mirror of
https://github.com/AntoineHX/smart_augmentation.git
synced 2025-05-04 20:20:46 +02:00
9776 lines
No EOL
161 KiB
JSON
Executable file
9776 lines
No EOL
161 KiB
JSON
Executable file
{
|
|
"Accuracy": 69.55,
|
|
"Time": [
|
|
142.56967218985315,
|
|
2.917501161312445
|
|
],
|
|
"Device": "Graphics Device",
|
|
"Param_names": [
|
|
"Identity",
|
|
"FlipUD",
|
|
"FlipLR",
|
|
"Rotate",
|
|
"TranslateX",
|
|
"TranslateY",
|
|
"ShearX",
|
|
"ShearY",
|
|
"Contrast",
|
|
"Color",
|
|
"Brightness",
|
|
"Sharpness",
|
|
"Posterize",
|
|
"Solarize"
|
|
],
|
|
"Log": [
|
|
{
|
|
"epoch": 1,
|
|
"train_loss": 2.2395715713500977,
|
|
"val_loss": 2.259626626968384,
|
|
"acc": 13.82,
|
|
"time": 144.66091272584163,
|
|
"param": [
|
|
{
|
|
"p": 0.0701962411403656,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03697195649147034,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08319088071584702,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0569668784737587,
|
|
"m": 0.9948448538780212
|
|
},
|
|
{
|
|
"p": 0.06604966521263123,
|
|
"m": 0.9865428805351257
|
|
},
|
|
{
|
|
"p": 0.09041021019220352,
|
|
"m": 0.9326068758964539
|
|
},
|
|
{
|
|
"p": 0.06162251532077789,
|
|
"m": 0.9803546667098999
|
|
},
|
|
{
|
|
"p": 0.050838060677051544,
|
|
"m": 0.9896770119667053
|
|
},
|
|
{
|
|
"p": 0.07057399302721024,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0963454321026802,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08240019530057907,
|
|
"m": 0.984288215637207
|
|
},
|
|
{
|
|
"p": 0.08357309550046921,
|
|
"m": 0.9943100214004517
|
|
},
|
|
{
|
|
"p": 0.09757738560438156,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05328343063592911,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 2,
|
|
"train_loss": 2.039923906326294,
|
|
"val_loss": 1.9839744567871094,
|
|
"acc": 27.98,
|
|
"time": 137.9045270769857,
|
|
"param": [
|
|
{
|
|
"p": 0.06867793202400208,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02441672794520855,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11873791366815567,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0740983784198761,
|
|
"m": 0.9630868434906006
|
|
},
|
|
{
|
|
"p": 0.08424261212348938,
|
|
"m": 0.9858503341674805
|
|
},
|
|
{
|
|
"p": 0.08100973814725876,
|
|
"m": 0.9372252821922302
|
|
},
|
|
{
|
|
"p": 0.07537836581468582,
|
|
"m": 0.9908925294876099
|
|
},
|
|
{
|
|
"p": 0.054832231253385544,
|
|
"m": 0.9417638182640076
|
|
},
|
|
{
|
|
"p": 0.03813566640019417,
|
|
"m": 0.9543214440345764
|
|
},
|
|
{
|
|
"p": 0.10248536616563797,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0791286826133728,
|
|
"m": 0.9489321708679199
|
|
},
|
|
{
|
|
"p": 0.07467477768659592,
|
|
"m": 0.9821933507919312
|
|
},
|
|
{
|
|
"p": 0.12274312227964401,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0014385167742148042,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 3,
|
|
"train_loss": 1.755842685699463,
|
|
"val_loss": 1.816637396812439,
|
|
"acc": 34.77,
|
|
"time": 138.58310542302206,
|
|
"param": [
|
|
{
|
|
"p": 0.05623527243733406,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0001558938092784956,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14270906150341034,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07842209190130234,
|
|
"m": 0.9233059883117676
|
|
},
|
|
{
|
|
"p": 0.09135361015796661,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08514425903558731,
|
|
"m": 0.9708822965621948
|
|
},
|
|
{
|
|
"p": 0.0855853483080864,
|
|
"m": 0.9579054713249207
|
|
},
|
|
{
|
|
"p": 0.011718071065843105,
|
|
"m": 0.898973822593689
|
|
},
|
|
{
|
|
"p": 0.024929838255047798,
|
|
"m": 0.9171082377433777
|
|
},
|
|
{
|
|
"p": 0.12846842408180237,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141852378845215,
|
|
"m": 0.902895450592041
|
|
},
|
|
{
|
|
"p": 0.09067676961421967,
|
|
"m": 0.9809681177139282
|
|
},
|
|
{
|
|
"p": 0.13318288326263428,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 4,
|
|
"train_loss": 1.8229202032089233,
|
|
"val_loss": 1.7137805223464966,
|
|
"acc": 40.32,
|
|
"time": 146.0864597170148,
|
|
"param": [
|
|
{
|
|
"p": 0.042573630809783936,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14241312444210052,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07586773484945297,
|
|
"m": 0.921004593372345
|
|
},
|
|
{
|
|
"p": 0.09297741949558258,
|
|
"m": 0.9938435554504395
|
|
},
|
|
{
|
|
"p": 0.05954489856958389,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09350506216287613,
|
|
"m": 0.9284850358963013
|
|
},
|
|
{
|
|
"p": 0.0040434920229017735,
|
|
"m": 0.8839924335479736
|
|
},
|
|
{
|
|
"p": 0.03721795231103897,
|
|
"m": 0.9127247929573059
|
|
},
|
|
{
|
|
"p": 0.13309986889362335,
|
|
"m": 0.989937961101532
|
|
},
|
|
{
|
|
"p": 0.0786123052239418,
|
|
"m": 0.8838942050933838
|
|
},
|
|
{
|
|
"p": 0.09334909170866013,
|
|
"m": 0.9550313353538513
|
|
},
|
|
{
|
|
"p": 0.14679546654224396,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 5,
|
|
"train_loss": 1.4958715438842773,
|
|
"val_loss": 1.6216094493865967,
|
|
"acc": 43.42,
|
|
"time": 145.2047395070549,
|
|
"param": [
|
|
{
|
|
"p": 0.05864313989877701,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01117175817489624,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11844217032194138,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08367179334163666,
|
|
"m": 0.9694650769233704
|
|
},
|
|
{
|
|
"p": 0.06119289621710777,
|
|
"m": 0.9859459400177002
|
|
},
|
|
{
|
|
"p": 0.05842065438628197,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08823919296264648,
|
|
"m": 0.8712632656097412
|
|
},
|
|
{
|
|
"p": 0.03713609650731087,
|
|
"m": 0.8890858292579651
|
|
},
|
|
{
|
|
"p": 0.05650069937109947,
|
|
"m": 0.9419658184051514
|
|
},
|
|
{
|
|
"p": 0.10255753248929977,
|
|
"m": 0.946997344493866
|
|
},
|
|
{
|
|
"p": 0.09298477321863174,
|
|
"m": 0.9199907183647156
|
|
},
|
|
{
|
|
"p": 0.08177635818719864,
|
|
"m": 0.9511768221855164
|
|
},
|
|
{
|
|
"p": 0.1305399090051651,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.018723011016845703,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 6,
|
|
"train_loss": 1.4894518852233887,
|
|
"val_loss": 1.465389370918274,
|
|
"acc": 46.16,
|
|
"time": 148.0431474139914,
|
|
"param": [
|
|
{
|
|
"p": 0.07432866096496582,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00955620501190424,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09980467706918716,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10198533535003662,
|
|
"m": 0.9979413151741028
|
|
},
|
|
{
|
|
"p": 0.03233341872692108,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06062188744544983,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08441731333732605,
|
|
"m": 0.8230254054069519
|
|
},
|
|
{
|
|
"p": 0.058314938098192215,
|
|
"m": 0.9382110834121704
|
|
},
|
|
{
|
|
"p": 0.04771943390369415,
|
|
"m": 0.9680236577987671
|
|
},
|
|
{
|
|
"p": 0.10108000040054321,
|
|
"m": 0.9167962670326233
|
|
},
|
|
{
|
|
"p": 0.09935255348682404,
|
|
"m": 0.9380856156349182
|
|
},
|
|
{
|
|
"p": 0.08867146819829941,
|
|
"m": 0.9676682949066162
|
|
},
|
|
{
|
|
"p": 0.12016689032316208,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021647173911333084,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 7,
|
|
"train_loss": 1.521105408668518,
|
|
"val_loss": 1.376926064491272,
|
|
"acc": 47.78,
|
|
"time": 140.11323446920142,
|
|
"param": [
|
|
{
|
|
"p": 0.07316650450229645,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09148680418729782,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11580086499452591,
|
|
"m": 0.9807298183441162
|
|
},
|
|
{
|
|
"p": 0.020452987402677536,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04139011353254318,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08861924707889557,
|
|
"m": 0.8124192357063293
|
|
},
|
|
{
|
|
"p": 0.0806465595960617,
|
|
"m": 0.9739108085632324
|
|
},
|
|
{
|
|
"p": 0.04408496245741844,
|
|
"m": 0.9713620543479919
|
|
},
|
|
{
|
|
"p": 0.11483895033597946,
|
|
"m": 0.9037383198738098
|
|
},
|
|
{
|
|
"p": 0.1040312871336937,
|
|
"m": 0.938245415687561
|
|
},
|
|
{
|
|
"p": 0.09187620878219604,
|
|
"m": 0.9457952976226807
|
|
},
|
|
{
|
|
"p": 0.11962907016277313,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013976352289319038,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 8,
|
|
"train_loss": 1.5973386764526367,
|
|
"val_loss": 1.3410255908966064,
|
|
"acc": 47.08,
|
|
"time": 148.1292080299463,
|
|
"param": [
|
|
{
|
|
"p": 0.06322041898965836,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012348826043307781,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08302456885576248,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11151508241891861,
|
|
"m": 0.99263596534729
|
|
},
|
|
{
|
|
"p": 0.027962377294898033,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02482014149427414,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08734183013439178,
|
|
"m": 0.8079259991645813
|
|
},
|
|
{
|
|
"p": 0.09352675825357437,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0393226221203804,
|
|
"m": 0.9608145356178284
|
|
},
|
|
{
|
|
"p": 0.12899133563041687,
|
|
"m": 0.882330060005188
|
|
},
|
|
{
|
|
"p": 0.10355348885059357,
|
|
"m": 0.9454689621925354
|
|
},
|
|
{
|
|
"p": 0.0939369946718216,
|
|
"m": 0.9272325038909912
|
|
},
|
|
{
|
|
"p": 0.12373822927474976,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006697306875139475,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 9,
|
|
"train_loss": 1.4470902681350708,
|
|
"val_loss": 1.4810479879379272,
|
|
"acc": 48.37,
|
|
"time": 141.01169017888606,
|
|
"param": [
|
|
{
|
|
"p": 0.0636846050620079,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022494005039334297,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09158416837453842,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10036522895097733,
|
|
"m": 0.9782199263572693
|
|
},
|
|
{
|
|
"p": 0.04000237584114075,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08390697091817856,
|
|
"m": 0.8233814835548401
|
|
},
|
|
{
|
|
"p": 0.08422394096851349,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04815232381224632,
|
|
"m": 0.953920304775238
|
|
},
|
|
{
|
|
"p": 0.12556621432304382,
|
|
"m": 0.8553900718688965
|
|
},
|
|
{
|
|
"p": 0.10844243317842484,
|
|
"m": 0.9376485347747803
|
|
},
|
|
{
|
|
"p": 0.08316385000944138,
|
|
"m": 0.9241774678230286
|
|
},
|
|
{
|
|
"p": 0.13315936923027039,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015254516154527664,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 10,
|
|
"train_loss": 1.4968502521514893,
|
|
"val_loss": 1.3914241790771484,
|
|
"acc": 50.49,
|
|
"time": 138.61207609786652,
|
|
"param": [
|
|
{
|
|
"p": 0.06470047682523727,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03928776830434799,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11869475245475769,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07933316379785538,
|
|
"m": 0.9628539085388184
|
|
},
|
|
{
|
|
"p": 0.02089972235262394,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004878284875303507,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07386616617441177,
|
|
"m": 0.7978519797325134
|
|
},
|
|
{
|
|
"p": 0.07412881404161453,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06271029263734818,
|
|
"m": 0.9615723490715027
|
|
},
|
|
{
|
|
"p": 0.12311405688524246,
|
|
"m": 0.8488250970840454
|
|
},
|
|
{
|
|
"p": 0.11399677395820618,
|
|
"m": 0.9324158430099487
|
|
},
|
|
{
|
|
"p": 0.07454416155815125,
|
|
"m": 0.9340079426765442
|
|
},
|
|
{
|
|
"p": 0.13510127365589142,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014744329266250134,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 11,
|
|
"train_loss": 1.3558861017227173,
|
|
"val_loss": 1.2356181144714355,
|
|
"acc": 52.14,
|
|
"time": 144.01871346798725,
|
|
"param": [
|
|
{
|
|
"p": 0.08153125643730164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026199810206890106,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14214988052845,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049032099545001984,
|
|
"m": 0.9522650837898254
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06290168315172195,
|
|
"m": 0.761153519153595
|
|
},
|
|
{
|
|
"p": 0.07344210147857666,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0753195583820343,
|
|
"m": 0.9430617094039917
|
|
},
|
|
{
|
|
"p": 0.14242491126060486,
|
|
"m": 0.8646215796470642
|
|
},
|
|
{
|
|
"p": 0.11818889528512955,
|
|
"m": 0.9020023941993713
|
|
},
|
|
{
|
|
"p": 0.07098905742168427,
|
|
"m": 0.9380167126655579
|
|
},
|
|
{
|
|
"p": 0.14359652996063232,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014224118553102016,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 12,
|
|
"train_loss": 1.701616644859314,
|
|
"val_loss": 1.2618368864059448,
|
|
"acc": 51.98,
|
|
"time": 140.98860163521022,
|
|
"param": [
|
|
{
|
|
"p": 0.11330447345972061,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016735300421714783,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1526620090007782,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010464751161634922,
|
|
"m": 0.934143602848053
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0038840516936033964,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05640352517366409,
|
|
"m": 0.7252546548843384
|
|
},
|
|
{
|
|
"p": 0.055721133947372437,
|
|
"m": 0.9659550786018372
|
|
},
|
|
{
|
|
"p": 0.06542699784040451,
|
|
"m": 0.9271648526191711
|
|
},
|
|
{
|
|
"p": 0.1566285640001297,
|
|
"m": 0.8694621324539185
|
|
},
|
|
{
|
|
"p": 0.13142462074756622,
|
|
"m": 0.8584185838699341
|
|
},
|
|
{
|
|
"p": 0.07608578354120255,
|
|
"m": 0.919344961643219
|
|
},
|
|
{
|
|
"p": 0.15083259344100952,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010426108725368977,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 13,
|
|
"train_loss": 1.4408984184265137,
|
|
"val_loss": 1.288085699081421,
|
|
"acc": 53.17,
|
|
"time": 140.89917385787703,
|
|
"param": [
|
|
{
|
|
"p": 0.12690426409244537,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007864797487854958,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15027759969234467,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 4.807082223123871e-05,
|
|
"m": 0.9211966395378113
|
|
},
|
|
{
|
|
"p": 0.01098922360688448,
|
|
"m": 0.9998303651809692
|
|
},
|
|
{
|
|
"p": 0.027332721278071404,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052361149340867996,
|
|
"m": 0.7078343033790588
|
|
},
|
|
{
|
|
"p": 0.04134617745876312,
|
|
"m": 0.9484760761260986
|
|
},
|
|
{
|
|
"p": 0.03735041618347168,
|
|
"m": 0.8844045996665955
|
|
},
|
|
{
|
|
"p": 0.1653520166873932,
|
|
"m": 0.8682616353034973
|
|
},
|
|
{
|
|
"p": 0.12082577496767044,
|
|
"m": 0.8075259923934937
|
|
},
|
|
{
|
|
"p": 0.07666545361280441,
|
|
"m": 0.9350794553756714
|
|
},
|
|
{
|
|
"p": 0.16284260153770447,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019839834421873093,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 14,
|
|
"train_loss": 1.3364052772521973,
|
|
"val_loss": 1.2317161560058594,
|
|
"acc": 55.73,
|
|
"time": 141.27379339700565,
|
|
"param": [
|
|
{
|
|
"p": 0.11507275700569153,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02074623666703701,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12907294929027557,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9176170229911804
|
|
},
|
|
{
|
|
"p": 0.02731391414999962,
|
|
"m": 0.9927094578742981
|
|
},
|
|
{
|
|
"p": 0.04049994796514511,
|
|
"m": 0.9879562258720398
|
|
},
|
|
{
|
|
"p": 0.05269468203186989,
|
|
"m": 0.6885339021682739
|
|
},
|
|
{
|
|
"p": 0.05843425169587135,
|
|
"m": 0.9380419254302979
|
|
},
|
|
{
|
|
"p": 0.026880787685513496,
|
|
"m": 0.8722596764564514
|
|
},
|
|
{
|
|
"p": 0.15840189158916473,
|
|
"m": 0.8495016694068909
|
|
},
|
|
{
|
|
"p": 0.10860665142536163,
|
|
"m": 0.7919971942901611
|
|
},
|
|
{
|
|
"p": 0.07320525497198105,
|
|
"m": 0.9647011756896973
|
|
},
|
|
{
|
|
"p": 0.1601603627204895,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02891036868095398,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 15,
|
|
"train_loss": 1.1152676343917847,
|
|
"val_loss": 1.3073276281356812,
|
|
"acc": 56.23,
|
|
"time": 141.55624618101865,
|
|
"param": [
|
|
{
|
|
"p": 0.10893154889345169,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017565686255693436,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1306661069393158,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009915392845869064,
|
|
"m": 0.9179575443267822
|
|
},
|
|
{
|
|
"p": 0.025966783985495567,
|
|
"m": 0.9895600080490112
|
|
},
|
|
{
|
|
"p": 0.02318609692156315,
|
|
"m": 0.9953997731208801
|
|
},
|
|
{
|
|
"p": 0.05687074363231659,
|
|
"m": 0.6864675283432007
|
|
},
|
|
{
|
|
"p": 0.07170742750167847,
|
|
"m": 0.9560157060623169
|
|
},
|
|
{
|
|
"p": 0.028044216334819794,
|
|
"m": 0.8671131730079651
|
|
},
|
|
{
|
|
"p": 0.15953539311885834,
|
|
"m": 0.8367564678192139
|
|
},
|
|
{
|
|
"p": 0.1070842295885086,
|
|
"m": 0.778230607509613
|
|
},
|
|
{
|
|
"p": 0.0699700117111206,
|
|
"m": 0.9590826630592346
|
|
},
|
|
{
|
|
"p": 0.1675993651151657,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022956956177949905,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 16,
|
|
"train_loss": 1.022239089012146,
|
|
"val_loss": 1.2433308362960815,
|
|
"acc": 55.65,
|
|
"time": 143.84565226105042,
|
|
"param": [
|
|
{
|
|
"p": 0.11464640498161316,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010347527451813221,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13679282367229462,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013514931313693523,
|
|
"m": 0.9187049269676208
|
|
},
|
|
{
|
|
"p": 0.03108903579413891,
|
|
"m": 0.9795275330543518
|
|
},
|
|
{
|
|
"p": 0.000562522211112082,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06627212464809418,
|
|
"m": 0.6941054463386536
|
|
},
|
|
{
|
|
"p": 0.07939806580543518,
|
|
"m": 0.9782512784004211
|
|
},
|
|
{
|
|
"p": 0.016697140410542488,
|
|
"m": 0.858031690120697
|
|
},
|
|
{
|
|
"p": 0.16789810359477997,
|
|
"m": 0.8432630896568298
|
|
},
|
|
{
|
|
"p": 0.09477131068706512,
|
|
"m": 0.7525973916053772
|
|
},
|
|
{
|
|
"p": 0.07081350684165955,
|
|
"m": 0.9588758945465088
|
|
},
|
|
{
|
|
"p": 0.17377430200576782,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.023422202095389366,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 17,
|
|
"train_loss": 1.4753979444503784,
|
|
"val_loss": 1.1818369626998901,
|
|
"acc": 55.9,
|
|
"time": 141.74443942215294,
|
|
"param": [
|
|
{
|
|
"p": 0.12052112817764282,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004912687931209803,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15240055322647095,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011783882975578308,
|
|
"m": 0.918498694896698
|
|
},
|
|
{
|
|
"p": 0.029854586347937584,
|
|
"m": 0.96480792760849
|
|
},
|
|
{
|
|
"p": 0.02296842634677887,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061980240046978,
|
|
"m": 0.6943573355674744
|
|
},
|
|
{
|
|
"p": 0.06304659694433212,
|
|
"m": 0.9745582938194275
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.8512343764305115
|
|
},
|
|
{
|
|
"p": 0.19044309854507446,
|
|
"m": 0.8737980723381042
|
|
},
|
|
{
|
|
"p": 0.08669047802686691,
|
|
"m": 0.7325921058654785
|
|
},
|
|
{
|
|
"p": 0.05174201726913452,
|
|
"m": 0.9600310921669006
|
|
},
|
|
{
|
|
"p": 0.18034525215625763,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02331109531223774,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 18,
|
|
"train_loss": 1.4282456636428833,
|
|
"val_loss": 1.1743099689483643,
|
|
"acc": 57.57,
|
|
"time": 140.11329028010368,
|
|
"param": [
|
|
{
|
|
"p": 0.12193350493907928,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010034700855612755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15014605224132538,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027435623109340668,
|
|
"m": 0.9283608794212341
|
|
},
|
|
{
|
|
"p": 0.041379038244485855,
|
|
"m": 0.9560169577598572
|
|
},
|
|
{
|
|
"p": 0.030179331079125404,
|
|
"m": 0.9937537312507629
|
|
},
|
|
{
|
|
"p": 0.05740922689437866,
|
|
"m": 0.7198308110237122
|
|
},
|
|
{
|
|
"p": 0.051039133220911026,
|
|
"m": 0.9678547382354736
|
|
},
|
|
{
|
|
"p": 0.0039672693237662315,
|
|
"m": 0.8491181135177612
|
|
},
|
|
{
|
|
"p": 0.1931494176387787,
|
|
"m": 0.892515242099762
|
|
},
|
|
{
|
|
"p": 0.06802794337272644,
|
|
"m": 0.7222731709480286
|
|
},
|
|
{
|
|
"p": 0.05400800332427025,
|
|
"m": 0.968636691570282
|
|
},
|
|
{
|
|
"p": 0.16835761070251465,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022933129221200943,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 19,
|
|
"train_loss": 1.2947973012924194,
|
|
"val_loss": 1.0567630529403687,
|
|
"acc": 58.77,
|
|
"time": 142.19757306505926,
|
|
"param": [
|
|
{
|
|
"p": 0.11887244880199432,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019307676702737808,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12869727611541748,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05167889967560768,
|
|
"m": 0.9277666807174683
|
|
},
|
|
{
|
|
"p": 0.03797510638833046,
|
|
"m": 0.910373866558075
|
|
},
|
|
{
|
|
"p": 0.03496841713786125,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05804958939552307,
|
|
"m": 0.7445950508117676
|
|
},
|
|
{
|
|
"p": 0.05066967010498047,
|
|
"m": 0.9682546257972717
|
|
},
|
|
{
|
|
"p": 0.03474826738238335,
|
|
"m": 0.8518210053443909
|
|
},
|
|
{
|
|
"p": 0.14921504259109497,
|
|
"m": 0.8874879479408264
|
|
},
|
|
{
|
|
"p": 0.0729101151227951,
|
|
"m": 0.727258563041687
|
|
},
|
|
{
|
|
"p": 0.06705937534570694,
|
|
"m": 0.9661001563072205
|
|
},
|
|
{
|
|
"p": 0.13047026097774506,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045377861708402634,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 20,
|
|
"train_loss": 1.1622594594955444,
|
|
"val_loss": 1.2241579294204712,
|
|
"acc": 58.95,
|
|
"time": 143.86258224397898,
|
|
"param": [
|
|
{
|
|
"p": 0.13043682277202606,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019260777160525322,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11338306963443756,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053406115621328354,
|
|
"m": 0.9476988911628723
|
|
},
|
|
{
|
|
"p": 0.024877581745386124,
|
|
"m": 0.9047778844833374
|
|
},
|
|
{
|
|
"p": 0.03794904425740242,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06426327675580978,
|
|
"m": 0.7202211618423462
|
|
},
|
|
{
|
|
"p": 0.0596829429268837,
|
|
"m": 0.9532619118690491
|
|
},
|
|
{
|
|
"p": 0.07150159031152725,
|
|
"m": 0.8530715703964233
|
|
},
|
|
{
|
|
"p": 0.12598107755184174,
|
|
"m": 0.8752062916755676
|
|
},
|
|
{
|
|
"p": 0.07805425673723221,
|
|
"m": 0.7331287264823914
|
|
},
|
|
{
|
|
"p": 0.07048957794904709,
|
|
"m": 0.959631085395813
|
|
},
|
|
{
|
|
"p": 0.10277456045150757,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04793935269117355,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 21,
|
|
"train_loss": 1.0981013774871826,
|
|
"val_loss": 1.1030569076538086,
|
|
"acc": 60.04,
|
|
"time": 143.4998615779914,
|
|
"param": [
|
|
{
|
|
"p": 0.1362876147031784,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03228422999382019,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09461838752031326,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05681464821100235,
|
|
"m": 0.9785228371620178
|
|
},
|
|
{
|
|
"p": 0.00099137460347265,
|
|
"m": 0.9054842591285706
|
|
},
|
|
{
|
|
"p": 0.03299197554588318,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06734645366668701,
|
|
"m": 0.6964475512504578
|
|
},
|
|
{
|
|
"p": 0.05423837527632713,
|
|
"m": 0.9395038485527039
|
|
},
|
|
{
|
|
"p": 0.09183097630739212,
|
|
"m": 0.8634898662567139
|
|
},
|
|
{
|
|
"p": 0.13131816685199738,
|
|
"m": 0.8667584657669067
|
|
},
|
|
{
|
|
"p": 0.08644131571054459,
|
|
"m": 0.7345089912414551
|
|
},
|
|
{
|
|
"p": 0.07746030390262604,
|
|
"m": 0.9610494375228882
|
|
},
|
|
{
|
|
"p": 0.09078811854124069,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04658807814121246,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 22,
|
|
"train_loss": 1.132550597190857,
|
|
"val_loss": 1.1585500240325928,
|
|
"acc": 59.92,
|
|
"time": 138.9383124820888,
|
|
"param": [
|
|
{
|
|
"p": 0.12429527938365936,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041648607701063156,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08220556378364563,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06643691658973694,
|
|
"m": 0.9540125131607056
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.903471827507019
|
|
},
|
|
{
|
|
"p": 0.04529033601284027,
|
|
"m": 0.9880672693252563
|
|
},
|
|
{
|
|
"p": 0.06828002631664276,
|
|
"m": 0.7555014491081238
|
|
},
|
|
{
|
|
"p": 0.04688124731183052,
|
|
"m": 0.9407411813735962
|
|
},
|
|
{
|
|
"p": 0.08186789602041245,
|
|
"m": 0.8686360716819763
|
|
},
|
|
{
|
|
"p": 0.12128812074661255,
|
|
"m": 0.8307850360870361
|
|
},
|
|
{
|
|
"p": 0.10020436346530914,
|
|
"m": 0.7457815408706665
|
|
},
|
|
{
|
|
"p": 0.08148480951786041,
|
|
"m": 0.9556258320808411
|
|
},
|
|
{
|
|
"p": 0.08396761864423752,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0561491884291172,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 23,
|
|
"train_loss": 0.9124648571014404,
|
|
"val_loss": 1.0993480682373047,
|
|
"acc": 61.14,
|
|
"time": 138.2575038659852,
|
|
"param": [
|
|
{
|
|
"p": 0.11832498759031296,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01772337593138218,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08928459882736206,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08295932412147522,
|
|
"m": 0.9050964713096619
|
|
},
|
|
{
|
|
"p": 0.010807346552610397,
|
|
"m": 0.9041882753372192
|
|
},
|
|
{
|
|
"p": 0.05597034469246864,
|
|
"m": 0.959646463394165
|
|
},
|
|
{
|
|
"p": 0.05284910276532173,
|
|
"m": 0.7894328236579895
|
|
},
|
|
{
|
|
"p": 0.04264705628156662,
|
|
"m": 0.9305419325828552
|
|
},
|
|
{
|
|
"p": 0.08549239486455917,
|
|
"m": 0.846088171005249
|
|
},
|
|
{
|
|
"p": 0.10737461596727371,
|
|
"m": 0.8134998679161072
|
|
},
|
|
{
|
|
"p": 0.11919248849153519,
|
|
"m": 0.7440639734268188
|
|
},
|
|
{
|
|
"p": 0.060712780803442,
|
|
"m": 0.9332113265991211
|
|
},
|
|
{
|
|
"p": 0.0883280411362648,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06833352893590927,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 24,
|
|
"train_loss": 1.0151993036270142,
|
|
"val_loss": 1.0350518226623535,
|
|
"acc": 61.72,
|
|
"time": 142.54895786195993,
|
|
"param": [
|
|
{
|
|
"p": 0.09949490427970886,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012740187346935272,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08197549730539322,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09785427898168564,
|
|
"m": 0.9110119342803955
|
|
},
|
|
{
|
|
"p": 0.031222183257341385,
|
|
"m": 0.922313928604126
|
|
},
|
|
{
|
|
"p": 0.054654669016599655,
|
|
"m": 0.9808815121650696
|
|
},
|
|
{
|
|
"p": 0.05900801718235016,
|
|
"m": 0.7873384952545166
|
|
},
|
|
{
|
|
"p": 0.04369402304291725,
|
|
"m": 0.9215405583381653
|
|
},
|
|
{
|
|
"p": 0.10545395314693451,
|
|
"m": 0.858722448348999
|
|
},
|
|
{
|
|
"p": 0.08922930806875229,
|
|
"m": 0.8213649392127991
|
|
},
|
|
{
|
|
"p": 0.10816632956266403,
|
|
"m": 0.7073540687561035
|
|
},
|
|
{
|
|
"p": 0.05525718629360199,
|
|
"m": 0.9003053307533264
|
|
},
|
|
{
|
|
"p": 0.08297249674797058,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07827696949243546,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 25,
|
|
"train_loss": 1.2897628545761108,
|
|
"val_loss": 1.0968854427337646,
|
|
"acc": 61.15,
|
|
"time": 143.40906304190867,
|
|
"param": [
|
|
{
|
|
"p": 0.07431846857070923,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030038287863135338,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07647044956684113,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08494922518730164,
|
|
"m": 0.9131624102592468
|
|
},
|
|
{
|
|
"p": 0.0450887605547905,
|
|
"m": 0.9365600943565369
|
|
},
|
|
{
|
|
"p": 0.04335682466626167,
|
|
"m": 0.9955258369445801
|
|
},
|
|
{
|
|
"p": 0.07308602333068848,
|
|
"m": 0.8054023385047913
|
|
},
|
|
{
|
|
"p": 0.047381691634655,
|
|
"m": 0.9267997145652771
|
|
},
|
|
{
|
|
"p": 0.09992371499538422,
|
|
"m": 0.864041268825531
|
|
},
|
|
{
|
|
"p": 0.09664833545684814,
|
|
"m": 0.811785876750946
|
|
},
|
|
{
|
|
"p": 0.10356321185827255,
|
|
"m": 0.6935903429985046
|
|
},
|
|
{
|
|
"p": 0.05442512407898903,
|
|
"m": 0.8805726766586304
|
|
},
|
|
{
|
|
"p": 0.09875218570232391,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07199764996767044,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 26,
|
|
"train_loss": 1.151497483253479,
|
|
"val_loss": 1.0852850675582886,
|
|
"acc": 59.67,
|
|
"time": 141.97940739104524,
|
|
"param": [
|
|
{
|
|
"p": 0.06976212561130524,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04244712367653847,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0664946511387825,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0728454664349556,
|
|
"m": 0.8785184621810913
|
|
},
|
|
{
|
|
"p": 0.04790407419204712,
|
|
"m": 0.9441436529159546
|
|
},
|
|
{
|
|
"p": 0.0214438047260046,
|
|
"m": 0.9947150945663452
|
|
},
|
|
{
|
|
"p": 0.06796795129776001,
|
|
"m": 0.8252905607223511
|
|
},
|
|
{
|
|
"p": 0.05477998033165932,
|
|
"m": 0.9149144887924194
|
|
},
|
|
{
|
|
"p": 0.09868469089269638,
|
|
"m": 0.8464156985282898
|
|
},
|
|
{
|
|
"p": 0.11673064529895782,
|
|
"m": 0.7949704527854919
|
|
},
|
|
{
|
|
"p": 0.112489253282547,
|
|
"m": 0.6911471486091614
|
|
},
|
|
{
|
|
"p": 0.04656904935836792,
|
|
"m": 0.8596929311752319
|
|
},
|
|
{
|
|
"p": 0.1268582046031952,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05502292141318321,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 27,
|
|
"train_loss": 1.203932523727417,
|
|
"val_loss": 1.085540771484375,
|
|
"acc": 62.08,
|
|
"time": 139.41245981282555,
|
|
"param": [
|
|
{
|
|
"p": 0.09564927220344543,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04876653850078583,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04549342021346092,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07315733283758163,
|
|
"m": 0.8668597936630249
|
|
},
|
|
{
|
|
"p": 0.04549536481499672,
|
|
"m": 0.9020780324935913
|
|
},
|
|
{
|
|
"p": 0.024452591314911842,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05783303827047348,
|
|
"m": 0.8248708844184875
|
|
},
|
|
{
|
|
"p": 0.07259412109851837,
|
|
"m": 0.8956720232963562
|
|
},
|
|
{
|
|
"p": 0.0853770300745964,
|
|
"m": 0.8337873220443726
|
|
},
|
|
{
|
|
"p": 0.11541043221950531,
|
|
"m": 0.7962161302566528
|
|
},
|
|
{
|
|
"p": 0.10972797125577927,
|
|
"m": 0.7127625346183777
|
|
},
|
|
{
|
|
"p": 0.04138397052884102,
|
|
"m": 0.8428423404693604
|
|
},
|
|
{
|
|
"p": 0.13320861756801605,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05145030841231346,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 28,
|
|
"train_loss": 0.8277662396430969,
|
|
"val_loss": 1.0655813217163086,
|
|
"acc": 63.09,
|
|
"time": 146.4649745998904,
|
|
"param": [
|
|
{
|
|
"p": 0.123741514980793,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.023214496672153473,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051303256303071976,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07167905569076538,
|
|
"m": 0.8604404330253601
|
|
},
|
|
{
|
|
"p": 0.057248495519161224,
|
|
"m": 0.8914119601249695
|
|
},
|
|
{
|
|
"p": 0.030217668041586876,
|
|
"m": 0.9986088871955872
|
|
},
|
|
{
|
|
"p": 0.04643627256155014,
|
|
"m": 0.8211008906364441
|
|
},
|
|
{
|
|
"p": 0.09009924530982971,
|
|
"m": 0.8484062552452087
|
|
},
|
|
{
|
|
"p": 0.08039207011461258,
|
|
"m": 0.8207667469978333
|
|
},
|
|
{
|
|
"p": 0.09886470437049866,
|
|
"m": 0.787364661693573
|
|
},
|
|
{
|
|
"p": 0.10670775175094604,
|
|
"m": 0.7293150424957275
|
|
},
|
|
{
|
|
"p": 0.04824502393603325,
|
|
"m": 0.8392689228057861
|
|
},
|
|
{
|
|
"p": 0.12394662946462631,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04790372774004936,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 29,
|
|
"train_loss": 0.9327810406684875,
|
|
"val_loss": 1.1069865226745605,
|
|
"acc": 63.36,
|
|
"time": 143.0453243018128,
|
|
"param": [
|
|
{
|
|
"p": 0.11790913343429565,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004355340264737606,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06706421822309494,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06433017551898956,
|
|
"m": 0.8516834378242493
|
|
},
|
|
{
|
|
"p": 0.07244132459163666,
|
|
"m": 0.902195394039154
|
|
},
|
|
{
|
|
"p": 0.05121086537837982,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05061805993318558,
|
|
"m": 0.8125562071800232
|
|
},
|
|
{
|
|
"p": 0.09295777976512909,
|
|
"m": 0.8221672177314758
|
|
},
|
|
{
|
|
"p": 0.08291835337877274,
|
|
"m": 0.8144984841346741
|
|
},
|
|
{
|
|
"p": 0.08163420110940933,
|
|
"m": 0.78938227891922
|
|
},
|
|
{
|
|
"p": 0.09815546125173569,
|
|
"m": 0.7504711151123047
|
|
},
|
|
{
|
|
"p": 0.060055144131183624,
|
|
"m": 0.8424594402313232
|
|
},
|
|
{
|
|
"p": 0.10921044647693634,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047139499336481094,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 30,
|
|
"train_loss": 1.1703518629074097,
|
|
"val_loss": 1.0697747468948364,
|
|
"acc": 63.45,
|
|
"time": 150.56309688696638,
|
|
"param": [
|
|
{
|
|
"p": 0.10786856710910797,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01495894230902195,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0758901834487915,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06744653731584549,
|
|
"m": 0.828608512878418
|
|
},
|
|
{
|
|
"p": 0.061747219413518906,
|
|
"m": 0.9778949022293091
|
|
},
|
|
{
|
|
"p": 0.06568972766399384,
|
|
"m": 0.9915037751197815
|
|
},
|
|
{
|
|
"p": 0.06040021404623985,
|
|
"m": 0.794058620929718
|
|
},
|
|
{
|
|
"p": 0.0841294378042221,
|
|
"m": 0.797726035118103
|
|
},
|
|
{
|
|
"p": 0.08581875264644623,
|
|
"m": 0.8091383576393127
|
|
},
|
|
{
|
|
"p": 0.056436821818351746,
|
|
"m": 0.7930887341499329
|
|
},
|
|
{
|
|
"p": 0.09603559970855713,
|
|
"m": 0.7531300187110901
|
|
},
|
|
{
|
|
"p": 0.06785469502210617,
|
|
"m": 0.8495674133300781
|
|
},
|
|
{
|
|
"p": 0.09480925649404526,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06091408431529999,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 31,
|
|
"train_loss": 0.9890986680984497,
|
|
"val_loss": 1.0135548114776611,
|
|
"acc": 64.96,
|
|
"time": 141.50788837997243,
|
|
"param": [
|
|
{
|
|
"p": 0.119025319814682,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022359536960721016,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07653608918190002,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060786910355091095,
|
|
"m": 0.7903953194618225
|
|
},
|
|
{
|
|
"p": 0.040481746196746826,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05747207626700401,
|
|
"m": 0.9655413031578064
|
|
},
|
|
{
|
|
"p": 0.061019111424684525,
|
|
"m": 0.7616723775863647
|
|
},
|
|
{
|
|
"p": 0.08373379707336426,
|
|
"m": 0.8011061549186707
|
|
},
|
|
{
|
|
"p": 0.07988495379686356,
|
|
"m": 0.8295970559120178
|
|
},
|
|
{
|
|
"p": 0.055415693670511246,
|
|
"m": 0.7870191931724548
|
|
},
|
|
{
|
|
"p": 0.09904181957244873,
|
|
"m": 0.7621431946754456
|
|
},
|
|
{
|
|
"p": 0.0690649151802063,
|
|
"m": 0.863810122013092
|
|
},
|
|
{
|
|
"p": 0.09570011496543884,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07947787642478943,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 32,
|
|
"train_loss": 1.1647868156433105,
|
|
"val_loss": 1.087965488433838,
|
|
"acc": 65.07,
|
|
"time": 139.78296528104693,
|
|
"param": [
|
|
{
|
|
"p": 0.11602506786584854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017455032095313072,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07384553551673889,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053297318518161774,
|
|
"m": 0.735748827457428
|
|
},
|
|
{
|
|
"p": 0.046302709728479385,
|
|
"m": 0.9720072150230408
|
|
},
|
|
{
|
|
"p": 0.05952358990907669,
|
|
"m": 0.9686110615730286
|
|
},
|
|
{
|
|
"p": 0.07718263566493988,
|
|
"m": 0.7122098803520203
|
|
},
|
|
{
|
|
"p": 0.07245758175849915,
|
|
"m": 0.7895633578300476
|
|
},
|
|
{
|
|
"p": 0.07367795705795288,
|
|
"m": 0.8495810031890869
|
|
},
|
|
{
|
|
"p": 0.0547025129199028,
|
|
"m": 0.7893868684768677
|
|
},
|
|
{
|
|
"p": 0.08896824717521667,
|
|
"m": 0.7548022866249084
|
|
},
|
|
{
|
|
"p": 0.08597338944673538,
|
|
"m": 0.8987226486206055
|
|
},
|
|
{
|
|
"p": 0.09133392572402954,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08925449103116989,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 33,
|
|
"train_loss": 1.0106703042984009,
|
|
"val_loss": 0.9153185486793518,
|
|
"acc": 65.21,
|
|
"time": 140.20290724514052,
|
|
"param": [
|
|
{
|
|
"p": 0.10269609093666077,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03270430862903595,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07193818688392639,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04509254917502403,
|
|
"m": 0.6776124238967896
|
|
},
|
|
{
|
|
"p": 0.05131608992815018,
|
|
"m": 0.9157021045684814
|
|
},
|
|
{
|
|
"p": 0.06148744374513626,
|
|
"m": 0.9696030616760254
|
|
},
|
|
{
|
|
"p": 0.0866464376449585,
|
|
"m": 0.66496741771698
|
|
},
|
|
{
|
|
"p": 0.06499248743057251,
|
|
"m": 0.7794949412345886
|
|
},
|
|
{
|
|
"p": 0.07689163833856583,
|
|
"m": 0.8591164350509644
|
|
},
|
|
{
|
|
"p": 0.05187026038765907,
|
|
"m": 0.7907705903053284
|
|
},
|
|
{
|
|
"p": 0.07913394272327423,
|
|
"m": 0.7468892335891724
|
|
},
|
|
{
|
|
"p": 0.10094758868217468,
|
|
"m": 0.9612310528755188
|
|
},
|
|
{
|
|
"p": 0.10968165099620819,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06460127979516983,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 34,
|
|
"train_loss": 0.946908712387085,
|
|
"val_loss": 0.9220788478851318,
|
|
"acc": 65.57,
|
|
"time": 137.94757886999287,
|
|
"param": [
|
|
{
|
|
"p": 0.12440509349107742,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047037843614816666,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07661518454551697,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03535711392760277,
|
|
"m": 0.6363603472709656
|
|
},
|
|
{
|
|
"p": 0.03663899376988411,
|
|
"m": 0.8714113831520081
|
|
},
|
|
{
|
|
"p": 0.04217013716697693,
|
|
"m": 0.9720273613929749
|
|
},
|
|
{
|
|
"p": 0.09040708839893341,
|
|
"m": 0.6452251076698303
|
|
},
|
|
{
|
|
"p": 0.058657675981521606,
|
|
"m": 0.7820397019386292
|
|
},
|
|
{
|
|
"p": 0.08410383760929108,
|
|
"m": 0.8605600595474243
|
|
},
|
|
{
|
|
"p": 0.06070229411125183,
|
|
"m": 0.7945273518562317
|
|
},
|
|
{
|
|
"p": 0.08417852222919464,
|
|
"m": 0.7494462728500366
|
|
},
|
|
{
|
|
"p": 0.12116942554712296,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13137125968933105,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0071855578571558,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 35,
|
|
"train_loss": 0.86472088098526,
|
|
"val_loss": 1.035659909248352,
|
|
"acc": 64.38,
|
|
"time": 139.12023386685178,
|
|
"param": [
|
|
{
|
|
"p": 0.13280537724494934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04206019267439842,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08509501069784164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013158957473933697,
|
|
"m": 0.6051914691925049
|
|
},
|
|
{
|
|
"p": 0.003974141087383032,
|
|
"m": 0.8354700207710266
|
|
},
|
|
{
|
|
"p": 0.03803896903991699,
|
|
"m": 0.9302443861961365
|
|
},
|
|
{
|
|
"p": 0.10301269590854645,
|
|
"m": 0.6235349774360657
|
|
},
|
|
{
|
|
"p": 0.050499819219112396,
|
|
"m": 0.7911748886108398
|
|
},
|
|
{
|
|
"p": 0.07692528516054153,
|
|
"m": 0.8541373014450073
|
|
},
|
|
{
|
|
"p": 0.07140767574310303,
|
|
"m": 0.7944503426551819
|
|
},
|
|
{
|
|
"p": 0.09777950495481491,
|
|
"m": 0.7472813725471497
|
|
},
|
|
{
|
|
"p": 0.13662037253379822,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14862193167209625,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 36,
|
|
"train_loss": 0.8313679099082947,
|
|
"val_loss": 1.0079234838485718,
|
|
"acc": 64.34,
|
|
"time": 147.70321138808504,
|
|
"param": [
|
|
{
|
|
"p": 0.13180486857891083,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10070078074932098,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.584264874458313
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.8194989562034607
|
|
},
|
|
{
|
|
"p": 0.05304471403360367,
|
|
"m": 0.8869471549987793
|
|
},
|
|
{
|
|
"p": 0.1032339334487915,
|
|
"m": 0.5958173871040344
|
|
},
|
|
{
|
|
"p": 0.01844022236764431,
|
|
"m": 0.7986182570457458
|
|
},
|
|
{
|
|
"p": 0.050798993557691574,
|
|
"m": 0.820578396320343
|
|
},
|
|
{
|
|
"p": 0.0840473622083664,
|
|
"m": 0.8037735223770142
|
|
},
|
|
{
|
|
"p": 0.1267925202846527,
|
|
"m": 0.7407045960426331
|
|
},
|
|
{
|
|
"p": 0.1427650898694992,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15821710228919983,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03015442192554474,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 37,
|
|
"train_loss": 1.1000896692276,
|
|
"val_loss": 1.0439225435256958,
|
|
"acc": 66.24,
|
|
"time": 141.6662918359507,
|
|
"param": [
|
|
{
|
|
"p": 0.12944523990154266,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10097470879554749,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0023527108132839203,
|
|
"m": 0.5809235572814941
|
|
},
|
|
{
|
|
"p": 0.027636423707008362,
|
|
"m": 0.8097890615463257
|
|
},
|
|
{
|
|
"p": 0.0649268701672554,
|
|
"m": 0.8869742155075073
|
|
},
|
|
{
|
|
"p": 0.09782877564430237,
|
|
"m": 0.5910840034484863
|
|
},
|
|
{
|
|
"p": 0.0004165266582276672,
|
|
"m": 0.791058361530304
|
|
},
|
|
{
|
|
"p": 0.03211834654211998,
|
|
"m": 0.7808704972267151
|
|
},
|
|
{
|
|
"p": 0.08680353313684464,
|
|
"m": 0.7866231799125671
|
|
},
|
|
{
|
|
"p": 0.10448642820119858,
|
|
"m": 0.7318774461746216
|
|
},
|
|
{
|
|
"p": 0.13592256605625153,
|
|
"m": 0.9760554432868958
|
|
},
|
|
{
|
|
"p": 0.14863291382789612,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06845499575138092,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 38,
|
|
"train_loss": 0.8566206097602844,
|
|
"val_loss": 1.013136625289917,
|
|
"acc": 67.02,
|
|
"time": 142.29761309502646,
|
|
"param": [
|
|
{
|
|
"p": 0.11658071726560593,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011232891120016575,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08548783510923386,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01849531941115856,
|
|
"m": 0.5884899497032166
|
|
},
|
|
{
|
|
"p": 0.07524120062589645,
|
|
"m": 0.7842088341712952
|
|
},
|
|
{
|
|
"p": 0.05111885070800781,
|
|
"m": 0.887408971786499
|
|
},
|
|
{
|
|
"p": 0.09928751736879349,
|
|
"m": 0.5941524505615234
|
|
},
|
|
{
|
|
"p": 0.016674229875206947,
|
|
"m": 0.7892789244651794
|
|
},
|
|
{
|
|
"p": 0.030995482578873634,
|
|
"m": 0.7642748951911926
|
|
},
|
|
{
|
|
"p": 0.08630016446113586,
|
|
"m": 0.7672153115272522
|
|
},
|
|
{
|
|
"p": 0.0849609375,
|
|
"m": 0.7356776595115662
|
|
},
|
|
{
|
|
"p": 0.11146973073482513,
|
|
"m": 0.9486633539199829
|
|
},
|
|
{
|
|
"p": 0.12611545622348785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08603964000940323,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 39,
|
|
"train_loss": 1.054211139678955,
|
|
"val_loss": 0.8432244658470154,
|
|
"acc": 66.55,
|
|
"time": 146.41462809802033,
|
|
"param": [
|
|
{
|
|
"p": 0.1015232503414154,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028813404962420464,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07656580954790115,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019746121019124985,
|
|
"m": 0.592090368270874
|
|
},
|
|
{
|
|
"p": 0.09656459093093872,
|
|
"m": 0.7365664839744568
|
|
},
|
|
{
|
|
"p": 0.04856112226843834,
|
|
"m": 0.8808782696723938
|
|
},
|
|
{
|
|
"p": 0.08142302930355072,
|
|
"m": 0.6042410135269165
|
|
},
|
|
{
|
|
"p": 0.04733898490667343,
|
|
"m": 0.793541669845581
|
|
},
|
|
{
|
|
"p": 0.0365598239004612,
|
|
"m": 0.7653868794441223
|
|
},
|
|
{
|
|
"p": 0.08078449964523315,
|
|
"m": 0.7655674815177917
|
|
},
|
|
{
|
|
"p": 0.08457035571336746,
|
|
"m": 0.7394825220108032
|
|
},
|
|
{
|
|
"p": 0.10175895690917969,
|
|
"m": 0.931340217590332
|
|
},
|
|
{
|
|
"p": 0.1076018437743187,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08818818628787994,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 40,
|
|
"train_loss": 0.8202884197235107,
|
|
"val_loss": 0.9519473910331726,
|
|
"acc": 66.48,
|
|
"time": 145.19194899708964,
|
|
"param": [
|
|
{
|
|
"p": 0.0959596261382103,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025193706154823303,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07613683491945267,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027907337993383408,
|
|
"m": 0.5961174964904785
|
|
},
|
|
{
|
|
"p": 0.10414093732833862,
|
|
"m": 0.7896732687950134
|
|
},
|
|
{
|
|
"p": 0.051026344299316406,
|
|
"m": 0.8662896156311035
|
|
},
|
|
{
|
|
"p": 0.07434556633234024,
|
|
"m": 0.592569887638092
|
|
},
|
|
{
|
|
"p": 0.045229069888591766,
|
|
"m": 0.7647709250450134
|
|
},
|
|
{
|
|
"p": 0.03037790209054947,
|
|
"m": 0.7591086626052856
|
|
},
|
|
{
|
|
"p": 0.07967261970043182,
|
|
"m": 0.7616994380950928
|
|
},
|
|
{
|
|
"p": 0.07283762842416763,
|
|
"m": 0.7352046966552734
|
|
},
|
|
{
|
|
"p": 0.093754842877388,
|
|
"m": 0.9324800372123718
|
|
},
|
|
{
|
|
"p": 0.12303639948368073,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10038122534751892,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 41,
|
|
"train_loss": 1.0281529426574707,
|
|
"val_loss": 0.9668766260147095,
|
|
"acc": 67.07,
|
|
"time": 144.35381759307347,
|
|
"param": [
|
|
{
|
|
"p": 0.09606987982988358,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02502984181046486,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08540022373199463,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04866620525717735,
|
|
"m": 0.6160141229629517
|
|
},
|
|
{
|
|
"p": 0.0802869200706482,
|
|
"m": 0.8047177791595459
|
|
},
|
|
{
|
|
"p": 0.047535769641399384,
|
|
"m": 0.857364296913147
|
|
},
|
|
{
|
|
"p": 0.06498982012271881,
|
|
"m": 0.6076149344444275
|
|
},
|
|
{
|
|
"p": 0.037105802446603775,
|
|
"m": 0.7178865075111389
|
|
},
|
|
{
|
|
"p": 0.032156605273485184,
|
|
"m": 0.760776698589325
|
|
},
|
|
{
|
|
"p": 0.09363612532615662,
|
|
"m": 0.7672022581100464
|
|
},
|
|
{
|
|
"p": 0.0733618214726448,
|
|
"m": 0.7389857769012451
|
|
},
|
|
{
|
|
"p": 0.08694453537464142,
|
|
"m": 0.9550721049308777
|
|
},
|
|
{
|
|
"p": 0.1452399343252182,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08357646316289902,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 42,
|
|
"train_loss": 0.977945864200592,
|
|
"val_loss": 0.9698693156242371,
|
|
"acc": 66.44,
|
|
"time": 144.86500322213396,
|
|
"param": [
|
|
{
|
|
"p": 0.09481897950172424,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03797190636396408,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08461771160364151,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06212528795003891,
|
|
"m": 0.6165979504585266
|
|
},
|
|
{
|
|
"p": 0.04400673136115074,
|
|
"m": 0.7985718846321106
|
|
},
|
|
{
|
|
"p": 0.054085567593574524,
|
|
"m": 0.8746140599250793
|
|
},
|
|
{
|
|
"p": 0.055892206728458405,
|
|
"m": 0.6330872774124146
|
|
},
|
|
{
|
|
"p": 0.02181246317923069,
|
|
"m": 0.6743579506874084
|
|
},
|
|
{
|
|
"p": 0.057409826666116714,
|
|
"m": 0.7681803107261658
|
|
},
|
|
{
|
|
"p": 0.10547522455453873,
|
|
"m": 0.7856189608573914
|
|
},
|
|
{
|
|
"p": 0.07007070630788803,
|
|
"m": 0.7363452911376953
|
|
},
|
|
{
|
|
"p": 0.08289901912212372,
|
|
"m": 0.9847479462623596
|
|
},
|
|
{
|
|
"p": 0.16805829107761383,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060756146907806396,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 43,
|
|
"train_loss": 0.8380656242370605,
|
|
"val_loss": 0.9621335864067078,
|
|
"acc": 66.99,
|
|
"time": 146.93835905892774,
|
|
"param": [
|
|
{
|
|
"p": 0.0977078303694725,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0619649663567543,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07729733735322952,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08161883056163788,
|
|
"m": 0.5487388968467712
|
|
},
|
|
{
|
|
"p": 0.014439016580581665,
|
|
"m": 0.7872726321220398
|
|
},
|
|
{
|
|
"p": 0.05692640691995621,
|
|
"m": 0.8689137101173401
|
|
},
|
|
{
|
|
"p": 0.0393032543361187,
|
|
"m": 0.6334562301635742
|
|
},
|
|
{
|
|
"p": 0.014375848695635796,
|
|
"m": 0.6551433801651001
|
|
},
|
|
{
|
|
"p": 0.0548500195145607,
|
|
"m": 0.7675747275352478
|
|
},
|
|
{
|
|
"p": 0.10238227248191833,
|
|
"m": 0.8069837689399719
|
|
},
|
|
{
|
|
"p": 0.07704956829547882,
|
|
"m": 0.75286465883255
|
|
},
|
|
{
|
|
"p": 0.0790233388543129,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1848020851612091,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05825924873352051,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 44,
|
|
"train_loss": 0.722784698009491,
|
|
"val_loss": 0.9612163305282593,
|
|
"acc": 67.18,
|
|
"time": 145.87157019297592,
|
|
"param": [
|
|
{
|
|
"p": 0.0883350595831871,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04973500594496727,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059349775314331055,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07919228821992874,
|
|
"m": 0.47367656230926514
|
|
},
|
|
{
|
|
"p": 0.011817884631454945,
|
|
"m": 0.7726837992668152
|
|
},
|
|
{
|
|
"p": 0.07624568045139313,
|
|
"m": 0.870579183101654
|
|
},
|
|
{
|
|
"p": 0.03438911214470863,
|
|
"m": 0.6620421409606934
|
|
},
|
|
{
|
|
"p": 0.04604136198759079,
|
|
"m": 0.6381203532218933
|
|
},
|
|
{
|
|
"p": 0.06759437918663025,
|
|
"m": 0.7950209379196167
|
|
},
|
|
{
|
|
"p": 0.10625984519720078,
|
|
"m": 0.8142626285552979
|
|
},
|
|
{
|
|
"p": 0.07860858738422394,
|
|
"m": 0.7765629291534424
|
|
},
|
|
{
|
|
"p": 0.07068506628274918,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18425916135311127,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047486789524555206,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 45,
|
|
"train_loss": 0.8079809546470642,
|
|
"val_loss": 0.963171660900116,
|
|
"acc": 66.23,
|
|
"time": 147.4169846039731,
|
|
"param": [
|
|
{
|
|
"p": 0.08235219866037369,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05349437892436981,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.070734903216362,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07643340528011322,
|
|
"m": 0.4374409019947052
|
|
},
|
|
{
|
|
"p": 0.030694905668497086,
|
|
"m": 0.7761801481246948
|
|
},
|
|
{
|
|
"p": 0.08948536217212677,
|
|
"m": 0.8649572730064392
|
|
},
|
|
{
|
|
"p": 0.054529789835214615,
|
|
"m": 0.674009382724762
|
|
},
|
|
{
|
|
"p": 0.0657430961728096,
|
|
"m": 0.5985619425773621
|
|
},
|
|
{
|
|
"p": 0.05939393490552902,
|
|
"m": 0.7779896259307861
|
|
},
|
|
{
|
|
"p": 0.08947766572237015,
|
|
"m": 0.8380657434463501
|
|
},
|
|
{
|
|
"p": 0.074762724339962,
|
|
"m": 0.7922587990760803
|
|
},
|
|
{
|
|
"p": 0.052280426025390625,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1544502079486847,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0461670383810997,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 46,
|
|
"train_loss": 0.7003428339958191,
|
|
"val_loss": 0.9828503727912903,
|
|
"acc": 67.98,
|
|
"time": 139.35703702503815,
|
|
"param": [
|
|
{
|
|
"p": 0.08721648901700974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05026087537407875,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08599011600017548,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06995157152414322,
|
|
"m": 0.3727246820926666
|
|
},
|
|
{
|
|
"p": 0.06337876617908478,
|
|
"m": 0.777131974697113
|
|
},
|
|
{
|
|
"p": 0.0760280191898346,
|
|
"m": 0.8820602297782898
|
|
},
|
|
{
|
|
"p": 0.08940470963716507,
|
|
"m": 0.6918452978134155
|
|
},
|
|
{
|
|
"p": 0.057174526154994965,
|
|
"m": 0.5951650738716125
|
|
},
|
|
{
|
|
"p": 0.046530481427907944,
|
|
"m": 0.7788318395614624
|
|
},
|
|
{
|
|
"p": 0.06454069912433624,
|
|
"m": 0.8565381765365601
|
|
},
|
|
{
|
|
"p": 0.06108123064041138,
|
|
"m": 0.8075885772705078
|
|
},
|
|
{
|
|
"p": 0.05561599135398865,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12293578684329987,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06989070028066635,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 47,
|
|
"train_loss": 0.6736671328544617,
|
|
"val_loss": 0.9237970113754272,
|
|
"acc": 67.27,
|
|
"time": 148.7831461331807,
|
|
"param": [
|
|
{
|
|
"p": 0.08556511253118515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02793695218861103,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09484679251909256,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0643165335059166,
|
|
"m": 0.3166258633136749
|
|
},
|
|
{
|
|
"p": 0.07581650465726852,
|
|
"m": 0.7271212339401245
|
|
},
|
|
{
|
|
"p": 0.07351619750261307,
|
|
"m": 0.8935033082962036
|
|
},
|
|
{
|
|
"p": 0.10980838537216187,
|
|
"m": 0.6484415531158447
|
|
},
|
|
{
|
|
"p": 0.058835968375205994,
|
|
"m": 0.5615280866622925
|
|
},
|
|
{
|
|
"p": 0.048227403312921524,
|
|
"m": 0.792007565498352
|
|
},
|
|
{
|
|
"p": 0.049954261630773544,
|
|
"m": 0.8674744963645935
|
|
},
|
|
{
|
|
"p": 0.04171380400657654,
|
|
"m": 0.7991382479667664
|
|
},
|
|
{
|
|
"p": 0.0646088719367981,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12036542594432831,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08448779582977295,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 48,
|
|
"train_loss": 0.7610533237457275,
|
|
"val_loss": 0.9240780472755432,
|
|
"acc": 67.76,
|
|
"time": 142.84644656605087,
|
|
"param": [
|
|
{
|
|
"p": 0.08215466886758804,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00340177770704031,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09018616378307343,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06387888640165329,
|
|
"m": 0.25448015332221985
|
|
},
|
|
{
|
|
"p": 0.06930128484964371,
|
|
"m": 0.6655188202857971
|
|
},
|
|
{
|
|
"p": 0.09014882147312164,
|
|
"m": 0.8837295174598694
|
|
},
|
|
{
|
|
"p": 0.13158129155635834,
|
|
"m": 0.647190272808075
|
|
},
|
|
{
|
|
"p": 0.06719283759593964,
|
|
"m": 0.5498246550559998
|
|
},
|
|
{
|
|
"p": 0.04959089681506157,
|
|
"m": 0.8075447082519531
|
|
},
|
|
{
|
|
"p": 0.042371783405542374,
|
|
"m": 0.8784213662147522
|
|
},
|
|
{
|
|
"p": 0.052039653062820435,
|
|
"m": 0.7959026098251343
|
|
},
|
|
{
|
|
"p": 0.07874057441949844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10541336238384247,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07399795949459076,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 49,
|
|
"train_loss": 0.9071728587150574,
|
|
"val_loss": 0.9568124413490295,
|
|
"acc": 67.42,
|
|
"time": 140.66250399197452,
|
|
"param": [
|
|
{
|
|
"p": 0.06537173688411713,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019909469410777092,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059497054666280746,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052370257675647736,
|
|
"m": 0.2217712551355362
|
|
},
|
|
{
|
|
"p": 0.05958050116896629,
|
|
"m": 0.6696478724479675
|
|
},
|
|
{
|
|
"p": 0.08749310672283173,
|
|
"m": 0.8070973753929138
|
|
},
|
|
{
|
|
"p": 0.11824997514486313,
|
|
"m": 0.6889012455940247
|
|
},
|
|
{
|
|
"p": 0.08819355070590973,
|
|
"m": 0.5483081340789795
|
|
},
|
|
{
|
|
"p": 0.05363096669316292,
|
|
"m": 0.8285436034202576
|
|
},
|
|
{
|
|
"p": 0.05705390125513077,
|
|
"m": 0.878669023513794
|
|
},
|
|
{
|
|
"p": 0.07920796424150467,
|
|
"m": 0.7947125434875488
|
|
},
|
|
{
|
|
"p": 0.07521191239356995,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09709017723798752,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08713939785957336,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 50,
|
|
"train_loss": 0.7858088612556458,
|
|
"val_loss": 1.0497618913650513,
|
|
"acc": 67.39,
|
|
"time": 140.91246405499987,
|
|
"param": [
|
|
{
|
|
"p": 0.05141786113381386,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04926840588450432,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04803669452667236,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04511323198676109,
|
|
"m": 0.20098036527633667
|
|
},
|
|
{
|
|
"p": 0.026293465867638588,
|
|
"m": 0.6852922439575195
|
|
},
|
|
{
|
|
"p": 0.07226476818323135,
|
|
"m": 0.7465463280677795
|
|
},
|
|
{
|
|
"p": 0.1134040504693985,
|
|
"m": 0.6513824462890625
|
|
},
|
|
{
|
|
"p": 0.09510061144828796,
|
|
"m": 0.467617005109787
|
|
},
|
|
{
|
|
"p": 0.05611046403646469,
|
|
"m": 0.8376592397689819
|
|
},
|
|
{
|
|
"p": 0.08575262129306793,
|
|
"m": 0.883699893951416
|
|
},
|
|
{
|
|
"p": 0.08667516708374023,
|
|
"m": 0.777849018573761
|
|
},
|
|
{
|
|
"p": 0.07239492982625961,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09150510281324387,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10666266083717346,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 51,
|
|
"train_loss": 0.6159391403198242,
|
|
"val_loss": 0.7399402260780334,
|
|
"acc": 67.83,
|
|
"time": 142.69047928997315,
|
|
"param": [
|
|
{
|
|
"p": 0.05163886770606041,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06112810596823692,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03504681959748268,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046834398061037064,
|
|
"m": 0.17684000730514526
|
|
},
|
|
{
|
|
"p": 0.019753137603402138,
|
|
"m": 0.6963437795639038
|
|
},
|
|
{
|
|
"p": 0.0651998519897461,
|
|
"m": 0.7232849597930908
|
|
},
|
|
{
|
|
"p": 0.08057872951030731,
|
|
"m": 0.5706396102905273
|
|
},
|
|
{
|
|
"p": 0.09181907773017883,
|
|
"m": 0.36106184124946594
|
|
},
|
|
{
|
|
"p": 0.05549192428588867,
|
|
"m": 0.8288405537605286
|
|
},
|
|
{
|
|
"p": 0.10964105278253555,
|
|
"m": 0.8859989643096924
|
|
},
|
|
{
|
|
"p": 0.07865732163190842,
|
|
"m": 0.7408161759376526
|
|
},
|
|
{
|
|
"p": 0.09589692205190659,
|
|
"m": 0.9985672831535339
|
|
},
|
|
{
|
|
"p": 0.10362847149372101,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10468529909849167,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 52,
|
|
"train_loss": 0.6298550963401794,
|
|
"val_loss": 0.9158151149749756,
|
|
"acc": 67.31,
|
|
"time": 143.6688645419199,
|
|
"param": [
|
|
{
|
|
"p": 0.048870913684368134,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04305843263864517,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.034457847476005554,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04700549319386482,
|
|
"m": 0.16320253908634186
|
|
},
|
|
{
|
|
"p": 0.05223993957042694,
|
|
"m": 0.6954607367515564
|
|
},
|
|
{
|
|
"p": 0.07540508359670639,
|
|
"m": 0.6981891989707947
|
|
},
|
|
{
|
|
"p": 0.057906270027160645,
|
|
"m": 0.5488349199295044
|
|
},
|
|
{
|
|
"p": 0.08728770911693573,
|
|
"m": 0.3412753641605377
|
|
},
|
|
{
|
|
"p": 0.058677688241004944,
|
|
"m": 0.8375542163848877
|
|
},
|
|
{
|
|
"p": 0.0972767323255539,
|
|
"m": 0.9033437967300415
|
|
},
|
|
{
|
|
"p": 0.06894547492265701,
|
|
"m": 0.7320590615272522
|
|
},
|
|
{
|
|
"p": 0.10425817221403122,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12873388826847076,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09587635844945908,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 53,
|
|
"train_loss": 0.7434791326522827,
|
|
"val_loss": 0.9610030055046082,
|
|
"acc": 67.37,
|
|
"time": 140.23680336703546,
|
|
"param": [
|
|
{
|
|
"p": 0.05916979908943176,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03544290363788605,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04679650068283081,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05964303016662598,
|
|
"m": 0.18277041614055634
|
|
},
|
|
{
|
|
"p": 0.07681252062320709,
|
|
"m": 0.6455287337303162
|
|
},
|
|
{
|
|
"p": 0.09087302535772324,
|
|
"m": 0.7146793603897095
|
|
},
|
|
{
|
|
"p": 0.03913942351937294,
|
|
"m": 0.5128295421600342
|
|
},
|
|
{
|
|
"p": 0.08274563401937485,
|
|
"m": 0.35368579626083374
|
|
},
|
|
{
|
|
"p": 0.052673496305942535,
|
|
"m": 0.8240404725074768
|
|
},
|
|
{
|
|
"p": 0.07585731893777847,
|
|
"m": 0.9249030947685242
|
|
},
|
|
{
|
|
"p": 0.07979435473680496,
|
|
"m": 0.751040518283844
|
|
},
|
|
{
|
|
"p": 0.10073312371969223,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13480135798454285,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06551752239465714,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 54,
|
|
"train_loss": 0.8096627593040466,
|
|
"val_loss": 0.95149165391922,
|
|
"acc": 67.14,
|
|
"time": 141.59421082190238,
|
|
"param": [
|
|
{
|
|
"p": 0.062274061143398285,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0451040081679821,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05282101780176163,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08118502795696259,
|
|
"m": 0.2059028297662735
|
|
},
|
|
{
|
|
"p": 0.0690026581287384,
|
|
"m": 0.6802600026130676
|
|
},
|
|
{
|
|
"p": 0.08046025037765503,
|
|
"m": 0.7153820395469666
|
|
},
|
|
{
|
|
"p": 0.05094321072101593,
|
|
"m": 0.5061022043228149
|
|
},
|
|
{
|
|
"p": 0.0770028829574585,
|
|
"m": 0.35939711332321167
|
|
},
|
|
{
|
|
"p": 0.052970558404922485,
|
|
"m": 0.815234363079071
|
|
},
|
|
{
|
|
"p": 0.060933999717235565,
|
|
"m": 0.9358715415000916
|
|
},
|
|
{
|
|
"p": 0.10245110094547272,
|
|
"m": 0.7768266201019287
|
|
},
|
|
{
|
|
"p": 0.09459801763296127,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11850464344024658,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0517486073076725,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 55,
|
|
"train_loss": 0.7713677883148193,
|
|
"val_loss": 0.9204860925674438,
|
|
"acc": 67.97,
|
|
"time": 145.56986563606188,
|
|
"param": [
|
|
{
|
|
"p": 0.06050131469964981,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06760796159505844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0639653205871582,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08804506063461304,
|
|
"m": 0.1824483573436737
|
|
},
|
|
{
|
|
"p": 0.07496163249015808,
|
|
"m": 0.7118038535118103
|
|
},
|
|
{
|
|
"p": 0.05369909480214119,
|
|
"m": 0.742128312587738
|
|
},
|
|
{
|
|
"p": 0.06201936677098274,
|
|
"m": 0.5052103400230408
|
|
},
|
|
{
|
|
"p": 0.05783728137612343,
|
|
"m": 0.34244129061698914
|
|
},
|
|
{
|
|
"p": 0.057616908103227615,
|
|
"m": 0.8359209895133972
|
|
},
|
|
{
|
|
"p": 0.056074537336826324,
|
|
"m": 0.9461534023284912
|
|
},
|
|
{
|
|
"p": 0.10894545167684555,
|
|
"m": 0.7890734076499939
|
|
},
|
|
{
|
|
"p": 0.08584659546613693,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08916821330785751,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07371122390031815,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 56,
|
|
"train_loss": 0.7207273840904236,
|
|
"val_loss": 1.0651296377182007,
|
|
"acc": 67.82,
|
|
"time": 141.61712355399504,
|
|
"param": [
|
|
{
|
|
"p": 0.06341282278299332,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06188989803195,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07710500806570053,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09178977459669113,
|
|
"m": 0.1665320098400116
|
|
},
|
|
{
|
|
"p": 0.09413033723831177,
|
|
"m": 0.7552798986434937
|
|
},
|
|
{
|
|
"p": 0.03584129735827446,
|
|
"m": 0.7794480919837952
|
|
},
|
|
{
|
|
"p": 0.07049606740474701,
|
|
"m": 0.5054907202720642
|
|
},
|
|
{
|
|
"p": 0.04699716344475746,
|
|
"m": 0.32720205187797546
|
|
},
|
|
{
|
|
"p": 0.05648934841156006,
|
|
"m": 0.8458046913146973
|
|
},
|
|
{
|
|
"p": 0.05633154138922691,
|
|
"m": 0.9598027467727661
|
|
},
|
|
{
|
|
"p": 0.10699489712715149,
|
|
"m": 0.7879645228385925
|
|
},
|
|
{
|
|
"p": 0.09176935255527496,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06434331834316254,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0824090987443924,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 57,
|
|
"train_loss": 0.7170735001564026,
|
|
"val_loss": 0.9746360778808594,
|
|
"acc": 67.84,
|
|
"time": 147.03316023084335,
|
|
"param": [
|
|
{
|
|
"p": 0.05457717552781105,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055347416549921036,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09081848710775375,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08801602572202682,
|
|
"m": 0.18288713693618774
|
|
},
|
|
{
|
|
"p": 0.09844521433115005,
|
|
"m": 0.8248561024665833
|
|
},
|
|
{
|
|
"p": 0.04605906456708908,
|
|
"m": 0.8013531565666199
|
|
},
|
|
{
|
|
"p": 0.08277525752782822,
|
|
"m": 0.5037227869033813
|
|
},
|
|
{
|
|
"p": 0.04386523738503456,
|
|
"m": 0.28999558091163635
|
|
},
|
|
{
|
|
"p": 0.05767142027616501,
|
|
"m": 0.836897075176239
|
|
},
|
|
{
|
|
"p": 0.05269940569996834,
|
|
"m": 0.9590044021606445
|
|
},
|
|
{
|
|
"p": 0.10179942101240158,
|
|
"m": 0.7745712995529175
|
|
},
|
|
{
|
|
"p": 0.08360013365745544,
|
|
"m": 0.9969893097877502
|
|
},
|
|
{
|
|
"p": 0.05253277346491814,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09179297089576721,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 58,
|
|
"train_loss": 0.7698007225990295,
|
|
"val_loss": 0.7603273987770081,
|
|
"acc": 67.61,
|
|
"time": 140.92077528615482,
|
|
"param": [
|
|
{
|
|
"p": 0.05267966538667679,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.033112142235040665,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09279049932956696,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0812605768442154,
|
|
"m": 0.18519502878189087
|
|
},
|
|
{
|
|
"p": 0.08980656415224075,
|
|
"m": 0.8928437232971191
|
|
},
|
|
{
|
|
"p": 0.07287921756505966,
|
|
"m": 0.8089190721511841
|
|
},
|
|
{
|
|
"p": 0.0889972522854805,
|
|
"m": 0.5111003518104553
|
|
},
|
|
{
|
|
"p": 0.041954200714826584,
|
|
"m": 0.2707225978374481
|
|
},
|
|
{
|
|
"p": 0.07867204397916794,
|
|
"m": 0.8263106346130371
|
|
},
|
|
{
|
|
"p": 0.04969505965709686,
|
|
"m": 0.9575114846229553
|
|
},
|
|
{
|
|
"p": 0.09498125314712524,
|
|
"m": 0.7741962671279907
|
|
},
|
|
{
|
|
"p": 0.08457756042480469,
|
|
"m": 0.9879938364028931
|
|
},
|
|
{
|
|
"p": 0.0521649532020092,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08642905950546265,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 59,
|
|
"train_loss": 0.8204296827316284,
|
|
"val_loss": 0.8975622653961182,
|
|
"acc": 67.5,
|
|
"time": 145.48632981884293,
|
|
"param": [
|
|
{
|
|
"p": 0.06346189230680466,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03886978328227997,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09193546324968338,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08454024791717529,
|
|
"m": 0.16468937695026398
|
|
},
|
|
{
|
|
"p": 0.07614219933748245,
|
|
"m": 0.9355801343917847
|
|
},
|
|
{
|
|
"p": 0.09177093207836151,
|
|
"m": 0.783659815788269
|
|
},
|
|
{
|
|
"p": 0.10405982285737991,
|
|
"m": 0.5024945139884949
|
|
},
|
|
{
|
|
"p": 0.03423234075307846,
|
|
"m": 0.23404386639595032
|
|
},
|
|
{
|
|
"p": 0.0756344124674797,
|
|
"m": 0.7895714640617371
|
|
},
|
|
{
|
|
"p": 0.043044108897447586,
|
|
"m": 0.962665855884552
|
|
},
|
|
{
|
|
"p": 0.09446200728416443,
|
|
"m": 0.7698132395744324
|
|
},
|
|
{
|
|
"p": 0.08933479338884354,
|
|
"m": 0.9951652884483337
|
|
},
|
|
{
|
|
"p": 0.04056867957115173,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07194332778453827,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 60,
|
|
"train_loss": 0.7263285517692566,
|
|
"val_loss": 0.9386671185493469,
|
|
"acc": 68.27,
|
|
"time": 143.61931840213947,
|
|
"param": [
|
|
{
|
|
"p": 0.06324176490306854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06501555442810059,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06233666092157364,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09405945986509323,
|
|
"m": 0.12750393152236938
|
|
},
|
|
{
|
|
"p": 0.06497219949960709,
|
|
"m": 0.9587188959121704
|
|
},
|
|
{
|
|
"p": 0.09453997761011124,
|
|
"m": 0.7174386978149414
|
|
},
|
|
{
|
|
"p": 0.09514761716127396,
|
|
"m": 0.4258047342300415
|
|
},
|
|
{
|
|
"p": 0.033776361495256424,
|
|
"m": 0.19709765911102295
|
|
},
|
|
{
|
|
"p": 0.06770407408475876,
|
|
"m": 0.7309811115264893
|
|
},
|
|
{
|
|
"p": 0.03536508232355118,
|
|
"m": 0.9744077920913696
|
|
},
|
|
{
|
|
"p": 0.10267812758684158,
|
|
"m": 0.7578532695770264
|
|
},
|
|
{
|
|
"p": 0.10810688138008118,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05133502185344696,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06172126159071922,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 61,
|
|
"train_loss": 0.48297032713890076,
|
|
"val_loss": 0.9325610399246216,
|
|
"acc": 68.47,
|
|
"time": 141.61048983503133,
|
|
"param": [
|
|
{
|
|
"p": 0.05108093470335007,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07076143473386765,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058667268604040146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0957668274641037,
|
|
"m": 0.11896256357431412
|
|
},
|
|
{
|
|
"p": 0.04433058202266693,
|
|
"m": 0.964672327041626
|
|
},
|
|
{
|
|
"p": 0.07889720052480698,
|
|
"m": 0.6842939257621765
|
|
},
|
|
{
|
|
"p": 0.06960367411375046,
|
|
"m": 0.3429941236972809
|
|
},
|
|
{
|
|
"p": 0.05793539062142372,
|
|
"m": 0.1903730034828186
|
|
},
|
|
{
|
|
"p": 0.06878636032342911,
|
|
"m": 0.7088350653648376
|
|
},
|
|
{
|
|
"p": 0.026828374713659286,
|
|
"m": 0.9757254719734192
|
|
},
|
|
{
|
|
"p": 0.11325836181640625,
|
|
"m": 0.7585059404373169
|
|
},
|
|
{
|
|
"p": 0.11060412228107452,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0688134953379631,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.084665946662426,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 62,
|
|
"train_loss": 0.4835905432701111,
|
|
"val_loss": 1.2054190635681152,
|
|
"acc": 68.57,
|
|
"time": 138.7832570199389,
|
|
"param": [
|
|
{
|
|
"p": 0.05569447949528694,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058363545686006546,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0349024273455143,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10772398859262466,
|
|
"m": 0.07777620106935501
|
|
},
|
|
{
|
|
"p": 0.017236579209566116,
|
|
"m": 0.9909478425979614
|
|
},
|
|
{
|
|
"p": 0.07330591976642609,
|
|
"m": 0.6965181231498718
|
|
},
|
|
{
|
|
"p": 0.06353821605443954,
|
|
"m": 0.29315438866615295
|
|
},
|
|
{
|
|
"p": 0.07968892902135849,
|
|
"m": 0.16478048264980316
|
|
},
|
|
{
|
|
"p": 0.07263512164354324,
|
|
"m": 0.6954586505889893
|
|
},
|
|
{
|
|
"p": 0.026556845754384995,
|
|
"m": 0.9766422510147095
|
|
},
|
|
{
|
|
"p": 0.10970557481050491,
|
|
"m": 0.7634251117706299
|
|
},
|
|
{
|
|
"p": 0.10849448293447495,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07958899438381195,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11256494373083115,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 63,
|
|
"train_loss": 0.6155139803886414,
|
|
"val_loss": 0.9506258964538574,
|
|
"acc": 68.91,
|
|
"time": 142.5272282839287,
|
|
"param": [
|
|
{
|
|
"p": 0.048727672547101974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06972232460975647,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040587201714515686,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09188928455114365,
|
|
"m": 0.05363177880644798
|
|
},
|
|
{
|
|
"p": 0.046231213957071304,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09023793041706085,
|
|
"m": 0.7365517616271973
|
|
},
|
|
{
|
|
"p": 0.06339386105537415,
|
|
"m": 0.3018803894519806
|
|
},
|
|
{
|
|
"p": 0.09317374974489212,
|
|
"m": 0.14551043510437012
|
|
},
|
|
{
|
|
"p": 0.059165339916944504,
|
|
"m": 0.6890947222709656
|
|
},
|
|
{
|
|
"p": 0.03955936059355736,
|
|
"m": 0.9709441661834717
|
|
},
|
|
{
|
|
"p": 0.0794256329536438,
|
|
"m": 0.7791225910186768
|
|
},
|
|
{
|
|
"p": 0.09728819131851196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07828423380851746,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10231409221887589,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 64,
|
|
"train_loss": 0.7937141060829163,
|
|
"val_loss": 0.9939117431640625,
|
|
"acc": 67.53,
|
|
"time": 139.1078472470399,
|
|
"param": [
|
|
{
|
|
"p": 0.04726170748472214,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07982008159160614,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06424525380134583,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07988352328538895,
|
|
"m": 0.05379912257194519
|
|
},
|
|
{
|
|
"p": 0.07874026894569397,
|
|
"m": 0.997649610042572
|
|
},
|
|
{
|
|
"p": 0.08701688796281815,
|
|
"m": 0.7544133067131042
|
|
},
|
|
{
|
|
"p": 0.05343528464436531,
|
|
"m": 0.31155842542648315
|
|
},
|
|
{
|
|
"p": 0.0966029241681099,
|
|
"m": 0.1384936422109604
|
|
},
|
|
{
|
|
"p": 0.04907670244574547,
|
|
"m": 0.7171856760978699
|
|
},
|
|
{
|
|
"p": 0.04124099388718605,
|
|
"m": 0.9776877164840698
|
|
},
|
|
{
|
|
"p": 0.05416976287961006,
|
|
"m": 0.8056052327156067
|
|
},
|
|
{
|
|
"p": 0.09081222862005234,
|
|
"m": 0.9988091588020325
|
|
},
|
|
{
|
|
"p": 0.07726898044347763,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10042541474103928,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 65,
|
|
"train_loss": 0.7557711005210876,
|
|
"val_loss": 1.0488426685333252,
|
|
"acc": 68.04,
|
|
"time": 141.5568303191103,
|
|
"param": [
|
|
{
|
|
"p": 0.03585531935095787,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07484499365091324,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07293007522821426,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08925778418779373,
|
|
"m": 0.05528130382299423
|
|
},
|
|
{
|
|
"p": 0.11584655195474625,
|
|
"m": 0.9643348455429077
|
|
},
|
|
{
|
|
"p": 0.06373979151248932,
|
|
"m": 0.7316092252731323
|
|
},
|
|
{
|
|
"p": 0.05671321973204613,
|
|
"m": 0.29847732186317444
|
|
},
|
|
{
|
|
"p": 0.10264944285154343,
|
|
"m": 0.11739411950111389
|
|
},
|
|
{
|
|
"p": 0.041530728340148926,
|
|
"m": 0.7264688014984131
|
|
},
|
|
{
|
|
"p": 0.044265542179346085,
|
|
"m": 0.9948980212211609
|
|
},
|
|
{
|
|
"p": 0.060202110558748245,
|
|
"m": 0.8224291801452637
|
|
},
|
|
{
|
|
"p": 0.08992896229028702,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05419832840561867,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09803710877895355,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 66,
|
|
"train_loss": 0.8694995045661926,
|
|
"val_loss": 1.1080174446105957,
|
|
"acc": 67.92,
|
|
"time": 142.23408169904724,
|
|
"param": [
|
|
{
|
|
"p": 0.026652147993445396,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07985247671604156,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07695119827985764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09272471815347672,
|
|
"m": 0.08163930475711823
|
|
},
|
|
{
|
|
"p": 0.13729462027549744,
|
|
"m": 0.9283029437065125
|
|
},
|
|
{
|
|
"p": 0.04443003237247467,
|
|
"m": 0.696994423866272
|
|
},
|
|
{
|
|
"p": 0.06091036647558212,
|
|
"m": 0.2945283055305481
|
|
},
|
|
{
|
|
"p": 0.09261742234230042,
|
|
"m": 0.059132885187864304
|
|
},
|
|
{
|
|
"p": 0.048364099115133286,
|
|
"m": 0.7379267811775208
|
|
},
|
|
{
|
|
"p": 0.05415063351392746,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06404054909944534,
|
|
"m": 0.8410166501998901
|
|
},
|
|
{
|
|
"p": 0.0846104770898819,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05523921921849251,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0821620300412178,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 67,
|
|
"train_loss": 0.5676005482673645,
|
|
"val_loss": 0.9733458161354065,
|
|
"acc": 68.1,
|
|
"time": 139.723194956081,
|
|
"param": [
|
|
{
|
|
"p": 0.021938912570476532,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07374957948923111,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08426952362060547,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10269176214933395,
|
|
"m": 0.06026376411318779
|
|
},
|
|
{
|
|
"p": 0.14710846543312073,
|
|
"m": 0.9415664076805115
|
|
},
|
|
{
|
|
"p": 0.026927148923277855,
|
|
"m": 0.6909329891204834
|
|
},
|
|
{
|
|
"p": 0.07089968770742416,
|
|
"m": 0.2923010289669037
|
|
},
|
|
{
|
|
"p": 0.07970234751701355,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05519253760576248,
|
|
"m": 0.7596827745437622
|
|
},
|
|
{
|
|
"p": 0.05603943392634392,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049899425357580185,
|
|
"m": 0.85341876745224
|
|
},
|
|
{
|
|
"p": 0.07179287821054459,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05667463690042496,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10311368107795715,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 68,
|
|
"train_loss": 0.6807107329368591,
|
|
"val_loss": 0.9694056510925293,
|
|
"acc": 68.74,
|
|
"time": 142.1890840891283,
|
|
"param": [
|
|
{
|
|
"p": 0.02122475579380989,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0946217030286789,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09616593271493912,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10646310448646545,
|
|
"m": 0.006780190858989954
|
|
},
|
|
{
|
|
"p": 0.12398429214954376,
|
|
"m": 0.8807894587516785
|
|
},
|
|
{
|
|
"p": 0.04185156896710396,
|
|
"m": 0.6863765716552734
|
|
},
|
|
{
|
|
"p": 0.07825356721878052,
|
|
"m": 0.2869636118412018
|
|
},
|
|
{
|
|
"p": 0.08920802921056747,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.04858282953500748,
|
|
"m": 0.7685046195983887
|
|
},
|
|
{
|
|
"p": 0.051292356103658676,
|
|
"m": 0.9923038482666016
|
|
},
|
|
{
|
|
"p": 0.04349624738097191,
|
|
"m": 0.8564793467521667
|
|
},
|
|
{
|
|
"p": 0.062422823160886765,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05524010956287384,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0871925950050354,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 69,
|
|
"train_loss": 0.8365464806556702,
|
|
"val_loss": 1.159679651260376,
|
|
"acc": 66.62,
|
|
"time": 143.73751462507062,
|
|
"param": [
|
|
{
|
|
"p": 0.011597473174333572,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10097408294677734,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08386724442243576,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11430598795413971,
|
|
"m": 0.002041345462203026
|
|
},
|
|
{
|
|
"p": 0.09739731252193451,
|
|
"m": 0.8116532564163208
|
|
},
|
|
{
|
|
"p": 0.06703685224056244,
|
|
"m": 0.6636562347412109
|
|
},
|
|
{
|
|
"p": 0.06385280191898346,
|
|
"m": 0.28306496143341064
|
|
},
|
|
{
|
|
"p": 0.11684077233076096,
|
|
"m": 0.02879892848432064
|
|
},
|
|
{
|
|
"p": 0.05002743378281593,
|
|
"m": 0.7740558981895447
|
|
},
|
|
{
|
|
"p": 0.0556681863963604,
|
|
"m": 0.9806694984436035
|
|
},
|
|
{
|
|
"p": 0.040335241705179214,
|
|
"m": 0.8551928997039795
|
|
},
|
|
{
|
|
"p": 0.0644039586186409,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06567860394716263,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06801415234804153,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 70,
|
|
"train_loss": 0.48763036727905273,
|
|
"val_loss": 0.8522897362709045,
|
|
"acc": 68.0,
|
|
"time": 142.14938019984402,
|
|
"param": [
|
|
{
|
|
"p": 0.03136002644896507,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09722321480512619,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0428244024515152,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10683699697256088,
|
|
"m": 0.024872608482837677
|
|
},
|
|
{
|
|
"p": 0.07757734507322311,
|
|
"m": 0.766228437423706
|
|
},
|
|
{
|
|
"p": 0.07649590075016022,
|
|
"m": 0.6566207408905029
|
|
},
|
|
{
|
|
"p": 0.07705563306808472,
|
|
"m": 0.2790762484073639
|
|
},
|
|
{
|
|
"p": 0.13697819411754608,
|
|
"m": 0.06116434186697006
|
|
},
|
|
{
|
|
"p": 0.05488632991909981,
|
|
"m": 0.8014736771583557
|
|
},
|
|
{
|
|
"p": 0.07478941977024078,
|
|
"m": 0.966911792755127
|
|
},
|
|
{
|
|
"p": 0.05181471258401871,
|
|
"m": 0.8596246242523193
|
|
},
|
|
{
|
|
"p": 0.06591837108135223,
|
|
"m": 0.9912041425704956
|
|
},
|
|
{
|
|
"p": 0.06119786947965622,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045041557401418686,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 71,
|
|
"train_loss": 0.52826988697052,
|
|
"val_loss": 1.0765975713729858,
|
|
"acc": 68.83,
|
|
"time": 139.32612441200763,
|
|
"param": [
|
|
{
|
|
"p": 0.03896387293934822,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07368232309818268,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026817623525857925,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09881894290447235,
|
|
"m": 0.0038369186222553253
|
|
},
|
|
{
|
|
"p": 0.05647844448685646,
|
|
"m": 0.7530389428138733
|
|
},
|
|
{
|
|
"p": 0.0877690315246582,
|
|
"m": 0.661952793598175
|
|
},
|
|
{
|
|
"p": 0.09626898914575577,
|
|
"m": 0.2794285714626312
|
|
},
|
|
{
|
|
"p": 0.14783093333244324,
|
|
"m": 0.06849169731140137
|
|
},
|
|
{
|
|
"p": 0.06627771258354187,
|
|
"m": 0.823146402835846
|
|
},
|
|
{
|
|
"p": 0.09131070226430893,
|
|
"m": 0.9574798345565796
|
|
},
|
|
{
|
|
"p": 0.06079009547829628,
|
|
"m": 0.8551901578903198
|
|
},
|
|
{
|
|
"p": 0.0503038689494133,
|
|
"m": 0.978057861328125
|
|
},
|
|
{
|
|
"p": 0.05549558252096176,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0491919107735157,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 72,
|
|
"train_loss": 0.3508531451225281,
|
|
"val_loss": 1.0386028289794922,
|
|
"acc": 68.58,
|
|
"time": 142.91681400989182,
|
|
"param": [
|
|
{
|
|
"p": 0.0435502789914608,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05039726197719574,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03982645273208618,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09133414924144745,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.03576556593179703,
|
|
"m": 0.7309752106666565
|
|
},
|
|
{
|
|
"p": 0.09981044381856918,
|
|
"m": 0.5817927718162537
|
|
},
|
|
{
|
|
"p": 0.08871645480394363,
|
|
"m": 0.31128567457199097
|
|
},
|
|
{
|
|
"p": 0.16986916959285736,
|
|
"m": 0.09237142652273178
|
|
},
|
|
{
|
|
"p": 0.06938867270946503,
|
|
"m": 0.798712432384491
|
|
},
|
|
{
|
|
"p": 0.09236583858728409,
|
|
"m": 0.9774501919746399
|
|
},
|
|
{
|
|
"p": 0.056002914905548096,
|
|
"m": 0.8432067632675171
|
|
},
|
|
{
|
|
"p": 0.030549045652151108,
|
|
"m": 0.974009096622467
|
|
},
|
|
{
|
|
"p": 0.05865789204835892,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07376588881015778,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 73,
|
|
"train_loss": 0.5221202969551086,
|
|
"val_loss": 0.8991696834564209,
|
|
"acc": 68.69,
|
|
"time": 141.6467956150882,
|
|
"param": [
|
|
{
|
|
"p": 0.062339480966329575,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04232162609696388,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03741905838251114,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07434114813804626,
|
|
"m": 0.004245621617883444
|
|
},
|
|
{
|
|
"p": 0.05435335636138916,
|
|
"m": 0.6962369680404663
|
|
},
|
|
{
|
|
"p": 0.07320038974285126,
|
|
"m": 0.5035911202430725
|
|
},
|
|
{
|
|
"p": 0.07758120447397232,
|
|
"m": 0.38507378101348877
|
|
},
|
|
{
|
|
"p": 0.1723451167345047,
|
|
"m": 0.04550943523645401
|
|
},
|
|
{
|
|
"p": 0.07525083422660828,
|
|
"m": 0.8041147589683533
|
|
},
|
|
{
|
|
"p": 0.08477131277322769,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04951849579811096,
|
|
"m": 0.8410477042198181
|
|
},
|
|
{
|
|
"p": 0.014421496540307999,
|
|
"m": 0.9813677072525024
|
|
},
|
|
{
|
|
"p": 0.07288127392530441,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10925519466400146,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 74,
|
|
"train_loss": 0.37295711040496826,
|
|
"val_loss": 1.160426378250122,
|
|
"acc": 68.36,
|
|
"time": 147.0258185151033,
|
|
"param": [
|
|
{
|
|
"p": 0.06692367047071457,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054521821439266205,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.024092981591820717,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06744593381881714,
|
|
"m": 0.009431174956262112
|
|
},
|
|
{
|
|
"p": 0.07237321138381958,
|
|
"m": 0.6539106965065002
|
|
},
|
|
{
|
|
"p": 0.08499731123447418,
|
|
"m": 0.4529571235179901
|
|
},
|
|
{
|
|
"p": 0.0692766010761261,
|
|
"m": 0.40599164366722107
|
|
},
|
|
{
|
|
"p": 0.16868174076080322,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.07755355536937714,
|
|
"m": 0.8132286667823792
|
|
},
|
|
{
|
|
"p": 0.07319614291191101,
|
|
"m": 0.9808484315872192
|
|
},
|
|
{
|
|
"p": 0.041457582265138626,
|
|
"m": 0.8485136032104492
|
|
},
|
|
{
|
|
"p": 0.005506985355168581,
|
|
"m": 0.9815667271614075
|
|
},
|
|
{
|
|
"p": 0.08327227085828781,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11070024967193604,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 75,
|
|
"train_loss": 0.7733601331710815,
|
|
"val_loss": 0.9277369379997253,
|
|
"acc": 67.52,
|
|
"time": 139.91891377605498,
|
|
"param": [
|
|
{
|
|
"p": 0.07422400265932083,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10206514596939087,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02944117598235607,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06534944474697113,
|
|
"m": 0.02729504182934761
|
|
},
|
|
{
|
|
"p": 0.1061975285410881,
|
|
"m": 0.6116880774497986
|
|
},
|
|
{
|
|
"p": 0.08375489711761475,
|
|
"m": 0.4107263684272766
|
|
},
|
|
{
|
|
"p": 0.042242296040058136,
|
|
"m": 0.37823808193206787
|
|
},
|
|
{
|
|
"p": 0.15850545465946198,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0646601989865303,
|
|
"m": 0.8185158967971802
|
|
},
|
|
{
|
|
"p": 0.050944019109010696,
|
|
"m": 0.9599750638008118
|
|
},
|
|
{
|
|
"p": 0.015860041603446007,
|
|
"m": 0.836724042892456
|
|
},
|
|
{
|
|
"p": 0.002418891293928027,
|
|
"m": 0.9807599782943726
|
|
},
|
|
{
|
|
"p": 0.09250359982252121,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11183328926563263,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 76,
|
|
"train_loss": 0.6084623336791992,
|
|
"val_loss": 1.053714394569397,
|
|
"acc": 68.26,
|
|
"time": 143.59291819296777,
|
|
"param": [
|
|
{
|
|
"p": 0.07258991152048111,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11959090828895569,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05675758793950081,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06141412630677223,
|
|
"m": 0.03315621241927147
|
|
},
|
|
{
|
|
"p": 0.1037268340587616,
|
|
"m": 0.5877377390861511
|
|
},
|
|
{
|
|
"p": 0.08147925138473511,
|
|
"m": 0.3803241550922394
|
|
},
|
|
{
|
|
"p": 0.03764352202415466,
|
|
"m": 0.35514724254608154
|
|
},
|
|
{
|
|
"p": 0.1356654018163681,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.048468172550201416,
|
|
"m": 0.8298412561416626
|
|
},
|
|
{
|
|
"p": 0.029764242470264435,
|
|
"m": 0.9453519582748413
|
|
},
|
|
{
|
|
"p": 0.016824768856167793,
|
|
"m": 0.8328201174736023
|
|
},
|
|
{
|
|
"p": 0.030351778492331505,
|
|
"m": 0.9839996099472046
|
|
},
|
|
{
|
|
"p": 0.10616252571344376,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09956105053424835,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 77,
|
|
"train_loss": 0.7536640763282776,
|
|
"val_loss": 1.067887306213379,
|
|
"acc": 67.37,
|
|
"time": 146.564000061946,
|
|
"param": [
|
|
{
|
|
"p": 0.07281393557786942,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12146362662315369,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07345937937498093,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045589737594127655,
|
|
"m": 0.04231004789471626
|
|
},
|
|
{
|
|
"p": 0.07330391556024551,
|
|
"m": 0.5813159942626953
|
|
},
|
|
{
|
|
"p": 0.08787239342927933,
|
|
"m": 0.30743175745010376
|
|
},
|
|
{
|
|
"p": 0.04745246469974518,
|
|
"m": 0.3514368236064911
|
|
},
|
|
{
|
|
"p": 0.11817038059234619,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.04906292259693146,
|
|
"m": 0.8509693145751953
|
|
},
|
|
{
|
|
"p": 0.035308100283145905,
|
|
"m": 0.935787558555603
|
|
},
|
|
{
|
|
"p": 0.023331189528107643,
|
|
"m": 0.832069456577301
|
|
},
|
|
{
|
|
"p": 0.057615015655756,
|
|
"m": 0.9841184020042419
|
|
},
|
|
{
|
|
"p": 0.09834642708301544,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0962105318903923,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 78,
|
|
"train_loss": 0.7121151685714722,
|
|
"val_loss": 1.12611985206604,
|
|
"acc": 68.68,
|
|
"time": 147.35042732697912,
|
|
"param": [
|
|
{
|
|
"p": 0.07317627966403961,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10251995176076889,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08377157896757126,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03111669421195984,
|
|
"m": 0.043770235031843185
|
|
},
|
|
{
|
|
"p": 0.054500825703144073,
|
|
"m": 0.5810944437980652
|
|
},
|
|
{
|
|
"p": 0.09632837772369385,
|
|
"m": 0.2161296159029007
|
|
},
|
|
{
|
|
"p": 0.060713991522789,
|
|
"m": 0.3564872741699219
|
|
},
|
|
{
|
|
"p": 0.11170271784067154,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.055940303951501846,
|
|
"m": 0.8860745429992676
|
|
},
|
|
{
|
|
"p": 0.04783886671066284,
|
|
"m": 0.9285750985145569
|
|
},
|
|
{
|
|
"p": 0.037985339760780334,
|
|
"m": 0.8340377807617188
|
|
},
|
|
{
|
|
"p": 0.06303036212921143,
|
|
"m": 0.9825857877731323
|
|
},
|
|
{
|
|
"p": 0.09489583969116211,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08647888898849487,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 79,
|
|
"train_loss": 0.3639899492263794,
|
|
"val_loss": 0.823656439781189,
|
|
"acc": 68.83,
|
|
"time": 140.5938056060113,
|
|
"param": [
|
|
{
|
|
"p": 0.07633790373802185,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08082502335309982,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08381253480911255,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021383410319685936,
|
|
"m": 0.04114443436264992
|
|
},
|
|
{
|
|
"p": 0.04631411284208298,
|
|
"m": 0.5923463106155396
|
|
},
|
|
{
|
|
"p": 0.09029778093099594,
|
|
"m": 0.12597663700580597
|
|
},
|
|
{
|
|
"p": 0.07813239842653275,
|
|
"m": 0.3785579800605774
|
|
},
|
|
{
|
|
"p": 0.1315222829580307,
|
|
"m": 0.021477550268173218
|
|
},
|
|
{
|
|
"p": 0.041124701499938965,
|
|
"m": 0.8623542189598083
|
|
},
|
|
{
|
|
"p": 0.05665038898587227,
|
|
"m": 0.9175479412078857
|
|
},
|
|
{
|
|
"p": 0.02537432685494423,
|
|
"m": 0.8314694166183472
|
|
},
|
|
{
|
|
"p": 0.058718569576740265,
|
|
"m": 0.9849610924720764
|
|
},
|
|
{
|
|
"p": 0.09873208403587341,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11077441275119781,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 80,
|
|
"train_loss": 0.5956506133079529,
|
|
"val_loss": 0.7754014730453491,
|
|
"acc": 68.89,
|
|
"time": 141.50863234489225,
|
|
"param": [
|
|
{
|
|
"p": 0.08364162594079971,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049149420112371445,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05848846584558487,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.018857471644878387,
|
|
"m": 0.034283559769392014
|
|
},
|
|
{
|
|
"p": 0.04737471416592598,
|
|
"m": 0.6061522364616394
|
|
},
|
|
{
|
|
"p": 0.08589547872543335,
|
|
"m": 0.0786883533000946
|
|
},
|
|
{
|
|
"p": 0.1039060652256012,
|
|
"m": 0.36443331837654114
|
|
},
|
|
{
|
|
"p": 0.1478615552186966,
|
|
"m": 0.005281692370772362
|
|
},
|
|
{
|
|
"p": 0.027629487216472626,
|
|
"m": 0.8452709317207336
|
|
},
|
|
{
|
|
"p": 0.058185894042253494,
|
|
"m": 0.9019405841827393
|
|
},
|
|
{
|
|
"p": 0.013527486473321915,
|
|
"m": 0.8302037715911865
|
|
},
|
|
{
|
|
"p": 0.049628790467977524,
|
|
"m": 0.9732550382614136
|
|
},
|
|
{
|
|
"p": 0.11305438727140427,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14279910922050476,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 81,
|
|
"train_loss": 0.40590259432792664,
|
|
"val_loss": 1.054280161857605,
|
|
"acc": 68.73,
|
|
"time": 139.49260995490476,
|
|
"param": [
|
|
{
|
|
"p": 0.08249817788600922,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05331674963235855,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06106084957718849,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025305720046162605,
|
|
"m": 0.030396101996302605
|
|
},
|
|
{
|
|
"p": 0.07824234664440155,
|
|
"m": 0.6209986209869385
|
|
},
|
|
{
|
|
"p": 0.06409076601266861,
|
|
"m": 0.04821963980793953
|
|
},
|
|
{
|
|
"p": 0.10708725452423096,
|
|
"m": 0.34371626377105713
|
|
},
|
|
{
|
|
"p": 0.14532431960105896,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.04259087145328522,
|
|
"m": 0.8676000833511353
|
|
},
|
|
{
|
|
"p": 0.043055251240730286,
|
|
"m": 0.8902320861816406
|
|
},
|
|
{
|
|
"p": 0.02179531566798687,
|
|
"m": 0.8318879008293152
|
|
},
|
|
{
|
|
"p": 0.04514903575181961,
|
|
"m": 0.9700719714164734
|
|
},
|
|
{
|
|
"p": 0.12073122709989548,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10975215584039688,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 82,
|
|
"train_loss": 0.48008254170417786,
|
|
"val_loss": 0.8883528113365173,
|
|
"acc": 69.55,
|
|
"time": 142.2235003488604,
|
|
"param": [
|
|
{
|
|
"p": 0.07901328802108765,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06385771930217743,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08268766850233078,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.033860236406326294,
|
|
"m": 0.02985468879342079
|
|
},
|
|
{
|
|
"p": 0.09886133670806885,
|
|
"m": 0.5834627747535706
|
|
},
|
|
{
|
|
"p": 0.0444859154522419,
|
|
"m": 0.04651666060090065
|
|
},
|
|
{
|
|
"p": 0.09067552536725998,
|
|
"m": 0.31252434849739075
|
|
},
|
|
{
|
|
"p": 0.11849511414766312,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.06855904310941696,
|
|
"m": 0.8798391222953796
|
|
},
|
|
{
|
|
"p": 0.04825303703546524,
|
|
"m": 0.8597238659858704
|
|
},
|
|
{
|
|
"p": 0.03094227984547615,
|
|
"m": 0.8246585726737976
|
|
},
|
|
{
|
|
"p": 0.04303411394357681,
|
|
"m": 0.9557002782821655
|
|
},
|
|
{
|
|
"p": 0.1206013411283493,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07667339593172073,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 83,
|
|
"train_loss": 0.31417497992515564,
|
|
"val_loss": 1.117753267288208,
|
|
"acc": 68.89,
|
|
"time": 140.2931823588442,
|
|
"param": [
|
|
{
|
|
"p": 0.0707538053393364,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05990529805421829,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09538042545318604,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04060853272676468,
|
|
"m": 0.043521348387002945
|
|
},
|
|
{
|
|
"p": 0.08592011779546738,
|
|
"m": 0.520649790763855
|
|
},
|
|
{
|
|
"p": 0.028242511674761772,
|
|
"m": 0.05209574103355408
|
|
},
|
|
{
|
|
"p": 0.08213695138692856,
|
|
"m": 0.287545770406723
|
|
},
|
|
{
|
|
"p": 0.10230959206819534,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.07500554621219635,
|
|
"m": 0.8693990111351013
|
|
},
|
|
{
|
|
"p": 0.05728635936975479,
|
|
"m": 0.8276274800300598
|
|
},
|
|
{
|
|
"p": 0.03817889839410782,
|
|
"m": 0.8154187202453613
|
|
},
|
|
{
|
|
"p": 0.042348071932792664,
|
|
"m": 0.9430506229400635
|
|
},
|
|
{
|
|
"p": 0.1271759271621704,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09474799782037735,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 84,
|
|
"train_loss": 0.47969144582748413,
|
|
"val_loss": 1.0576139688491821,
|
|
"acc": 68.8,
|
|
"time": 140.90385840507224,
|
|
"param": [
|
|
{
|
|
"p": 0.05950254946947098,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0602714903652668,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1333989053964615,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03708217665553093,
|
|
"m": 0.04748383164405823
|
|
},
|
|
{
|
|
"p": 0.045569390058517456,
|
|
"m": 0.45403021574020386
|
|
},
|
|
{
|
|
"p": 0.014046946540474892,
|
|
"m": 0.04972561448812485
|
|
},
|
|
{
|
|
"p": 0.07746230065822601,
|
|
"m": 0.26439064741134644
|
|
},
|
|
{
|
|
"p": 0.0957632064819336,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.07111307978630066,
|
|
"m": 0.79592365026474
|
|
},
|
|
{
|
|
"p": 0.06343282759189606,
|
|
"m": 0.8288055658340454
|
|
},
|
|
{
|
|
"p": 0.05108345299959183,
|
|
"m": 0.8164512515068054
|
|
},
|
|
{
|
|
"p": 0.05498364940285683,
|
|
"m": 0.9384573698043823
|
|
},
|
|
{
|
|
"p": 0.1486063301563263,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08768364787101746,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 85,
|
|
"train_loss": 0.3236751854419708,
|
|
"val_loss": 0.9318691492080688,
|
|
"acc": 68.4,
|
|
"time": 139.32318620197475,
|
|
"param": [
|
|
{
|
|
"p": 0.05485143885016441,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0707297995686531,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13725805282592773,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04166259244084358,
|
|
"m": 0.05330103263258934
|
|
},
|
|
{
|
|
"p": 0.015498580411076546,
|
|
"m": 0.4578750431537628
|
|
},
|
|
{
|
|
"p": 0.025851907208561897,
|
|
"m": 0.048511628061532974
|
|
},
|
|
{
|
|
"p": 0.06465268135070801,
|
|
"m": 0.2660232186317444
|
|
},
|
|
{
|
|
"p": 0.08689747005701065,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.07822026312351227,
|
|
"m": 0.7932803630828857
|
|
},
|
|
{
|
|
"p": 0.05850352719426155,
|
|
"m": 0.8320814371109009
|
|
},
|
|
{
|
|
"p": 0.06960420310497284,
|
|
"m": 0.8350933790206909
|
|
},
|
|
{
|
|
"p": 0.0815458595752716,
|
|
"m": 0.9492113590240479
|
|
},
|
|
{
|
|
"p": 0.1593698114156723,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0553538054227829,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 86,
|
|
"train_loss": 0.3631571829319,
|
|
"val_loss": 1.1266508102416992,
|
|
"acc": 68.58,
|
|
"time": 140.7798475078307,
|
|
"param": [
|
|
{
|
|
"p": 0.06704270094633102,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08339700102806091,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09513277560472488,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.033232420682907104,
|
|
"m": 0.06575260311365128
|
|
},
|
|
{
|
|
"p": 0.02295875921845436,
|
|
"m": 0.4712202250957489
|
|
},
|
|
{
|
|
"p": 0.04614263027906418,
|
|
"m": 0.03140517696738243
|
|
},
|
|
{
|
|
"p": 0.06234702840447426,
|
|
"m": 0.2892104983329773
|
|
},
|
|
{
|
|
"p": 0.0811409130692482,
|
|
"m": 0.01940089836716652
|
|
},
|
|
{
|
|
"p": 0.0709129124879837,
|
|
"m": 0.792068362236023
|
|
},
|
|
{
|
|
"p": 0.04147852957248688,
|
|
"m": 0.8503828048706055
|
|
},
|
|
{
|
|
"p": 0.09111477434635162,
|
|
"m": 0.8784985542297363
|
|
},
|
|
{
|
|
"p": 0.10386363416910172,
|
|
"m": 0.9590164422988892
|
|
},
|
|
{
|
|
"p": 0.15573491156101227,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04550100862979889,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 87,
|
|
"train_loss": 0.3173690438270569,
|
|
"val_loss": 0.9928387403488159,
|
|
"acc": 68.82,
|
|
"time": 140.91341412509792,
|
|
"param": [
|
|
{
|
|
"p": 0.0724932849407196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07041466981172562,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049168284982442856,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.024266716092824936,
|
|
"m": 0.0774209052324295
|
|
},
|
|
{
|
|
"p": 0.07075350731611252,
|
|
"m": 0.45325523614883423
|
|
},
|
|
{
|
|
"p": 0.06225743889808655,
|
|
"m": 0.01954025775194168
|
|
},
|
|
{
|
|
"p": 0.05213379114866257,
|
|
"m": 0.28182360529899597
|
|
},
|
|
{
|
|
"p": 0.07333889603614807,
|
|
"m": 0.030158184468746185
|
|
},
|
|
{
|
|
"p": 0.05941412225365639,
|
|
"m": 0.7544540166854858
|
|
},
|
|
{
|
|
"p": 0.03550560027360916,
|
|
"m": 0.8382475972175598
|
|
},
|
|
{
|
|
"p": 0.09460049122571945,
|
|
"m": 0.84476637840271
|
|
},
|
|
{
|
|
"p": 0.1117851510643959,
|
|
"m": 0.9690682888031006
|
|
},
|
|
{
|
|
"p": 0.15574300289154053,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06812503933906555,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 88,
|
|
"train_loss": 0.40258824825286865,
|
|
"val_loss": 1.1600669622421265,
|
|
"acc": 68.91,
|
|
"time": 142.81827716319822,
|
|
"param": [
|
|
{
|
|
"p": 0.07152005285024643,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05625348910689354,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022107286378741264,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020114602521061897,
|
|
"m": 0.08023586869239807
|
|
},
|
|
{
|
|
"p": 0.09153655916452408,
|
|
"m": 0.4313952326774597
|
|
},
|
|
{
|
|
"p": 0.05982459336519241,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.04705274850130081,
|
|
"m": 0.25057023763656616
|
|
},
|
|
{
|
|
"p": 0.07190927863121033,
|
|
"m": 0.06218523159623146
|
|
},
|
|
{
|
|
"p": 0.04902616888284683,
|
|
"m": 0.759383499622345
|
|
},
|
|
{
|
|
"p": 0.029634995386004448,
|
|
"m": 0.8170494437217712
|
|
},
|
|
{
|
|
"p": 0.09195023030042648,
|
|
"m": 0.7911569476127625
|
|
},
|
|
{
|
|
"p": 0.1284979283809662,
|
|
"m": 0.9865651726722717
|
|
},
|
|
{
|
|
"p": 0.16281013190746307,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09776187688112259,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 89,
|
|
"train_loss": 0.30747151374816895,
|
|
"val_loss": 1.0200214385986328,
|
|
"acc": 67.95,
|
|
"time": 139.91719762212597,
|
|
"param": [
|
|
{
|
|
"p": 0.0856851190328598,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06661322712898254,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02789207547903061,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019349388778209686,
|
|
"m": 0.07161465287208557
|
|
},
|
|
{
|
|
"p": 0.07540298998355865,
|
|
"m": 0.37214797735214233
|
|
},
|
|
{
|
|
"p": 0.05659786984324455,
|
|
"m": 0.013557744212448597
|
|
},
|
|
{
|
|
"p": 0.04538285359740257,
|
|
"m": 0.229364812374115
|
|
},
|
|
{
|
|
"p": 0.06415162980556488,
|
|
"m": 0.05155022814869881
|
|
},
|
|
{
|
|
"p": 0.01614849828183651,
|
|
"m": 0.7534469962120056
|
|
},
|
|
{
|
|
"p": 0.014555881731212139,
|
|
"m": 0.8073092699050903
|
|
},
|
|
{
|
|
"p": 0.09049609303474426,
|
|
"m": 0.7783101201057434
|
|
},
|
|
{
|
|
"p": 0.14791586995124817,
|
|
"m": 0.9703484177589417
|
|
},
|
|
{
|
|
"p": 0.18073610961437225,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10907237976789474,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 90,
|
|
"train_loss": 0.2761803865432739,
|
|
"val_loss": 1.3901273012161255,
|
|
"acc": 67.53,
|
|
"time": 147.33490607794374,
|
|
"param": [
|
|
{
|
|
"p": 0.08855842798948288,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07876006513834,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055180810391902924,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02181747928261757,
|
|
"m": 0.08389921486377716
|
|
},
|
|
{
|
|
"p": 0.059239521622657776,
|
|
"m": 0.3193991482257843
|
|
},
|
|
{
|
|
"p": 0.06058064103126526,
|
|
"m": 0.0376741886138916
|
|
},
|
|
{
|
|
"p": 0.06290770322084427,
|
|
"m": 0.24941956996917725
|
|
},
|
|
{
|
|
"p": 0.0604848749935627,
|
|
"m": 0.032061684876680374
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.741302490234375
|
|
},
|
|
{
|
|
"p": 0.0034525797236710787,
|
|
"m": 0.8022437691688538
|
|
},
|
|
{
|
|
"p": 0.0703011006116867,
|
|
"m": 0.792107343673706
|
|
},
|
|
{
|
|
"p": 0.14141517877578735,
|
|
"m": 0.9587451219558716
|
|
},
|
|
{
|
|
"p": 0.1716078370809555,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12569373846054077,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 91,
|
|
"train_loss": 0.3441210091114044,
|
|
"val_loss": 1.0976048707962036,
|
|
"acc": 68.27,
|
|
"time": 142.84055264783092,
|
|
"param": [
|
|
{
|
|
"p": 0.09519032388925552,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071681447327137,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060872096568346024,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04102873057126999,
|
|
"m": 0.10454297065734863
|
|
},
|
|
{
|
|
"p": 0.038849618285894394,
|
|
"m": 0.2829519212245941
|
|
},
|
|
{
|
|
"p": 0.06930382549762726,
|
|
"m": 0.032498110085725784
|
|
},
|
|
{
|
|
"p": 0.06974669545888901,
|
|
"m": 0.26522931456565857
|
|
},
|
|
{
|
|
"p": 0.060374725610017776,
|
|
"m": 0.026262978091835976
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.7379148602485657
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.8003714084625244
|
|
},
|
|
{
|
|
"p": 0.06006895378232002,
|
|
"m": 0.7796850800514221
|
|
},
|
|
{
|
|
"p": 0.1421881765127182,
|
|
"m": 0.9419609904289246
|
|
},
|
|
{
|
|
"p": 0.1786506474018097,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11204469949007034,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 92,
|
|
"train_loss": 0.3159558176994324,
|
|
"val_loss": 1.2414674758911133,
|
|
"acc": 68.95,
|
|
"time": 138.2917200080119,
|
|
"param": [
|
|
{
|
|
"p": 0.10185657441616058,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05717453360557556,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04859541356563568,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06339627504348755,
|
|
"m": 0.10304658859968185
|
|
},
|
|
{
|
|
"p": 0.04613581299781799,
|
|
"m": 0.23446735739707947
|
|
},
|
|
{
|
|
"p": 0.07271192967891693,
|
|
"m": 0.022676022723317146
|
|
},
|
|
{
|
|
"p": 0.07666632533073425,
|
|
"m": 0.25124844908714294
|
|
},
|
|
{
|
|
"p": 0.058748986572027206,
|
|
"m": 0.0356053002178669
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.7379570603370667
|
|
},
|
|
{
|
|
"p": 0.002716085873544216,
|
|
"m": 0.8013312220573425
|
|
},
|
|
{
|
|
"p": 0.04055386781692505,
|
|
"m": 0.7613717913627625
|
|
},
|
|
{
|
|
"p": 0.1577392965555191,
|
|
"m": 0.94749516248703
|
|
},
|
|
{
|
|
"p": 0.19028854370117188,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08341631293296814,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 93,
|
|
"train_loss": 0.2645946741104126,
|
|
"val_loss": 1.0582784414291382,
|
|
"acc": 69.08,
|
|
"time": 139.3165093420539,
|
|
"param": [
|
|
{
|
|
"p": 0.09770694375038147,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055070456117391586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05412887781858444,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08066084235906601,
|
|
"m": 0.08233072608709335
|
|
},
|
|
{
|
|
"p": 0.03760026767849922,
|
|
"m": 0.1712339222431183
|
|
},
|
|
{
|
|
"p": 0.0640622079372406,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.09624404460191727,
|
|
"m": 0.2691538333892822
|
|
},
|
|
{
|
|
"p": 0.043925702571868896,
|
|
"m": 0.04420130327343941
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.7390574216842651
|
|
},
|
|
{
|
|
"p": 0.00871968362480402,
|
|
"m": 0.8015525937080383
|
|
},
|
|
{
|
|
"p": 0.03405261039733887,
|
|
"m": 0.7490951418876648
|
|
},
|
|
{
|
|
"p": 0.16253706812858582,
|
|
"m": 0.9081852436065674
|
|
},
|
|
{
|
|
"p": 0.20881327986717224,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05647802725434303,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 94,
|
|
"train_loss": 0.26977288722991943,
|
|
"val_loss": 0.9688532948493958,
|
|
"acc": 68.42,
|
|
"time": 147.97428912483156,
|
|
"param": [
|
|
{
|
|
"p": 0.097815603017807,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06720458716154099,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0511493980884552,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09334251284599304,
|
|
"m": 0.07726752758026123
|
|
},
|
|
{
|
|
"p": 0.02513822726905346,
|
|
"m": 0.11504056304693222
|
|
},
|
|
{
|
|
"p": 0.05633249133825302,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.10385479778051376,
|
|
"m": 0.26939427852630615
|
|
},
|
|
{
|
|
"p": 0.03631816804409027,
|
|
"m": 0.04750307276844978
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.7406034469604492
|
|
},
|
|
{
|
|
"p": 0.007945515215396881,
|
|
"m": 0.8035851120948792
|
|
},
|
|
{
|
|
"p": 0.0425570085644722,
|
|
"m": 0.7293791174888611
|
|
},
|
|
{
|
|
"p": 0.14895693957805634,
|
|
"m": 0.9417338967323303
|
|
},
|
|
{
|
|
"p": 0.2208263874053955,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04855841025710106,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 95,
|
|
"train_loss": 0.2414531707763672,
|
|
"val_loss": 1.0989302396774292,
|
|
"acc": 68.23,
|
|
"time": 139.93823728710413,
|
|
"param": [
|
|
{
|
|
"p": 0.08170932531356812,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06728529930114746,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045008543878793716,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08792801946401596,
|
|
"m": 0.06457573920488358
|
|
},
|
|
{
|
|
"p": 0.021996995434165,
|
|
"m": 0.08364284038543701
|
|
},
|
|
{
|
|
"p": 0.05389612168073654,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.08849099278450012,
|
|
"m": 0.1822890341281891
|
|
},
|
|
{
|
|
"p": 0.03768577426671982,
|
|
"m": 0.05410325527191162
|
|
},
|
|
{
|
|
"p": 0.009123033843934536,
|
|
"m": 0.7423335313796997
|
|
},
|
|
{
|
|
"p": 0.019576992839574814,
|
|
"m": 0.8126169443130493
|
|
},
|
|
{
|
|
"p": 0.0458516925573349,
|
|
"m": 0.7118889093399048
|
|
},
|
|
{
|
|
"p": 0.12746454775333405,
|
|
"m": 0.9194706082344055
|
|
},
|
|
{
|
|
"p": 0.21455606818199158,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09942657500505447,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 96,
|
|
"train_loss": 0.2649289667606354,
|
|
"val_loss": 1.0978171825408936,
|
|
"acc": 67.46,
|
|
"time": 139.81776601891033,
|
|
"param": [
|
|
{
|
|
"p": 0.05716323480010033,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053479764610528946,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04298599809408188,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08120407164096832,
|
|
"m": 0.052255842834711075
|
|
},
|
|
{
|
|
"p": 0.0259750634431839,
|
|
"m": 0.08270890265703201
|
|
},
|
|
{
|
|
"p": 0.04040800407528877,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.09102915972471237,
|
|
"m": 0.16182249784469604
|
|
},
|
|
{
|
|
"p": 0.04056398198008537,
|
|
"m": 0.05076204240322113
|
|
},
|
|
{
|
|
"p": 0.03745609521865845,
|
|
"m": 0.7464639544487
|
|
},
|
|
{
|
|
"p": 0.036301810294389725,
|
|
"m": 0.8265483379364014
|
|
},
|
|
{
|
|
"p": 0.06483921408653259,
|
|
"m": 0.723156750202179
|
|
},
|
|
{
|
|
"p": 0.1042022854089737,
|
|
"m": 0.9108138680458069
|
|
},
|
|
{
|
|
"p": 0.1987023800611496,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12568899989128113,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 97,
|
|
"train_loss": 0.39691248536109924,
|
|
"val_loss": 1.0909160375595093,
|
|
"acc": 68.73,
|
|
"time": 142.23252160381526,
|
|
"param": [
|
|
{
|
|
"p": 0.04643546789884567,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06269042938947678,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0613241083920002,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08529672771692276,
|
|
"m": 0.018159834668040276
|
|
},
|
|
{
|
|
"p": 0.023862551897764206,
|
|
"m": 0.07644273340702057
|
|
},
|
|
{
|
|
"p": 0.026117241010069847,
|
|
"m": 0.00830218568444252
|
|
},
|
|
{
|
|
"p": 0.09119811654090881,
|
|
"m": 0.15468496084213257
|
|
},
|
|
{
|
|
"p": 0.05239138752222061,
|
|
"m": 0.06039866805076599
|
|
},
|
|
{
|
|
"p": 0.055330581963062286,
|
|
"m": 0.743483304977417
|
|
},
|
|
{
|
|
"p": 0.04858947545289993,
|
|
"m": 0.8418630957603455
|
|
},
|
|
{
|
|
"p": 0.05554454028606415,
|
|
"m": 0.731208860874176
|
|
},
|
|
{
|
|
"p": 0.08801873028278351,
|
|
"m": 0.8989278078079224
|
|
},
|
|
{
|
|
"p": 0.19568806886672974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10751262307167053,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 98,
|
|
"train_loss": 0.27409791946411133,
|
|
"val_loss": 1.0540695190429688,
|
|
"acc": 68.39,
|
|
"time": 141.67879720614292,
|
|
"param": [
|
|
{
|
|
"p": 0.05382354184985161,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05909542739391327,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09394043684005737,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09232307970523834,
|
|
"m": 0.018780892714858055
|
|
},
|
|
{
|
|
"p": 0.025498416274785995,
|
|
"m": 0.06708525866270065
|
|
},
|
|
{
|
|
"p": 0.012887269258499146,
|
|
"m": 0.010578171350061893
|
|
},
|
|
{
|
|
"p": 0.08997657895088196,
|
|
"m": 0.11933248490095139
|
|
},
|
|
{
|
|
"p": 0.0597602017223835,
|
|
"m": 0.08576598018407822
|
|
},
|
|
{
|
|
"p": 0.055060092359781265,
|
|
"m": 0.7347795367240906
|
|
},
|
|
{
|
|
"p": 0.047436248511075974,
|
|
"m": 0.839973509311676
|
|
},
|
|
{
|
|
"p": 0.04035014286637306,
|
|
"m": 0.7472061514854431
|
|
},
|
|
{
|
|
"p": 0.0817500576376915,
|
|
"m": 0.8819504976272583
|
|
},
|
|
{
|
|
"p": 0.19359374046325684,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09450484812259674,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 99,
|
|
"train_loss": 0.4343632757663727,
|
|
"val_loss": 1.193578839302063,
|
|
"acc": 68.01,
|
|
"time": 142.72440675692633,
|
|
"param": [
|
|
{
|
|
"p": 0.05492651090025902,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05367650091648102,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08827850967645645,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08815030008554459,
|
|
"m": 0.01386062428355217
|
|
},
|
|
{
|
|
"p": 0.04028588905930519,
|
|
"m": 0.07021024823188782
|
|
},
|
|
{
|
|
"p": 0.01109545212239027,
|
|
"m": 0.013135511428117752
|
|
},
|
|
{
|
|
"p": 0.09796566516160965,
|
|
"m": 0.12554757297039032
|
|
},
|
|
{
|
|
"p": 0.06122509017586708,
|
|
"m": 0.0937492772936821
|
|
},
|
|
{
|
|
"p": 0.062265850603580475,
|
|
"m": 0.7261245846748352
|
|
},
|
|
{
|
|
"p": 0.037449151277542114,
|
|
"m": 0.8634200692176819
|
|
},
|
|
{
|
|
"p": 0.051951196044683456,
|
|
"m": 0.7641163468360901
|
|
},
|
|
{
|
|
"p": 0.06773344427347183,
|
|
"m": 0.8759713172912598
|
|
},
|
|
{
|
|
"p": 0.17742611467838287,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10757032781839371,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 100,
|
|
"train_loss": 0.38959455490112305,
|
|
"val_loss": 1.1978663206100464,
|
|
"acc": 69.13,
|
|
"time": 139.20091635291465,
|
|
"param": [
|
|
{
|
|
"p": 0.05376462638378143,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06283125281333923,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04589525982737541,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09180065989494324,
|
|
"m": 0.02669590339064598
|
|
},
|
|
{
|
|
"p": 0.04796064645051956,
|
|
"m": 0.030031369999051094
|
|
},
|
|
{
|
|
"p": 0.03313256800174713,
|
|
"m": 0.02644660696387291
|
|
},
|
|
{
|
|
"p": 0.10678791999816895,
|
|
"m": 0.14325889945030212
|
|
},
|
|
{
|
|
"p": 0.059127867221832275,
|
|
"m": 0.0836847797036171
|
|
},
|
|
{
|
|
"p": 0.0798196867108345,
|
|
"m": 0.6976092457771301
|
|
},
|
|
{
|
|
"p": 0.026032166555523872,
|
|
"m": 0.856713593006134
|
|
},
|
|
{
|
|
"p": 0.05061432346701622,
|
|
"m": 0.7780075073242188
|
|
},
|
|
{
|
|
"p": 0.05667721852660179,
|
|
"m": 0.843833863735199
|
|
},
|
|
{
|
|
"p": 0.1812373548746109,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10431845486164093,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 101,
|
|
"train_loss": 0.24058711528778076,
|
|
"val_loss": 0.9275993704795837,
|
|
"acc": 68.83,
|
|
"time": 143.94492825190537,
|
|
"param": [
|
|
{
|
|
"p": 0.050842463970184326,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04497126117348671,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028857776895165443,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09724210202693939,
|
|
"m": 0.02619565650820732
|
|
},
|
|
{
|
|
"p": 0.05700748413801193,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05404030531644821,
|
|
"m": 0.05815746635198593
|
|
},
|
|
{
|
|
"p": 0.11387840658426285,
|
|
"m": 0.12789702415466309
|
|
},
|
|
{
|
|
"p": 0.06226332113146782,
|
|
"m": 0.06241452693939209
|
|
},
|
|
{
|
|
"p": 0.08900030702352524,
|
|
"m": 0.6614183783531189
|
|
},
|
|
{
|
|
"p": 0.013743488118052483,
|
|
"m": 0.8484089970588684
|
|
},
|
|
{
|
|
"p": 0.03940344229340553,
|
|
"m": 0.7728263735771179
|
|
},
|
|
{
|
|
"p": 0.05517708882689476,
|
|
"m": 0.8284227252006531
|
|
},
|
|
{
|
|
"p": 0.19580581784248352,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09776673465967178,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 102,
|
|
"train_loss": 0.15879520773887634,
|
|
"val_loss": 1.1155420541763306,
|
|
"acc": 68.75,
|
|
"time": 144.03016332397237,
|
|
"param": [
|
|
{
|
|
"p": 0.04620976001024246,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04340492561459541,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06831817328929901,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08913996070623398,
|
|
"m": 0.029125697910785675
|
|
},
|
|
{
|
|
"p": 0.05956655740737915,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.07056908309459686,
|
|
"m": 0.11715896427631378
|
|
},
|
|
{
|
|
"p": 0.09802338480949402,
|
|
"m": 0.12544487416744232
|
|
},
|
|
{
|
|
"p": 0.05844573304057121,
|
|
"m": 0.057994209229946136
|
|
},
|
|
{
|
|
"p": 0.08979834616184235,
|
|
"m": 0.6532678008079529
|
|
},
|
|
{
|
|
"p": 0.016365105286240578,
|
|
"m": 0.8406237363815308
|
|
},
|
|
{
|
|
"p": 0.03476697579026222,
|
|
"m": 0.7484551072120667
|
|
},
|
|
{
|
|
"p": 0.061791468411684036,
|
|
"m": 0.8304927945137024
|
|
},
|
|
{
|
|
"p": 0.17431241273880005,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08928805589675903,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 103,
|
|
"train_loss": 0.553871214389801,
|
|
"val_loss": 1.1706922054290771,
|
|
"acc": 68.12,
|
|
"time": 146.0322894831188,
|
|
"param": [
|
|
{
|
|
"p": 0.0337543785572052,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06966996937990189,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0966859683394432,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08039543777704239,
|
|
"m": 0.020027559250593185
|
|
},
|
|
{
|
|
"p": 0.056170783936977386,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0784081295132637,
|
|
"m": 0.1045895591378212
|
|
},
|
|
{
|
|
"p": 0.07566791027784348,
|
|
"m": 0.11939868330955505
|
|
},
|
|
{
|
|
"p": 0.06409508734941483,
|
|
"m": 0.04987170919775963
|
|
},
|
|
{
|
|
"p": 0.07891281694173813,
|
|
"m": 0.6608401536941528
|
|
},
|
|
{
|
|
"p": 0.03213651105761528,
|
|
"m": 0.8496841192245483
|
|
},
|
|
{
|
|
"p": 0.0386352464556694,
|
|
"m": 0.7351232171058655
|
|
},
|
|
{
|
|
"p": 0.06583710759878159,
|
|
"m": 0.8339484333992004
|
|
},
|
|
{
|
|
"p": 0.1458674818277359,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08376328647136688,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 104,
|
|
"train_loss": 0.26227712631225586,
|
|
"val_loss": 1.0587059259414673,
|
|
"acc": 68.47,
|
|
"time": 140.89317477098666,
|
|
"param": [
|
|
{
|
|
"p": 0.018304821103811264,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0706007331609726,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07652311772108078,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07900464534759521,
|
|
"m": 0.004960918799042702
|
|
},
|
|
{
|
|
"p": 0.05309712886810303,
|
|
"m": 0.011022803373634815
|
|
},
|
|
{
|
|
"p": 0.09640895575284958,
|
|
"m": 0.11079952120780945
|
|
},
|
|
{
|
|
"p": 0.07452172040939331,
|
|
"m": 0.1316198706626892
|
|
},
|
|
{
|
|
"p": 0.07138387113809586,
|
|
"m": 0.034426260739564896
|
|
},
|
|
{
|
|
"p": 0.08712654560804367,
|
|
"m": 0.6872170567512512
|
|
},
|
|
{
|
|
"p": 0.03826974704861641,
|
|
"m": 0.8654280304908752
|
|
},
|
|
{
|
|
"p": 0.034968212246894836,
|
|
"m": 0.74265056848526
|
|
},
|
|
{
|
|
"p": 0.07357542961835861,
|
|
"m": 0.8274077773094177
|
|
},
|
|
{
|
|
"p": 0.1475641131401062,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07865094393491745,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 105,
|
|
"train_loss": 0.4583665430545807,
|
|
"val_loss": 1.1119104623794556,
|
|
"acc": 68.15,
|
|
"time": 144.43607106502168,
|
|
"param": [
|
|
{
|
|
"p": 0.016901226714253426,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05775293707847595,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06577642261981964,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07086729258298874,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.04995835945010185,
|
|
"m": 0.016184158623218536
|
|
},
|
|
{
|
|
"p": 0.08237341046333313,
|
|
"m": 0.0980418249964714
|
|
},
|
|
{
|
|
"p": 0.08213435858488083,
|
|
"m": 0.11807829886674881
|
|
},
|
|
{
|
|
"p": 0.08007828891277313,
|
|
"m": 0.03081311471760273
|
|
},
|
|
{
|
|
"p": 0.08689893782138824,
|
|
"m": 0.7295065522193909
|
|
},
|
|
{
|
|
"p": 0.038755252957344055,
|
|
"m": 0.8639276027679443
|
|
},
|
|
{
|
|
"p": 0.05350448563694954,
|
|
"m": 0.7703232765197754
|
|
},
|
|
{
|
|
"p": 0.07476167380809784,
|
|
"m": 0.8282520174980164
|
|
},
|
|
{
|
|
"p": 0.13471852242946625,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10551877319812775,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 106,
|
|
"train_loss": 0.24231937527656555,
|
|
"val_loss": 1.2626588344573975,
|
|
"acc": 67.7,
|
|
"time": 142.89409411000088,
|
|
"param": [
|
|
{
|
|
"p": 0.02045087143778801,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057315535843372345,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07091639190912247,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05692197382450104,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.045965343713760376,
|
|
"m": 0.028906987980008125
|
|
},
|
|
{
|
|
"p": 0.06710672378540039,
|
|
"m": 0.07344579696655273
|
|
},
|
|
{
|
|
"p": 0.09089092165231705,
|
|
"m": 0.1280478537082672
|
|
},
|
|
{
|
|
"p": 0.08826896548271179,
|
|
"m": 0.023496313020586967
|
|
},
|
|
{
|
|
"p": 0.08201146870851517,
|
|
"m": 0.7472870945930481
|
|
},
|
|
{
|
|
"p": 0.022558551281690598,
|
|
"m": 0.8699132800102234
|
|
},
|
|
{
|
|
"p": 0.06621115654706955,
|
|
"m": 0.7859632968902588
|
|
},
|
|
{
|
|
"p": 0.07465879619121552,
|
|
"m": 0.8296869993209839
|
|
},
|
|
{
|
|
"p": 0.11927974224090576,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13744351267814636,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 107,
|
|
"train_loss": 0.2605375349521637,
|
|
"val_loss": 1.1755982637405396,
|
|
"acc": 68.71,
|
|
"time": 141.51373705198057,
|
|
"param": [
|
|
{
|
|
"p": 0.01309189572930336,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08329077810049057,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08224331587553024,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04986829310655594,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.045747336000204086,
|
|
"m": 0.040403660386800766
|
|
},
|
|
{
|
|
"p": 0.08075015991926193,
|
|
"m": 0.07643943279981613
|
|
},
|
|
{
|
|
"p": 0.08559761941432953,
|
|
"m": 0.1272001564502716
|
|
},
|
|
{
|
|
"p": 0.09432671964168549,
|
|
"m": 0.0486593022942543
|
|
},
|
|
{
|
|
"p": 0.08385708928108215,
|
|
"m": 0.7611326575279236
|
|
},
|
|
{
|
|
"p": 0.021544666960835457,
|
|
"m": 0.8770178556442261
|
|
},
|
|
{
|
|
"p": 0.07524503767490387,
|
|
"m": 0.8076274991035461
|
|
},
|
|
{
|
|
"p": 0.07813985645771027,
|
|
"m": 0.8369792103767395
|
|
},
|
|
{
|
|
"p": 0.09916622936725616,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10713104158639908,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 108,
|
|
"train_loss": 0.3403530418872833,
|
|
"val_loss": 1.1540132761001587,
|
|
"acc": 68.4,
|
|
"time": 143.45123551320285,
|
|
"param": [
|
|
{
|
|
"p": 0.018476229161024094,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0859372466802597,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07928076386451721,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05401935428380966,
|
|
"m": 0.005228779278695583
|
|
},
|
|
{
|
|
"p": 0.05442902073264122,
|
|
"m": 0.03478126972913742
|
|
},
|
|
{
|
|
"p": 0.10422314703464508,
|
|
"m": 0.09522300213575363
|
|
},
|
|
{
|
|
"p": 0.07057084888219833,
|
|
"m": 0.09600843489170074
|
|
},
|
|
{
|
|
"p": 0.09795375913381577,
|
|
"m": 0.11653385311365128
|
|
},
|
|
{
|
|
"p": 0.08771436661481857,
|
|
"m": 0.7733151912689209
|
|
},
|
|
{
|
|
"p": 0.022064149379730225,
|
|
"m": 0.8795782923698425
|
|
},
|
|
{
|
|
"p": 0.07929927110671997,
|
|
"m": 0.815359354019165
|
|
},
|
|
{
|
|
"p": 0.07750137150287628,
|
|
"m": 0.8202187418937683
|
|
},
|
|
{
|
|
"p": 0.08301276713609695,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08551766723394394,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 109,
|
|
"train_loss": 0.38101354241371155,
|
|
"val_loss": 1.2466273307800293,
|
|
"acc": 68.55,
|
|
"time": 141.6395624021534,
|
|
"param": [
|
|
{
|
|
"p": 0.023205891251564026,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0967940241098404,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054063983261585236,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07325638830661774,
|
|
"m": 0.008230087347328663
|
|
},
|
|
{
|
|
"p": 0.06890902668237686,
|
|
"m": 0.038051996380090714
|
|
},
|
|
{
|
|
"p": 0.10657850652933121,
|
|
"m": 0.1265430599451065
|
|
},
|
|
{
|
|
"p": 0.05880172923207283,
|
|
"m": 0.06310240179300308
|
|
},
|
|
{
|
|
"p": 0.0981476679444313,
|
|
"m": 0.16190499067306519
|
|
},
|
|
{
|
|
"p": 0.08196023106575012,
|
|
"m": 0.7794276475906372
|
|
},
|
|
{
|
|
"p": 0.021860715001821518,
|
|
"m": 0.8820464015007019
|
|
},
|
|
{
|
|
"p": 0.07901231199502945,
|
|
"m": 0.7778128385543823
|
|
},
|
|
{
|
|
"p": 0.08634227514266968,
|
|
"m": 0.8137907981872559
|
|
},
|
|
{
|
|
"p": 0.07409606873989105,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07697129994630814,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 110,
|
|
"train_loss": 0.2709832787513733,
|
|
"val_loss": 1.1349037885665894,
|
|
"acc": 68.43,
|
|
"time": 143.95251766010188,
|
|
"param": [
|
|
{
|
|
"p": 0.02855563908815384,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08598057180643082,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05993502214550972,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10128748416900635,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.08284889906644821,
|
|
"m": 0.031738944351673126
|
|
},
|
|
{
|
|
"p": 0.05905541032552719,
|
|
"m": 0.005522140301764011
|
|
},
|
|
{
|
|
"p": 0.05772672966122627,
|
|
"m": 0.06572560220956802
|
|
},
|
|
{
|
|
"p": 0.10099267959594727,
|
|
"m": 0.20880310237407684
|
|
},
|
|
{
|
|
"p": 0.0635569840669632,
|
|
"m": 0.7596214413642883
|
|
},
|
|
{
|
|
"p": 0.036631401628255844,
|
|
"m": 0.8875306844711304
|
|
},
|
|
{
|
|
"p": 0.07279884815216064,
|
|
"m": 0.769544780254364
|
|
},
|
|
{
|
|
"p": 0.10135558992624283,
|
|
"m": 0.8003820776939392
|
|
},
|
|
{
|
|
"p": 0.07811447978019714,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07116033881902695,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 111,
|
|
"train_loss": 0.199223130941391,
|
|
"val_loss": 1.1093518733978271,
|
|
"acc": 67.91,
|
|
"time": 142.45670113991946,
|
|
"param": [
|
|
{
|
|
"p": 0.024171458557248116,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06066737696528435,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06761779636144638,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1376950591802597,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.09626953303813934,
|
|
"m": 0.01078678760677576
|
|
},
|
|
{
|
|
"p": 0.0359477624297142,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05332500860095024,
|
|
"m": 0.02727561816573143
|
|
},
|
|
{
|
|
"p": 0.09167557954788208,
|
|
"m": 0.20855246484279633
|
|
},
|
|
{
|
|
"p": 0.03976229205727577,
|
|
"m": 0.7472294569015503
|
|
},
|
|
{
|
|
"p": 0.03892744332551956,
|
|
"m": 0.8921140432357788
|
|
},
|
|
{
|
|
"p": 0.06656865775585175,
|
|
"m": 0.7459962964057922
|
|
},
|
|
{
|
|
"p": 0.1190350279211998,
|
|
"m": 0.777351438999176
|
|
},
|
|
{
|
|
"p": 0.0947636291384697,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07357335835695267,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 112,
|
|
"train_loss": 0.20107878744602203,
|
|
"val_loss": 1.0808199644088745,
|
|
"acc": 68.86,
|
|
"time": 139.70014167297632,
|
|
"param": [
|
|
{
|
|
"p": 0.014411749318242073,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06680858880281448,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07851731032133102,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15290629863739014,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.10904161632061005,
|
|
"m": 0.04935427010059357
|
|
},
|
|
{
|
|
"p": 0.030223775655031204,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.04867500439286232,
|
|
"m": 0.01640373095870018
|
|
},
|
|
{
|
|
"p": 0.0665634274482727,
|
|
"m": 0.19006404280662537
|
|
},
|
|
{
|
|
"p": 0.019930241629481316,
|
|
"m": 0.7332051992416382
|
|
},
|
|
{
|
|
"p": 0.03740481287240982,
|
|
"m": 0.8845272064208984
|
|
},
|
|
{
|
|
"p": 0.05237191170454025,
|
|
"m": 0.7026594281196594
|
|
},
|
|
{
|
|
"p": 0.13820050656795502,
|
|
"m": 0.7643617391586304
|
|
},
|
|
{
|
|
"p": 0.09449640661478043,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09044824540615082,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 113,
|
|
"train_loss": 0.330188512802124,
|
|
"val_loss": 1.5326108932495117,
|
|
"acc": 68.21,
|
|
"time": 141.75128009403124,
|
|
"param": [
|
|
{
|
|
"p": 0.00938909500837326,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08899246901273727,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06702327728271484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14650700986385345,
|
|
"m": 0.004934939090162516
|
|
},
|
|
{
|
|
"p": 0.12007347494363785,
|
|
"m": 0.0663827434182167
|
|
},
|
|
{
|
|
"p": 0.02313815988600254,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05178474634885788,
|
|
"m": 0.024454645812511444
|
|
},
|
|
{
|
|
"p": 0.0480971559882164,
|
|
"m": 0.16831175982952118
|
|
},
|
|
{
|
|
"p": 0.006053568329662085,
|
|
"m": 0.7291711568832397
|
|
},
|
|
{
|
|
"p": 0.04637552425265312,
|
|
"m": 0.8897854685783386
|
|
},
|
|
{
|
|
"p": 0.0487450547516346,
|
|
"m": 0.6733177304267883
|
|
},
|
|
{
|
|
"p": 0.1409960687160492,
|
|
"m": 0.7550956010818481
|
|
},
|
|
{
|
|
"p": 0.092072993516922,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11075147241353989,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 114,
|
|
"train_loss": 0.35866376757621765,
|
|
"val_loss": 1.298926830291748,
|
|
"acc": 67.77,
|
|
"time": 145.0120429159142,
|
|
"param": [
|
|
{
|
|
"p": 0.0042033204808831215,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1127137765288353,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07034801691770554,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13175712525844574,
|
|
"m": 0.055268868803977966
|
|
},
|
|
{
|
|
"p": 0.10737431049346924,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.02520383708178997,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.06232435628771782,
|
|
"m": 0.035427652299404144
|
|
},
|
|
{
|
|
"p": 0.03705272451043129,
|
|
"m": 0.1611526906490326
|
|
},
|
|
{
|
|
"p": 0.01000794768333435,
|
|
"m": 0.7282240986824036
|
|
},
|
|
{
|
|
"p": 0.054773785173892975,
|
|
"m": 0.8972078561782837
|
|
},
|
|
{
|
|
"p": 0.04860278591513634,
|
|
"m": 0.6779531836509705
|
|
},
|
|
{
|
|
"p": 0.13451914489269257,
|
|
"m": 0.7326762676239014
|
|
},
|
|
{
|
|
"p": 0.08667922019958496,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11443962156772614,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 115,
|
|
"train_loss": 0.6416650414466858,
|
|
"val_loss": 1.1673099994659424,
|
|
"acc": 67.41,
|
|
"time": 141.78042369196191,
|
|
"param": [
|
|
{
|
|
"p": 0.0012784488499164581,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10822665691375732,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08973976969718933,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12444327771663666,
|
|
"m": 0.10946669429540634
|
|
},
|
|
{
|
|
"p": 0.09311817586421967,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.027182361111044884,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.06471322476863861,
|
|
"m": 0.054199349135160446
|
|
},
|
|
{
|
|
"p": 0.0369911752641201,
|
|
"m": 0.17102326452732086
|
|
},
|
|
{
|
|
"p": 0.023759787902235985,
|
|
"m": 0.7289457321166992
|
|
},
|
|
{
|
|
"p": 0.042415421456098557,
|
|
"m": 0.8784944415092468
|
|
},
|
|
{
|
|
"p": 0.06476055085659027,
|
|
"m": 0.6751010417938232
|
|
},
|
|
{
|
|
"p": 0.13261741399765015,
|
|
"m": 0.6622390151023865
|
|
},
|
|
{
|
|
"p": 0.08763132244348526,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10312233865261078,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 116,
|
|
"train_loss": 0.3062059283256531,
|
|
"val_loss": 1.2811146974563599,
|
|
"acc": 67.71,
|
|
"time": 143.49629747704603,
|
|
"param": [
|
|
{
|
|
"p": 0.00636996841058135,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10129351913928986,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07393056899309158,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10084152221679688,
|
|
"m": 0.0794137567281723
|
|
},
|
|
{
|
|
"p": 0.09165080636739731,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.029277915135025978,
|
|
"m": 0.0005858124350197613
|
|
},
|
|
{
|
|
"p": 0.06695133447647095,
|
|
"m": 0.07531146705150604
|
|
},
|
|
{
|
|
"p": 0.031149400398135185,
|
|
"m": 0.16998127102851868
|
|
},
|
|
{
|
|
"p": 0.03931638225913048,
|
|
"m": 0.7306619882583618
|
|
},
|
|
{
|
|
"p": 0.04524536058306694,
|
|
"m": 0.887662410736084
|
|
},
|
|
{
|
|
"p": 0.0868532657623291,
|
|
"m": 0.6965011358261108
|
|
},
|
|
{
|
|
"p": 0.1298801451921463,
|
|
"m": 0.6161081790924072
|
|
},
|
|
{
|
|
"p": 0.08053599298000336,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1167038306593895,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 117,
|
|
"train_loss": 0.35191431641578674,
|
|
"val_loss": 1.1177016496658325,
|
|
"acc": 68.07,
|
|
"time": 143.46276759309694,
|
|
"param": [
|
|
{
|
|
"p": 0.011522944085299969,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09660056233406067,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08016420155763626,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08690772205591202,
|
|
"m": 0.0437404029071331
|
|
},
|
|
{
|
|
"p": 0.09118492156267166,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.02261710911989212,
|
|
"m": 0.005513967480510473
|
|
},
|
|
{
|
|
"p": 0.06484885513782501,
|
|
"m": 0.07792484015226364
|
|
},
|
|
{
|
|
"p": 0.03458356857299805,
|
|
"m": 0.16598056256771088
|
|
},
|
|
{
|
|
"p": 0.04411619156599045,
|
|
"m": 0.7441529035568237
|
|
},
|
|
{
|
|
"p": 0.054436225444078445,
|
|
"m": 0.9046350717544556
|
|
},
|
|
{
|
|
"p": 0.08984322845935822,
|
|
"m": 0.6839343309402466
|
|
},
|
|
{
|
|
"p": 0.11378409713506699,
|
|
"m": 0.6017939448356628
|
|
},
|
|
{
|
|
"p": 0.07105204463005066,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13833846151828766,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 118,
|
|
"train_loss": 0.34987151622772217,
|
|
"val_loss": 1.4069383144378662,
|
|
"acc": 65.84,
|
|
"time": 147.51591042196378,
|
|
"param": [
|
|
{
|
|
"p": 0.0022823866456747055,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07486264407634735,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08641556650400162,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09068623930215836,
|
|
"m": 0.03999783471226692
|
|
},
|
|
{
|
|
"p": 0.10004562139511108,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.019436754286289215,
|
|
"m": 0.009938259609043598
|
|
},
|
|
{
|
|
"p": 0.06226370856165886,
|
|
"m": 0.08244024217128754
|
|
},
|
|
{
|
|
"p": 0.02900839038193226,
|
|
"m": 0.16790172457695007
|
|
},
|
|
{
|
|
"p": 0.049394700676202774,
|
|
"m": 0.763007402420044
|
|
},
|
|
{
|
|
"p": 0.05819543078541756,
|
|
"m": 0.9084420204162598
|
|
},
|
|
{
|
|
"p": 0.09213647991418839,
|
|
"m": 0.6556548476219177
|
|
},
|
|
{
|
|
"p": 0.11156652122735977,
|
|
"m": 0.6031414270401001
|
|
},
|
|
{
|
|
"p": 0.0651133805513382,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15859219431877136,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 119,
|
|
"train_loss": 0.23885199427604675,
|
|
"val_loss": 1.1938776969909668,
|
|
"acc": 68.06,
|
|
"time": 143.33187281806022,
|
|
"param": [
|
|
{
|
|
"p": 0.00042603991460055113,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06021552532911301,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08482588827610016,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09011245518922806,
|
|
"m": 0.022750990465283394
|
|
},
|
|
{
|
|
"p": 0.11037889868021011,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.022444801405072212,
|
|
"m": 0.011782176792621613
|
|
},
|
|
{
|
|
"p": 0.06595504283905029,
|
|
"m": 0.08898777514696121
|
|
},
|
|
{
|
|
"p": 0.05323679372668266,
|
|
"m": 0.18057702481746674
|
|
},
|
|
{
|
|
"p": 0.03683329001069069,
|
|
"m": 0.7610222101211548
|
|
},
|
|
{
|
|
"p": 0.061335645616054535,
|
|
"m": 0.8431984186172485
|
|
},
|
|
{
|
|
"p": 0.09151047468185425,
|
|
"m": 0.6668944358825684
|
|
},
|
|
{
|
|
"p": 0.1166662871837616,
|
|
"m": 0.5882774591445923
|
|
},
|
|
{
|
|
"p": 0.06735740602016449,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1387014538049698,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 120,
|
|
"train_loss": 0.15897375345230103,
|
|
"val_loss": 1.2331727743148804,
|
|
"acc": 68.45,
|
|
"time": 139.41794020100497,
|
|
"param": [
|
|
{
|
|
"p": 0.01681632548570633,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07870681583881378,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06768105179071426,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08355966955423355,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.10182951390743256,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.04192887991666794,
|
|
"m": 0.019096646457910538
|
|
},
|
|
{
|
|
"p": 0.0722682997584343,
|
|
"m": 0.09695784002542496
|
|
},
|
|
{
|
|
"p": 0.07880422472953796,
|
|
"m": 0.1947188675403595
|
|
},
|
|
{
|
|
"p": 0.03744082897901535,
|
|
"m": 0.7260793447494507
|
|
},
|
|
{
|
|
"p": 0.05571529641747475,
|
|
"m": 0.7505005598068237
|
|
},
|
|
{
|
|
"p": 0.08019274473190308,
|
|
"m": 0.6750200986862183
|
|
},
|
|
{
|
|
"p": 0.10270704329013824,
|
|
"m": 0.5607258081436157
|
|
},
|
|
{
|
|
"p": 0.06660591065883636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11574342101812363,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 121,
|
|
"train_loss": 0.19161996245384216,
|
|
"val_loss": 1.0494440793991089,
|
|
"acc": 68.3,
|
|
"time": 137.61247717100196,
|
|
"param": [
|
|
{
|
|
"p": 0.022821078076958656,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08705828338861465,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08395453542470932,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08064660429954529,
|
|
"m": 0.0007908224361017346
|
|
},
|
|
{
|
|
"p": 0.0982244610786438,
|
|
"m": 0.0018361316761001945
|
|
},
|
|
{
|
|
"p": 0.043769463896751404,
|
|
"m": 0.018724365159869194
|
|
},
|
|
{
|
|
"p": 0.07009750604629517,
|
|
"m": 0.09150159358978271
|
|
},
|
|
{
|
|
"p": 0.07942061126232147,
|
|
"m": 0.17173820734024048
|
|
},
|
|
{
|
|
"p": 0.03117881715297699,
|
|
"m": 0.6981781125068665
|
|
},
|
|
{
|
|
"p": 0.04181932657957077,
|
|
"m": 0.7233788967132568
|
|
},
|
|
{
|
|
"p": 0.08625335991382599,
|
|
"m": 0.6558635234832764
|
|
},
|
|
{
|
|
"p": 0.10085469484329224,
|
|
"m": 0.5659261345863342
|
|
},
|
|
{
|
|
"p": 0.06511524319648743,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10878603905439377,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 122,
|
|
"train_loss": 0.22840969264507294,
|
|
"val_loss": 1.140329122543335,
|
|
"acc": 67.59,
|
|
"time": 146.09857597295195,
|
|
"param": [
|
|
{
|
|
"p": 0.018459921702742577,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08593717217445374,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1094726100564003,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.076054647564888,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0963447093963623,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.04844691976904869,
|
|
"m": 0.01685652695596218
|
|
},
|
|
{
|
|
"p": 0.05940915271639824,
|
|
"m": 0.10917600989341736
|
|
},
|
|
{
|
|
"p": 0.06133098155260086,
|
|
"m": 0.11085957288742065
|
|
},
|
|
{
|
|
"p": 0.03977121412754059,
|
|
"m": 0.679974377155304
|
|
},
|
|
{
|
|
"p": 0.04662395268678665,
|
|
"m": 0.6853093504905701
|
|
},
|
|
{
|
|
"p": 0.09183064848184586,
|
|
"m": 0.6415389180183411
|
|
},
|
|
{
|
|
"p": 0.10421847552061081,
|
|
"m": 0.5720476508140564
|
|
},
|
|
{
|
|
"p": 0.06806567311286926,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09403399378061295,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 123,
|
|
"train_loss": 0.36229628324508667,
|
|
"val_loss": 1.120758056640625,
|
|
"acc": 68.04,
|
|
"time": 145.0274631420616,
|
|
"param": [
|
|
{
|
|
"p": 0.01837363839149475,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0847470685839653,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11993490159511566,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07434147596359253,
|
|
"m": 0.008362035267055035
|
|
},
|
|
{
|
|
"p": 0.0865284875035286,
|
|
"m": 0.014824978075921535
|
|
},
|
|
{
|
|
"p": 0.058062102645635605,
|
|
"m": 0.028019586578011513
|
|
},
|
|
{
|
|
"p": 0.038801804184913635,
|
|
"m": 0.1255476325750351
|
|
},
|
|
{
|
|
"p": 0.057731784880161285,
|
|
"m": 0.10373065620660782
|
|
},
|
|
{
|
|
"p": 0.05362895503640175,
|
|
"m": 0.6707379817962646
|
|
},
|
|
{
|
|
"p": 0.06047075241804123,
|
|
"m": 0.6510114669799805
|
|
},
|
|
{
|
|
"p": 0.08730194717645645,
|
|
"m": 0.64186692237854
|
|
},
|
|
{
|
|
"p": 0.09465017914772034,
|
|
"m": 0.5413018465042114
|
|
},
|
|
{
|
|
"p": 0.06338880211114883,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10203814506530762,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 124,
|
|
"train_loss": 0.34380659461021423,
|
|
"val_loss": 1.5884190797805786,
|
|
"acc": 67.74,
|
|
"time": 147.4753576919902,
|
|
"param": [
|
|
{
|
|
"p": 0.0321536548435688,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09610278904438019,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10276016592979431,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06896664202213287,
|
|
"m": 0.014003535732626915
|
|
},
|
|
{
|
|
"p": 0.07885964959859848,
|
|
"m": 0.027889953926205635
|
|
},
|
|
{
|
|
"p": 0.07313334196805954,
|
|
"m": 0.0345628447830677
|
|
},
|
|
{
|
|
"p": 0.026527980342507362,
|
|
"m": 0.12539617717266083
|
|
},
|
|
{
|
|
"p": 0.04412559047341347,
|
|
"m": 0.08628042787313461
|
|
},
|
|
{
|
|
"p": 0.05778924375772476,
|
|
"m": 0.6711562275886536
|
|
},
|
|
{
|
|
"p": 0.0850435271859169,
|
|
"m": 0.6021342277526855
|
|
},
|
|
{
|
|
"p": 0.07425880432128906,
|
|
"m": 0.6395490169525146
|
|
},
|
|
{
|
|
"p": 0.08746793121099472,
|
|
"m": 0.5149095058441162
|
|
},
|
|
{
|
|
"p": 0.059360671788454056,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11345000565052032,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 125,
|
|
"train_loss": 0.2964176535606384,
|
|
"val_loss": 1.116673469543457,
|
|
"acc": 67.51,
|
|
"time": 144.77127212984487,
|
|
"param": [
|
|
{
|
|
"p": 0.03809734806418419,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08546856045722961,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09780390560626984,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05381513759493828,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.07322204858064651,
|
|
"m": 0.025020569562911987
|
|
},
|
|
{
|
|
"p": 0.07201828062534332,
|
|
"m": 0.025510946288704872
|
|
},
|
|
{
|
|
"p": 0.029021581634879112,
|
|
"m": 0.1087145283818245
|
|
},
|
|
{
|
|
"p": 0.03702009469270706,
|
|
"m": 0.09255576133728027
|
|
},
|
|
{
|
|
"p": 0.06029161810874939,
|
|
"m": 0.6967139840126038
|
|
},
|
|
{
|
|
"p": 0.11556487530469894,
|
|
"m": 0.606931209564209
|
|
},
|
|
{
|
|
"p": 0.06539826095104218,
|
|
"m": 0.6309691667556763
|
|
},
|
|
{
|
|
"p": 0.09805385768413544,
|
|
"m": 0.5172069668769836
|
|
},
|
|
{
|
|
"p": 0.0582951195538044,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11592932045459747,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 126,
|
|
"train_loss": 0.2885643243789673,
|
|
"val_loss": 1.2795023918151855,
|
|
"acc": 67.25,
|
|
"time": 140.6640810109675,
|
|
"param": [
|
|
{
|
|
"p": 0.03970959037542343,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07511450350284576,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08909338712692261,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04991815239191055,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0807928740978241,
|
|
"m": 0.005413461942225695
|
|
},
|
|
{
|
|
"p": 0.06763467937707901,
|
|
"m": 0.027661431580781937
|
|
},
|
|
{
|
|
"p": 0.020318971946835518,
|
|
"m": 0.09221412241458893
|
|
},
|
|
{
|
|
"p": 0.03259207680821419,
|
|
"m": 0.10483211278915405
|
|
},
|
|
{
|
|
"p": 0.04956093430519104,
|
|
"m": 0.7095855474472046
|
|
},
|
|
{
|
|
"p": 0.1424654871225357,
|
|
"m": 0.6798319816589355
|
|
},
|
|
{
|
|
"p": 0.053710613399744034,
|
|
"m": 0.6242460608482361
|
|
},
|
|
{
|
|
"p": 0.09893766045570374,
|
|
"m": 0.5612344145774841
|
|
},
|
|
{
|
|
"p": 0.07061079889535904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.129540354013443,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 127,
|
|
"train_loss": 0.5819114446640015,
|
|
"val_loss": 1.127368450164795,
|
|
"acc": 67.94,
|
|
"time": 142.41377976094373,
|
|
"param": [
|
|
{
|
|
"p": 0.03359897807240486,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057306915521621704,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08367685973644257,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03839673101902008,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.08499617129564285,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.07957200706005096,
|
|
"m": 0.02534334547817707
|
|
},
|
|
{
|
|
"p": 0.014462845399975777,
|
|
"m": 0.09153351932764053
|
|
},
|
|
{
|
|
"p": 0.021863112226128578,
|
|
"m": 0.11813846975564957
|
|
},
|
|
{
|
|
"p": 0.046395815908908844,
|
|
"m": 0.6876830458641052
|
|
},
|
|
{
|
|
"p": 0.16952954232692719,
|
|
"m": 0.6961404085159302
|
|
},
|
|
{
|
|
"p": 0.04754028841853142,
|
|
"m": 0.6349546313285828
|
|
},
|
|
{
|
|
"p": 0.09180445969104767,
|
|
"m": 0.5619490742683411
|
|
},
|
|
{
|
|
"p": 0.07631316035985947,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15454313158988953,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 128,
|
|
"train_loss": 0.5009849071502686,
|
|
"val_loss": 1.1286108493804932,
|
|
"acc": 67.36,
|
|
"time": 141.62968664290383,
|
|
"param": [
|
|
{
|
|
"p": 0.027840446680784225,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06355144083499908,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10156569629907608,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026064513251185417,
|
|
"m": 0.0038344289641827345
|
|
},
|
|
{
|
|
"p": 0.0941803827881813,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.08954878896474838,
|
|
"m": 0.015009523369371891
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.09366577118635178
|
|
},
|
|
{
|
|
"p": 0.020892146974802017,
|
|
"m": 0.11957351118326187
|
|
},
|
|
{
|
|
"p": 0.0685710608959198,
|
|
"m": 0.6728892922401428
|
|
},
|
|
{
|
|
"p": 0.12802255153656006,
|
|
"m": 0.7333922982215881
|
|
},
|
|
{
|
|
"p": 0.04709216207265854,
|
|
"m": 0.6465528607368469
|
|
},
|
|
{
|
|
"p": 0.11251594126224518,
|
|
"m": 0.5065165758132935
|
|
},
|
|
{
|
|
"p": 0.08441934734582901,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13573557138442993,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 129,
|
|
"train_loss": 0.23282010853290558,
|
|
"val_loss": 1.2522990703582764,
|
|
"acc": 66.92,
|
|
"time": 140.3306632488966,
|
|
"param": [
|
|
{
|
|
"p": 0.02237202599644661,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09659770131111145,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10243438929319382,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03364754840731621,
|
|
"m": 0.020141921937465668
|
|
},
|
|
{
|
|
"p": 0.09774310886859894,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.08088613301515579,
|
|
"m": 0.03319466859102249
|
|
},
|
|
{
|
|
"p": 0.0007180590182542801,
|
|
"m": 0.09818172454833984
|
|
},
|
|
{
|
|
"p": 0.017966626212000847,
|
|
"m": 0.12178273499011993
|
|
},
|
|
{
|
|
"p": 0.0755767747759819,
|
|
"m": 0.6742537021636963
|
|
},
|
|
{
|
|
"p": 0.09669581055641174,
|
|
"m": 0.6969533562660217
|
|
},
|
|
{
|
|
"p": 0.05281469598412514,
|
|
"m": 0.6588990092277527
|
|
},
|
|
{
|
|
"p": 0.11532355844974518,
|
|
"m": 0.4573056995868683
|
|
},
|
|
{
|
|
"p": 0.10399889200925827,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10322464257478714,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 130,
|
|
"train_loss": 0.3577440679073334,
|
|
"val_loss": 1.20199716091156,
|
|
"acc": 66.94,
|
|
"time": 138.78790929890238,
|
|
"param": [
|
|
{
|
|
"p": 0.011742946691811085,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10260927677154541,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12004861980676651,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03190785273909569,
|
|
"m": 0.02959406189620495
|
|
},
|
|
{
|
|
"p": 0.10912608355283737,
|
|
"m": 0.0023870193399488926
|
|
},
|
|
{
|
|
"p": 0.08456084132194519,
|
|
"m": 0.01767423190176487
|
|
},
|
|
{
|
|
"p": 0.0023892619647085667,
|
|
"m": 0.10302786529064178
|
|
},
|
|
{
|
|
"p": 0.0010748155182227492,
|
|
"m": 0.11451232433319092
|
|
},
|
|
{
|
|
"p": 0.0800226479768753,
|
|
"m": 0.658190906047821
|
|
},
|
|
{
|
|
"p": 0.07145166397094727,
|
|
"m": 0.6730871200561523
|
|
},
|
|
{
|
|
"p": 0.0618446059525013,
|
|
"m": 0.679536759853363
|
|
},
|
|
{
|
|
"p": 0.11779668182134628,
|
|
"m": 0.4446391463279724
|
|
},
|
|
{
|
|
"p": 0.11870680749416351,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08671784400939941,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 131,
|
|
"train_loss": 0.2999579608440399,
|
|
"val_loss": 1.5520964860916138,
|
|
"acc": 66.69,
|
|
"time": 149.85530151613057,
|
|
"param": [
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09705133736133575,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10505738109350204,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0354757122695446,
|
|
"m": 0.03900155425071716
|
|
},
|
|
{
|
|
"p": 0.11010181158781052,
|
|
"m": 0.012573515996336937
|
|
},
|
|
{
|
|
"p": 0.07702958583831787,
|
|
"m": 0.013332076370716095
|
|
},
|
|
{
|
|
"p": 0.01745976135134697,
|
|
"m": 0.10817292332649231
|
|
},
|
|
{
|
|
"p": 0.0018743686378002167,
|
|
"m": 0.11112449318170547
|
|
},
|
|
{
|
|
"p": 0.08655272424221039,
|
|
"m": 0.6655669808387756
|
|
},
|
|
{
|
|
"p": 0.07900010794401169,
|
|
"m": 0.6479827761650085
|
|
},
|
|
{
|
|
"p": 0.07426398992538452,
|
|
"m": 0.6990619897842407
|
|
},
|
|
{
|
|
"p": 0.10823950171470642,
|
|
"m": 0.41410866379737854
|
|
},
|
|
{
|
|
"p": 0.1016608402132988,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10623282939195633,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 132,
|
|
"train_loss": 0.12052921950817108,
|
|
"val_loss": 1.410974144935608,
|
|
"acc": 67.83,
|
|
"time": 139.81161528103985,
|
|
"param": [
|
|
{
|
|
"p": 0.007557499688118696,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0919756218791008,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08187248557806015,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04421509429812431,
|
|
"m": 0.05905888229608536
|
|
},
|
|
{
|
|
"p": 0.10900145769119263,
|
|
"m": 0.016683077439665794
|
|
},
|
|
{
|
|
"p": 0.05920266732573509,
|
|
"m": 0.015060242265462875
|
|
},
|
|
{
|
|
"p": 0.02791953645646572,
|
|
"m": 0.1214582547545433
|
|
},
|
|
{
|
|
"p": 0.016722552478313446,
|
|
"m": 0.11292640119791031
|
|
},
|
|
{
|
|
"p": 0.07691716402769089,
|
|
"m": 0.6663758158683777
|
|
},
|
|
{
|
|
"p": 0.08597437292337418,
|
|
"m": 0.6391428709030151
|
|
},
|
|
{
|
|
"p": 0.08258974552154541,
|
|
"m": 0.7199791669845581
|
|
},
|
|
{
|
|
"p": 0.1054481640458107,
|
|
"m": 0.37977492809295654
|
|
},
|
|
{
|
|
"p": 0.06665176153182983,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14395181834697723,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 133,
|
|
"train_loss": 0.17649537324905396,
|
|
"val_loss": 1.2550601959228516,
|
|
"acc": 67.23,
|
|
"time": 139.82307881792076,
|
|
"param": [
|
|
{
|
|
"p": 0.014779177494347095,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07774584740400314,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06315814703702927,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055682409554719925,
|
|
"m": 0.06502552330493927
|
|
},
|
|
{
|
|
"p": 0.12184551358222961,
|
|
"m": 0.020621472969651222
|
|
},
|
|
{
|
|
"p": 0.03654522821307182,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.021691011264920235,
|
|
"m": 0.13850882649421692
|
|
},
|
|
{
|
|
"p": 0.025792306289076805,
|
|
"m": 0.11965323239564896
|
|
},
|
|
{
|
|
"p": 0.08608897775411606,
|
|
"m": 0.6550106406211853
|
|
},
|
|
{
|
|
"p": 0.08718035370111465,
|
|
"m": 0.6858137249946594
|
|
},
|
|
{
|
|
"p": 0.10284437984228134,
|
|
"m": 0.7218000292778015
|
|
},
|
|
{
|
|
"p": 0.1019078865647316,
|
|
"m": 0.4118552803993225
|
|
},
|
|
{
|
|
"p": 0.03978397697210312,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16495470702648163,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 134,
|
|
"train_loss": 0.26479586958885193,
|
|
"val_loss": 1.4083950519561768,
|
|
"acc": 67.31,
|
|
"time": 142.72280719410628,
|
|
"param": [
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07532662153244019,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07205619663000107,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06684365123510361,
|
|
"m": 0.07525629550218582
|
|
},
|
|
{
|
|
"p": 0.1223083958029747,
|
|
"m": 0.05703099071979523
|
|
},
|
|
{
|
|
"p": 0.02690824493765831,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.011507631279528141,
|
|
"m": 0.13643959164619446
|
|
},
|
|
{
|
|
"p": 0.043388351798057556,
|
|
"m": 0.13681919872760773
|
|
},
|
|
{
|
|
"p": 0.09300964325666428,
|
|
"m": 0.6657565236091614
|
|
},
|
|
{
|
|
"p": 0.08598284423351288,
|
|
"m": 0.7303871512413025
|
|
},
|
|
{
|
|
"p": 0.1121324896812439,
|
|
"m": 0.7516810894012451
|
|
},
|
|
{
|
|
"p": 0.11166702210903168,
|
|
"m": 0.4071941375732422
|
|
},
|
|
{
|
|
"p": 0.03758389502763748,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1412850320339203,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 135,
|
|
"train_loss": 0.3482930660247803,
|
|
"val_loss": 1.4754223823547363,
|
|
"acc": 67.76,
|
|
"time": 140.48370813997462,
|
|
"param": [
|
|
{
|
|
"p": 0.000273361976724118,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08679667115211487,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0755915492773056,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.075547955930233,
|
|
"m": 0.056365545839071274
|
|
},
|
|
{
|
|
"p": 0.11511769145727158,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.01629451848566532,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0186119694262743,
|
|
"m": 0.14529800415039062
|
|
},
|
|
{
|
|
"p": 0.05537427216768265,
|
|
"m": 0.1545177400112152
|
|
},
|
|
{
|
|
"p": 0.09800445288419724,
|
|
"m": 0.6625264286994934
|
|
},
|
|
{
|
|
"p": 0.07366488128900528,
|
|
"m": 0.7341418862342834
|
|
},
|
|
{
|
|
"p": 0.11604657769203186,
|
|
"m": 0.7111883163452148
|
|
},
|
|
{
|
|
"p": 0.10368412733078003,
|
|
"m": 0.45392975211143494
|
|
},
|
|
{
|
|
"p": 0.04573201760649681,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11925995349884033,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 136,
|
|
"train_loss": 0.26264381408691406,
|
|
"val_loss": 1.1549277305603027,
|
|
"acc": 67.85,
|
|
"time": 140.7978531550616,
|
|
"param": [
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09496898949146271,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08208070695400238,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06370814144611359,
|
|
"m": 0.023520320653915405
|
|
},
|
|
{
|
|
"p": 0.12395326793193817,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0061251032166182995,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.03845423460006714,
|
|
"m": 0.16499055922031403
|
|
},
|
|
{
|
|
"p": 0.056186240166425705,
|
|
"m": 0.1512165665626526
|
|
},
|
|
{
|
|
"p": 0.11684802174568176,
|
|
"m": 0.6425298452377319
|
|
},
|
|
{
|
|
"p": 0.06537314504384995,
|
|
"m": 0.7470737099647522
|
|
},
|
|
{
|
|
"p": 0.10047005861997604,
|
|
"m": 0.6829508543014526
|
|
},
|
|
{
|
|
"p": 0.1014859676361084,
|
|
"m": 0.49092644453048706
|
|
},
|
|
{
|
|
"p": 0.05468349903821945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09566261619329453,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 137,
|
|
"train_loss": 0.27937689423561096,
|
|
"val_loss": 1.208082914352417,
|
|
"acc": 67.91,
|
|
"time": 150.61124302493408,
|
|
"param": [
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13411693274974823,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07212299108505249,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05229426920413971,
|
|
"m": 0.02241741120815277
|
|
},
|
|
{
|
|
"p": 0.12628073990345,
|
|
"m": 0.014359209686517715
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 3.300180469523184e-05
|
|
},
|
|
{
|
|
"p": 0.05891314521431923,
|
|
"m": 0.19232715666294098
|
|
},
|
|
{
|
|
"p": 0.05097679793834686,
|
|
"m": 0.14473162591457367
|
|
},
|
|
{
|
|
"p": 0.11177412420511246,
|
|
"m": 0.6331990957260132
|
|
},
|
|
{
|
|
"p": 0.05171089246869087,
|
|
"m": 0.7430828213691711
|
|
},
|
|
{
|
|
"p": 0.07339317351579666,
|
|
"m": 0.6724086403846741
|
|
},
|
|
{
|
|
"p": 0.11262545734643936,
|
|
"m": 0.5353670120239258
|
|
},
|
|
{
|
|
"p": 0.04859400540590286,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10719747096300125,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 138,
|
|
"train_loss": 0.2988084852695465,
|
|
"val_loss": 1.4270546436309814,
|
|
"acc": 66.68,
|
|
"time": 144.1385036590509,
|
|
"param": [
|
|
{
|
|
"p": 0.0005527690518647432,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12260039150714874,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07381559908390045,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05131756141781807,
|
|
"m": 0.02707701362669468
|
|
},
|
|
{
|
|
"p": 0.132306769490242,
|
|
"m": 0.03296392038464546
|
|
},
|
|
{
|
|
"p": 0.0017795495223253965,
|
|
"m": 0.0004683261504396796
|
|
},
|
|
{
|
|
"p": 0.08660629391670227,
|
|
"m": 0.21677707135677338
|
|
},
|
|
{
|
|
"p": 0.03952566161751747,
|
|
"m": 0.14890922605991364
|
|
},
|
|
{
|
|
"p": 0.12122812122106552,
|
|
"m": 0.6543809175491333
|
|
},
|
|
{
|
|
"p": 0.0522492490708828,
|
|
"m": 0.7248151302337646
|
|
},
|
|
{
|
|
"p": 0.0488295704126358,
|
|
"m": 0.6715273857116699
|
|
},
|
|
{
|
|
"p": 0.12301468104124069,
|
|
"m": 0.5324333906173706
|
|
},
|
|
{
|
|
"p": 0.04285155609250069,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10332215577363968,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 139,
|
|
"train_loss": 0.3438834249973297,
|
|
"val_loss": 1.114132046699524,
|
|
"acc": 68.45,
|
|
"time": 139.28302676300518,
|
|
"param": [
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07847308367490768,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08633807301521301,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04502297192811966,
|
|
"m": 0.03818943351507187
|
|
},
|
|
{
|
|
"p": 0.1319276988506317,
|
|
"m": 0.005891645792871714
|
|
},
|
|
{
|
|
"p": 0.0018192064017057419,
|
|
"m": 0.0016786559717729688
|
|
},
|
|
{
|
|
"p": 0.109371617436409,
|
|
"m": 0.19597145915031433
|
|
},
|
|
{
|
|
"p": 0.04068111628293991,
|
|
"m": 0.17241452634334564
|
|
},
|
|
{
|
|
"p": 0.1510440856218338,
|
|
"m": 0.6849066615104675
|
|
},
|
|
{
|
|
"p": 0.05542564019560814,
|
|
"m": 0.7134606242179871
|
|
},
|
|
{
|
|
"p": 0.02964797057211399,
|
|
"m": 0.6562234163284302
|
|
},
|
|
{
|
|
"p": 0.13576418161392212,
|
|
"m": 0.5169838666915894
|
|
},
|
|
{
|
|
"p": 0.040252599865198135,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09423180669546127,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 140,
|
|
"train_loss": 0.2012115865945816,
|
|
"val_loss": 1.3533610105514526,
|
|
"acc": 67.73,
|
|
"time": 145.3366771810688,
|
|
"param": [
|
|
{
|
|
"p": 0.0006317519000731409,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045033883303403854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08495703339576721,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030804933980107307,
|
|
"m": 0.05419575423002243
|
|
},
|
|
{
|
|
"p": 0.12457310408353806,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0007187515730038285,
|
|
"m": 0.0032737194560468197
|
|
},
|
|
{
|
|
"p": 0.1003570556640625,
|
|
"m": 0.1403171420097351
|
|
},
|
|
{
|
|
"p": 0.05455542355775833,
|
|
"m": 0.18492664396762848
|
|
},
|
|
{
|
|
"p": 0.18419067561626434,
|
|
"m": 0.6935945153236389
|
|
},
|
|
{
|
|
"p": 0.0441666878759861,
|
|
"m": 0.734387993812561
|
|
},
|
|
{
|
|
"p": 0.0294042881578207,
|
|
"m": 0.6433480381965637
|
|
},
|
|
{
|
|
"p": 0.15030376613140106,
|
|
"m": 0.4816519320011139
|
|
},
|
|
{
|
|
"p": 0.03606477379798889,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11423785984516144,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 141,
|
|
"train_loss": 0.16816678643226624,
|
|
"val_loss": 1.140290379524231,
|
|
"acc": 68.26,
|
|
"time": 142.7591400782112,
|
|
"param": [
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06633477658033371,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09252212196588516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017306597903370857,
|
|
"m": 0.0639689713716507
|
|
},
|
|
{
|
|
"p": 0.11000313609838486,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.004441595170646906
|
|
},
|
|
{
|
|
"p": 0.07374700158834457,
|
|
"m": 0.03370575234293938
|
|
},
|
|
{
|
|
"p": 0.057031430304050446,
|
|
"m": 0.18969480693340302
|
|
},
|
|
{
|
|
"p": 0.1906159222126007,
|
|
"m": 0.6890457272529602
|
|
},
|
|
{
|
|
"p": 0.034864895045757294,
|
|
"m": 0.7477834224700928
|
|
},
|
|
{
|
|
"p": 0.013749310746788979,
|
|
"m": 0.640330970287323
|
|
},
|
|
{
|
|
"p": 0.16863884031772614,
|
|
"m": 0.45935487747192383
|
|
},
|
|
{
|
|
"p": 0.04472876712679863,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13045713305473328,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 142,
|
|
"train_loss": 0.11410178989171982,
|
|
"val_loss": 1.3368487358093262,
|
|
"acc": 67.98,
|
|
"time": 143.83312162104994,
|
|
"param": [
|
|
{
|
|
"p": 0.005145508795976639,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07862365245819092,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10804110020399094,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.07387813925743103
|
|
},
|
|
{
|
|
"p": 0.09336244314908981,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0023294915445148945,
|
|
"m": 0.005326311103999615
|
|
},
|
|
{
|
|
"p": 0.06249188631772995,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.07730863988399506,
|
|
"m": 0.1474003940820694
|
|
},
|
|
{
|
|
"p": 0.16571705043315887,
|
|
"m": 0.6598628759384155
|
|
},
|
|
{
|
|
"p": 0.05600323900580406,
|
|
"m": 0.7406079173088074
|
|
},
|
|
{
|
|
"p": 0.002728358143940568,
|
|
"m": 0.6414962410926819
|
|
},
|
|
{
|
|
"p": 0.1680387556552887,
|
|
"m": 0.4659234285354614
|
|
},
|
|
{
|
|
"p": 0.044827334582805634,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13538257777690887,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 143,
|
|
"train_loss": 0.17797565460205078,
|
|
"val_loss": 1.3801090717315674,
|
|
"acc": 67.67,
|
|
"time": 140.9027435700409,
|
|
"param": [
|
|
{
|
|
"p": 0.007795296609401703,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08687099069356918,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09552174061536789,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.08153770864009857
|
|
},
|
|
{
|
|
"p": 0.07164520770311356,
|
|
"m": 0.0010107862763106823
|
|
},
|
|
{
|
|
"p": 0.021537980064749718,
|
|
"m": 0.00653677387163043
|
|
},
|
|
{
|
|
"p": 0.05527690798044205,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.08753848075866699,
|
|
"m": 0.10956504940986633
|
|
},
|
|
{
|
|
"p": 0.13983440399169922,
|
|
"m": 0.6359897255897522
|
|
},
|
|
{
|
|
"p": 0.09329204261302948,
|
|
"m": 0.7226020693778992
|
|
},
|
|
{
|
|
"p": 0.011100049130618572,
|
|
"m": 0.6432501077651978
|
|
},
|
|
{
|
|
"p": 0.14689761400222778,
|
|
"m": 0.47692468762397766
|
|
},
|
|
{
|
|
"p": 0.04852129891514778,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13416799902915955,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 144,
|
|
"train_loss": 0.3047192096710205,
|
|
"val_loss": 1.25350821018219,
|
|
"acc": 68.32,
|
|
"time": 142.28330393414944,
|
|
"param": [
|
|
{
|
|
"p": 0.0008154033566825092,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09982045739889145,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06921055167913437,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.00220934278331697,
|
|
"m": 0.08764474838972092
|
|
},
|
|
{
|
|
"p": 0.06712865084409714,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.030369168147444725,
|
|
"m": 0.004687540698796511
|
|
},
|
|
{
|
|
"p": 0.05595962330698967,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.09286673367023468,
|
|
"m": 0.06101999431848526
|
|
},
|
|
{
|
|
"p": 0.13508597016334534,
|
|
"m": 0.5906797051429749
|
|
},
|
|
{
|
|
"p": 0.10890155285596848,
|
|
"m": 0.7040210366249084
|
|
},
|
|
{
|
|
"p": 0.032293565571308136,
|
|
"m": 0.6433268785476685
|
|
},
|
|
{
|
|
"p": 0.11495969444513321,
|
|
"m": 0.5400197505950928
|
|
},
|
|
{
|
|
"p": 0.050660502165555954,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13971872627735138,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 145,
|
|
"train_loss": 0.22608453035354614,
|
|
"val_loss": 1.4428046941757202,
|
|
"acc": 67.18,
|
|
"time": 141.38647873396985,
|
|
"param": [
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08318912982940674,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05580052360892296,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0043732523918151855,
|
|
"m": 0.09270258247852325
|
|
},
|
|
{
|
|
"p": 0.06782764196395874,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.03315306827425957,
|
|
"m": 0.0048868972808122635
|
|
},
|
|
{
|
|
"p": 0.05653877928853035,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.09743596613407135,
|
|
"m": 0.029971037060022354
|
|
},
|
|
{
|
|
"p": 0.13239654898643494,
|
|
"m": 0.5269156694412231
|
|
},
|
|
{
|
|
"p": 0.12270472198724747,
|
|
"m": 0.715386688709259
|
|
},
|
|
{
|
|
"p": 0.06353973597288132,
|
|
"m": 0.6435040831565857
|
|
},
|
|
{
|
|
"p": 0.10049290955066681,
|
|
"m": 0.5282408595085144
|
|
},
|
|
{
|
|
"p": 0.05550054460763931,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12704716622829437,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 146,
|
|
"train_loss": 0.29522567987442017,
|
|
"val_loss": 1.5901682376861572,
|
|
"acc": 67.37,
|
|
"time": 151.35317145800218,
|
|
"param": [
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07920774072408676,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06736258417367935,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.09588072448968887
|
|
},
|
|
{
|
|
"p": 0.06105794385075569,
|
|
"m": 0.0022775486577302217
|
|
},
|
|
{
|
|
"p": 0.024973468855023384,
|
|
"m": 0.009099029004573822
|
|
},
|
|
{
|
|
"p": 0.05382517725229263,
|
|
"m": 7.849806934245862e-06
|
|
},
|
|
{
|
|
"p": 0.103977732360363,
|
|
"m": 0.014827112667262554
|
|
},
|
|
{
|
|
"p": 0.12952350080013275,
|
|
"m": 0.4964345395565033
|
|
},
|
|
{
|
|
"p": 0.12566803395748138,
|
|
"m": 0.7179779410362244
|
|
},
|
|
{
|
|
"p": 0.08510150015354156,
|
|
"m": 0.6323102712631226
|
|
},
|
|
{
|
|
"p": 0.10017235577106476,
|
|
"m": 0.4924386441707611
|
|
},
|
|
{
|
|
"p": 0.04785671830177307,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1212732121348381,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 147,
|
|
"train_loss": 0.17720668017864227,
|
|
"val_loss": 1.1586458683013916,
|
|
"acc": 67.35,
|
|
"time": 140.9496135939844,
|
|
"param": [
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.072283536195755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10226824134588242,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.000710925436578691,
|
|
"m": 0.10017844289541245
|
|
},
|
|
{
|
|
"p": 0.06029919534921646,
|
|
"m": 0.014186528511345387
|
|
},
|
|
{
|
|
"p": 0.006220863200724125,
|
|
"m": 0.014693111181259155
|
|
},
|
|
{
|
|
"p": 0.04703959450125694,
|
|
"m": 0.0010914293816313148
|
|
},
|
|
{
|
|
"p": 0.10848842561244965,
|
|
"m": 0.008001606911420822
|
|
},
|
|
{
|
|
"p": 0.13565027713775635,
|
|
"m": 0.4837670624256134
|
|
},
|
|
{
|
|
"p": 0.11638994514942169,
|
|
"m": 0.7405760288238525
|
|
},
|
|
{
|
|
"p": 0.07861978560686111,
|
|
"m": 0.6150729656219482
|
|
},
|
|
{
|
|
"p": 0.09458720684051514,
|
|
"m": 0.47479677200317383
|
|
},
|
|
{
|
|
"p": 0.03007238171994686,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14736966788768768,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 148,
|
|
"train_loss": 0.5275837779045105,
|
|
"val_loss": 1.3501795530319214,
|
|
"acc": 66.29,
|
|
"time": 138.42884492781013,
|
|
"param": [
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08451085537672043,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12247190624475479,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0023012678138911724,
|
|
"m": 0.10459918528795242
|
|
},
|
|
{
|
|
"p": 0.06307156383991241,
|
|
"m": 0.02951415628194809
|
|
},
|
|
{
|
|
"p": 0.005440013483166695,
|
|
"m": 0.019391076639294624
|
|
},
|
|
{
|
|
"p": 0.03400173410773277,
|
|
"m": 0.022188354283571243
|
|
},
|
|
{
|
|
"p": 0.1014542281627655,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.1504950374364853,
|
|
"m": 0.47770559787750244
|
|
},
|
|
{
|
|
"p": 0.10227338969707489,
|
|
"m": 0.7079812288284302
|
|
},
|
|
{
|
|
"p": 0.06860332936048508,
|
|
"m": 0.6170972585678101
|
|
},
|
|
{
|
|
"p": 0.10836420953273773,
|
|
"m": 0.45675402879714966
|
|
},
|
|
{
|
|
"p": 0.0031303151044994593,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15388216078281403,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 149,
|
|
"train_loss": 0.4153825342655182,
|
|
"val_loss": 1.232267141342163,
|
|
"acc": 66.65,
|
|
"time": 139.8637068059761,
|
|
"param": [
|
|
{
|
|
"p": 0.0017117933603003621,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09488586336374283,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10495847463607788,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014742864295840263,
|
|
"m": 0.10968194156885147
|
|
},
|
|
{
|
|
"p": 0.056077197194099426,
|
|
"m": 0.018627258017659187
|
|
},
|
|
{
|
|
"p": 0.009979039430618286,
|
|
"m": 0.020475775003433228
|
|
},
|
|
{
|
|
"p": 0.03971397131681442,
|
|
"m": 0.04475051537156105
|
|
},
|
|
{
|
|
"p": 0.07790591567754745,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.17904289066791534,
|
|
"m": 0.452029287815094
|
|
},
|
|
{
|
|
"p": 0.0908019170165062,
|
|
"m": 0.6289997100830078
|
|
},
|
|
{
|
|
"p": 0.07841078191995621,
|
|
"m": 0.5997482538223267
|
|
},
|
|
{
|
|
"p": 0.10873005539178848,
|
|
"m": 0.46820899844169617
|
|
},
|
|
{
|
|
"p": 0.0058786580339074135,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13716068863868713,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 150,
|
|
"train_loss": 0.13247832655906677,
|
|
"val_loss": 1.4136160612106323,
|
|
"acc": 68.12,
|
|
"time": 139.97595832194202,
|
|
"param": [
|
|
{
|
|
"p": 0.025073181837797165,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10910551995038986,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07999034225940704,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028732171282172203,
|
|
"m": 0.11679340153932571
|
|
},
|
|
{
|
|
"p": 0.04588121548295021,
|
|
"m": 0.016168048605322838
|
|
},
|
|
{
|
|
"p": 0.029647646471858025,
|
|
"m": 0.014528892002999783
|
|
},
|
|
{
|
|
"p": 0.06277503818273544,
|
|
"m": 0.07619831711053848
|
|
},
|
|
{
|
|
"p": 0.05925212800502777,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.17415092885494232,
|
|
"m": 0.42851707339286804
|
|
},
|
|
{
|
|
"p": 0.06230844929814339,
|
|
"m": 0.6029929518699646
|
|
},
|
|
{
|
|
"p": 0.09851408749818802,
|
|
"m": 0.5577519536018372
|
|
},
|
|
{
|
|
"p": 0.11780014634132385,
|
|
"m": 0.4608627259731293
|
|
},
|
|
{
|
|
"p": 0.0006879028514958918,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10608122497797012,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
}
|
|
]
|
|
} |