867798566818,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0653141662478447,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05664922297000885,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05918264389038086,
|
|
"m": 0.7356966733932495
|
|
},
|
|
{
|
|
"p": 0.06011219695210457,
|
|
"m": 0.9645156264305115
|
|
},
|
|
{
|
|
"p": 0.05157388746738434,
|
|
"m": 0.9710946083068848
|
|
},
|
|
{
|
|
"p": 0.03594516962766647,
|
|
"m": 0.9237392544746399
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 129,
|
|
"train_loss": 1.0921821594238281,
|
|
"val_loss": 0.7915827035903931,
|
|
"acc": 73.13,
|
|
"time": 593.4832415819983,
|
|
"param": [
|
|
{
|
|
"p": 0.05444074794650078,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03825769200921059,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0759526938199997,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053804636001586914,
|
|
"m": 0.9445591568946838
|
|
},
|
|
{
|
|
"p": 0.05033842846751213,
|
|
"m": 0.4284307062625885
|
|
},
|
|
{
|
|
"p": 0.04297211021184921,
|
|
"m": 0.9903464913368225
|
|
},
|
|
{
|
|
"p": 0.025852637365460396,
|
|
"m": 0.8780754208564758
|
|
},
|
|
{
|
|
"p": 0.0609600692987442,
|
|
"m": 0.8935180902481079
|
|
},
|
|
{
|
|
"p": 0.06011093780398369,
|
|
"m": 0.9577524662017822
|
|
},
|
|
{
|
|
"p": 0.05388569086790085,
|
|
"m": 0.8908319473266602
|
|
},
|
|
{
|
|
"p": 0.058910880237817764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08170849829912186,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06251263618469238,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043498896062374115,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08356905728578568,
|
|
"m": 0.7181525826454163
|
|
},
|
|
{
|
|
"p": 0.08356420695781708,
|
|
"m": 0.9960444569587708
|
|
},
|
|
{
|
|
"p": 0.028509726747870445,
|
|
"m": 0.97747802734375
|
|
},
|
|
{
|
|
"p": 0.041150517761707306,
|
|
"m": 0.8821102976799011
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 130,
|
|
"train_loss": 1.0574511289596558,
|
|
"val_loss": 0.7929048538208008,
|
|
"acc": 72.66,
|
|
"time": 593.142887971946,
|
|
"param": [
|
|
{
|
|
"p": 0.07611627131700516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026014307513833046,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038221314549446106,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06450042128562927,
|
|
"m": 0.8601087331771851
|
|
},
|
|
{
|
|
"p": 0.03737611323595047,
|
|
"m": 0.4526495933532715
|
|
},
|
|
{
|
|
"p": 0.07300373911857605,
|
|
"m": 0.9337888956069946
|
|
},
|
|
{
|
|
"p": 0.0667867437005043,
|
|
"m": 0.7810735106468201
|
|
},
|
|
{
|
|
"p": 0.04987712949514389,
|
|
"m": 0.9347767233848572
|
|
},
|
|
{
|
|
"p": 0.04211322218179703,
|
|
"m": 0.9728986620903015
|
|
},
|
|
{
|
|
"p": 0.05870514363050461,
|
|
"m": 0.9036661982536316
|
|
},
|
|
{
|
|
"p": 0.06149233505129814,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05677150934934616,
|
|
"m": 0.9921206831932068
|
|
},
|
|
{
|
|
"p": 0.0462067574262619,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04462631791830063,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06687168031930923,
|
|
"m": 0.7521847486495972
|
|
},
|
|
{
|
|
"p": 0.10421337187290192,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06484264880418777,
|
|
"m": 0.9025871753692627
|
|
},
|
|
{
|
|
"p": 0.022260887548327446,
|
|
"m": 0.7665125131607056
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 131,
|
|
"train_loss": 1.0434997081756592,
|
|
"val_loss": 0.7821184396743774,
|
|
"acc": 72.5,
|
|
"time": 583.6311587340315,
|
|
"param": [
|
|
{
|
|
"p": 0.0775003656744957,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0308005902916193,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05909552797675133,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048055823892354965,
|
|
"m": 0.7580857872962952
|
|
},
|
|
{
|
|
"p": 0.06957012414932251,
|
|
"m": 0.42272481322288513
|
|
},
|
|
{
|
|
"p": 0.04115024581551552,
|
|
"m": 0.8279948234558105
|
|
},
|
|
{
|
|
"p": 0.0626099556684494,
|
|
"m": 0.8317162990570068
|
|
},
|
|
{
|
|
"p": 0.06345615535974503,
|
|
"m": 0.8877666592597961
|
|
},
|
|
{
|
|
"p": 0.057062067091464996,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04529018700122833,
|
|
"m": 0.9335614442825317
|
|
},
|
|
{
|
|
"p": 0.06850533932447433,
|
|
"m": 0.9780706167221069
|
|
},
|
|
{
|
|
"p": 0.06518127769231796,
|
|
"m": 0.9699534177780151
|
|
},
|
|
{
|
|
"p": 0.06341090053319931,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038909051567316055,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06093019247055054,
|
|
"m": 0.9607208967208862
|
|
},
|
|
{
|
|
"p": 0.0501997172832489,
|
|
"m": 0.9859622120857239
|
|
},
|
|
{
|
|
"p": 0.027682770043611526,
|
|
"m": 0.874830961227417
|
|
},
|
|
{
|
|
"p": 0.07058969140052795,
|
|
"m": 0.7595388889312744
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 132,
|
|
"train_loss": 1.1235885620117188,
|
|
"val_loss": 0.8113820552825928,
|
|
"acc": 72.56,
|
|
"time": 596.8430950749898,
|
|
"param": [
|
|
{
|
|
"p": 0.06711242347955704,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04648979380726814,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07560481876134872,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051163628697395325,
|
|
"m": 0.8790776133537292
|
|
},
|
|
{
|
|
"p": 0.047572169452905655,
|
|
"m": 0.42840254306793213
|
|
},
|
|
{
|
|
"p": 0.019086502492427826,
|
|
"m": 0.7846266627311707
|
|
},
|
|
{
|
|
"p": 0.04410678520798683,
|
|
"m": 0.8637883067131042
|
|
},
|
|
{
|
|
"p": 0.055921267718076706,
|
|
"m": 0.9512225985527039
|
|
},
|
|
{
|
|
"p": 0.0745316818356514,
|
|
"m": 0.9914954900741577
|
|
},
|
|
{
|
|
"p": 0.07801567018032074,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06309887021780014,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054554179310798645,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06190222501754761,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045398347079753876,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138068974018097,
|
|
"m": 0.9542492628097534
|
|
},
|
|
{
|
|
"p": 0.06592255085706711,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02466767095029354,
|
|
"m": 0.864399790763855
|
|
},
|
|
{
|
|
"p": 0.053470831364393234,
|
|
"m": 0.659977376461029
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 133,
|
|
"train_loss": 1.1063868999481201,
|
|
"val_loss": 0.844414234161377,
|
|
"acc": 73.28,
|
|
"time": 590.2014855350135,
|
|
"param": [
|
|
{
|
|
"p": 0.0432501956820488,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017243744805455208,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07540219277143478,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056847941130399704,
|
|
"m": 0.8764041662216187
|
|
},
|
|
{
|
|
"p": 0.031798653304576874,
|
|
"m": 0.4702339768409729
|
|
},
|
|
{
|
|
"p": 0.021120388060808182,
|
|
"m": 0.8366291522979736
|
|
},
|
|
{
|
|
"p": 0.07696835696697235,
|
|
"m": 0.976300835609436
|
|
},
|
|
{
|
|
"p": 0.05215080454945564,
|
|
"m": 0.7906057238578796
|
|
},
|
|
{
|
|
"p": 0.07969161868095398,
|
|
"m": 0.9494573473930359
|
|
},
|
|
{
|
|
"p": 0.053318776190280914,
|
|
"m": 0.937825620174408
|
|
},
|
|
{
|
|
"p": 0.06494713574647903,
|
|
"m": 0.9628894329071045
|
|
},
|
|
{
|
|
"p": 0.05189576745033264,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06259427219629288,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06645233929157257,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07791340351104736,
|
|
"m": 0.9752346873283386
|
|
},
|
|
{
|
|
"p": 0.08994876593351364,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02619684487581253,
|
|
"m": 0.8745044469833374
|
|
},
|
|
{
|
|
"p": 0.052258796989917755,
|
|
"m": 0.6220108866691589
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 134,
|
|
"train_loss": 0.9193885326385498,
|
|
"val_loss": 0.6053576469421387,
|
|
"acc": 72.9,
|
|
"time": 592.8824275949737,
|
|
"param": [
|
|
{
|
|
"p": 0.06583709269762039,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043360475450754166,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05962938070297241,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050587352365255356,
|
|
"m": 0.9871786236763
|
|
},
|
|
{
|
|
"p": 0.05853414535522461,
|
|
"m": 0.3754872977733612
|
|
},
|
|
{
|
|
"p": 0.04218582063913345,
|
|
"m": 0.9246839284896851
|
|
},
|
|
{
|
|
"p": 0.030838845297694206,
|
|
"m": 0.7994068264961243
|
|
},
|
|
{
|
|
"p": 0.09216832369565964,
|
|
"m": 0.7341942191123962
|
|
},
|
|
{
|
|
"p": 0.06456005573272705,
|
|
"m": 0.9939513206481934
|
|
},
|
|
{
|
|
"p": 0.06903988867998123,
|
|
"m": 0.9307663440704346
|
|
},
|
|
{
|
|
"p": 0.07348882406949997,
|
|
"m": 0.9606235027313232
|
|
},
|
|
{
|
|
"p": 0.06198718026280403,
|
|
"m": 0.9480248093605042
|
|
},
|
|
{
|
|
"p": 0.08594067394733429,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022036850452423096,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046605534851551056,
|
|
"m": 0.9133334755897522
|
|
},
|
|
{
|
|
"p": 0.0468076728284359,
|
|
"m": 0.9706315398216248
|
|
},
|
|
{
|
|
"p": 0.04221632331609726,
|
|
"m": 0.8094813227653503
|
|
},
|
|
{
|
|
"p": 0.04417554289102554,
|
|
"m": 0.731203556060791
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 135,
|
|
"train_loss": 1.139625072479248,
|
|
"val_loss": 0.8520506024360657,
|
|
"acc": 72.55,
|
|
"time": 592.4978263690136,
|
|
"param": [
|
|
{
|
|
"p": 0.05244606360793114,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02730233035981655,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05795115604996681,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06430629640817642,
|
|
"m": 0.9092134833335876
|
|
},
|
|
{
|
|
"p": 0.06386112421751022,
|
|
"m": 0.4058398902416229
|
|
},
|
|
{
|
|
"p": 0.053380291908979416,
|
|
"m": 0.8469266891479492
|
|
},
|
|
{
|
|
"p": 0.06129210442304611,
|
|
"m": 0.9053202271461487
|
|
},
|
|
{
|
|
"p": 0.06050117686390877,
|
|
"m": 0.777869462966919
|
|
},
|
|
{
|
|
"p": 0.042706213891506195,
|
|
"m": 0.9887034893035889
|
|
},
|
|
{
|
|
"p": 0.057338837534189224,
|
|
"m": 0.9273732304573059
|
|
},
|
|
{
|
|
"p": 0.06010580435395241,
|
|
"m": 0.9995905160903931
|
|
},
|
|
{
|
|
"p": 0.06919970363378525,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056970179080963135,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05530901625752449,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07064048200845718,
|
|
"m": 0.9552997946739197
|
|
},
|
|
{
|
|
"p": 0.04281160607933998,
|
|
"m": 0.999090850353241
|
|
},
|
|
{
|
|
"p": 0.04878522828221321,
|
|
"m": 0.8709420561790466
|
|
},
|
|
{
|
|
"p": 0.055092256516218185,
|
|
"m": 0.7163346409797668
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 136,
|
|
"train_loss": 0.8716625571250916,
|
|
"val_loss": 0.6508603096008301,
|
|
"acc": 72.87,
|
|
"time": 588.1281096740277,
|
|
"param": [
|
|
{
|
|
"p": 0.0799965113401413,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06509195268154144,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057114128023386,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05425973981618881,
|
|
"m": 0.9451510310173035
|
|
},
|
|
{
|
|
"p": 0.0414905771613121,
|
|
"m": 0.2901771068572998
|
|
},
|
|
{
|
|
"p": 0.043805819004774094,
|
|
"m": 0.9306852221488953
|
|
},
|
|
{
|
|
"p": 0.06832657009363174,
|
|
"m": 0.8708804249763489
|
|
},
|
|
{
|
|
"p": 0.036724794656038284,
|
|
"m": 0.9562288522720337
|
|
},
|
|
{
|
|
"p": 0.042460061609745026,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06496383994817734,
|
|
"m": 0.8893476128578186
|
|
},
|
|
{
|
|
"p": 0.07010932266712189,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07214034348726273,
|
|
"m": 0.9413135051727295
|
|
},
|
|
{
|
|
"p": 0.04544443264603615,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03234342858195305,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06840835511684418,
|
|
"m": 0.9512948393821716
|
|
},
|
|
{
|
|
"p": 0.0505095012485981,
|
|
"m": 0.9919230937957764
|
|
},
|
|
{
|
|
"p": 0.07617716491222382,
|
|
"m": 0.9707949757575989
|
|
},
|
|
{
|
|
"p": 0.030633360147476196,
|
|
"m": 0.7859466671943665
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 137,
|
|
"train_loss": 1.2766448259353638,
|
|
"val_loss": 0.8437072038650513,
|
|
"acc": 73.3,
|
|
"time": 594.826519884984,
|
|
"param": [
|
|
{
|
|
"p": 0.0631280317902565,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02967771515250206,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06041867658495903,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0489543080329895,
|
|
"m": 0.9969790577888489
|
|
},
|
|
{
|
|
"p": 0.03794030845165253,
|
|
"m": 0.3664840757846832
|
|
},
|
|
{
|
|
"p": 0.06660815328359604,
|
|
"m": 0.9605011343955994
|
|
},
|
|
{
|
|
"p": 0.0565468892455101,
|
|
"m": 0.9458876848220825
|
|
},
|
|
{
|
|
"p": 0.057287950068712234,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713145062327385,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0492527149617672,
|
|
"m": 0.9672515988349915
|
|
},
|
|
{
|
|
"p": 0.0700642541050911,
|
|
"m": 0.9830571413040161
|
|
},
|
|
{
|
|
"p": 0.06517379730939865,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07946738600730896,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03827474266290665,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07229960709810257,
|
|
"m": 0.9318590760231018
|
|
},
|
|
{
|
|
"p": 0.03802579268813133,
|
|
"m": 0.9998025894165039
|
|
},
|
|
{
|
|
"p": 0.0468829944729805,
|
|
"m": 0.8789180517196655
|
|
},
|
|
{
|
|
"p": 0.04868220537900925,
|
|
"m": 0.6777568459510803
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 138,
|
|
"train_loss": 1.0823376178741455,
|
|
"val_loss": 0.6522690653800964,
|
|
"acc": 73.36,
|
|
"time": 591.7637718210462,
|
|
"param": [
|
|
{
|
|
"p": 0.07674481719732285,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03346371278166771,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06074070557951927,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05678611993789673,
|
|
"m": 0.8859264254570007
|
|
},
|
|
{
|
|
"p": 0.04332656040787697,
|
|
"m": 0.3525547385215759
|
|
},
|
|
{
|
|
"p": 0.045721884816884995,
|
|
"m": 0.9407841563224792
|
|
},
|
|
{
|
|
"p": 0.042150791734457016,
|
|
"m": 0.9372867345809937
|
|
},
|
|
{
|
|
"p": 0.04994545131921768,
|
|
"m": 0.9649690985679626
|
|
},
|
|
{
|
|
"p": 0.05656161904335022,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08674528449773788,
|
|
"m": 0.9008839726448059
|
|
},
|
|
{
|
|
"p": 0.0530034676194191,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06422403454780579,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05388364568352699,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05242682620882988,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05641476437449455,
|
|
"m": 0.9927313923835754
|
|
},
|
|
{
|
|
"p": 0.055802371352910995,
|
|
"m": 0.9978832602500916
|
|
},
|
|
{
|
|
"p": 0.06310053169727325,
|
|
"m": 0.8675654530525208
|
|
},
|
|
{
|
|
"p": 0.04895737022161484,
|
|
"m": 0.7178903818130493
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 139,
|
|
"train_loss": 1.0107953548431396,
|
|
"val_loss": 0.6568669080734253,
|
|
"acc": 73.77,
|
|
"time": 590.4607119200518,
|
|
"param": [
|
|
{
|
|
"p": 0.03641741722822189,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045752253383398056,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058874428272247314,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05560142546892166,
|
|
"m": 0.9742550849914551
|
|
},
|
|
{
|
|
"p": 0.06512287259101868,
|
|
"m": 0.36266371607780457
|
|
},
|
|
{
|
|
"p": 0.04977256804704666,
|
|
"m": 0.9929261207580566
|
|
},
|
|
{
|
|
"p": 0.047605328261852264,
|
|
"m": 0.9799121022224426
|
|
},
|
|
{
|
|
"p": 0.0687251016497612,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05753650888800621,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07054998725652695,
|
|
"m": 0.9454972743988037
|
|
},
|
|
{
|
|
"p": 0.06663327664136887,
|
|
"m": 0.9711585640907288
|
|
},
|
|
{
|
|
"p": 0.06553306430578232,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05901463329792023,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05576339364051819,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054670851677656174,
|
|
"m": 0.9263083338737488
|
|
},
|
|
{
|
|
"p": 0.06609955430030823,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03972805663943291,
|
|
"m": 0.9290562272071838
|
|
},
|
|
{
|
|
"p": 0.03659926354885101,
|
|
"m": 0.6682857275009155
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 140,
|
|
"train_loss": 0.9837134480476379,
|
|
"val_loss": 0.7413066625595093,
|
|
"acc": 73.79,
|
|
"time": 589.6388091489789,
|
|
"param": [
|
|
{
|
|
"p": 0.07620174437761307,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06289646029472351,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06666052341461182,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04786877706646919,
|
|
"m": 0.9880037903785706
|
|
},
|
|
{
|
|
"p": 0.055180758237838745,
|
|
"m": 0.39421483874320984
|
|
},
|
|
{
|
|
"p": 0.015912342816591263,
|
|
"m": 0.9920028448104858
|
|
},
|
|
{
|
|
"p": 0.08378665894269943,
|
|
"m": 0.9153767824172974
|
|
},
|
|
{
|
|
"p": 0.03740860894322395,
|
|
"m": 0.9782751202583313
|
|
},
|
|
{
|
|
"p": 0.058440156280994415,
|
|
"m": 0.9360030889511108
|
|
},
|
|
{
|
|
"p": 0.044004496186971664,
|
|
"m": 0.985649049282074
|
|
},
|
|
{
|
|
"p": 0.06161641702055931,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04814118519425392,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.085479237139225,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07306917011737823,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05152694508433342,
|
|
"m": 0.8012369871139526
|
|
},
|
|
{
|
|
"p": 0.07181312143802643,
|
|
"m": 0.9997174143791199
|
|
},
|
|
{
|
|
"p": 0.024778032675385475,
|
|
"m": 0.9815704822540283
|
|
},
|
|
{
|
|
"p": 0.03521539643406868,
|
|
"m": 0.661166250705719
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 141,
|
|
"train_loss": 1.086449146270752,
|
|
"val_loss": 0.7405102252960205,
|
|
"acc": 73.19,
|
|
"time": 496.14800307695987,
|
|
"param": [
|
|
{
|
|
"p": 0.08764197677373886,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041451193392276764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05569814518094063,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02425847016274929,
|
|
"m": 0.9745317101478577
|
|
},
|
|
{
|
|
"p": 0.0691811665892601,
|
|
"m": 0.33990639448165894
|
|
},
|
|
{
|
|
"p": 0.046122487634420395,
|
|
"m": 0.9970487356185913
|
|
},
|
|
{
|
|
"p": 0.04745669662952423,
|
|
"m": 0.9740593433380127
|
|
},
|
|
{
|
|
"p": 0.059520844370126724,
|
|
"m": 0.9995583295822144
|
|
},
|
|
{
|
|
"p": 0.06432883441448212,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05670855939388275,
|
|
"m": 0.9763468503952026
|
|
},
|
|
{
|
|
"p": 0.07684514671564102,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06480783224105835,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07161244750022888,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05434394255280495,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04976103827357292,
|
|
"m": 0.7634007334709167
|
|
},
|
|
{
|
|
"p": 0.04928400367498398,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03986872732639313,
|
|
"m": 0.9973074793815613
|
|
},
|
|
{
|
|
"p": 0.041108399629592896,
|
|
"m": 0.6159939169883728
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 142,
|
|
"train_loss": 0.936903178691864,
|
|
"val_loss": 0.7282794117927551,
|
|
"acc": 74.18,
|
|
"time": 374.17203556397,
|
|
"param": [
|
|
{
|
|
"p": 0.051107484847307205,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03640388697385788,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0639716237783432,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0502149872481823,
|
|
"m": 0.9489800930023193
|
|
},
|
|
{
|
|
"p": 0.037331677973270416,
|
|
"m": 0.4320419132709503
|
|
},
|
|
{
|
|
"p": 0.04903704300522804,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06284165382385254,
|
|
"m": 0.9135718941688538
|
|
},
|
|
{
|
|
"p": 0.05836394056677818,
|
|
"m": 0.9320036768913269
|
|
},
|
|
{
|
|
"p": 0.061647746711969376,
|
|
"m": 0.9934147596359253
|
|
},
|
|
{
|
|
"p": 0.0528956763446331,
|
|
"m": 0.9710835814476013
|
|
},
|
|
{
|
|
"p": 0.0731607973575592,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06930811703205109,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0649426206946373,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04558002948760986,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06759524345397949,
|
|
"m": 0.8762949109077454
|
|
},
|
|
{
|
|
"p": 0.053470030426979065,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04787369444966316,
|
|
"m": 0.9067161083221436
|
|
},
|
|
{
|
|
"p": 0.05425368994474411,
|
|
"m": 0.6858870983123779
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 143,
|
|
"train_loss": 0.9340911507606506,
|
|
"val_loss": 0.7509937286376953,
|
|
"acc": 72.93,
|
|
"time": 596.2156629610108,
|
|
"param": [
|
|
{
|
|
"p": 0.06713158637285233,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050666213035583496,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09524543583393097,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06023130565881729,
|
|
"m": 0.908819317817688
|
|
},
|
|
{
|
|
"p": 0.06336940824985504,
|
|
"m": 0.4685423970222473
|
|
},
|
|
{
|
|
"p": 0.05390266329050064,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040398016571998596,
|
|
"m": 0.833240270614624
|
|
},
|
|
{
|
|
"p": 0.05305156111717224,
|
|
"m": 0.8719684481620789
|
|
},
|
|
{
|
|
"p": 0.04748598858714104,
|
|
"m": 0.99195396900177
|
|
},
|
|
{
|
|
"p": 0.05167347565293312,
|
|
"m": 0.8776269555091858
|
|
},
|
|
{
|
|
"p": 0.06640102714300156,
|
|
"m": 0.9981052875518799
|
|
},
|
|
{
|
|
"p": 0.04995287209749222,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056122470647096634,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.036934223026037216,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06600896269083023,
|
|
"m": 0.9712241888046265
|
|
},
|
|
{
|
|
"p": 0.060779232531785965,
|
|
"m": 0.9944332242012024
|
|
},
|
|
{
|
|
"p": 0.04019273445010185,
|
|
"m": 0.8953544497489929
|
|
},
|
|
{
|
|
"p": 0.04045289382338524,
|
|
"m": 0.6962714195251465
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 144,
|
|
"train_loss": 1.088564157485962,
|
|
"val_loss": 0.7830920219421387,
|
|
"acc": 72.57,
|
|
"time": 596.4599475769792,
|
|
"param": [
|
|
{
|
|
"p": 0.05066327378153801,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0486689954996109,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04805876314640045,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07440212368965149,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.024920281022787094,
|
|
"m": 0.5662936568260193
|
|
},
|
|
{
|
|
"p": 0.03834247216582298,
|
|
"m": 0.9473294615745544
|
|
},
|
|
{
|
|
"p": 0.0705735832452774,
|
|
"m": 0.8818588256835938
|
|
},
|
|
{
|
|
"p": 0.0443345308303833,
|
|
"m": 0.9706780314445496
|
|
},
|
|
{
|
|
"p": 0.062482185661792755,
|
|
"m": 0.9590785503387451
|
|
},
|
|
{
|
|
"p": 0.08461125940084457,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07592186331748962,
|
|
"m": 0.9883868098258972
|
|
},
|
|
{
|
|
"p": 0.0569443479180336,
|
|
"m": 0.9992702007293701
|
|
},
|
|
{
|
|
"p": 0.07134578377008438,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09157741069793701,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05943756923079491,
|
|
"m": 0.9819961190223694
|
|
},
|
|
{
|
|
"p": 0.07621622830629349,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019165392965078354,
|
|
"m": 0.8917311429977417
|
|
},
|
|
{
|
|
"p": 0.002333851531147957,
|
|
"m": 0.8483230471611023
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 145,
|
|
"train_loss": 0.9366782903671265,
|
|
"val_loss": 0.8051372170448303,
|
|
"acc": 74.23,
|
|
"time": 592.708682541037,
|
|
"param": [
|
|
{
|
|
"p": 0.06735967844724655,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06087711825966835,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06423698365688324,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05579046159982681,
|
|
"m": 0.9946114420890808
|
|
},
|
|
{
|
|
"p": 0.05747716873884201,
|
|
"m": 0.6043581962585449
|
|
},
|
|
{
|
|
"p": 0.03944411873817444,
|
|
"m": 0.9839803576469421
|
|
},
|
|
{
|
|
"p": 0.06285105645656586,
|
|
"m": 0.8970107436180115
|
|
},
|
|
{
|
|
"p": 0.06840215623378754,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04836643487215042,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714183822274208,
|
|
"m": 0.9534173011779785
|
|
},
|
|
{
|
|
"p": 0.06935777515172958,
|
|
"m": 0.98951256275177
|
|
},
|
|
{
|
|
"p": 0.06010458990931511,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04176284372806549,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04689265787601471,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0488889217376709,
|
|
"m": 0.9253048300743103
|
|
},
|
|
{
|
|
"p": 0.047171443700790405,
|
|
"m": 0.9885401129722595
|
|
},
|
|
{
|
|
"p": 0.04860557243227959,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040992725640535355,
|
|
"m": 0.8657527565956116
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 146,
|
|
"train_loss": 0.9937005639076233,
|
|
"val_loss": 0.6703153848648071,
|
|
"acc": 73.7,
|
|
"time": 590.3852189289755,
|
|
"param": [
|
|
{
|
|
"p": 0.05774330720305443,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055376358330249786,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05952725186944008,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06222216412425041,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04260475933551788,
|
|
"m": 0.6225751638412476
|
|
},
|
|
{
|
|
"p": 0.052114494144916534,
|
|
"m": 0.9402134418487549
|
|
},
|
|
{
|
|
"p": 0.05720909684896469,
|
|
"m": 0.8938789367675781
|
|
},
|
|
{
|
|
"p": 0.0644727274775505,
|
|
"m": 0.9323323965072632
|
|
},
|
|
{
|
|
"p": 0.08212869614362717,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057360630482435226,
|
|
"m": 0.943069338798523
|
|
},
|
|
{
|
|
"p": 0.07289233803749084,
|
|
"m": 0.9170825481414795
|
|
},
|
|
{
|
|
"p": 0.059259071946144104,
|
|
"m": 0.9384311437606812
|
|
},
|
|
{
|
|
"p": 0.06874529272317886,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05451618880033493,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04220205545425415,
|
|
"m": 0.8774849772453308
|
|
},
|
|
{
|
|
"p": 0.04186685383319855,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041944533586502075,
|
|
"m": 0.8686736822128296
|
|
},
|
|
{
|
|
"p": 0.027814188972115517,
|
|
"m": 0.8488810062408447
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 147,
|
|
"train_loss": 0.9081081748008728,
|
|
"val_loss": 0.7978716492652893,
|
|
"acc": 74.15,
|
|
"time": 589.7494572220021,
|
|
"param": [
|
|
{
|
|
"p": 0.07884329557418823,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05458713322877884,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054242733865976334,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07246562093496323,
|
|
"m": 0.9962583184242249
|
|
},
|
|
{
|
|
"p": 0.03268878161907196,
|
|
"m": 0.6996471285820007
|
|
},
|
|
{
|
|
"p": 0.037369661033153534,
|
|
"m": 0.9004822969436646
|
|
},
|
|
{
|
|
"p": 0.0690542608499527,
|
|
"m": 0.8322450518608093
|
|
},
|
|
{
|
|
"p": 0.07305901497602463,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05622867867350578,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029489761218428612,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04974467679858208,
|
|
"m": 0.9702191948890686
|
|
},
|
|
{
|
|
"p": 0.08425208181142807,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06982100009918213,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04690557345747948,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04090999811887741,
|
|
"m": 0.889441728591919
|
|
},
|
|
{
|
|
"p": 0.06759750843048096,
|
|
"m": 0.9930015206336975
|
|
},
|
|
{
|
|
"p": 0.05074482038617134,
|
|
"m": 0.9278966784477234
|
|
},
|
|
{
|
|
"p": 0.031995344907045364,
|
|
"m": 0.821168839931488
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 148,
|
|
"train_loss": 1.1035270690917969,
|
|
"val_loss": 0.6762900948524475,
|
|
"acc": 73.17,
|
|
"time": 591.1075218199985,
|
|
"param": [
|
|
{
|
|
"p": 0.05309376120567322,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040328171104192734,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05883962661027908,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04513873904943466,
|
|
"m": 0.9657368063926697
|
|
},
|
|
{
|
|
"p": 0.055807992815971375,
|
|
"m": 0.6437550783157349
|
|
},
|
|
{
|
|
"p": 0.03943823650479317,
|
|
"m": 0.9706710577011108
|
|
},
|
|
{
|
|
"p": 0.07561697065830231,
|
|
"m": 0.7037688493728638
|
|
},
|
|
{
|
|
"p": 0.05306222662329674,
|
|
"m": 0.8961343765258789
|
|
},
|
|
{
|
|
"p": 0.06801129877567291,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07563607394695282,
|
|
"m": 0.8985164761543274
|
|
},
|
|
{
|
|
"p": 0.05520638823509216,
|
|
"m": 0.9951954483985901
|
|
},
|
|
{
|
|
"p": 0.06135654076933861,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06657041609287262,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05425361171364784,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06100009009242058,
|
|
"m": 0.9378852248191833
|
|
},
|
|
{
|
|
"p": 0.06062230467796326,
|
|
"m": 0.9948304891586304
|
|
},
|
|
{
|
|
"p": 0.0413784421980381,
|
|
"m": 0.9747505187988281
|
|
},
|
|
{
|
|
"p": 0.0346391387283802,
|
|
"m": 0.8548160195350647
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 149,
|
|
"train_loss": 0.8677838444709778,
|
|
"val_loss": 0.728301465511322,
|
|
"acc": 72.57,
|
|
"time": 588.3194288049708,
|
|
"param": [
|
|
{
|
|
"p": 0.07329942286014557,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05074850842356682,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0537620484828949,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03870178014039993,
|
|
"m": 0.9695512652397156
|
|
},
|
|
{
|
|
"p": 0.06500713527202606,
|
|
"m": 0.61342453956604
|
|
},
|
|
{
|
|
"p": 0.05564166232943535,
|
|
"m": 0.9525290727615356
|
|
},
|
|
{
|
|
"p": 0.04352935403585434,
|
|
"m": 0.7625502943992615
|
|
},
|
|
{
|
|
"p": 0.034819889813661575,
|
|
"m": 0.9279478788375854
|
|
},
|
|
{
|
|
"p": 0.045141108334064484,
|
|
"m": 0.9809791445732117
|
|
},
|
|
{
|
|
"p": 0.065404012799263,
|
|
"m": 0.8238668441772461
|
|
},
|
|
{
|
|
"p": 0.06915722042322159,
|
|
"m": 0.9753677248954773
|
|
},
|
|
{
|
|
"p": 0.06736201792955399,
|
|
"m": 0.9940199851989746
|
|
},
|
|
{
|
|
"p": 0.06167919561266899,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047501128166913986,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060288701206445694,
|
|
"m": 0.9672346115112305
|
|
},
|
|
{
|
|
"p": 0.06825239211320877,
|
|
"m": 0.9189886450767517
|
|
},
|
|
{
|
|
"p": 0.04890575259923935,
|
|
"m": 0.8913892507553101
|
|
},
|
|
{
|
|
"p": 0.050798699259757996,
|
|
"m": 0.8207808136940002
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 150,
|
|
"train_loss": 1.0365562438964844,
|
|
"val_loss": 0.7567064166069031,
|
|
"acc": 74.13,
|
|
"time": 589.9262838180293,
|
|
"param": [
|
|
{
|
|
"p": 0.04484633356332779,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05826825648546219,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04442315548658371,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07402003556489944,
|
|
"m": 0.9792532920837402
|
|
},
|
|
{
|
|
"p": 0.05930015444755554,
|
|
"m": 0.40381890535354614
|
|
},
|
|
{
|
|
"p": 0.04686381295323372,
|
|
"m": 0.976134717464447
|
|
},
|
|
{
|
|
"p": 0.07262317091226578,
|
|
"m": 0.7128634452819824
|
|
},
|
|
{
|
|
"p": 0.03777341544628143,
|
|
"m": 0.8435868620872498
|
|
},
|
|
{
|
|
"p": 0.03865087777376175,
|
|
"m": 0.9881836175918579
|
|
},
|
|
{
|
|
"p": 0.06745348125696182,
|
|
"m": 0.729213297367096
|
|
},
|
|
{
|
|
"p": 0.05877750739455223,
|
|
"m": 0.99490886926651
|
|
},
|
|
{
|
|
"p": 0.06516649574041367,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058085016906261444,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03331683948636055,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08619017153978348,
|
|
"m": 0.9627604484558105
|
|
},
|
|
{
|
|
"p": 0.054734986275434494,
|
|
"m": 0.9795167446136475
|
|
},
|
|
{
|
|
"p": 0.04159354045987129,
|
|
"m": 0.7283020615577698
|
|
},
|
|
{
|
|
"p": 0.05791284888982773,
|
|
"m": 0.8048240542411804
|
|
}
|
|
]
|
|
}
|
|
]
|
|
} |