AntoineH/smart_augmentation
1
0
Fork 0
mirror of https://github.com/AntoineHX/smart_augmentation.git synced 2025-05-04 12:10:45 +02:00
Code Issues Projects Releases Packages Wiki Activity
smart_augmentation/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx2-MagFxSh)-LeNet)-150epochs(dataug:0)-1in_it-0.json

9776 lines
No EOL
143 KiB
JSON
Executable file
Raw Blame History

{
"Accuracy": 73.24,
"Time": [
97.489687388842,
7.509569329718862
],
"Device": "Graphics Device",
"Param_names": [
"Identity",
"FlipUD",
"FlipLR",
"Rotate",
"TranslateX",
"TranslateY",
"ShearX",
"ShearY",
"Contrast",
"Color",
"Brightness",
"Sharpness",
"Posterize",
"Solarize"
],
"Log": [
{
"epoch": 1,
"train_loss": 2.277301788330078,
"val_loss": 2.290761709213257,
"acc": 16.5,
"time": 97.22665767394938,
"param": [
{
"p": 0.058802369982004166,
"m": 1.0
},
{
"p": 0.09346145391464233,
"m": 1.0
},
{
"p": 0.09585501998662949,
"m": 1.0
},
{
"p": 0.12697656452655792,
"m": 1.0
},
{
"p": 0.066295325756073,
"m": 1.0
},
{
"p": 0.09791232645511627,
"m": 1.0
},
{
"p": 0.03757872432470322,
"m": 1.0
},
{
"p": 0.03032587096095085,
"m": 1.0
},
{
"p": 0.10120157897472382,
"m": 1.0
},
{
"p": 0.10450984537601471,
"m": 1.0
},
{
"p": 0.06694149971008301,
"m": 1.0
},
{
"p": 0.040953103452920914,
"m": 1.0
},
{
"p": 0.07918631285429001,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 2,
"train_loss": 2.111250162124634,
"val_loss": 2.077716112136841,
"acc": 23.08,
"time": 100.9460665259976,
"param": [
{
"p": 0.08684461563825607,
"m": 1.0
},
{
"p": 0.07345829904079437,
"m": 1.0
},
{
"p": 0.056069403886795044,
"m": 1.0
},
{
"p": 0.07303284108638763,
"m": 1.0
},
{
"p": 0.06061936542391777,
"m": 1.0
},
{
"p": 0.08569753915071487,
"m": 1.0
},
{
"p": 0.06614653021097183,
"m": 1.0
},
{
"p": 0.0774310976266861,
"m": 1.0
},
{
"p": 0.07040437310934067,
"m": 1.0
},
{
"p": 0.07879963517189026,
"m": 1.0
},
{
"p": 0.05829650163650513,
"m": 1.0
},
{
"p": 0.06144730746746063,
"m": 1.0
},
{
"p": 0.09580498933792114,
"m": 1.0
},
{
"p": 0.05594750866293907,
"m": 1.0
}
]
},
{
"epoch": 3,
"train_loss": 1.933156967163086,
"val_loss": 1.9896026849746704,
"acc": 26.27,
"time": 94.46350888698362,
"param": [
{
"p": 0.07841771095991135,
"m": 1.0
},
{
"p": 0.05162901431322098,
"m": 1.0
},
{
"p": 0.08192900568246841,
"m": 1.0
},
{
"p": 0.09014470130205154,
"m": 1.0
},
{
"p": 0.07347926497459412,
"m": 1.0
},
{
"p": 0.09764786809682846,
"m": 1.0
},
{
"p": 0.0585293248295784,
"m": 1.0
},
{
"p": 0.06163317337632179,
"m": 1.0
},
{
"p": 0.061731234192848206,
"m": 1.0
},
{
"p": 0.08351799845695496,
"m": 1.0
},
{
"p": 0.06897848099470139,
"m": 1.0
},
{
"p": 0.0632186010479927,
"m": 1.0
},
{
"p": 0.07524629682302475,
"m": 1.0
},
{
"p": 0.053897347301244736,
"m": 1.0
}
]
},
{
"epoch": 4,
"train_loss": 1.9550303220748901,
"val_loss": 1.9529016017913818,
"acc": 30.02,
"time": 90.39739764202386,
"param": [
{
"p": 0.08506911993026733,
"m": 1.0
},
{
"p": 0.04484110325574875,
"m": 1.0
},
{
"p": 0.0800640732049942,
"m": 1.0
},
{
"p": 0.09041878581047058,
"m": 1.0
},
{
"p": 0.04078112542629242,
"m": 1.0
},
{
"p": 0.08456379920244217,
"m": 1.0
},
{
"p": 0.0573357529938221,
"m": 1.0
},
{
"p": 0.07436136901378632,
"m": 1.0
},
{
"p": 0.05362122505903244,
"m": 1.0
},
{
"p": 0.09978673607110977,
"m": 1.0
},
{
"p": 0.04591162130236626,
"m": 1.0
},
{
"p": 0.0953076183795929,
"m": 1.0
},
{
"p": 0.08534859120845795,
"m": 1.0
},
{
"p": 0.06258898973464966,
"m": 1.0
}
]
},
{
"epoch": 5,
"train_loss": 2.0788991451263428,
"val_loss": 1.7680535316467285,
"acc": 37.17,
"time": 89.63668857188895,
"param": [
{
"p": 0.06739816814661026,
"m": 1.0
},
{
"p": 0.0629587471485138,
"m": 1.0
},
{
"p": 0.08962319791316986,
"m": 1.0
},
{
"p": 0.11305168271064758,
"m": 1.0
},
{
"p": 0.019943375140428543,
"m": 1.0
},
{
"p": 0.0639248937368393,
"m": 1.0
},
{
"p": 0.09257740527391434,
"m": 1.0
},
{
"p": 0.059508178383111954,
"m": 1.0
},
{
"p": 0.07025302946567535,
"m": 1.0
},
{
"p": 0.047259051352739334,
"m": 1.0
},
{
"p": 0.08791430294513702,
"m": 1.0
},
{
"p": 0.07543006539344788,
"m": 1.0
},
{
"p": 0.05691702291369438,
"m": 1.0
},
{
"p": 0.09324090927839279,
"m": 1.0
}
]
},
{
"epoch": 6,
"train_loss": 1.9015014171600342,
"val_loss": 1.6868910789489746,
"acc": 39.0,
"time": 89.06032626586966,
"param": [
{
"p": 0.08801707625389099,
"m": 1.0
},
{
"p": 0.05599985644221306,
"m": 1.0
},
{
"p": 0.10478706657886505,
"m": 1.0
},
{
"p": 0.08700954914093018,
"m": 1.0
},
{
"p": 0.02131510339677334,
"m": 1.0
},
{
"p": 0.07754449546337128,
"m": 1.0
},
{
"p": 0.073300302028656,
"m": 1.0
},
{
"p": 0.06448252499103546,
"m": 1.0
},
{
"p": 0.05899130180478096,
"m": 1.0
},
{
"p": 0.07081842422485352,
"m": 1.0
},
{
"p": 0.07204677164554596,
"m": 1.0
},
{
"p": 0.07907785475254059,
"m": 1.0
},
{
"p": 0.058271028101444244,
"m": 1.0
},
{
"p": 0.0883386880159378,
"m": 1.0
}
]
},
{
"epoch": 7,
"train_loss": 1.9073729515075684,
"val_loss": 1.662745714187622,
"acc": 40.53,
"time": 89.73300729808398,
"param": [
{
"p": 0.06409084796905518,
"m": 1.0
},
{
"p": 0.037016838788986206,
"m": 1.0
},
{
"p": 0.07956724613904953,
"m": 1.0
},
{
"p": 0.10163039714097977,
"m": 1.0
},
{
"p": 0.0008048165473155677,
"m": 1.0
},
{
"p": 0.08457909524440765,
"m": 1.0
},
{
"p": 0.06554324924945831,
"m": 1.0
},
{
"p": 0.06831234693527222,
"m": 1.0
},
{
"p": 0.10983007401227951,
"m": 1.0
},
{
"p": 0.07808548957109451,
"m": 1.0
},
{
"p": 0.06309918314218521,
"m": 1.0
},
{
"p": 0.07134600728750229,
"m": 1.0
},
{
"p": 0.09040585160255432,
"m": 1.0
},
{
"p": 0.08568856120109558,
"m": 1.0
}
]
},
{
"epoch": 8,
"train_loss": 1.749668836593628,
"val_loss": 1.6653509140014648,
"acc": 44.68,
"time": 90.62988215894438,
"param": [
{
"p": 0.11439763009548187,
"m": 1.0
},
{
"p": 0.03678346797823906,
"m": 1.0
},
{
"p": 0.07037652283906937,
"m": 1.0
},
{
"p": 0.05751020833849907,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09570349752902985,
"m": 1.0
},
{
"p": 0.07765401154756546,
"m": 1.0
},
{
"p": 0.07868476212024689,
"m": 1.0
},
{
"p": 0.07530781626701355,
"m": 1.0
},
{
"p": 0.11507540941238403,
"m": 1.0
},
{
"p": 0.07103972882032394,
"m": 1.0
},
{
"p": 0.05509408935904503,
"m": 1.0
},
{
"p": 0.11275564879179001,
"m": 1.0
},
{
"p": 0.03961724042892456,
"m": 1.0
}
]
},
{
"epoch": 9,
"train_loss": 1.6869386434555054,
"val_loss": 1.484278917312622,
"acc": 46.25,
"time": 90.78252653917298,
"param": [
{
"p": 0.08858612179756165,
"m": 1.0
},
{
"p": 0.00128228310495615,
"m": 1.0
},
{
"p": 0.06414298713207245,
"m": 1.0
},
{
"p": 0.06415671110153198,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09914501756429672,
"m": 1.0
},
{
"p": 0.07286547124385834,
"m": 1.0
},
{
"p": 0.04842552915215492,
"m": 1.0
},
{
"p": 0.08342922478914261,
"m": 1.0
},
{
"p": 0.07607562094926834,
"m": 1.0
},
{
"p": 0.07989651709794998,
"m": 1.0
},
{
"p": 0.11045271158218384,
"m": 1.0
},
{
"p": 0.12048933655023575,
"m": 1.0
},
{
"p": 0.09105239063501358,
"m": 1.0
}
]
},
{
"epoch": 10,
"train_loss": 1.6858171224594116,
"val_loss": 1.5984735488891602,
"acc": 46.03,
"time": 92.45291193411686,
"param": [
{
"p": 0.08832337707281113,
"m": 1.0
},
{
"p": 0.0395633727312088,
"m": 1.0
},
{
"p": 0.07648427039384842,
"m": 1.0
},
{
"p": 0.040921054780483246,
"m": 1.0
},
{
"p": 0.0005809649592265487,
"m": 1.0
},
{
"p": 0.0771060362458229,
"m": 1.0
},
{
"p": 0.07097639888525009,
"m": 1.0
},
{
"p": 0.10608792304992676,
"m": 1.0
},
{
"p": 0.06620210409164429,
"m": 1.0
},
{
"p": 0.08746184408664703,
"m": 1.0
},
{
"p": 0.06369893252849579,
"m": 1.0
},
{
"p": 0.11048118770122528,
"m": 1.0
},
{
"p": 0.0879908949136734,
"m": 1.0
},
{
"p": 0.08412164449691772,
"m": 1.0
}
]
},
{
"epoch": 11,
"train_loss": 1.815540075302124,
"val_loss": 1.583896517753601,
"acc": 47.01,
"time": 105.43865525792353,
"param": [
{
"p": 0.08877424150705338,
"m": 1.0
},
{
"p": 0.03720315173268318,
"m": 1.0
},
{
"p": 0.07013159990310669,
"m": 1.0
},
{
"p": 0.04328673705458641,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11056173592805862,
"m": 1.0
},
{
"p": 0.07748240977525711,
"m": 1.0
},
{
"p": 0.04484573379158974,
"m": 1.0
},
{
"p": 0.021948423236608505,
"m": 1.0
},
{
"p": 0.11886048316955566,
"m": 1.0
},
{
"p": 0.05254289135336876,
"m": 1.0
},
{
"p": 0.10957450419664383,
"m": 1.0
},
{
"p": 0.10983528196811676,
"m": 1.0
},
{
"p": 0.11495290696620941,
"m": 1.0
}
]
},
{
"epoch": 12,
"train_loss": 1.874428391456604,
"val_loss": 1.4982672929763794,
"acc": 48.6,
"time": 107.44540779106319,
"param": [
{
"p": 0.12571172416210175,
"m": 1.0
},
{
"p": 0.035475265234708786,
"m": 1.0
},
{
"p": 0.09116952866315842,
"m": 1.0
},
{
"p": 0.04106835275888443,
"m": 1.0
},
{
"p": 0.02314027212560177,
"m": 1.0
},
{
"p": 0.08462400734424591,
"m": 1.0
},
{
"p": 0.059405989944934845,
"m": 1.0
},
{
"p": 0.04872601851820946,
"m": 1.0
},
{
"p": 0.07002399861812592,
"m": 1.0
},
{
"p": 0.10406330227851868,
"m": 1.0
},
{
"p": 0.08516848087310791,
"m": 1.0
},
{
"p": 0.09172366559505463,
"m": 1.0
},
{
"p": 0.06692779064178467,
"m": 1.0
},
{
"p": 0.07277151942253113,
"m": 1.0
}
]
},
{
"epoch": 13,
"train_loss": 1.717257022857666,
"val_loss": 1.47560453414917,
"acc": 48.33,
"time": 96.67226368491538,
"param": [
{
"p": 0.07406774908304214,
"m": 1.0
},
{
"p": 0.06263283640146255,
"m": 1.0
},
{
"p": 0.0787290409207344,
"m": 1.0
},
{
"p": 0.05706755071878433,
"m": 1.0
},
{
"p": 0.031179038807749748,
"m": 1.0
},
{
"p": 0.09122982621192932,
"m": 1.0
},
{
"p": 0.07831374555826187,
"m": 1.0
},
{
"p": 0.03548261150717735,
"m": 1.0
},
{
"p": 0.06337473541498184,
"m": 1.0
},
{
"p": 0.0838627964258194,
"m": 1.0
},
{
"p": 0.07607926428318024,
"m": 1.0
},
{
"p": 0.11360839009284973,
"m": 1.0
},
{
"p": 0.0786631628870964,
"m": 1.0
},
{
"p": 0.07570922374725342,
"m": 1.0
}
]
},
{
"epoch": 14,
"train_loss": 1.768314003944397,
"val_loss": 1.4296746253967285,
"acc": 48.26,
"time": 103.50803129584529,
"param": [
{
"p": 0.07623681426048279,
"m": 1.0
},
{
"p": 0.008586975745856762,
"m": 1.0
},
{
"p": 0.09371210634708405,
"m": 1.0
},
{
"p": 0.016742538660764694,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08059601485729218,
"m": 1.0
},
{
"p": 0.1149149239063263,
"m": 1.0
},
{
"p": 0.07485193014144897,
"m": 1.0
},
{
"p": 0.056349072605371475,
"m": 1.0
},
{
"p": 0.13353286683559418,
"m": 1.0
},
{
"p": 0.07001230865716934,
"m": 1.0
},
{
"p": 0.09058645367622375,
"m": 1.0
},
{
"p": 0.10680222511291504,
"m": 1.0
},
{
"p": 0.07707583159208298,
"m": 1.0
}
]
},
{
"epoch": 15,
"train_loss": 1.4775797128677368,
"val_loss": 1.2838038206100464,
"acc": 51.77,
"time": 113.37778882216662,
"param": [
{
"p": 0.08906413614749908,
"m": 1.0
},
{
"p": 0.03525705635547638,
"m": 1.0
},
{
"p": 0.09634166955947876,
"m": 1.0
},
{
"p": 0.06873505562543869,
"m": 1.0
},
{
"p": 0.007321219891309738,
"m": 1.0
},
{
"p": 0.08169974386692047,
"m": 1.0
},
{
"p": 0.06941843032836914,
"m": 1.0
},
{
"p": 0.08438775688409805,
"m": 1.0
},
{
"p": 0.04917854070663452,
"m": 1.0
},
{
"p": 0.09963714331388474,
"m": 1.0
},
{
"p": 0.06007048487663269,
"m": 1.0
},
{
"p": 0.09609366953372955,
"m": 1.0
},
{
"p": 0.08851128071546555,
"m": 1.0
},
{
"p": 0.07428380846977234,
"m": 1.0
}
]
},
{
"epoch": 16,
"train_loss": 1.493453025817871,
"val_loss": 1.289750337600708,
"acc": 53.01,
"time": 95.76590254995972,
"param": [
{
"p": 0.09962882101535797,
"m": 1.0
},
{
"p": 0.0777381956577301,
"m": 1.0
},
{
"p": 0.07154668122529984,
"m": 1.0
},
{
"p": 0.05496339127421379,
"m": 1.0
},
{
"p": 0.014348413795232773,
"m": 1.0
},
{
"p": 0.0645764097571373,
"m": 1.0
},
{
"p": 0.0966600552201271,
"m": 1.0
},
{
"p": 0.05651061236858368,
"m": 1.0
},
{
"p": 0.05784675478935242,
"m": 1.0
},
{
"p": 0.08455148339271545,
"m": 1.0
},
{
"p": 0.06822284311056137,
"m": 1.0
},
{
"p": 0.07827603816986084,
"m": 1.0
},
{
"p": 0.09822888672351837,
"m": 1.0
},
{
"p": 0.07690142840147018,
"m": 1.0
}
]
},
{
"epoch": 17,
"train_loss": 1.540023922920227,
"val_loss": 1.284026861190796,
"acc": 52.62,
"time": 92.23026665695943,
"param": [
{
"p": 0.08118747919797897,
"m": 1.0
},
{
"p": 0.029677271842956543,
"m": 1.0
},
{
"p": 0.07463549822568893,
"m": 1.0
},
{
"p": 0.0708470270037651,
"m": 1.0
},
{
"p": 0.0037089649122208357,
"m": 1.0
},
{
"p": 0.08551634848117828,
"m": 1.0
},
{
"p": 0.08916566520929337,
"m": 1.0
},
{
"p": 0.0739780068397522,
"m": 1.0
},
{
"p": 0.07347667962312698,
"m": 1.0
},
{
"p": 0.09892795234918594,
"m": 1.0
},
{
"p": 0.05807045102119446,
"m": 1.0
},
{
"p": 0.11493750661611557,
"m": 1.0
},
{
"p": 0.08681229501962662,
"m": 1.0
},
{
"p": 0.0590587742626667,
"m": 1.0
}
]
},
{
"epoch": 18,
"train_loss": 1.381002426147461,
"val_loss": 1.2896636724472046,
"acc": 53.09,
"time": 96.19062769482844,
"param": [
{
"p": 0.08501467108726501,
"m": 1.0
},
{
"p": 0.05616915225982666,
"m": 1.0
},
{
"p": 0.10415501892566681,
"m": 1.0
},
{
"p": 0.06047387793660164,
"m": 1.0
},
{
"p": 0.03709543123841286,
"m": 1.0
},
{
"p": 0.08189048618078232,
"m": 1.0
},
{
"p": 0.0691317692399025,
"m": 1.0
},
{
"p": 0.054427795112133026,
"m": 1.0
},
{
"p": 0.03934431076049805,
"m": 1.0
},
{
"p": 0.09176595509052277,
"m": 1.0
},
{
"p": 0.06060534343123436,
"m": 1.0
},
{
"p": 0.12734654545783997,
"m": 1.0
},
{
"p": 0.08086390048265457,
"m": 1.0
},
{
"p": 0.05171561613678932,
"m": 1.0
}
]
},
{
"epoch": 19,
"train_loss": 1.518769383430481,
"val_loss": 1.2171088457107544,
"acc": 53.95,
"time": 105.113220741041,
"param": [
{
"p": 0.06968625634908676,
"m": 1.0
},
{
"p": 0.0333733893930912,
"m": 1.0
},
{
"p": 0.11512309312820435,
"m": 1.0
},
{
"p": 0.03080788627266884,
"m": 1.0
},
{
"p": 0.03197358548641205,
"m": 1.0
},
{
"p": 0.05084540694952011,
"m": 1.0
},
{
"p": 0.06256633251905441,
"m": 1.0
},
{
"p": 0.09404203295707703,
"m": 1.0
},
{
"p": 0.07784368842840195,
"m": 1.0
},
{
"p": 0.09376009553670883,
"m": 1.0
},
{
"p": 0.07456985861063004,
"m": 1.0
},
{
"p": 0.10439247637987137,
"m": 1.0
},
{
"p": 0.08622309565544128,
"m": 1.0
},
{
"p": 0.07479265332221985,
"m": 1.0
}
]
},
{
"epoch": 20,
"train_loss": 1.642232894897461,
"val_loss": 1.2394822835922241,
"acc": 55.93,
"time": 107.5753276720643,
"param": [
{
"p": 0.0778677687048912,
"m": 1.0
},
{
"p": 0.05018409714102745,
"m": 1.0
},
{
"p": 0.08095985651016235,
"m": 1.0
},
{
"p": 0.05678941681981087,
"m": 1.0
},
{
"p": 0.03998175263404846,
"m": 1.0
},
{
"p": 0.04127775505185127,
"m": 1.0
},
{
"p": 0.09953255206346512,
"m": 1.0
},
{
"p": 0.07419606298208237,
"m": 1.0
},
{
"p": 0.06242380291223526,
"m": 1.0
},
{
"p": 0.08188933879137039,
"m": 1.0
},
{
"p": 0.04841640964150429,
"m": 1.0
},
{
"p": 0.11418914049863815,
"m": 1.0
},
{
"p": 0.0802539587020874,
"m": 1.0
},
{
"p": 0.09203808009624481,
"m": 1.0
}
]
},
{
"epoch": 21,
"train_loss": 1.4193710088729858,
"val_loss": 1.1961848735809326,
"acc": 55.86,
"time": 113.4887957428582,
"param": [
{
"p": 0.08500303328037262,
"m": 1.0
},
{
"p": 0.030821138992905617,
"m": 1.0
},
{
"p": 0.08339077979326248,
"m": 1.0
},
{
"p": 0.029285995289683342,
"m": 1.0
},
{
"p": 0.04493040591478348,
"m": 1.0
},
{
"p": 0.0715346410870552,
"m": 1.0
},
{
"p": 0.06954804807901382,
"m": 1.0
},
{
"p": 0.08620312809944153,
"m": 1.0
},
{
"p": 0.08256904035806656,
"m": 1.0
},
{
"p": 0.07700029015541077,
"m": 1.0
},
{
"p": 0.07339179515838623,
"m": 1.0
},
{
"p": 0.07492975145578384,
"m": 1.0
},
{
"p": 0.0794951319694519,
"m": 1.0
},
{
"p": 0.1118968203663826,
"m": 1.0
}
]
},
{
"epoch": 22,
"train_loss": 1.4494484663009644,
"val_loss": 1.1901463270187378,
"acc": 57.56,
"time": 91.68150432803668,
"param": [
{
"p": 0.08392580598592758,
"m": 1.0
},
{
"p": 0.07033493369817734,
"m": 1.0
},
{
"p": 0.08228420466184616,
"m": 1.0
},
{
"p": 0.06326061487197876,
"m": 1.0
},
{
"p": 0.038452550768852234,
"m": 1.0
},
{
"p": 0.06870834529399872,
"m": 1.0
},
{
"p": 0.07225289940834045,
"m": 1.0
},
{
"p": 0.07859667390584946,
"m": 1.0
},
{
"p": 0.07206705212593079,
"m": 1.0
},
{
"p": 0.07846225053071976,
"m": 1.0
},
{
"p": 0.06902173161506653,
"m": 1.0
},
{
"p": 0.07877300679683685,
"m": 1.0
},
{
"p": 0.08490531146526337,
"m": 1.0
},
{
"p": 0.05895460397005081,
"m": 1.0
}
]
},
{
"epoch": 23,
"train_loss": 1.5472573041915894,
"val_loss": 1.289101004600525,
"acc": 58.84,
"time": 99.95394145697355,
"param": [
{
"p": 0.08363065123558044,
"m": 1.0
},
{
"p": 0.061521824449300766,
"m": 1.0
},
{
"p": 0.08326825499534607,
"m": 1.0
},
{
"p": 0.07870132476091385,
"m": 1.0
},
{
"p": 0.042189568281173706,
"m": 1.0
},
{
"p": 0.08400518447160721,
"m": 1.0
},
{
"p": 0.08503414690494537,
"m": 1.0
},
{
"p": 0.06296379119157791,
"m": 1.0
},
{
"p": 0.0634533241391182,
"m": 1.0
},
{
"p": 0.08771039545536041,
"m": 1.0
},
{
"p": 0.05656168982386589,
"m": 1.0
},
{
"p": 0.07527114450931549,
"m": 1.0
},
{
"p": 0.08951383829116821,
"m": 1.0
},
{
"p": 0.0461747832596302,
"m": 1.0
}
]
},
{
"epoch": 24,
"train_loss": 1.7367494106292725,
"val_loss": 1.1484986543655396,
"acc": 56.35,
"time": 92.63607998401858,
"param": [
{
"p": 0.1050918772816658,
"m": 1.0
},
{
"p": 0.04127946123480797,
"m": 1.0
},
{
"p": 0.08812689036130905,
"m": 1.0
},
{
"p": 0.050112321972846985,
"m": 1.0
},
{
"p": 0.042631980031728745,
"m": 1.0
},
{
"p": 0.05213158577680588,
"m": 1.0
},
{
"p": 0.08678852766752243,
"m": 1.0
},
{
"p": 0.08597175776958466,
"m": 1.0
},
{
"p": 0.0739317238330841,
"m": 1.0
},
{
"p": 0.10151224583387375,
"m": 1.0
},
{
"p": 0.08412942290306091,
"m": 1.0
},
{
"p": 0.0868687629699707,
"m": 1.0
},
{
"p": 0.06425155699253082,
"m": 1.0
},
{
"p": 0.037171803414821625,
"m": 1.0
}
]
},
{
"epoch": 25,
"train_loss": 1.492372751235962,
"val_loss": 1.1384153366088867,
"acc": 57.66,
"time": 91.8817061490845,
"param": [
{
"p": 0.0772869735956192,
"m": 1.0
},
{
"p": 0.06680962443351746,
"m": 1.0
},
{
"p": 0.11185134202241898,
"m": 1.0
},
{
"p": 0.06779537349939346,
"m": 1.0
},
{
"p": 0.02547002211213112,
"m": 1.0
},
{
"p": 0.07399553060531616,
"m": 1.0
},
{
"p": 0.07129541784524918,
"m": 1.0
},
{
"p": 0.05284573510289192,
"m": 1.0
},
{
"p": 0.06662707775831223,
"m": 1.0
},
{
"p": 0.08570299297571182,
"m": 1.0
},
{
"p": 0.08324454724788666,
"m": 1.0
},
{
"p": 0.08053136616945267,
"m": 1.0
},
{
"p": 0.08337457478046417,
"m": 1.0
},
{
"p": 0.05316942185163498,
"m": 1.0
}
]
},
{
"epoch": 26,
"train_loss": 1.5134716033935547,
"val_loss": 1.129048466682434,
"acc": 59.6,
"time": 98.97644911892712,
"param": [
{
"p": 0.09505338966846466,
"m": 1.0
},
{
"p": 0.04516957700252533,
"m": 1.0
},
{
"p": 0.08071230351924896,
"m": 1.0
},
{
"p": 0.06868958473205566,
"m": 1.0
},
{
"p": 0.03846503421664238,
"m": 1.0
},
{
"p": 0.07110903412103653,
"m": 1.0
},
{
"p": 0.07885253429412842,
"m": 1.0
},
{
"p": 0.07280028611421585,
"m": 1.0
},
{
"p": 0.057037077844142914,
"m": 1.0
},
{
"p": 0.05799393355846405,
"m": 1.0
},
{
"p": 0.09194684773683548,
"m": 1.0
},
{
"p": 0.08034498244524002,
"m": 1.0
},
{
"p": 0.07827666401863098,
"m": 1.0
},
{
"p": 0.08354876190423965,
"m": 1.0
}
]
},
{
"epoch": 27,
"train_loss": 1.454986572265625,
"val_loss": 1.1783183813095093,
"acc": 59.92,
"time": 93.55594279104844,
"param": [
{
"p": 0.09727846086025238,
"m": 1.0
},
{
"p": 0.04868728667497635,
"m": 1.0
},
{
"p": 0.06552088260650635,
"m": 1.0
},
{
"p": 0.06503139436244965,
"m": 1.0
},
{
"p": 0.05153675004839897,
"m": 1.0
},
{
"p": 0.06920419633388519,
"m": 1.0
},
{
"p": 0.06937048584222794,
"m": 1.0
},
{
"p": 0.09392017126083374,
"m": 1.0
},
{
"p": 0.06138656288385391,
"m": 1.0
},
{
"p": 0.10727769881486893,
"m": 1.0
},
{
"p": 0.08663896471261978,
"m": 1.0
},
{
"p": 0.06447479128837585,
"m": 1.0
},
{
"p": 0.07980944216251373,
"m": 1.0
},
{
"p": 0.03986292704939842,
"m": 1.0
}
]
},
{
"epoch": 28,
"train_loss": 1.6864690780639648,
"val_loss": 1.0803885459899902,
"acc": 59.74,
"time": 91.53745400207117,
"param": [
{
"p": 0.09829223901033401,
"m": 1.0
},
{
"p": 0.050699830055236816,
"m": 1.0
},
{
"p": 0.07438874244689941,
"m": 1.0
},
{
"p": 0.03489576652646065,
"m": 1.0
},
{
"p": 0.046171676367521286,
"m": 1.0
},
{
"p": 0.059131596237421036,
"m": 1.0
},
{
"p": 0.09542818367481232,
"m": 1.0
},
{
"p": 0.06575991958379745,
"m": 1.0
},
{
"p": 0.07588396221399307,
"m": 1.0
},
{
"p": 0.08782561868429184,
"m": 1.0
},
{
"p": 0.052118055522441864,
"m": 1.0
},
{
"p": 0.09645976126194,
"m": 1.0
},
{
"p": 0.08434431254863739,
"m": 1.0
},
{
"p": 0.07860031723976135,
"m": 1.0
}
]
},
{
"epoch": 29,
"train_loss": 1.6380773782730103,
"val_loss": 1.0321768522262573,
"acc": 60.56,
"time": 94.0717848110944,
"param": [
{
"p": 0.10002099722623825,
"m": 1.0
},
{
"p": 0.05275663733482361,
"m": 1.0
},
{
"p": 0.07227008044719696,
"m": 1.0
},
{
"p": 0.058546729385852814,
"m": 1.0
},
{
"p": 0.038316190242767334,
"m": 1.0
},
{
"p": 0.05698852613568306,
"m": 1.0
},
{
"p": 0.08099061250686646,
"m": 1.0
},
{
"p": 0.05813075229525566,
"m": 1.0
},
{
"p": 0.08247240632772446,
"m": 1.0
},
{
"p": 0.10195215046405792,
"m": 1.0
},
{
"p": 0.061037592589855194,
"m": 1.0
},
{
"p": 0.08407364785671234,
"m": 1.0
},
{
"p": 0.08663998544216156,
"m": 1.0
},
{
"p": 0.06580373644828796,
"m": 1.0
}
]
},
{
"epoch": 30,
"train_loss": 1.2902559041976929,
"val_loss": 1.180330753326416,
"acc": 59.02,
"time": 104.95903077395633,
"param": [
{
"p": 0.11552596837282181,
"m": 1.0
},
{
"p": 0.04434851184487343,
"m": 1.0
},
{
"p": 0.08864773064851761,
"m": 1.0
},
{
"p": 0.03682684525847435,
"m": 1.0
},
{
"p": 0.06051233410835266,
"m": 1.0
},
{
"p": 0.0932718887925148,
"m": 1.0
},
{
"p": 0.05182689055800438,
"m": 1.0
},
{
"p": 0.06274338811635971,
"m": 1.0
},
{
"p": 0.05281604826450348,
"m": 1.0
},
{
"p": 0.08434028923511505,
"m": 1.0
},
{
"p": 0.07304644584655762,
"m": 1.0
},
{
"p": 0.08885806053876877,
"m": 1.0
},
{
"p": 0.082582987844944,
"m": 1.0
},
{
"p": 0.06465258449316025,
"m": 1.0
}
]
},
{
"epoch": 31,
"train_loss": 1.6330697536468506,
"val_loss": 1.046309471130371,
"acc": 61.46,
"time": 95.65701799700037,
"param": [
{
"p": 0.08119791001081467,
"m": 1.0
},
{
"p": 0.041472580283880234,
"m": 1.0
},
{
"p": 0.08850407600402832,
"m": 1.0
},
{
"p": 0.0667644515633583,
"m": 1.0
},
{
"p": 0.054706405848264694,
"m": 1.0
},
{
"p": 0.06136776879429817,
"m": 1.0
},
{
"p": 0.06565576046705246,
"m": 1.0
},
{
"p": 0.06653799116611481,
"m": 1.0
},
{
"p": 0.08450199663639069,
"m": 1.0
},
{
"p": 0.09179431200027466,
"m": 1.0
},
{
"p": 0.0773620456457138,
"m": 1.0
},
{
"p": 0.06486734747886658,
"m": 1.0
},
{
"p": 0.08537603914737701,
"m": 1.0
},
{
"p": 0.06989141553640366,
"m": 1.0
}
]
},
{
"epoch": 32,
"train_loss": 1.220210075378418,
"val_loss": 1.208343744277954,
"acc": 60.39,
"time": 90.58768077008426,
"param": [
{
"p": 0.09663735330104828,
"m": 1.0
},
{
"p": 0.019332846626639366,
"m": 1.0
},
{
"p": 0.0726860761642456,
"m": 1.0
},
{
"p": 0.043161701411008835,
"m": 1.0
},
{
"p": 0.043313995003700256,
"m": 1.0
},
{
"p": 0.07653763145208359,
"m": 1.0
},
{
"p": 0.07349350303411484,
"m": 1.0
},
{
"p": 0.06422123312950134,
"m": 1.0
},
{
"p": 0.048675116151571274,
"m": 1.0
},
{
"p": 0.10414691269397736,
"m": 1.0
},
{
"p": 0.07992260903120041,
"m": 1.0
},
{
"p": 0.11001604795455933,
"m": 1.0
},
{
"p": 0.08998469263315201,
"m": 1.0
},
{
"p": 0.07787030935287476,
"m": 1.0
}
]
},
{
"epoch": 33,
"train_loss": 1.287110447883606,
"val_loss": 0.9997252225875854,
"acc": 62.54,
"time": 116.15416619786993,
"param": [
{
"p": 0.10805066674947739,
"m": 1.0
},
{
"p": 0.041592709720134735,
"m": 1.0
},
{
"p": 0.09314250200986862,
"m": 1.0
},
{
"p": 0.055210065096616745,
"m": 1.0
},
{
"p": 0.038821976631879807,
"m": 1.0
},
{
"p": 0.05425342544913292,
"m": 1.0
},
{
"p": 0.07319597154855728,
"m": 1.0
},
{
"p": 0.09243860095739365,
"m": 1.0
},
{
"p": 0.08733022212982178,
"m": 1.0
},
{
"p": 0.07661887258291245,
"m": 1.0
},
{
"p": 0.07046213001012802,
"m": 1.0
},
{
"p": 0.06961028277873993,
"m": 1.0
},
{
"p": 0.0769614651799202,
"m": 1.0
},
{
"p": 0.06231100484728813,
"m": 1.0
}
]
},
{
"epoch": 34,
"train_loss": 1.3677743673324585,
"val_loss": 1.048850178718567,
"acc": 62.58,
"time": 91.36022419808432,
"param": [
{
"p": 0.0882885754108429,
"m": 1.0
},
{
"p": 0.054906539618968964,
"m": 1.0
},
{
"p": 0.08595892786979675,
"m": 1.0
},
{
"p": 0.06126527860760689,
"m": 1.0
},
{
"p": 0.058595698326826096,
"m": 1.0
},
{
"p": 0.031171321868896484,
"m": 1.0
},
{
"p": 0.05224236100912094,
"m": 1.0
},
{
"p": 0.08338908106088638,
"m": 1.0
},
{
"p": 0.07334490120410919,
"m": 1.0
},
{
"p": 0.08658650517463684,
"m": 1.0
},
{
"p": 0.07262066006660461,
"m": 1.0
},
{
"p": 0.0975944995880127,
"m": 1.0
},
{
"p": 0.08727835863828659,
"m": 1.0
},
{
"p": 0.06675717234611511,
"m": 1.0
}
]
},
{
"epoch": 35,
"train_loss": 1.233839511871338,
"val_loss": 1.0665099620819092,
"acc": 62.28,
"time": 103.05984801286831,
"param": [
{
"p": 0.08858984708786011,
"m": 1.0
},
{
"p": 0.04571347311139107,
"m": 1.0
},
{
"p": 0.08533089607954025,
"m": 1.0
},
{
"p": 0.047054387629032135,
"m": 1.0
},
{
"p": 0.06362481415271759,
"m": 1.0
},
{
"p": 0.07482835650444031,
"m": 1.0
},
{
"p": 0.06242091953754425,
"m": 1.0
},
{
"p": 0.06490163505077362,
"m": 1.0
},
{
"p": 0.06520245224237442,
"m": 1.0
},
{
"p": 0.093025803565979,
"m": 1.0
},
{
"p": 0.05076601356267929,
"m": 1.0
},
{
"p": 0.11413497477769852,
"m": 1.0
},
{
"p": 0.08815283328294754,
"m": 1.0
},
{
"p": 0.056253641843795776,
"m": 1.0
}
]
},
{
"epoch": 36,
"train_loss": 1.4705567359924316,
"val_loss": 0.9570711255073547,
"acc": 63.08,
"time": 90.70807554712519,
"param": [
{
"p": 0.07721348106861115,
"m": 1.0
},
{
"p": 0.044443391263484955,
"m": 1.0
},
{
"p": 0.11698775738477707,
"m": 1.0
},
{
"p": 0.059911418706178665,
"m": 1.0
},
{
"p": 0.06097769737243652,
"m": 1.0
},
{
"p": 0.06995406746864319,
"m": 1.0
},
{
"p": 0.06029339134693146,
"m": 1.0
},
{
"p": 0.08672922104597092,
"m": 1.0
},
{
"p": 0.09263063967227936,
"m": 1.0
},
{
"p": 0.06455048173666,
"m": 1.0
},
{
"p": 0.05573170259594917,
"m": 1.0
},
{
"p": 0.09284725040197372,
"m": 1.0
},
{
"p": 0.0739736407995224,
"m": 1.0
},
{
"p": 0.04375588521361351,
"m": 1.0
}
]
},
{
"epoch": 37,
"train_loss": 1.3502845764160156,
"val_loss": 1.0249394178390503,
"acc": 63.5,
"time": 110.03644606401213,
"param": [
{
"p": 0.10576478391885757,
"m": 1.0
},
{
"p": 0.04540614038705826,
"m": 1.0
},
{
"p": 0.06629353761672974,
"m": 1.0
},
{
"p": 0.05135081708431244,
"m": 1.0
},
{
"p": 0.06666693836450577,
"m": 1.0
},
{
"p": 0.07668846845626831,
"m": 1.0
},
{
"p": 0.05607069656252861,
"m": 1.0
},
{
"p": 0.06594355404376984,
"m": 1.0
},
{
"p": 0.05790479853749275,
"m": 1.0
},
{
"p": 0.06353674829006195,
"m": 1.0
},
{
"p": 0.05568278580904007,
"m": 1.0
},
{
"p": 0.09902132302522659,
"m": 1.0
},
{
"p": 0.10336357355117798,
"m": 1.0
},
{
"p": 0.08630593121051788,
"m": 1.0
}
]
},
{
"epoch": 38,
"train_loss": 1.206794023513794,
"val_loss": 1.036534070968628,
"acc": 62.57,
"time": 105.13671392807737,
"param": [
{
"p": 0.056066129356622696,
"m": 1.0
},
{
"p": 0.06977880746126175,
"m": 1.0
},
{
"p": 0.0726134404540062,
"m": 1.0
},
{
"p": 0.07553203403949738,
"m": 1.0
},
{
"p": 0.07226981967687607,
"m": 1.0
},
{
"p": 0.06708637624979019,
"m": 1.0
},
{
"p": 0.062295347452163696,
"m": 1.0
},
{
"p": 0.0961553156375885,
"m": 1.0
},
{
"p": 0.06702424585819244,
"m": 1.0
},
{
"p": 0.05619467794895172,
"m": 1.0
},
{
"p": 0.05563318356871605,
"m": 1.0
},
{
"p": 0.07260080426931381,
"m": 1.0
},
{
"p": 0.11089033633470535,
"m": 1.0
},
{
"p": 0.06585942208766937,
"m": 1.0
}
]
},
{
"epoch": 39,
"train_loss": 1.2564588785171509,
"val_loss": 1.0120038986206055,
"acc": 64.83,
"time": 92.26203207089566,
"param": [
{
"p": 0.0684090182185173,
"m": 1.0
},
{
"p": 0.06867458671331406,
"m": 1.0
},
{
"p": 0.08024776726961136,
"m": 1.0
},
{
"p": 0.061557792127132416,
"m": 1.0
},
{
"p": 0.07532843947410583,
"m": 1.0
},
{
"p": 0.07241909205913544,
"m": 1.0
},
{
"p": 0.0737115666270256,
"m": 1.0
},
{
"p": 0.0640835389494896,
"m": 1.0
},
{
"p": 0.05643116682767868,
"m": 1.0
},
{
"p": 0.07039551436901093,
"m": 1.0
},
{
"p": 0.07610132545232773,
"m": 1.0
},
{
"p": 0.08300386369228363,
"m": 1.0
},
{
"p": 0.07872485369443893,
"m": 1.0
},
{
"p": 0.07091157883405685,
"m": 1.0
}
]
},
{
"epoch": 40,
"train_loss": 1.4572480916976929,
"val_loss": 1.068186640739441,
"acc": 64.57,
"time": 95.7485598011408,
"param": [
{
"p": 0.07203713804483414,
"m": 1.0
},
{
"p": 0.05428261682391167,
"m": 1.0
},
{
"p": 0.07041975855827332,
"m": 1.0
},
{
"p": 0.0786818414926529,
"m": 1.0
},
{
"p": 0.056152768433094025,
"m": 1.0
},
{
"p": 0.04220598563551903,
"m": 1.0
},
{
"p": 0.08214015513658524,
"m": 1.0
},
{
"p": 0.0895618125796318,
"m": 1.0
},
{
"p": 0.06524588912725449,
"m": 1.0
},
{
"p": 0.07475274801254272,
"m": 1.0
},
{
"p": 0.07863704860210419,
"m": 1.0
},
{
"p": 0.0705769881606102,
"m": 1.0
},
{
"p": 0.0823843851685524,
"m": 1.0
},
{
"p": 0.08292093127965927,
"m": 1.0
}
]
},
{
"epoch": 41,
"train_loss": 1.2057303190231323,
"val_loss": 0.9817233085632324,
"acc": 65.26,
"time": 90.9206480269786,
"param": [
{
"p": 0.0731172189116478,
"m": 1.0
},
{
"p": 0.04486783966422081,
"m": 1.0
},
{
"p": 0.0741385966539383,
"m": 1.0
},
{
"p": 0.03908529877662659,
"m": 1.0
},
{
"p": 0.05397893115878105,
"m": 1.0
},
{
"p": 0.04990926384925842,
"m": 1.0
},
{
"p": 0.09588752686977386,
"m": 1.0
},
{
"p": 0.07016539573669434,
"m": 1.0
},
{
"p": 0.08853224664926529,
"m": 1.0
},
{
"p": 0.10070307552814484,
"m": 1.0
},
{
"p": 0.08697064965963364,
"m": 1.0
},
{
"p": 0.08047658205032349,
"m": 1.0
},
{
"p": 0.08303923904895782,
"m": 1.0
},
{
"p": 0.05912813916802406,
"m": 1.0
}
]
},
{
"epoch": 42,
"train_loss": 1.2461645603179932,
"val_loss": 0.9695701003074646,
"acc": 64.52,
"time": 91.19096073391847,
"param": [
{
"p": 0.0717124342918396,
"m": 1.0
},
{
"p": 0.06349203735589981,
"m": 1.0
},
{
"p": 0.0800759345293045,
"m": 1.0
},
{
"p": 0.0494873970746994,
"m": 1.0
},
{
"p": 0.06186568737030029,
"m": 1.0
},
{
"p": 0.051923446357250214,
"m": 1.0
},
{
"p": 0.06775141507387161,
"m": 1.0
},
{
"p": 0.0559934601187706,
"m": 1.0
},
{
"p": 0.07426217198371887,
"m": 1.0
},
{
"p": 0.09751530736684799,
"m": 1.0
},
{
"p": 0.08763717114925385,
"m": 1.0
},
{
"p": 0.08005587756633759,
"m": 1.0
},
{
"p": 0.10369332879781723,
"m": 1.0
},
{
"p": 0.05453440919518471,
"m": 1.0
}
]
},
{
"epoch": 43,
"train_loss": 1.3426369428634644,
"val_loss": 1.0998101234436035,
"acc": 64.18,
"time": 90.6445909300819,
"param": [
{
"p": 0.11677428334951401,
"m": 1.0
},
{
"p": 0.06991695612668991,
"m": 1.0
},
{
"p": 0.05747484415769577,
"m": 1.0
},
{
"p": 0.054854705929756165,
"m": 1.0
},
{
"p": 0.02334381267428398,
"m": 1.0
},
{
"p": 0.06689547002315521,
"m": 1.0
},
{
"p": 0.07258463650941849,
"m": 1.0
},
{
"p": 0.06650537997484207,
"m": 1.0
},
{
"p": 0.08152122050523758,
"m": 1.0
},
{
"p": 0.0801302120089531,
"m": 1.0
},
{
"p": 0.10487505048513412,
"m": 1.0
},
{
"p": 0.07316262274980545,
"m": 1.0
},
{
"p": 0.08102342486381531,
"m": 1.0
},
{
"p": 0.05093744024634361,
"m": 1.0
}
]
},
{
"epoch": 44,
"train_loss": 1.033121943473816,
"val_loss": 0.9792386889457703,
"acc": 64.48,
"time": 92.48795143398456,
"param": [
{
"p": 0.0848785936832428,
"m": 1.0
},
{
"p": 0.05583181977272034,
"m": 1.0
},
{
"p": 0.0639343410730362,
"m": 1.0
},
{
"p": 0.045771706849336624,
"m": 1.0
},
{
"p": 0.06430810689926147,
"m": 1.0
},
{
"p": 0.07599436491727829,
"m": 1.0
},
{
"p": 0.07103508710861206,
"m": 1.0
},
{
"p": 0.06496988236904144,
"m": 1.0
},
{
"p": 0.07544701546430588,
"m": 1.0
},
{
"p": 0.09066803008317947,
"m": 1.0
},
{
"p": 0.06327418237924576,
"m": 1.0
},
{
"p": 0.09390377998352051,
"m": 1.0
},
{
"p": 0.08625137060880661,
"m": 1.0
},
{
"p": 0.06373170763254166,
"m": 1.0
}
]
},
{
"epoch": 45,
"train_loss": 1.2634984254837036,
"val_loss": 1.0285788774490356,
"acc": 65.16,
"time": 101.2513912699651,
"param": [
{
"p": 0.0941561758518219,
"m": 1.0
},
{
"p": 0.042051464319229126,
"m": 1.0
},
{
"p": 0.0786762610077858,
"m": 1.0
},
{
"p": 0.06398562341928482,
"m": 1.0
},
{
"p": 0.08921132981777191,
"m": 1.0
},
{
"p": 0.05815616250038147,
"m": 1.0
},
{
"p": 0.055724550038576126,
"m": 1.0
},
{
"p": 0.05550958588719368,
"m": 1.0
},
{
"p": 0.06827610731124878,
"m": 1.0
},
{
"p": 0.09203974157571793,
"m": 1.0
},
{
"p": 0.07420806586742401,
"m": 1.0
},
{
"p": 0.07115166634321213,
"m": 1.0
},
{
"p": 0.07871031016111374,
"m": 1.0
},
{
"p": 0.0781429186463356,
"m": 1.0
}
]
},
{
"epoch": 46,
"train_loss": 1.485369324684143,
"val_loss": 1.027056336402893,
"acc": 64.95,
"time": 97.75562936090864,
"param": [
{
"p": 0.055836815387010574,
"m": 1.0
},
{
"p": 0.05827070772647858,
"m": 1.0
},
{
"p": 0.08481939882040024,
"m": 1.0
},
{
"p": 0.04769623279571533,
"m": 1.0
},
{
"p": 0.050278518348932266,
"m": 1.0
},
{
"p": 0.0784074142575264,
"m": 1.0
},
{
"p": 0.08076000213623047,
"m": 1.0
},
{
"p": 0.075749471783638,
"m": 1.0
},
{
"p": 0.07950791716575623,
"m": 1.0
},
{
"p": 0.08762720972299576,
"m": 1.0
},
{
"p": 0.07076864689588547,
"m": 1.0
},
{
"p": 0.08961281180381775,
"m": 1.0
},
{
"p": 0.07708337157964706,
"m": 1.0
},
{
"p": 0.06358141452074051,
"m": 1.0
}
]
},
{
"epoch": 47,
"train_loss": 1.1947814226150513,
"val_loss": 1.0484026670455933,
"acc": 66.72,
"time": 101.29513650084846,
"param": [
{
"p": 0.07189756631851196,
"m": 1.0
},
{
"p": 0.056011900305747986,
"m": 1.0
},
{
"p": 0.08155055344104767,
"m": 1.0
},
{
"p": 0.06679132580757141,
"m": 1.0
},
{
"p": 0.055875733494758606,
"m": 1.0
},
{
"p": 0.06356523931026459,
"m": 1.0
},
{
"p": 0.06868661940097809,
"m": 1.0
},
{
"p": 0.07791446894407272,
"m": 1.0
},
{
"p": 0.06580322980880737,
"m": 1.0
},
{
"p": 0.08797707408666611,
"m": 1.0
},
{
"p": 0.07937142252922058,
"m": 1.0
},
{
"p": 0.09476766735315323,
"m": 1.0
},
{
"p": 0.06740206480026245,
"m": 1.0
},
{
"p": 0.06238504499197006,
"m": 1.0
}
]
},
{
"epoch": 48,
"train_loss": 1.290718913078308,
"val_loss": 0.8880264163017273,
"acc": 65.26,
"time": 100.99852704815567,
"param": [
{
"p": 0.07600653171539307,
"m": 1.0
},
{
"p": 0.05029139667749405,
"m": 1.0
},
{
"p": 0.0732344388961792,
"m": 1.0
},
{
"p": 0.045354247093200684,
"m": 1.0
},
{
"p": 0.049227576702833176,
"m": 1.0
},
{
"p": 0.0948084220290184,
"m": 1.0
},
{
"p": 0.05598349869251251,
"m": 1.0
},
{
"p": 0.06275641173124313,
"m": 1.0
},
{
"p": 0.06751355528831482,
"m": 1.0
},
{
"p": 0.08770214766263962,
"m": 1.0
},
{
"p": 0.08863359689712524,
"m": 1.0
},
{
"p": 0.09478068351745605,
"m": 1.0
},
{
"p": 0.07910117506980896,
"m": 1.0
},
{
"p": 0.07460622489452362,
"m": 1.0
}
]
},
{
"epoch": 49,
"train_loss": 1.3454540967941284,
"val_loss": 0.987284243106842,
"acc": 66.28,
"time": 113.41306693991646,
"param": [
{
"p": 0.06428888440132141,
"m": 1.0
},
{
"p": 0.04405387490987778,
"m": 1.0
},
{
"p": 0.09554038941860199,
"m": 1.0
},
{
"p": 0.058710191398859024,
"m": 1.0
},
{
"p": 0.05301785096526146,
"m": 1.0
},
{
"p": 0.08024485409259796,
"m": 1.0
},
{
"p": 0.0690918043255806,
"m": 1.0
},
{
"p": 0.06757653504610062,
"m": 1.0
},
{
"p": 0.09605992585420609,
"m": 1.0
},
{
"p": 0.06650903820991516,
"m": 1.0
},
{
"p": 0.08191248774528503,
"m": 1.0
},
{
"p": 0.09244734793901443,
"m": 1.0
},
{
"p": 0.052683982998132706,
"m": 1.0
},
{
"p": 0.07786288857460022,
"m": 1.0
}
]
},
{
"epoch": 50,
"train_loss": 1.1444395780563354,
"val_loss": 0.9156936407089233,
"acc": 67.45,
"time": 91.39769849088043,
"param": [
{
"p": 0.07281796634197235,
"m": 1.0
},
{
"p": 0.050354357808828354,
"m": 1.0
},
{
"p": 0.06517872214317322,
"m": 1.0
},
{
"p": 0.056932222098112106,
"m": 1.0
},
{
"p": 0.0642407089471817,
"m": 1.0
},
{
"p": 0.0918610617518425,
"m": 1.0
},
{
"p": 0.07320895791053772,
"m": 1.0
},
{
"p": 0.06986863166093826,
"m": 1.0
},
{
"p": 0.06703492999076843,
"m": 1.0
},
{
"p": 0.10234582424163818,
"m": 1.0
},
{
"p": 0.06501845270395279,
"m": 1.0
},
{
"p": 0.09218892455101013,
"m": 1.0
},
{
"p": 0.06935817003250122,
"m": 1.0
},
{
"p": 0.059591129422187805,
"m": 1.0
}
]
},
{
"epoch": 51,
"train_loss": 1.1246460676193237,
"val_loss": 0.9602062106132507,
"acc": 66.16,
"time": 99.23144963011146,
"param": [
{
"p": 0.08625011891126633,
"m": 1.0
},
{
"p": 0.05214841291308403,
"m": 1.0
},
{
"p": 0.05936821550130844,
"m": 1.0
},
{
"p": 0.050532806664705276,
"m": 1.0
},
{
"p": 0.06427449733018875,
"m": 1.0
},
{
"p": 0.061009783297777176,
"m": 1.0
},
{
"p": 0.08420904725790024,
"m": 1.0
},
{
"p": 0.0551847405731678,
"m": 1.0
},
{
"p": 0.08495330810546875,
"m": 1.0
},
{
"p": 0.08406219631433487,
"m": 1.0
},
{
"p": 0.07174926996231079,
"m": 1.0
},
{
"p": 0.0727488249540329,
"m": 1.0
},
{
"p": 0.08690521866083145,
"m": 1.0
},
{
"p": 0.086603544652462,
"m": 1.0
}
]
},
{
"epoch": 52,
"train_loss": 1.1799572706222534,
"val_loss": 0.881762683391571,
"acc": 67.62,
"time": 92.18273589201272,
"param": [
{
"p": 0.09029785543680191,
"m": 1.0
},
{
"p": 0.06808312982320786,
"m": 1.0
},
{
"p": 0.08533968776464462,
"m": 1.0
},
{
"p": 0.08643807470798492,
"m": 1.0
},
{
"p": 0.06465068459510803,
"m": 1.0
},
{
"p": 0.0773850604891777,
"m": 1.0
},
{
"p": 0.09231885522603989,
"m": 1.0
},
{
"p": 0.03345230966806412,
"m": 1.0
},
{
"p": 0.05831154063344002,
"m": 1.0
},
{
"p": 0.07171808183193207,
"m": 1.0
},
{
"p": 0.06608035415410995,
"m": 1.0
},
{
"p": 0.04465492069721222,
"m": 1.0
},
{
"p": 0.09604626893997192,
"m": 1.0
},
{
"p": 0.06522324681282043,
"m": 1.0
}
]
},
{
"epoch": 53,
"train_loss": 1.222556710243225,
"val_loss": 0.8835180401802063,
"acc": 67.21,
"time": 92.69167832401581,
"param": [
{
"p": 0.0982702374458313,
"m": 1.0
},
{
"p": 0.0366995669901371,
"m": 1.0
},
{
"p": 0.10324247926473618,
"m": 1.0
},
{
"p": 0.05138145759701729,
"m": 1.0
},
{
"p": 0.05253453552722931,
"m": 1.0
},
{
"p": 0.07153747975826263,
"m": 1.0
},
{
"p": 0.08277901262044907,
"m": 1.0
},
{
"p": 0.06588888168334961,
"m": 1.0
},
{
"p": 0.06627190113067627,
"m": 1.0
},
{
"p": 0.07432475686073303,
"m": 1.0
},
{
"p": 0.07013659179210663,
"m": 1.0
},
{
"p": 0.07858866453170776,
"m": 1.0
},
{
"p": 0.07035072892904282,
"m": 1.0
},
{
"p": 0.0779937356710434,
"m": 1.0
}
]
},
{
"epoch": 54,
"train_loss": 0.9139271974563599,
"val_loss": 0.9694739580154419,
"acc": 66.9,
"time": 90.10434129298665,
"param": [
{
"p": 0.10289961844682693,
"m": 1.0
},
{
"p": 0.03535135090351105,
"m": 1.0
},
{
"p": 0.06052306294441223,
"m": 1.0
},
{
"p": 0.06421049684286118,
"m": 1.0
},
{
"p": 0.049133703112602234,
"m": 1.0
},
{
"p": 0.0969182550907135,
"m": 1.0
},
{
"p": 0.08925995975732803,
"m": 1.0
},
{
"p": 0.06813713908195496,
"m": 1.0
},
{
"p": 0.06834802031517029,
"m": 1.0
},
{
"p": 0.07756618410348892,
"m": 1.0
},
{
"p": 0.09013718366622925,
"m": 1.0
},
{
"p": 0.06663288921117783,
"m": 1.0
},
{
"p": 0.05855724960565567,
"m": 1.0
},
{
"p": 0.07232485711574554,
"m": 1.0
}
]
},
{
"epoch": 55,
"train_loss": 1.125238299369812,
"val_loss": 0.9843392968177795,
"acc": 66.68,
"time": 109.30890855402686,
"param": [
{
"p": 0.06539203226566315,
"m": 1.0
},
{
"p": 0.042810969054698944,
"m": 1.0
},
{
"p": 0.05629974603652954,
"m": 1.0
},
{
"p": 0.06328926980495453,
"m": 1.0
},
{
"p": 0.07390500605106354,
"m": 1.0
},
{
"p": 0.07203139364719391,
"m": 1.0
},
{
"p": 0.07063968479633331,
"m": 1.0
},
{
"p": 0.07825589925050735,
"m": 1.0
},
{
"p": 0.08045130223035812,
"m": 1.0
},
{
"p": 0.08461197465658188,
"m": 1.0
},
{
"p": 0.08342105150222778,
"m": 1.0
},
{
"p": 0.08591573685407639,
"m": 1.0
},
{
"p": 0.08466937392950058,
"m": 1.0
},
{
"p": 0.05830659344792366,
"m": 1.0
}
]
},
{
"epoch": 56,
"train_loss": 1.107344150543213,
"val_loss": 0.9618098735809326,
"acc": 66.38,
"time": 90.33159004501067,
"param": [
{
"p": 0.08070770651102066,
"m": 1.0
},
{
"p": 0.06160269305109978,
"m": 1.0
},
{
"p": 0.07038111984729767,
"m": 1.0
},
{
"p": 0.06593923270702362,
"m": 1.0
},
{
"p": 0.03867270424962044,
"m": 1.0
},
{
"p": 0.07096709311008453,
"m": 1.0
},
{
"p": 0.07831966131925583,
"m": 1.0
},
{
"p": 0.06377916038036346,
"m": 1.0
},
{
"p": 0.08171261847019196,
"m": 1.0
},
{
"p": 0.07766159623861313,
"m": 1.0
},
{
"p": 0.06841044872999191,
"m": 1.0
},
{
"p": 0.0794026330113411,
"m": 1.0
},
{
"p": 0.08554945886135101,
"m": 1.0
},
{
"p": 0.07689379155635834,
"m": 1.0
}
]
},
{
"epoch": 57,
"train_loss": 1.2193148136138916,
"val_loss": 0.9532458782196045,
"acc": 68.56,
"time": 109.42434062203392,
"param": [
{
"p": 0.08020119369029999,
"m": 1.0
},
{
"p": 0.02214042656123638,
"m": 1.0
},
{
"p": 0.07409946620464325,
"m": 1.0
},
{
"p": 0.08269990235567093,
"m": 1.0
},
{
"p": 0.023376235738396645,
"m": 1.0
},
{
"p": 0.0723610669374466,
"m": 1.0
},
{
"p": 0.06882920861244202,
"m": 1.0
},
{
"p": 0.06629344820976257,
"m": 1.0
},
{
"p": 0.07495422661304474,
"m": 1.0
},
{
"p": 0.09173309057950974,
"m": 1.0
},
{
"p": 0.07457084953784943,
"m": 1.0
},
{
"p": 0.08454519510269165,
"m": 1.0
},
{
"p": 0.09778296947479248,
"m": 1.0
},
{
"p": 0.0864126980304718,
"m": 1.0
}
]
},
{
"epoch": 58,
"train_loss": 0.9867119193077087,
"val_loss": 1.018171787261963,
"acc": 68.14,
"time": 104.33640871196985,
"param": [
{
"p": 0.07873892784118652,
"m": 1.0
},
{
"p": 0.0626760870218277,
"m": 1.0
},
{
"p": 0.08438233286142349,
"m": 1.0
},
{
"p": 0.05797900632023811,
"m": 1.0
},
{
"p": 0.06665344536304474,
"m": 1.0
},
{
"p": 0.059865567833185196,
"m": 1.0
},
{
"p": 0.07458145171403885,
"m": 1.0
},
{
"p": 0.059262506663799286,
"m": 1.0
},
{
"p": 0.06922195851802826,
"m": 1.0
},
{
"p": 0.07404593378305435,
"m": 1.0
},
{
"p": 0.0934545025229454,
"m": 1.0
},
{
"p": 0.06526371091604233,
"m": 1.0
},
{
"p": 0.09226274490356445,
"m": 1.0
},
{
"p": 0.06161175295710564,
"m": 1.0
}
]
},
{
"epoch": 59,
"train_loss": 1.059722900390625,
"val_loss": 1.1493465900421143,
"acc": 68.15,
"time": 95.57711753598414,
"param": [
{
"p": 0.05917410925030708,
"m": 1.0
},
{
"p": 0.054183658212423325,
"m": 1.0
},
{
"p": 0.09273096919059753,
"m": 1.0
},
{
"p": 0.07574319839477539,
"m": 1.0
},
{
"p": 0.07215995341539383,
"m": 1.0
},
{
"p": 0.07735027372837067,
"m": 1.0
},
{
"p": 0.07924367487430573,
"m": 1.0
},
{
"p": 0.06898926943540573,
"m": 1.0
},
{
"p": 0.0519847571849823,
"m": 1.0
},
{
"p": 0.07446722686290741,
"m": 1.0
},
{
"p": 0.08806463330984116,
"m": 1.0
},
{
"p": 0.07026442885398865,
"m": 1.0
},
{
"p": 0.053465768694877625,
"m": 1.0
},
{
"p": 0.08217822760343552,
"m": 1.0
}
]
},
{
"epoch": 60,
"train_loss": 1.1249357461929321,
"val_loss": 0.842277467250824,
"acc": 68.28,
"time": 91.35355968796648,
"param": [
{
"p": 0.08726807683706284,
"m": 1.0
},
{
"p": 0.04386592656373978,
"m": 1.0
},
{
"p": 0.09239671379327774,
"m": 1.0
},
{
"p": 0.07059160619974136,
"m": 1.0
},
{
"p": 0.03965573385357857,
"m": 1.0
},
{
"p": 0.07494955509901047,
"m": 1.0
},
{
"p": 0.051729895174503326,
"m": 1.0
},
{
"p": 0.06988295167684555,
"m": 1.0
},
{
"p": 0.06002616509795189,
"m": 1.0
},
{
"p": 0.10150627791881561,
"m": 1.0
},
{
"p": 0.05795133486390114,
"m": 1.0
},
{
"p": 0.06944459676742554,
"m": 1.0
},
{
"p": 0.10372181236743927,
"m": 1.0
},
{
"p": 0.07700943946838379,
"m": 1.0
}
]
},
{
"epoch": 61,
"train_loss": 1.2348674535751343,
"val_loss": 0.8901535868644714,
"acc": 67.76,
"time": 90.51045138016343,
"param": [
{
"p": 0.09083954244852066,
"m": 1.0
},
{
"p": 0.06409025937318802,
"m": 1.0
},
{
"p": 0.0688769668340683,
"m": 1.0
},
{
"p": 0.06894025951623917,
"m": 1.0
},
{
"p": 0.05652809888124466,
"m": 1.0
},
{
"p": 0.0532817542552948,
"m": 1.0
},
{
"p": 0.0761447623372078,
"m": 1.0
},
{
"p": 0.07791029661893845,
"m": 1.0
},
{
"p": 0.07673797756433487,
"m": 1.0
},
{
"p": 0.07119519263505936,
"m": 1.0
},
{
"p": 0.0826505497097969,
"m": 1.0
},
{
"p": 0.07915579527616501,
"m": 1.0
},
{
"p": 0.08176831901073456,
"m": 1.0
},
{
"p": 0.051880259066820145,
"m": 1.0
}
]
},
{
"epoch": 62,
"train_loss": 1.2313538789749146,
"val_loss": 0.8266580104827881,
"acc": 67.94,
"time": 90.70511100604199,
"param": [
{
"p": 0.07253332436084747,
"m": 1.0
},
{
"p": 0.048590000718832016,
"m": 1.0
},
{
"p": 0.08823663741350174,
"m": 1.0
},
{
"p": 0.06284095346927643,
"m": 1.0
},
{
"p": 0.04502996802330017,
"m": 1.0
},
{
"p": 0.06242585927248001,
"m": 1.0
},
{
"p": 0.07551871240139008,
"m": 1.0
},
{
"p": 0.07425829768180847,
"m": 1.0
},
{
"p": 0.08409858494997025,
"m": 1.0
},
{
"p": 0.07814723998308182,
"m": 1.0
},
{
"p": 0.06615385413169861,
"m": 1.0
},
{
"p": 0.07859320938587189,
"m": 1.0
},
{
"p": 0.08568734675645828,
"m": 1.0
},
{
"p": 0.07788600027561188,
"m": 1.0
}
]
},
{
"epoch": 63,
"train_loss": 1.1645090579986572,
"val_loss": 1.0981018543243408,
"acc": 66.84,
"time": 91.92369678011164,
"param": [
{
"p": 0.0903206318616867,
"m": 1.0
},
{
"p": 0.059675779193639755,
"m": 1.0
},
{
"p": 0.08375265449285507,
"m": 1.0
},
{
"p": 0.05796229839324951,
"m": 1.0
},
{
"p": 0.060320332646369934,
"m": 1.0
},
{
"p": 0.047157395631074905,
"m": 1.0
},
{
"p": 0.06399941444396973,
"m": 1.0
},
{
"p": 0.07023511826992035,
"m": 1.0
},
{
"p": 0.05836671590805054,
"m": 1.0
},
{
"p": 0.09221883863210678,
"m": 1.0
},
{
"p": 0.06789761781692505,
"m": 1.0
},
{
"p": 0.07576039433479309,
"m": 1.0
},
{
"p": 0.08226072788238525,
"m": 1.0
},
{
"p": 0.09007207304239273,
"m": 1.0
}
]
},
{
"epoch": 64,
"train_loss": 1.1418843269348145,
"val_loss": 1.037073016166687,
"acc": 69.0,
"time": 91.25006094691344,
"param": [
{
"p": 0.08950482308864594,
"m": 1.0
},
{
"p": 0.03410238027572632,
"m": 1.0
},
{
"p": 0.08055571466684341,
"m": 1.0
},
{
"p": 0.07635498046875,
"m": 1.0
},
{
"p": 0.05593555048108101,
"m": 1.0
},
{
"p": 0.09267285466194153,
"m": 1.0
},
{
"p": 0.056974343955516815,
"m": 1.0
},
{
"p": 0.06890387833118439,
"m": 1.0
},
{
"p": 0.08732016384601593,
"m": 1.0
},
{
"p": 0.060217153280973434,
"m": 1.0
},
{
"p": 0.06907408684492111,
"m": 1.0
},
{
"p": 0.06751357764005661,
"m": 1.0
},
{
"p": 0.09070881456136703,
"m": 1.0
},
{
"p": 0.07016171514987946,
"m": 1.0
}
]
},
{
"epoch": 65,
"train_loss": 1.2078644037246704,
"val_loss": 0.9422958493232727,
"acc": 69.43,
"time": 90.67309820000082,
"param": [
{
"p": 0.05917251110076904,
"m": 1.0
},
{
"p": 0.047176484018564224,
"m": 1.0
},
{
"p": 0.07611456513404846,
"m": 1.0
},
{
"p": 0.06954668462276459,
"m": 1.0
},
{
"p": 0.06666956841945648,
"m": 1.0
},
{
"p": 0.06677264720201492,
"m": 1.0
},
{
"p": 0.07910618931055069,
"m": 1.0
},
{
"p": 0.06663534790277481,
"m": 1.0
},
{
"p": 0.08416960388422012,
"m": 1.0
},
{
"p": 0.06597593426704407,
"m": 1.0
},
{
"p": 0.06728507578372955,
"m": 1.0
},
{
"p": 0.0753929615020752,
"m": 1.0
},
{
"p": 0.10104762017726898,
"m": 1.0
},
{
"p": 0.07493478059768677,
"m": 1.0
}
]
},
{
"epoch": 66,
"train_loss": 1.1383498907089233,
"val_loss": 0.9017546772956848,
"acc": 69.12,
"time": 96.93625772488303,
"param": [
{
"p": 0.08006837964057922,
"m": 1.0
},
{
"p": 0.057764045894145966,
"m": 1.0
},
{
"p": 0.07777019590139389,
"m": 1.0
},
{
"p": 0.061947956681251526,
"m": 1.0
},
{
"p": 0.07041679322719574,
"m": 1.0
},
{
"p": 0.0656694769859314,
"m": 1.0
},
{
"p": 0.0732349082827568,
"m": 1.0
},
{
"p": 0.07899122685194016,
"m": 1.0
},
{
"p": 0.06105123832821846,
"m": 1.0
},
{
"p": 0.07298239320516586,
"m": 1.0
},
{
"p": 0.07701732218265533,
"m": 1.0
},
{
"p": 0.07834063470363617,
"m": 1.0
},
{
"p": 0.07622487097978592,
"m": 1.0
},
{
"p": 0.06852047890424728,
"m": 1.0
}
]
},
{
"epoch": 67,
"train_loss": 1.1016639471054077,
"val_loss": 0.8765295147895813,
"acc": 68.45,
"time": 106.73329904791899,
"param": [
{
"p": 0.07574892789125443,
"m": 1.0
},
{
"p": 0.051642995327711105,
"m": 1.0
},
{
"p": 0.09385879337787628,
"m": 1.0
},
{
"p": 0.08355158567428589,
"m": 1.0
},
{
"p": 0.04878640174865723,
"m": 1.0
},
{
"p": 0.0758165642619133,
"m": 1.0
},
{
"p": 0.051982179284095764,
"m": 1.0
},
{
"p": 0.059578247368335724,
"m": 1.0
},
{
"p": 0.09121569991111755,
"m": 1.0
},
{
"p": 0.06092984229326248,
"m": 1.0
},
{
"p": 0.06958238035440445,
"m": 1.0
},
{
"p": 0.0890362337231636,
"m": 1.0
},
{
"p": 0.08237973600625992,
"m": 1.0
},
{
"p": 0.06589040905237198,
"m": 1.0
}
]
},
{
"epoch": 68,
"train_loss": 1.1097264289855957,
"val_loss": 0.8034300804138184,
"acc": 69.44,
"time": 102.19750606105663,
"param": [
{
"p": 0.06701046973466873,
"m": 1.0
},
{
"p": 0.03229258954524994,
"m": 1.0
},
{
"p": 0.08105669170618057,
"m": 1.0
},
{
"p": 0.052344854921102524,
"m": 1.0
},
{
"p": 0.07665830105543137,
"m": 1.0
},
{
"p": 0.07355179637670517,
"m": 1.0
},
{
"p": 0.07279441505670547,
"m": 1.0
},
{
"p": 0.0726129338145256,
"m": 1.0
},
{
"p": 0.08475976437330246,
"m": 1.0
},
{
"p": 0.06324383616447449,
"m": 1.0
},
{
"p": 0.09617862105369568,
"m": 1.0
},
{
"p": 0.05697556957602501,
"m": 1.0
},
{
"p": 0.0833214670419693,
"m": 1.0
},
{
"p": 0.0871986672282219,
"m": 1.0
}
]
},
{
"epoch": 69,
"train_loss": 0.9540875554084778,
"val_loss": 0.9512537717819214,
"acc": 69.04,
"time": 99.32791452808306,
"param": [
{
"p": 0.07071632146835327,
"m": 1.0
},
{
"p": 0.060334376990795135,
"m": 1.0
},
{
"p": 0.07509840279817581,
"m": 1.0
},
{
"p": 0.03733959421515465,
"m": 1.0
},
{
"p": 0.07511379569768906,
"m": 1.0
},
{
"p": 0.06098935380578041,
"m": 1.0
},
{
"p": 0.07860736548900604,
"m": 1.0
},
{
"p": 0.08225174248218536,
"m": 1.0
},
{
"p": 0.08712968230247498,
"m": 1.0
},
{
"p": 0.08521199971437454,
"m": 1.0
},
{
"p": 0.07777518779039383,
"m": 1.0
},
{
"p": 0.0621921680867672,
"m": 1.0
},
{
"p": 0.07898074388504028,
"m": 1.0
},
{
"p": 0.06825916469097137,
"m": 1.0
}
]
},
{
"epoch": 70,
"train_loss": 1.0965162515640259,
"val_loss": 0.8037683963775635,
"acc": 68.51,
"time": 91.60938160214573,
"param": [
{
"p": 0.09201779216527939,
"m": 1.0
},
{
"p": 0.04268853738903999,
"m": 1.0
},
{
"p": 0.10157859325408936,
"m": 1.0
},
{
"p": 0.07547555863857269,
"m": 1.0
},
{
"p": 0.0910494476556778,
"m": 1.0
},
{
"p": 0.040872614830732346,
"m": 1.0
},
{
"p": 0.06792812049388885,
"m": 1.0
},
{
"p": 0.07664800435304642,
"m": 1.0
},
{
"p": 0.05033375695347786,
"m": 1.0
},
{
"p": 0.07305604964494705,
"m": 1.0
},
{
"p": 0.07866984605789185,
"m": 1.0
},
{
"p": 0.05358091741800308,
"m": 1.0
},
{
"p": 0.10177408158779144,
"m": 1.0
},
{
"p": 0.05432674661278725,
"m": 1.0
}
]
},
{
"epoch": 71,
"train_loss": 1.037169098854065,
"val_loss": 0.8284934759140015,
"acc": 68.6,
"time": 98.56687630806118,
"param": [
{
"p": 0.08370476216077805,
"m": 1.0
},
{
"p": 0.057638559490442276,
"m": 1.0
},
{
"p": 0.09073013067245483,
"m": 1.0
},
{
"p": 0.03312890976667404,
"m": 1.0
},
{
"p": 0.06059149280190468,
"m": 1.0
},
{
"p": 0.0638125091791153,
"m": 1.0
},
{
"p": 0.06203661113977432,
"m": 1.0
},
{
"p": 0.09454189985990524,
"m": 1.0
},
{
"p": 0.08558925241231918,
"m": 1.0
},
{
"p": 0.05166904255747795,
"m": 1.0
},
{
"p": 0.09479417651891708,
"m": 1.0
},
{
"p": 0.06403747946023941,
"m": 1.0
},
{
"p": 0.08933286368846893,
"m": 1.0
},
{
"p": 0.0683923289179802,
"m": 1.0
}
]
},
{
"epoch": 72,
"train_loss": 1.0688893795013428,
"val_loss": 0.9271096587181091,
"acc": 69.94,
"time": 91.84909569099545,
"param": [
{
"p": 0.08730674535036087,
"m": 1.0
},
{
"p": 0.07144893705844879,
"m": 1.0
},
{
"p": 0.07036662846803665,
"m": 1.0
},
{
"p": 0.0820763036608696,
"m": 1.0
},
{
"p": 0.0652642548084259,
"m": 1.0
},
{
"p": 0.05918498709797859,
"m": 1.0
},
{
"p": 0.055064789950847626,
"m": 1.0
},
{
"p": 0.062429141253232956,
"m": 1.0
},
{
"p": 0.07762227207422256,
"m": 1.0
},
{
"p": 0.07711233198642731,
"m": 1.0
},
{
"p": 0.05959334596991539,
"m": 1.0
},
{
"p": 0.06540530920028687,
"m": 1.0
},
{
"p": 0.08930844068527222,
"m": 1.0
},
{
"p": 0.07781647145748138,
"m": 1.0
}
]
},
{
"epoch": 73,
"train_loss": 1.1676744222640991,
"val_loss": 0.9870818257331848,
"acc": 69.81,
"time": 107.13922880892642,
"param": [
{
"p": 0.08373165130615234,
"m": 1.0
},
{
"p": 0.07080858945846558,
"m": 1.0
},
{
"p": 0.07482883334159851,
"m": 1.0
},
{
"p": 0.04345704987645149,
"m": 1.0
},
{
"p": 0.06301288306713104,
"m": 1.0
},
{
"p": 0.10505573451519012,
"m": 1.0
},
{
"p": 0.07060034573078156,
"m": 1.0
},
{
"p": 0.06535790860652924,
"m": 1.0
},
{
"p": 0.0678272470831871,
"m": 1.0
},
{
"p": 0.06352680921554565,
"m": 1.0
},
{
"p": 0.06742390990257263,
"m": 1.0
},
{
"p": 0.08055932819843292,
"m": 1.0
},
{
"p": 0.08826860040426254,
"m": 1.0
},
{
"p": 0.05554112792015076,
"m": 1.0
}
]
},
{
"epoch": 74,
"train_loss": 0.9974504709243774,
"val_loss": 0.959608256816864,
"acc": 69.94,
"time": 92.68147617205977,
"param": [
{
"p": 0.05553330108523369,
"m": 1.0
},
{
"p": 0.03713897988200188,
"m": 1.0
},
{
"p": 0.08054034411907196,
"m": 1.0
},
{
"p": 0.09561792761087418,
"m": 1.0
},
{
"p": 0.07569141685962677,
"m": 1.0
},
{
"p": 0.056568168103694916,
"m": 1.0
},
{
"p": 0.06426653265953064,
"m": 1.0
},
{
"p": 0.06749734282493591,
"m": 1.0
},
{
"p": 0.05805179849267006,
"m": 1.0
},
{
"p": 0.07451087236404419,
"m": 1.0
},
{
"p": 0.08476769179105759,
"m": 1.0
},
{
"p": 0.0888080969452858,
"m": 1.0
},
{
"p": 0.07384396344423294,
"m": 1.0
},
{
"p": 0.08716345578432083,
"m": 1.0
}
]
},
{
"epoch": 75,
"train_loss": 0.9238947033882141,
"val_loss": 0.8302673697471619,
"acc": 70.85,
"time": 92.20106625603512,
"param": [
{
"p": 0.07476963102817535,
"m": 1.0
},
{
"p": 0.05307924374938011,
"m": 1.0
},
{
"p": 0.10204219073057175,
"m": 1.0
},
{
"p": 0.06460800021886826,
"m": 1.0
},
{
"p": 0.054576363414525986,
"m": 1.0
},
{
"p": 0.06663552671670914,
"m": 1.0
},
{
"p": 0.06638253480195999,
"m": 1.0
},
{
"p": 0.06787360459566116,
"m": 1.0
},
{
"p": 0.065562404692173,
"m": 1.0
},
{
"p": 0.07684855908155441,
"m": 1.0
},
{
"p": 0.07000551372766495,
"m": 1.0
},
{
"p": 0.08311668038368225,
"m": 1.0
},
{
"p": 0.07882319390773773,
"m": 1.0
},
{
"p": 0.07567664235830307,
"m": 1.0
}
]
},
{
"epoch": 76,
"train_loss": 0.9769548773765564,
"val_loss": 0.8207721710205078,
"acc": 70.84,
"time": 89.36498442990705,
"param": [
{
"p": 0.08768098056316376,
"m": 1.0
},
{
"p": 0.03553080931305885,
"m": 1.0
},
{
"p": 0.08085136115550995,
"m": 1.0
},
{
"p": 0.060253992676734924,
"m": 1.0
},
{
"p": 0.051885757595300674,
"m": 1.0
},
{
"p": 0.05479615181684494,
"m": 1.0
},
{
"p": 0.09845961630344391,
"m": 1.0
},
{
"p": 0.08364448696374893,
"m": 1.0
},
{
"p": 0.08740109950304031,
"m": 1.0
},
{
"p": 0.06291333585977554,
"m": 1.0
},
{
"p": 0.06802495568990707,
"m": 1.0
},
{
"p": 0.07862932980060577,
"m": 1.0
},
{
"p": 0.06746872514486313,
"m": 1.0
},
{
"p": 0.08245939016342163,
"m": 1.0
}
]
},
{
"epoch": 77,
"train_loss": 0.9792510867118835,
"val_loss": 0.8218799829483032,
"acc": 69.86,
"time": 94.421109741088,
"param": [
{
"p": 0.0824083462357521,
"m": 1.0
},
{
"p": 0.08832664042711258,
"m": 1.0
},
{
"p": 0.08782267570495605,
"m": 1.0
},
{
"p": 0.09344993531703949,
"m": 1.0
},
{
"p": 0.05701351910829544,
"m": 1.0
},
{
"p": 0.05269070714712143,
"m": 1.0
},
{
"p": 0.039300382137298584,
"m": 1.0
},
{
"p": 0.07407848536968231,
"m": 1.0
},
{
"p": 0.0740237608551979,
"m": 1.0
},
{
"p": 0.0781201422214508,
"m": 1.0
},
{
"p": 0.08491957187652588,
"m": 1.0
},
{
"p": 0.09049410372972488,
"m": 1.0
},
{
"p": 0.07073956727981567,
"m": 1.0
},
{
"p": 0.026612192392349243,
"m": 1.0
}
]
},
{
"epoch": 78,
"train_loss": 1.054474115371704,
"val_loss": 0.8042333722114563,
"acc": 70.34,
"time": 112.16403602994978,
"param": [
{
"p": 0.060167085379362106,
"m": 1.0
},
{
"p": 0.06589765846729279,
"m": 1.0
},
{
"p": 0.06009155511856079,
"m": 1.0
},
{
"p": 0.0625382587313652,
"m": 1.0
},
{
"p": 0.04456409066915512,
"m": 1.0
},
{
"p": 0.08988170325756073,
"m": 1.0
},
{
"p": 0.058316752314567566,
"m": 1.0
},
{
"p": 0.07750755548477173,
"m": 1.0
},
{
"p": 0.0801628977060318,
"m": 1.0
},
{
"p": 0.07355697453022003,
"m": 1.0
},
{
"p": 0.06218395009636879,
"m": 1.0
},
{
"p": 0.08285043388605118,
"m": 1.0
},
{
"p": 0.10009423643350601,
"m": 1.0
},
{
"p": 0.08218690007925034,
"m": 1.0
}
]
},
{
"epoch": 79,
"train_loss": 0.9346851706504822,
"val_loss": 1.020724892616272,
"acc": 69.5,
"time": 112.75364098697901,
"param": [
{
"p": 0.0762753039598465,
"m": 1.0
},
{
"p": 0.07463420927524567,
"m": 1.0
},
{
"p": 0.11960401386022568,
"m": 1.0
},
{
"p": 0.04439308121800423,
"m": 1.0
},
{
"p": 0.06422806531190872,
"m": 1.0
},
{
"p": 0.038970645517110825,
"m": 1.0
},
{
"p": 0.06121563911437988,
"m": 1.0
},
{
"p": 0.053748972713947296,
"m": 1.0
},
{
"p": 0.07199443876743317,
"m": 1.0
},
{
"p": 0.06583550572395325,
"m": 1.0
},
{
"p": 0.08652639389038086,
"m": 1.0
},
{
"p": 0.07205510139465332,
"m": 1.0
},
{
"p": 0.10338416695594788,
"m": 1.0
},
{
"p": 0.0671345517039299,
"m": 1.0
}
]
},
{
"epoch": 80,
"train_loss": 0.9359013438224792,
"val_loss": 0.9401373267173767,
"acc": 69.88,
"time": 91.74117829697207,
"param": [
{
"p": 0.08944657444953918,
"m": 1.0
},
{
"p": 0.049149561673402786,
"m": 1.0
},
{
"p": 0.07464397698640823,
"m": 1.0
},
{
"p": 0.05940193682909012,
"m": 1.0
},
{
"p": 0.04302519932389259,
"m": 1.0
},
{
"p": 0.0592634417116642,
"m": 1.0
},
{
"p": 0.088314950466156,
"m": 1.0
},
{
"p": 0.07760661840438843,
"m": 1.0
},
{
"p": 0.10511747002601624,
"m": 1.0
},
{
"p": 0.06970490515232086,
"m": 1.0
},
{
"p": 0.07350639998912811,
"m": 1.0
},
{
"p": 0.082945816218853,
"m": 1.0
},
{
"p": 0.06952234357595444,
"m": 1.0
},
{
"p": 0.058350734412670135,
"m": 1.0
}
]
},
{
"epoch": 81,
"train_loss": 0.7901919484138489,
"val_loss": 0.9035971164703369,
"acc": 70.23,
"time": 99.74893460283056,
"param": [
{
"p": 0.08256424218416214,
"m": 1.0
},
{
"p": 0.07347362488508224,
"m": 1.0
},
{
"p": 0.08136893808841705,
"m": 1.0
},
{
"p": 0.044860515743494034,
"m": 1.0
},
{
"p": 0.0665595531463623,
"m": 1.0
},
{
"p": 0.061248838901519775,
"m": 1.0
},
{
"p": 0.08953550457954407,
"m": 1.0
},
{
"p": 0.0639965683221817,
"m": 1.0
},
{
"p": 0.061191003769636154,
"m": 1.0
},
{
"p": 0.07145673781633377,
"m": 1.0
},
{
"p": 0.09446853399276733,
"m": 1.0
},
{
"p": 0.06667498499155045,
"m": 1.0
},
{
"p": 0.08362194895744324,
"m": 1.0
},
{
"p": 0.05897892639040947,
"m": 1.0
}
]
},
{
"epoch": 82,
"train_loss": 1.0432239770889282,
"val_loss": 0.9405956268310547,
"acc": 70.2,
"time": 92.37916882312857,
"param": [
{
"p": 0.09564552456140518,
"m": 1.0
},
{
"p": 0.06480637192726135,
"m": 1.0
},
{
"p": 0.07171434164047241,
"m": 1.0
},
{
"p": 0.05546635389328003,
"m": 1.0
},
{
"p": 0.051277752965688705,
"m": 1.0
},
{
"p": 0.057391393929719925,
"m": 1.0
},
{
"p": 0.06294526904821396,
"m": 1.0
},
{
"p": 0.07600850611925125,
"m": 1.0
},
{
"p": 0.07893773168325424,
"m": 1.0
},
{
"p": 0.08770360797643661,
"m": 1.0
},
{
"p": 0.07940449565649033,
"m": 1.0
},
{
"p": 0.07622556388378143,
"m": 1.0
},
{
"p": 0.08597338944673538,
"m": 1.0
},
{
"p": 0.05649977922439575,
"m": 1.0
}
]
},
{
"epoch": 83,
"train_loss": 0.8640286326408386,
"val_loss": 0.9545084834098816,
"acc": 71.11,
"time": 92.46598417498171,
"param": [
{
"p": 0.06993433088064194,
"m": 1.0
},
{
"p": 0.05790473893284798,
"m": 1.0
},
{
"p": 0.09911324828863144,
"m": 1.0
},
{
"p": 0.07948972284793854,
"m": 1.0
},
{
"p": 0.04058147594332695,
"m": 1.0
},
{
"p": 0.06328770518302917,
"m": 1.0
},
{
"p": 0.07628101110458374,
"m": 1.0
},
{
"p": 0.06513316184282303,
"m": 1.0
},
{
"p": 0.052783478051424026,
"m": 1.0
},
{
"p": 0.09423084557056427,
"m": 1.0
},
{
"p": 0.043717287480831146,
"m": 1.0
},
{
"p": 0.08902467042207718,
"m": 1.0
},
{
"p": 0.10317813605070114,
"m": 1.0
},
{
"p": 0.06534022092819214,
"m": 1.0
}
]
},
{
"epoch": 84,
"train_loss": 1.0171942710876465,
"val_loss": 0.9298632740974426,
"acc": 70.75,
"time": 93.27972031501122,
"param": [
{
"p": 0.0696769505739212,
"m": 1.0
},
{
"p": 0.06216060370206833,
"m": 1.0
},
{
"p": 0.07914058864116669,
"m": 1.0
},
{
"p": 0.07631925493478775,
"m": 1.0
},
{
"p": 0.03411794826388359,
"m": 1.0
},
{
"p": 0.07381878048181534,
"m": 1.0
},
{
"p": 0.04696394503116608,
"m": 1.0
},
{
"p": 0.08951292932033539,
"m": 1.0
},
{
"p": 0.052320197224617004,
"m": 1.0
},
{
"p": 0.0776686891913414,
"m": 1.0
},
{
"p": 0.07142516225576401,
"m": 1.0
},
{
"p": 0.09788715094327927,
"m": 1.0
},
{
"p": 0.10748791694641113,
"m": 1.0
},
{
"p": 0.06149984523653984,
"m": 1.0
}
]
},
{
"epoch": 85,
"train_loss": 1.0499354600906372,
"val_loss": 0.9839000701904297,
"acc": 69.92,
"time": 101.92953883204609,
"param": [
{
"p": 0.061855852603912354,
"m": 1.0
},
{
"p": 0.06868626922369003,
"m": 1.0
},
{
"p": 0.08241987973451614,
"m": 1.0
},
{
"p": 0.0725482627749443,
"m": 1.0
},
{
"p": 0.0034616354387253523,
"m": 1.0
},
{
"p": 0.08195660263299942,
"m": 1.0
},
{
"p": 0.09576010704040527,
"m": 1.0
},
{
"p": 0.017455758526921272,
"m": 1.0
},
{
"p": 0.08232875913381577,
"m": 1.0
},
{
"p": 0.07378660887479782,
"m": 1.0
},
{
"p": 0.08924290537834167,
"m": 1.0
},
{
"p": 0.08729123324155807,
"m": 1.0
},
{
"p": 0.09480863809585571,
"m": 1.0
},
{
"p": 0.08839748799800873,
"m": 1.0
}
]
},
{
"epoch": 86,
"train_loss": 0.9295965433120728,
"val_loss": 0.8916073441505432,
"acc": 70.13,
"time": 96.17122007207945,
"param": [
{
"p": 0.07967286556959152,
"m": 1.0
},
{
"p": 0.049398649483919144,
"m": 1.0
},
{
"p": 0.08489736169576645,
"m": 1.0
},
{
"p": 0.05944658815860748,
"m": 1.0
},
{
"p": 0.056647226214408875,
"m": 1.0
},
{
"p": 0.046482715755701065,
"m": 1.0
},
{
"p": 0.06042588874697685,
"m": 1.0
},
{
"p": 0.07326969504356384,
"m": 1.0
},
{
"p": 0.11051394790410995,
"m": 1.0
},
{
"p": 0.08871625363826752,
"m": 1.0
},
{
"p": 0.0874718651175499,
"m": 1.0
},
{
"p": 0.06485601514577866,
"m": 1.0
},
{
"p": 0.072002112865448,
"m": 1.0
},
{
"p": 0.0661989375948906,
"m": 1.0
}
]
},
{
"epoch": 87,
"train_loss": 1.0090808868408203,
"val_loss": 0.8785741925239563,
"acc": 71.39,
"time": 93.33477896405384,
"param": [
{
"p": 0.06501810252666473,
"m": 1.0
},
{
"p": 0.10570096969604492,
"m": 1.0
},
{
"p": 0.08570326119661331,
"m": 1.0
},
{
"p": 0.0798737108707428,
"m": 1.0
},
{
"p": 0.056716084480285645,
"m": 1.0
},
{
"p": 0.02770930901169777,
"m": 1.0
},
{
"p": 0.08781973272562027,
"m": 1.0
},
{
"p": 0.05390186607837677,
"m": 1.0
},
{
"p": 0.06218062341213226,
"m": 1.0
},
{
"p": 0.07401209324598312,
"m": 1.0
},
{
"p": 0.06052669882774353,
"m": 1.0
},
{
"p": 0.08485047519207001,
"m": 1.0
},
{
"p": 0.08382775634527206,
"m": 1.0
},
{
"p": 0.0721593126654625,
"m": 1.0
}
]
},
{
"epoch": 88,
"train_loss": 1.0108343362808228,
"val_loss": 0.8552325367927551,
"acc": 70.86,
"time": 91.33461138699204,
"param": [
{
"p": 0.0963689312338829,
"m": 1.0
},
{
"p": 0.07204519212245941,
"m": 1.0
},
{
"p": 0.10589037835597992,
"m": 1.0
},
{
"p": 0.0825674831867218,
"m": 1.0
},
{
"p": 0.05382237955927849,
"m": 1.0
},
{
"p": 0.06256745755672455,
"m": 1.0
},
{
"p": 0.07329598814249039,
"m": 1.0
},
{
"p": 0.05274742841720581,
"m": 1.0
},
{
"p": 0.06043045595288277,
"m": 1.0
},
{
"p": 0.0651727244257927,
"m": 1.0
},
{
"p": 0.07270944863557816,
"m": 1.0
},
{
"p": 0.07964533567428589,
"m": 1.0
},
{
"p": 0.06482508033514023,
"m": 1.0
},
{
"p": 0.0579117089509964,
"m": 1.0
}
]
},
{
"epoch": 89,
"train_loss": 0.7615531086921692,
"val_loss": 1.0382719039916992,
"acc": 69.71,
"time": 90.50123462290503,
"param": [
{
"p": 0.08700074255466461,
"m": 1.0
},
{
"p": 0.06504567712545395,
"m": 1.0
},
{
"p": 0.0853959172964096,
"m": 1.0
},
{
"p": 0.07274599373340607,
"m": 1.0
},
{
"p": 0.06193045899271965,
"m": 1.0
},
{
"p": 0.05726391077041626,
"m": 1.0
},
{
"p": 0.0458466000854969,
"m": 1.0
},
{
"p": 0.0746893361210823,
"m": 1.0
},
{
"p": 0.09323171526193619,
"m": 1.0
},
{
"p": 0.06942707300186157,
"m": 1.0
},
{
"p": 0.09095539152622223,
"m": 1.0
},
{
"p": 0.07995708286762238,
"m": 1.0
},
{
"p": 0.05284672603011131,
"m": 1.0
},
{
"p": 0.06366336345672607,
"m": 1.0
}
]
},
{
"epoch": 90,
"train_loss": 1.062546968460083,
"val_loss": 0.8562777638435364,
"acc": 71.33,
"time": 117.29068248695694,
"param": [
{
"p": 0.06726861745119095,
"m": 1.0
},
{
"p": 0.07394634187221527,
"m": 1.0
},
{
"p": 0.07357174903154373,
"m": 1.0
},
{
"p": 0.05815643072128296,
"m": 1.0
},
{
"p": 0.06279458850622177,
"m": 1.0
},
{
"p": 0.06874758750200272,
"m": 1.0
},
{
"p": 0.06627155095338821,
"m": 1.0
},
{
"p": 0.058851081877946854,
"m": 1.0
},
{
"p": 0.07621386647224426,
"m": 1.0
},
{
"p": 0.08186717331409454,
"m": 1.0
},
{
"p": 0.07894223928451538,
"m": 1.0
},
{
"p": 0.09120652824640274,
"m": 1.0
},
{
"p": 0.08491851389408112,
"m": 1.0
},
{
"p": 0.05724373459815979,
"m": 1.0
}
]
},
{
"epoch": 91,
"train_loss": 0.9313302636146545,
"val_loss": 0.8453093767166138,
"acc": 71.34,
"time": 90.126184013905,
"param": [
{
"p": 0.09102384746074677,
"m": 1.0
},
{
"p": 0.04733417183160782,
"m": 1.0
},
{
"p": 0.08837447315454483,
"m": 1.0
},
{
"p": 0.046069663017988205,
"m": 1.0
},
{
"p": 0.05751662328839302,
"m": 1.0
},
{
"p": 0.07664459943771362,
"m": 1.0
},
{
"p": 0.07596468925476074,
"m": 1.0
},
{
"p": 0.052466001361608505,
"m": 1.0
},
{
"p": 0.08066103607416153,
"m": 1.0
},
{
"p": 0.10676149278879166,
"m": 1.0
},
{
"p": 0.05385642498731613,
"m": 1.0
},
{
"p": 0.06804497539997101,
"m": 1.0
},
{
"p": 0.08433770388364792,
"m": 1.0
},
{
"p": 0.07094421237707138,
"m": 1.0
}
]
},
{
"epoch": 92,
"train_loss": 1.0085424184799194,
"val_loss": 0.9484094977378845,
"acc": 69.92,
"time": 109.86767713399604,
"param": [
{
"p": 0.08985679596662521,
"m": 1.0
},
{
"p": 0.08975143730640411,
"m": 1.0
},
{
"p": 0.07256671041250229,
"m": 1.0
},
{
"p": 0.06943371146917343,
"m": 1.0
},
{
"p": 0.036009278148412704,
"m": 1.0
},
{
"p": 0.041723646223545074,
"m": 1.0
},
{
"p": 0.06397120654582977,
"m": 1.0
},
{
"p": 0.0459672175347805,
"m": 1.0
},
{
"p": 0.0969100072979927,
"m": 1.0
},
{
"p": 0.08049238473176956,
"m": 1.0
},
{
"p": 0.08947064727544785,
"m": 1.0
},
{
"p": 0.06579229980707169,
"m": 1.0
},
{
"p": 0.09833706170320511,
"m": 1.0
},
{
"p": 0.05971767008304596,
"m": 1.0
}
]
},
{
"epoch": 93,
"train_loss": 0.9260323643684387,
"val_loss": 0.8700220584869385,
"acc": 71.61,
"time": 91.17234344803728,
"param": [
{
"p": 0.063273124396801,
"m": 1.0
},
{
"p": 0.0680699273943901,
"m": 1.0
},
{
"p": 0.07354878634214401,
"m": 1.0
},
{
"p": 0.05851913243532181,
"m": 1.0
},
{
"p": 0.07088085263967514,
"m": 1.0
},
{
"p": 0.05970999598503113,
"m": 1.0
},
{
"p": 0.07673417031764984,
"m": 1.0
},
{
"p": 0.0863732174038887,
"m": 1.0
},
{
"p": 0.0737478956580162,
"m": 1.0
},
{
"p": 0.09613348543643951,
"m": 1.0
},
{
"p": 0.06271854043006897,
"m": 1.0
},
{
"p": 0.07860811054706573,
"m": 1.0
},
{
"p": 0.07162376493215561,
"m": 1.0
},
{
"p": 0.06005892902612686,
"m": 1.0
}
]
},
{
"epoch": 94,
"train_loss": 1.021095871925354,
"val_loss": 0.8187732696533203,
"acc": 70.95,
"time": 99.58094925084151,
"param": [
{
"p": 0.10875590890645981,
"m": 1.0
},
{
"p": 0.03919011726975441,
"m": 1.0
},
{
"p": 0.0833178162574768,
"m": 1.0
},
{
"p": 0.03883764147758484,
"m": 1.0
},
{
"p": 0.07207512855529785,
"m": 1.0
},
{
"p": 0.05708109214901924,
"m": 1.0
},
{
"p": 0.03719401732087135,
"m": 1.0
},
{
"p": 0.08739050477743149,
"m": 1.0
},
{
"p": 0.03459441289305687,
"m": 1.0
},
{
"p": 0.10957133024930954,
"m": 1.0
},
{
"p": 0.05861024558544159,
"m": 1.0
},
{
"p": 0.06814122945070267,
"m": 1.0
},
{
"p": 0.10450395196676254,
"m": 1.0
},
{
"p": 0.10073665529489517,
"m": 1.0
}
]
},
{
"epoch": 95,
"train_loss": 0.9214009046554565,
"val_loss": 0.8538466095924377,
"acc": 70.2,
"time": 91.39336319104768,
"param": [
{
"p": 0.08845239132642746,
"m": 1.0
},
{
"p": 0.05687884986400604,
"m": 1.0
},
{
"p": 0.06954119354486465,
"m": 1.0
},
{
"p": 0.054454606026411057,
"m": 1.0
},
{
"p": 0.06525938212871552,
"m": 1.0
},
{
"p": 0.07839062064886093,
"m": 1.0
},
{
"p": 0.07474279403686523,
"m": 1.0
},
{
"p": 0.0650365948677063,
"m": 1.0
},
{
"p": 0.07802227139472961,
"m": 1.0
},
{
"p": 0.07187188416719437,
"m": 1.0
},
{
"p": 0.06663698703050613,
"m": 1.0
},
{
"p": 0.06567981094121933,
"m": 1.0
},
{
"p": 0.08122475445270538,
"m": 1.0
},
{
"p": 0.0838078111410141,
"m": 1.0
}
]
},
{
"epoch": 96,
"train_loss": 0.9822582602500916,
"val_loss": 1.0083739757537842,
"acc": 70.62,
"time": 91.88896227790974,
"param": [
{
"p": 0.08755505830049515,
"m": 1.0
},
{
"p": 0.041573889553546906,
"m": 1.0
},
{
"p": 0.06343765556812286,
"m": 1.0
},
{
"p": 0.054719291627407074,
"m": 1.0
},
{
"p": 0.06967626512050629,
"m": 1.0
},
{
"p": 0.07193110883235931,
"m": 1.0
},
{
"p": 0.07179751992225647,
"m": 1.0
},
{
"p": 0.06053701043128967,
"m": 1.0
},
{
"p": 0.036733441054821014,
"m": 1.0
},
{
"p": 0.0734274759888649,
"m": 1.0
},
{
"p": 0.07651880383491516,
"m": 1.0
},
{
"p": 0.09178932011127472,
"m": 1.0
},
{
"p": 0.11075850576162338,
"m": 1.0
},
{
"p": 0.08954465389251709,
"m": 1.0
}
]
},
{
"epoch": 97,
"train_loss": 0.8749639987945557,
"val_loss": 0.7743055820465088,
"acc": 70.18,
"time": 91.60519601404667,
"param": [
{
"p": 0.078816257417202,
"m": 1.0
},
{
"p": 0.05264631286263466,
"m": 1.0
},
{
"p": 0.07903970777988434,
"m": 1.0
},
{
"p": 0.06773274391889572,
"m": 1.0
},
{
"p": 0.06949975341558456,
"m": 1.0
},
{
"p": 0.06595311313867569,
"m": 1.0
},
{
"p": 0.07879512757062912,
"m": 1.0
},
{
"p": 0.07125095278024673,
"m": 1.0
},
{
"p": 0.06938395649194717,
"m": 1.0
},
{
"p": 0.06620953232049942,
"m": 1.0
},
{
"p": 0.08118915557861328,
"m": 1.0
},
{
"p": 0.07988660037517548,
"m": 1.0
},
{
"p": 0.0901680737733841,
"m": 1.0
},
{
"p": 0.04942874610424042,
"m": 1.0
}
]
},
{
"epoch": 98,
"train_loss": 0.9289620518684387,
"val_loss": 0.8750411868095398,
"acc": 71.71,
"time": 109.75815021898597,
"param": [
{
"p": 0.08729122579097748,
"m": 1.0
},
{
"p": 0.06491503864526749,
"m": 1.0
},
{
"p": 0.059610042721033096,
"m": 1.0
},
{
"p": 0.06652188301086426,
"m": 1.0
},
{
"p": 0.048820365220308304,
"m": 1.0
},
{
"p": 0.0527227520942688,
"m": 1.0
},
{
"p": 0.0668758898973465,
"m": 1.0
},
{
"p": 0.05617367848753929,
"m": 1.0
},
{
"p": 0.079322449862957,
"m": 1.0
},
{
"p": 0.10233043134212494,
"m": 1.0
},
{
"p": 0.07368908822536469,
"m": 1.0
},
{
"p": 0.09166795760393143,
"m": 1.0
},
{
"p": 0.07919654995203018,
"m": 1.0
},
{
"p": 0.07086266577243805,
"m": 1.0
}
]
},
{
"epoch": 99,
"train_loss": 1.0766983032226562,
"val_loss": 0.9099872708320618,
"acc": 71.0,
"time": 92.26646101591177,
"param": [
{
"p": 0.05880432203412056,
"m": 1.0
},
{
"p": 0.06564033776521683,
"m": 1.0
},
{
"p": 0.08381249010562897,
"m": 1.0
},
{
"p": 0.06704133003950119,
"m": 1.0
},
{
"p": 0.06790078431367874,
"m": 1.0
},
{
"p": 0.08018110692501068,
"m": 1.0
},
{
"p": 0.06268301606178284,
"m": 1.0
},
{
"p": 0.06590310484170914,
"m": 1.0
},
{
"p": 0.06667008250951767,
"m": 1.0
},
{
"p": 0.08071888238191605,
"m": 1.0
},
{
"p": 0.09006956964731216,
"m": 1.0
},
{
"p": 0.0688539445400238,
"m": 1.0
},
{
"p": 0.08944010734558105,
"m": 1.0
},
{
"p": 0.052280962467193604,
"m": 1.0
}
]
},
{
"epoch": 100,
"train_loss": 1.1385647058486938,
"val_loss": 0.7233613133430481,
"acc": 71.49,
"time": 112.94152112794109,
"param": [
{
"p": 0.08712072670459747,
"m": 1.0
},
{
"p": 0.06773131340742111,
"m": 1.0
},
{
"p": 0.08709406852722168,
"m": 1.0
},
{
"p": 0.07045061886310577,
"m": 1.0
},
{
"p": 0.02525239996612072,
"m": 1.0
},
{
"p": 0.0454246811568737,
"m": 1.0
},
{
"p": 0.07925497740507126,
"m": 1.0
},
{
"p": 0.06358344107866287,
"m": 1.0
},
{
"p": 0.07521705329418182,
"m": 1.0
},
{
"p": 0.11114515364170074,
"m": 1.0
},
{
"p": 0.04967966675758362,
"m": 1.0
},
{
"p": 0.06552308797836304,
"m": 1.0
},
{
"p": 0.08278366923332214,
"m": 1.0
},
{
"p": 0.08973918110132217,
"m": 1.0
}
]
},
{
"epoch": 101,
"train_loss": 0.7453845739364624,
"val_loss": 0.9864010810852051,
"acc": 71.03,
"time": 109.67421942506917,
"param": [
{
"p": 0.07536227256059647,
"m": 1.0
},
{
"p": 0.052789367735385895,
"m": 1.0
},
{
"p": 0.09875423461198807,
"m": 1.0
},
{
"p": 0.0696609690785408,
"m": 1.0
},
{
"p": 0.04228803887963295,
"m": 1.0
},
{
"p": 0.06176021695137024,
"m": 1.0
},
{
"p": 0.0512753389775753,
"m": 1.0
},
{
"p": 0.08139288425445557,
"m": 1.0
},
{
"p": 0.0782141163945198,
"m": 1.0
},
{
"p": 0.06811986863613129,
"m": 1.0
},
{
"p": 0.091485895216465,
"m": 1.0
},
{
"p": 0.07603179663419724,
"m": 1.0
},
{
"p": 0.06927192211151123,
"m": 1.0
},
{
"p": 0.0835929587483406,
"m": 1.0
}
]
},
{
"epoch": 102,
"train_loss": 0.9602686762809753,
"val_loss": 0.9107416868209839,
"acc": 71.14,
"time": 101.66976987197995,
"param": [
{
"p": 0.06362826377153397,
"m": 1.0
},
{
"p": 0.05135129764676094,
"m": 1.0
},
{
"p": 0.08832979202270508,
"m": 1.0
},
{
"p": 0.0280146487057209,
"m": 1.0
},
{
"p": 0.05602823942899704,
"m": 1.0
},
{
"p": 0.08155360072851181,
"m": 1.0
},
{
"p": 0.07066690921783447,
"m": 1.0
},
{
"p": 0.0629352256655693,
"m": 1.0
},
{
"p": 0.07558561116456985,
"m": 1.0
},
{
"p": 0.06598381698131561,
"m": 1.0
},
{
"p": 0.08018045127391815,
"m": 1.0
},
{
"p": 0.0975237563252449,
"m": 1.0
},
{
"p": 0.08969583362340927,
"m": 1.0
},
{
"p": 0.08852260559797287,
"m": 1.0
}
]
},
{
"epoch": 103,
"train_loss": 1.1098148822784424,
"val_loss": 0.8127017021179199,
"acc": 70.72,
"time": 96.64698420395143,
"param": [
{
"p": 0.09518902003765106,
"m": 1.0
},
{
"p": 0.06669309735298157,
"m": 1.0
},
{
"p": 0.0721931904554367,
"m": 1.0
},
{
"p": 0.030320340767502785,
"m": 1.0
},
{
"p": 0.05982470512390137,
"m": 1.0
},
{
"p": 0.07081606984138489,
"m": 1.0
},
{
"p": 0.07274440675973892,
"m": 1.0
},
{
"p": 0.07527860254049301,
"m": 1.0
},
{
"p": 0.09234795719385147,
"m": 1.0
},
{
"p": 0.06151033565402031,
"m": 1.0
},
{
"p": 0.07361265271902084,
"m": 1.0
},
{
"p": 0.07502065598964691,
"m": 1.0
},
{
"p": 0.08819618076086044,
"m": 1.0
},
{
"p": 0.06625276058912277,
"m": 1.0
}
]
},
{
"epoch": 104,
"train_loss": 0.958603024482727,
"val_loss": 0.9188832640647888,
"acc": 71.1,
"time": 104.68626354495063,
"param": [
{
"p": 0.07081005722284317,
"m": 1.0
},
{
"p": 0.08202140033245087,
"m": 1.0
},
{
"p": 0.06356967240571976,
"m": 1.0
},
{
"p": 0.060953665524721146,
"m": 1.0
},
{
"p": 0.07900939881801605,
"m": 1.0
},
{
"p": 0.0752679705619812,
"m": 1.0
},
{
"p": 0.06486865133047104,
"m": 1.0
},
{
"p": 0.07765738666057587,
"m": 1.0
},
{
"p": 0.0704924687743187,
"m": 1.0
},
{
"p": 0.0792994424700737,
"m": 1.0
},
{
"p": 0.05622158199548721,
"m": 1.0
},
{
"p": 0.07950066775083542,
"m": 1.0
},
{
"p": 0.06977259367704391,
"m": 1.0
},
{
"p": 0.07055506855249405,
"m": 1.0
}
]
},
{
"epoch": 105,
"train_loss": 0.9028459191322327,
"val_loss": 0.7023115754127502,
"acc": 71.57,
"time": 92.54675116715953,
"param": [
{
"p": 0.0719599649310112,
"m": 1.0
},
{
"p": 0.07052533328533173,
"m": 1.0
},
{
"p": 0.07731287181377411,
"m": 1.0
},
{
"p": 0.05672978237271309,
"m": 1.0
},
{
"p": 0.07226040214300156,
"m": 1.0
},
{
"p": 0.04202182590961456,
"m": 1.0
},
{
"p": 0.014584873802959919,
"m": 1.0
},
{
"p": 0.09161672741174698,
"m": 1.0
},
{
"p": 0.08343901485204697,
"m": 1.0
},
{
"p": 0.10077224671840668,
"m": 1.0
},
{
"p": 0.08459882438182831,
"m": 1.0
},
{
"p": 0.07051518559455872,
"m": 1.0
},
{
"p": 0.08267230540513992,
"m": 1.0
},
{
"p": 0.08099072426557541,
"m": 1.0
}
]
},
{
"epoch": 106,
"train_loss": 0.9505150318145752,
"val_loss": 0.7425185441970825,
"acc": 71.93,
"time": 99.4119235118851,
"param": [
{
"p": 0.09850504994392395,
"m": 1.0
},
{
"p": 0.05373808741569519,
"m": 1.0
},
{
"p": 0.06179652363061905,
"m": 1.0
},
{
"p": 0.04045102000236511,
"m": 1.0
},
{
"p": 0.06402262300252914,
"m": 1.0
},
{
"p": 0.06719733774662018,
"m": 1.0
},
{
"p": 0.07100687175989151,
"m": 1.0
},
{
"p": 0.09005901217460632,
"m": 1.0
},
{
"p": 0.07601083070039749,
"m": 1.0
},
{
"p": 0.08263976871967316,
"m": 1.0
},
{
"p": 0.09293072670698166,
"m": 1.0
},
{
"p": 0.07003921270370483,
"m": 1.0
},
{
"p": 0.09640069305896759,
"m": 1.0
},
{
"p": 0.03520229458808899,
"m": 1.0
}
]
},
{
"epoch": 107,
"train_loss": 1.0803401470184326,
"val_loss": 0.8399330377578735,
"acc": 70.83,
"time": 91.23225913196802,
"param": [
{
"p": 0.08692740648984909,
"m": 1.0
},
{
"p": 0.06098925322294235,
"m": 1.0
},
{
"p": 0.07756315916776657,
"m": 1.0
},
{
"p": 0.07552611082792282,
"m": 1.0
},
{
"p": 0.038559187203645706,
"m": 1.0
},
{
"p": 0.09605672210454941,
"m": 1.0
},
{
"p": 0.050480179488658905,
"m": 1.0
},
{
"p": 0.03539359197020531,
"m": 1.0
},
{
"p": 0.0739118903875351,
"m": 1.0
},
{
"p": 0.10187674313783646,
"m": 1.0
},
{
"p": 0.1021457090973854,
"m": 1.0
},
{
"p": 0.06517936289310455,
"m": 1.0
},
{
"p": 0.07205500453710556,
"m": 1.0
},
{
"p": 0.06333567947149277,
"m": 1.0
}
]
},
{
"epoch": 108,
"train_loss": 1.0567901134490967,
"val_loss": 0.7499030828475952,
"acc": 71.47,
"time": 93.93603913998231,
"param": [
{
"p": 0.09457453340291977,
"m": 1.0
},
{
"p": 0.08638042956590652,
"m": 1.0
},
{
"p": 0.058465465903282166,
"m": 1.0
},
{
"p": 0.05995849147439003,
"m": 1.0
},
{
"p": 0.05316614732146263,
"m": 1.0
},
{
"p": 0.07349970191717148,
"m": 1.0
},
{
"p": 0.07254461199045181,
"m": 1.0
},
{
"p": 0.05200045555830002,
"m": 1.0
},
{
"p": 0.08873351663351059,
"m": 1.0
},
{
"p": 0.05968652665615082,
"m": 1.0
},
{
"p": 0.034062016755342484,
"m": 1.0
},
{
"p": 0.07759302109479904,
"m": 1.0
},
{
"p": 0.09596103429794312,
"m": 1.0
},
{
"p": 0.09337400645017624,
"m": 1.0
}
]
},
{
"epoch": 109,
"train_loss": 0.940386176109314,
"val_loss": 0.8323176503181458,
"acc": 71.98,
"time": 89.91098823910579,
"param": [
{
"p": 0.08549612015485764,
"m": 1.0
},
{
"p": 0.053462494164705276,
"m": 1.0
},
{
"p": 0.08880829811096191,
"m": 1.0
},
{
"p": 0.06369704753160477,
"m": 1.0
},
{
"p": 0.0761408731341362,
"m": 1.0
},
{
"p": 0.09309646487236023,
"m": 1.0
},
{
"p": 0.07813562452793121,
"m": 1.0
},
{
"p": 0.06205230951309204,
"m": 1.0
},
{
"p": 0.06987640261650085,
"m": 1.0
},
{
"p": 0.07200446724891663,
"m": 1.0
},
{
"p": 0.05142432823777199,
"m": 1.0
},
{
"p": 0.05529997870326042,
"m": 1.0
},
{
"p": 0.09218061715364456,
"m": 1.0
},
{
"p": 0.058324944227933884,
"m": 1.0
}
]
},
{
"epoch": 110,
"train_loss": 0.9890121221542358,
"val_loss": 0.8475419282913208,
"acc": 71.74,
"time": 91.02611089497805,
"param": [
{
"p": 0.05426592007279396,
"m": 1.0
},
{
"p": 0.05172250419855118,
"m": 1.0
},
{
"p": 0.07148763537406921,
"m": 1.0
},
{
"p": 0.04540863260626793,
"m": 1.0
},
{
"p": 0.09516444802284241,
"m": 1.0
},
{
"p": 0.056726932525634766,
"m": 1.0
},
{
"p": 0.058736659586429596,
"m": 1.0
},
{
"p": 0.07900751382112503,
"m": 1.0
},
{
"p": 0.07594828307628632,
"m": 1.0
},
{
"p": 0.07733948528766632,
"m": 1.0
},
{
"p": 0.08635406941175461,
"m": 1.0
},
{
"p": 0.0819089412689209,
"m": 1.0
},
{
"p": 0.08634157478809357,
"m": 1.0
},
{
"p": 0.07958734780550003,
"m": 1.0
}
]
},
{
"epoch": 111,
"train_loss": 0.8839120268821716,
"val_loss": 0.8374308943748474,
"acc": 70.78,
"time": 107.39549483405426,
"param": [
{
"p": 0.08585406839847565,
"m": 1.0
},
{
"p": 0.08346714824438095,
"m": 1.0
},
{
"p": 0.056410353630781174,
"m": 1.0
},
{
"p": 0.07090188562870026,
"m": 1.0
},
{
"p": 0.07720275223255157,
"m": 1.0
},
{
"p": 0.07399634271860123,
"m": 1.0
},
{
"p": 0.07090536504983902,
"m": 1.0
},
{
"p": 0.0915791392326355,
"m": 1.0
},
{
"p": 0.0747285708785057,
"m": 1.0
},
{
"p": 0.06389372050762177,
"m": 1.0
},
{
"p": 0.06227097287774086,
"m": 1.0
},
{
"p": 0.049155134707689285,
"m": 1.0
},
{
"p": 0.0586700439453125,
"m": 1.0
},
{
"p": 0.08096463233232498,
"m": 1.0
}
]
},
{
"epoch": 112,
"train_loss": 0.7937210202217102,
"val_loss": 0.7650175094604492,
"acc": 71.71,
"time": 91.40745646716096,
"param": [
{
"p": 0.07408207654953003,
"m": 1.0
},
{
"p": 0.09538894146680832,
"m": 1.0
},
{
"p": 0.0854971632361412,
"m": 1.0
},
{
"p": 0.03553714603185654,
"m": 1.0
},
{
"p": 0.06512966752052307,
"m": 1.0
},
{
"p": 0.0549364872276783,
"m": 1.0
},
{
"p": 0.04504234343767166,
"m": 1.0
},
{
"p": 0.05603054538369179,
"m": 1.0
},
{
"p": 0.07169146835803986,
"m": 1.0
},
{
"p": 0.08971866220235825,
"m": 1.0
},
{
"p": 0.07048865407705307,
"m": 1.0
},
{
"p": 0.08326135575771332,
"m": 1.0
},
{
"p": 0.10362986475229263,
"m": 1.0
},
{
"p": 0.06956559419631958,
"m": 1.0
}
]
},
{
"epoch": 113,
"train_loss": 0.7925287485122681,
"val_loss": 0.8085460066795349,
"acc": 72.32,
"time": 98.08931339997798,
"param": [
{
"p": 0.09208464622497559,
"m": 1.0
},
{
"p": 0.06597821414470673,
"m": 1.0
},
{
"p": 0.08914663642644882,
"m": 1.0
},
{
"p": 0.06361507624387741,
"m": 1.0
},
{
"p": 0.07002335041761398,
"m": 1.0
},
{
"p": 0.045198600739240646,
"m": 1.0
},
{
"p": 0.05308697000145912,
"m": 1.0
},
{
"p": 0.08447176963090897,
"m": 1.0
},
{
"p": 0.07779140025377274,
"m": 1.0
},
{
"p": 0.07605075091123581,
"m": 1.0
},
{
"p": 0.07256373763084412,
"m": 1.0
},
{
"p": 0.060584135353565216,
"m": 1.0
},
{
"p": 0.0736326277256012,
"m": 1.0
},
{
"p": 0.07577210664749146,
"m": 1.0
}
]
},
{
"epoch": 114,
"train_loss": 0.702957034111023,
"val_loss": 0.751802921295166,
"acc": 71.91,
"time": 106.91296918014996,
"param": [
{
"p": 0.07060346007347107,
"m": 1.0
},
{
"p": 0.07802069932222366,
"m": 1.0
},
{
"p": 0.08174389600753784,
"m": 1.0
},
{
"p": 0.07821456342935562,
"m": 1.0
},
{
"p": 0.04866254702210426,
"m": 1.0
},
{
"p": 0.07942579686641693,
"m": 1.0
},
{
"p": 0.06465921550989151,
"m": 1.0
},
{
"p": 0.05639326199889183,
"m": 1.0
},
{
"p": 0.05478875711560249,
"m": 1.0
},
{
"p": 0.10076668858528137,
"m": 1.0
},
{
"p": 0.051429588347673416,
"m": 1.0
},
{
"p": 0.09815522283315659,
"m": 1.0
},
{
"p": 0.08611686527729034,
"m": 1.0
},
{
"p": 0.051019493490457535,
"m": 1.0
}
]
},
{
"epoch": 115,
"train_loss": 0.8737963438034058,
"val_loss": 0.7089488506317139,
"acc": 72.07,
"time": 95.0208594109863,
"param": [
{
"p": 0.0733126699924469,
"m": 1.0
},
{
"p": 0.05037016049027443,
"m": 1.0
},
{
"p": 0.0887761190533638,
"m": 1.0
},
{
"p": 0.07709424197673798,
"m": 1.0
},
{
"p": 0.07466011494398117,
"m": 1.0
},
{
"p": 0.08885388821363449,
"m": 1.0
},
{
"p": 0.046300068497657776,
"m": 1.0
},
{
"p": 0.06702785193920135,
"m": 1.0
},
{
"p": 0.07732591778039932,
"m": 1.0
},
{
"p": 0.05753606930375099,
"m": 1.0
},
{
"p": 0.06453298032283783,
"m": 1.0
},
{
"p": 0.08672013133764267,
"m": 1.0
},
{
"p": 0.08966470509767532,
"m": 1.0
},
{
"p": 0.057825155556201935,
"m": 1.0
}
]
},
{
"epoch": 116,
"train_loss": 0.8256566524505615,
"val_loss": 0.8365928530693054,
"acc": 71.72,
"time": 97.85743945115246,
"param": [
{
"p": 0.10006262362003326,
"m": 1.0
},
{
"p": 0.07331397384405136,
"m": 1.0
},
{
"p": 0.13338683545589447,
"m": 1.0
},
{
"p": 0.039608411490917206,
"m": 1.0
},
{
"p": 0.04414854198694229,
"m": 1.0
},
{
"p": 0.06952747702598572,
"m": 1.0
},
{
"p": 0.05970403179526329,
"m": 1.0
},
{
"p": 0.06940270960330963,
"m": 1.0
},
{
"p": 0.0499422550201416,
"m": 1.0
},
{
"p": 0.06752410531044006,
"m": 1.0
},
{
"p": 0.07133039087057114,
"m": 1.0
},
{
"p": 0.07318457961082458,
"m": 1.0
},
{
"p": 0.06845314055681229,
"m": 1.0
},
{
"p": 0.0804109275341034,
"m": 1.0
}
]
},
{
"epoch": 117,
"train_loss": 0.9174088835716248,
"val_loss": 1.0172371864318848,
"acc": 70.42,
"time": 88.72993727587163,
"param": [
{
"p": 0.09520963579416275,
"m": 1.0
},
{
"p": 0.055106714367866516,
"m": 1.0
},
{
"p": 0.08541595190763474,
"m": 1.0
},
{
"p": 0.06719695776700974,
"m": 1.0
},
{
"p": 0.06354978680610657,
"m": 1.0
},
{
"p": 0.06233658269047737,
"m": 1.0
},
{
"p": 0.040112223476171494,
"m": 1.0
},
{
"p": 0.07327770441770554,
"m": 1.0
},
{
"p": 0.0712229534983635,
"m": 1.0
},
{
"p": 0.08132853358983994,
"m": 1.0
},
{
"p": 0.07023885101079941,
"m": 1.0
},
{
"p": 0.08545279502868652,
"m": 1.0
},
{
"p": 0.08267398923635483,
"m": 1.0
},
{
"p": 0.06687738746404648,
"m": 1.0
}
]
},
{
"epoch": 118,
"train_loss": 0.9779563546180725,
"val_loss": 0.8568214178085327,
"acc": 71.66,
"time": 91.08546808501706,
"param": [
{
"p": 0.08384550362825394,
"m": 1.0
},
{
"p": 0.05741417780518532,
"m": 1.0
},
{
"p": 0.07103855162858963,
"m": 1.0
},
{
"p": 0.05964697524905205,
"m": 1.0
},
{
"p": 0.09499029815196991,
"m": 1.0
},
{
"p": 0.04327399656176567,
"m": 1.0
},
{
"p": 0.08145015686750412,
"m": 1.0
},
{
"p": 0.07456332445144653,
"m": 1.0
},
{
"p": 0.0868595615029335,
"m": 1.0
},
{
"p": 0.06449467688798904,
"m": 1.0
},
{
"p": 0.07518286257982254,
"m": 1.0
},
{
"p": 0.0674382895231247,
"m": 1.0
},
{
"p": 0.0956648737192154,
"m": 1.0
},
{
"p": 0.04413669928908348,
"m": 1.0
}
]
},
{
"epoch": 119,
"train_loss": 0.8803355693817139,
"val_loss": 0.8384021520614624,
"acc": 71.18,
"time": 92.80336952605285,
"param": [
{
"p": 0.08427653461694717,
"m": 1.0
},
{
"p": 0.05492939427495003,
"m": 1.0
},
{
"p": 0.10054507106542587,
"m": 1.0
},
{
"p": 0.06618890911340714,
"m": 1.0
},
{
"p": 0.027116253972053528,
"m": 1.0
},
{
"p": 0.03891972452402115,
"m": 1.0
},
{
"p": 0.07417909055948257,
"m": 1.0
},
{
"p": 0.08285540342330933,
"m": 1.0
},
{
"p": 0.08243849128484726,
"m": 1.0
},
{
"p": 0.08505574613809586,
"m": 1.0
},
{
"p": 0.07048359513282776,
"m": 1.0
},
{
"p": 0.0860091894865036,
"m": 1.0
},
{
"p": 0.0855259820818901,
"m": 1.0
},
{
"p": 0.06147664040327072,
"m": 1.0
}
]
},
{
"epoch": 120,
"train_loss": 0.8156082034111023,
"val_loss": 0.6874096393585205,
"acc": 72.07,
"time": 108.11368438601494,
"param": [
{
"p": 0.08933530747890472,
"m": 1.0
},
{
"p": 0.061170920729637146,
"m": 1.0
},
{
"p": 0.09831485897302628,
"m": 1.0
},
{
"p": 0.050903357565402985,
"m": 1.0
},
{
"p": 0.08856286108493805,
"m": 1.0
},
{
"p": 0.05247648060321808,
"m": 1.0
},
{
"p": 0.06613074243068695,
"m": 1.0
},
{
"p": 0.05951566994190216,
"m": 1.0
},
{
"p": 0.07433700561523438,
"m": 1.0
},
{
"p": 0.0615660697221756,
"m": 1.0
},
{
"p": 0.09289643168449402,
"m": 1.0
},
{
"p": 0.06697648018598557,
"m": 1.0
},
{
"p": 0.08621944487094879,
"m": 1.0
},
{
"p": 0.051594328135252,
"m": 1.0
}
]
},
{
"epoch": 121,
"train_loss": 0.8473328351974487,
"val_loss": 0.8107250332832336,
"acc": 71.34,
"time": 92.4793968629092,
"param": [
{
"p": 0.080682173371315,
"m": 1.0
},
{
"p": 0.07280845195055008,
"m": 1.0
},
{
"p": 0.08002632856369019,
"m": 1.0
},
{
"p": 0.0780036598443985,
"m": 1.0
},
{
"p": 0.02485629729926586,
"m": 1.0
},
{
"p": 0.06950098276138306,
"m": 1.0
},
{
"p": 0.07958906888961792,
"m": 1.0
},
{
"p": 0.06754831969738007,
"m": 1.0
},
{
"p": 0.05529600754380226,
"m": 1.0
},
{
"p": 0.06920190900564194,
"m": 1.0
},
{
"p": 0.06047388166189194,
"m": 1.0
},
{
"p": 0.0842265710234642,
"m": 1.0
},
{
"p": 0.09552232921123505,
"m": 1.0
},
{
"p": 0.08226408809423447,
"m": 1.0
}
]
},
{
"epoch": 122,
"train_loss": 0.8372175693511963,
"val_loss": 0.7490551471710205,
"acc": 71.79,
"time": 91.79002626100555,
"param": [
{
"p": 0.10402552038431168,
"m": 1.0
},
{
"p": 0.06540121138095856,
"m": 1.0
},
{
"p": 0.04321807622909546,
"m": 1.0
},
{
"p": 0.0641673132777214,
"m": 1.0
},
{
"p": 0.019864844158291817,
"m": 1.0
},
{
"p": 0.03782084584236145,
"m": 1.0
},
{
"p": 0.07391621917486191,
"m": 1.0
},
{
"p": 0.07431376725435257,
"m": 1.0
},
{
"p": 0.06047829985618591,
"m": 1.0
},
{
"p": 0.08789592981338501,
"m": 1.0
},
{
"p": 0.08899898082017899,
"m": 1.0
},
{
"p": 0.10819333046674728,
"m": 1.0
},
{
"p": 0.10994335263967514,
"m": 1.0
},
{
"p": 0.06176237016916275,
"m": 1.0
}
]
},
{
"epoch": 123,
"train_loss": 0.9237182140350342,
"val_loss": 0.8650541305541992,
"acc": 72.28,
"time": 114.29362077079713,
"param": [
{
"p": 0.1011141836643219,
"m": 1.0
},
{
"p": 0.06286850571632385,
"m": 1.0
},
{
"p": 0.08281227946281433,
"m": 1.0
},
{
"p": 0.05270063877105713,
"m": 1.0
},
{
"p": 0.04870534688234329,
"m": 1.0
},
{
"p": 0.024494854733347893,
"m": 1.0
},
{
"p": 0.053483277559280396,
"m": 1.0
},
{
"p": 0.08638687431812286,
"m": 1.0
},
{
"p": 0.04646007716655731,
"m": 1.0
},
{
"p": 0.11750445514917374,
"m": 1.0
},
{
"p": 0.07367733865976334,
"m": 1.0
},
{
"p": 0.0683581531047821,
"m": 1.0
},
{
"p": 0.09839466959238052,
"m": 1.0
},
{
"p": 0.08303941041231155,
"m": 1.0
}
]
},
{
"epoch": 124,
"train_loss": 0.7821661233901978,
"val_loss": 0.9080020189285278,
"acc": 71.28,
"time": 113.99631043407135,
"param": [
{
"p": 0.10338456183671951,
"m": 1.0
},
{
"p": 0.07799965143203735,
"m": 1.0
},
{
"p": 0.060721565037965775,
"m": 1.0
},
{
"p": 0.06898853182792664,
"m": 1.0
},
{
"p": 0.07115054875612259,
"m": 1.0
},
{
"p": 0.04716724529862404,
"m": 1.0
},
{
"p": 0.0741448774933815,
"m": 1.0
},
{
"p": 0.08189555257558823,
"m": 1.0
},
{
"p": 0.055645428597927094,
"m": 1.0
},
{
"p": 0.06847140938043594,
"m": 1.0
},
{
"p": 0.07651910185813904,
"m": 1.0
},
{
"p": 0.06341604143381119,
"m": 1.0
},
{
"p": 0.07908669114112854,
"m": 1.0
},
{
"p": 0.07140873372554779,
"m": 1.0
}
]
},
{
"epoch": 125,
"train_loss": 0.8155627250671387,
"val_loss": 0.8141739964485168,
"acc": 72.37,
"time": 95.66868419293314,
"param": [
{
"p": 0.07606450468301773,
"m": 1.0
},
{
"p": 0.057707905769348145,
"m": 1.0
},
{
"p": 0.06333205103874207,
"m": 1.0
},
{
"p": 0.09510848671197891,
"m": 1.0
},
{
"p": 0.054312512278556824,
"m": 1.0
},
{
"p": 0.0633322075009346,
"m": 1.0
},
{
"p": 0.07543354481458664,
"m": 1.0
},
{
"p": 0.08861599862575531,
"m": 1.0
},
{
"p": 0.05452530086040497,
"m": 1.0
},
{
"p": 0.04707978293299675,
"m": 1.0
},
{
"p": 0.08935902267694473,
"m": 1.0
},
{
"p": 0.06709446758031845,
"m": 1.0
},
{
"p": 0.10490605980157852,
"m": 1.0
},
{
"p": 0.06312819570302963,
"m": 1.0
}
]
},
{
"epoch": 126,
"train_loss": 0.669890284538269,
"val_loss": 0.8756363987922668,
"acc": 72.58,
"time": 109.67987387091853,
"param": [
{
"p": 0.08855979144573212,
"m": 1.0
},
{
"p": 0.03924865275621414,
"m": 1.0
},
{
"p": 0.10263092815876007,
"m": 1.0
},
{
"p": 0.0693049505352974,
"m": 1.0
},
{
"p": 0.058810681104660034,
"m": 1.0
},
{
"p": 0.05005483701825142,
"m": 1.0
},
{
"p": 0.048510294407606125,
"m": 1.0
},
{
"p": 0.08875427395105362,
"m": 1.0
},
{
"p": 0.06980258226394653,
"m": 1.0
},
{
"p": 0.07404986768960953,
"m": 1.0
},
{
"p": 0.07651796191930771,
"m": 1.0
},
{
"p": 0.06226964294910431,
"m": 1.0
},
{
"p": 0.1013692170381546,
"m": 1.0
},
{
"p": 0.070116326212883,
"m": 1.0
}
]
},
{
"epoch": 127,
"train_loss": 0.9722628593444824,
"val_loss": 0.8191988468170166,
"acc": 71.49,
"time": 92.29067116091028,
"param": [
{
"p": 0.07514360547065735,
"m": 1.0
},
{
"p": 0.05922862887382507,
"m": 1.0
},
{
"p": 0.08808603882789612,
"m": 1.0
},
{
"p": 0.05209827423095703,
"m": 1.0
},
{
"p": 0.07043980807065964,
"m": 1.0
},
{
"p": 0.06177690997719765,
"m": 1.0
},
{
"p": 0.0767170712351799,
"m": 1.0
},
{
"p": 0.0545591339468956,
"m": 1.0
},
{
"p": 0.07518810033798218,
"m": 1.0
},
{
"p": 0.08990722894668579,
"m": 1.0
},
{
"p": 0.08111965656280518,
"m": 1.0
},
{
"p": 0.06706757843494415,
"m": 1.0
},
{
"p": 0.06568829715251923,
"m": 1.0
},
{
"p": 0.08297955989837646,
"m": 1.0
}
]
},
{
"epoch": 128,
"train_loss": 0.8567203879356384,
"val_loss": 0.7815556526184082,
"acc": 72.51,
"time": 100.97224972606637,
"param": [
{
"p": 0.08955664187669754,
"m": 1.0
},
{
"p": 0.06083878502249718,
"m": 1.0
},
{
"p": 0.06746853142976761,
"m": 1.0
},
{
"p": 0.04062742367386818,
"m": 1.0
},
{
"p": 0.075556680560112,
"m": 1.0
},
{
"p": 0.07161039113998413,
"m": 1.0
},
{
"p": 0.05973866581916809,
"m": 1.0
},
{
"p": 0.09278178960084915,
"m": 1.0
},
{
"p": 0.08837556093931198,
"m": 1.0
},
{
"p": 0.06778305023908615,
"m": 1.0
},
{
"p": 0.05210581794381142,
"m": 1.0
},
{
"p": 0.0937502458691597,
"m": 1.0
},
{
"p": 0.09891992062330246,
"m": 1.0
},
{
"p": 0.040886539965867996,
"m": 1.0
}
]
},
{
"epoch": 129,
"train_loss": 0.9115096926689148,
"val_loss": 0.6673652529716492,
"acc": 72.68,
"time": 94.14784640003927,
"param": [
{
"p": 0.10601018369197845,
"m": 1.0
},
{
"p": 0.06380382180213928,
"m": 1.0
},
{
"p": 0.07414569705724716,
"m": 1.0
},
{
"p": 0.046885229647159576,
"m": 1.0
},
{
"p": 0.05856309086084366,
"m": 1.0
},
{
"p": 0.11616727709770203,
"m": 1.0
},
{
"p": 0.03624238818883896,
"m": 1.0
},
{
"p": 0.06521379202604294,
"m": 1.0
},
{
"p": 0.08704444020986557,
"m": 1.0
},
{
"p": 0.06895525753498077,
"m": 1.0
},
{
"p": 0.05054381862282753,
"m": 1.0
},
{
"p": 0.0803968757390976,
"m": 1.0
},
{
"p": 0.08425697684288025,
"m": 1.0
},
{
"p": 0.06177116930484772,
"m": 1.0
}
]
},
{
"epoch": 130,
"train_loss": 0.8434327244758606,
"val_loss": 0.8304259181022644,
"acc": 72.77,
"time": 95.11652503209189,
"param": [
{
"p": 0.07538537681102753,
"m": 1.0
},
{
"p": 0.08885898441076279,
"m": 1.0
},
{
"p": 0.059609368443489075,
"m": 1.0
},
{
"p": 0.06136293709278107,
"m": 1.0
},
{
"p": 0.05198754742741585,
"m": 1.0
},
{
"p": 0.06639668345451355,
"m": 1.0
},
{
"p": 0.07079243659973145,
"m": 1.0
},
{
"p": 0.07638467103242874,
"m": 1.0
},
{
"p": 0.06876961886882782,
"m": 1.0
},
{
"p": 0.07933743298053741,
"m": 1.0
},
{
"p": 0.05521690472960472,
"m": 1.0
},
{
"p": 0.08223967999219894,
"m": 1.0
},
{
"p": 0.0830296203494072,
"m": 1.0
},
{
"p": 0.08062871545553207,
"m": 1.0
}
]
},
{
"epoch": 131,
"train_loss": 0.9238255023956299,
"val_loss": 0.8433167338371277,
"acc": 72.58,
"time": 94.63054380496033,
"param": [
{
"p": 0.08560241013765335,
"m": 1.0
},
{
"p": 0.05459010973572731,
"m": 1.0
},
{
"p": 0.08894392102956772,
"m": 1.0
},
{
"p": 0.0647023469209671,
"m": 1.0
},
{
"p": 0.06699962913990021,
"m": 1.0
},
{
"p": 0.05742913484573364,
"m": 1.0
},
{
"p": 0.08402172476053238,
"m": 1.0
},
{
"p": 0.06830476969480515,
"m": 1.0
},
{
"p": 0.06977822631597519,
"m": 1.0
},
{
"p": 0.07807925343513489,
"m": 1.0
},
{
"p": 0.08434893935918808,
"m": 1.0
},
{
"p": 0.07619727402925491,
"m": 1.0
},
{
"p": 0.06550604104995728,
"m": 1.0
},
{
"p": 0.05549616739153862,
"m": 1.0
}
]
},
{
"epoch": 132,
"train_loss": 0.8801900148391724,
"val_loss": 0.82313472032547,
"acc": 72.45,
"time": 90.2388535020873,
"param": [
{
"p": 0.06919321417808533,
"m": 1.0
},
{
"p": 0.056947771459817886,
"m": 1.0
},
{
"p": 0.11125081032514572,
"m": 1.0
},
{
"p": 0.05099234730005264,
"m": 1.0
},
{
"p": 0.044402364641427994,
"m": 1.0
},
{
"p": 0.06683041155338287,
"m": 1.0
},
{
"p": 0.0923168957233429,
"m": 1.0
},
{
"p": 0.0608515664935112,
"m": 1.0
},
{
"p": 0.07723129540681839,
"m": 1.0
},
{
"p": 0.07803573459386826,
"m": 1.0
},
{
"p": 0.06732498854398727,
"m": 1.0
},
{
"p": 0.06842618435621262,
"m": 1.0
},
{
"p": 0.0948391705751419,
"m": 1.0
},
{
"p": 0.06135719269514084,
"m": 1.0
}
]
},
{
"epoch": 133,
"train_loss": 0.7907717823982239,
"val_loss": 0.7425955533981323,
"acc": 73.11,
"time": 95.76655129506253,
"param": [
{
"p": 0.07885763049125671,
"m": 1.0
},
{
"p": 0.061646245419979095,
"m": 1.0
},
{
"p": 0.09065485745668411,
"m": 1.0
},
{
"p": 0.06311225891113281,
"m": 1.0
},
{
"p": 0.043354280292987823,
"m": 1.0
},
{
"p": 0.056195199489593506,
"m": 1.0
},
{
"p": 0.08666018396615982,
"m": 1.0
},
{
"p": 0.08559099584817886,
"m": 1.0
},
{
"p": 0.05488266795873642,
"m": 1.0
},
{
"p": 0.09462664276361465,
"m": 1.0
},
{
"p": 0.06122305616736412,
"m": 1.0
},
{
"p": 0.0861477479338646,
"m": 1.0
},
{
"p": 0.06465884298086166,
"m": 1.0
},
{
"p": 0.07238949835300446,
"m": 1.0
}
]
},
{
"epoch": 134,
"train_loss": 0.6547892689704895,
"val_loss": 0.8092144727706909,
"acc": 72.53,
"time": 92.1064923920203,
"param": [
{
"p": 0.08279664069414139,
"m": 1.0
},
{
"p": 0.06014218181371689,
"m": 1.0
},
{
"p": 0.10315908491611481,
"m": 1.0
},
{
"p": 0.05234963446855545,
"m": 1.0
},
{
"p": 0.07096955925226212,
"m": 1.0
},
{
"p": 0.06165637820959091,
"m": 1.0
},
{
"p": 0.03614409267902374,
"m": 1.0
},
{
"p": 0.07423016428947449,
"m": 1.0
},
{
"p": 0.08847133070230484,
"m": 1.0
},
{
"p": 0.0786808505654335,
"m": 1.0
},
{
"p": 0.09164614975452423,
"m": 1.0
},
{
"p": 0.049141235649585724,
"m": 1.0
},
{
"p": 0.09055156260728836,
"m": 1.0
},
{
"p": 0.06006115302443504,
"m": 1.0
}
]
},
{
"epoch": 135,
"train_loss": 1.1832678318023682,
"val_loss": 0.9072832465171814,
"acc": 71.88,
"time": 93.09073856309988,
"param": [
{
"p": 0.06532082706689835,
"m": 1.0
},
{
"p": 0.08435289561748505,
"m": 1.0
},
{
"p": 0.0893942341208458,
"m": 1.0
},
{
"p": 0.07800358533859253,
"m": 1.0
},
{
"p": 0.02431846782565117,
"m": 1.0
},
{
"p": 0.07522914558649063,
"m": 1.0
},
{
"p": 0.08992423117160797,
"m": 1.0
},
{
"p": 0.07329490035772324,
"m": 1.0
},
{
"p": 0.0870232880115509,
"m": 1.0
},
{
"p": 0.06961289793252945,
"m": 1.0
},
{
"p": 0.07815920561552048,
"m": 1.0
},
{
"p": 0.07224978506565094,
"m": 1.0
},
{
"p": 0.05824977159500122,
"m": 1.0
},
{
"p": 0.05486680567264557,
"m": 1.0
}
]
},
{
"epoch": 136,
"train_loss": 0.7918606400489807,
"val_loss": 0.8575342893600464,
"acc": 71.82,
"time": 106.93180145206861,
"param": [
{
"p": 0.0970301702618599,
"m": 1.0
},
{
"p": 0.06146213784813881,
"m": 1.0
},
{
"p": 0.08482987433671951,
"m": 1.0
},
{
"p": 0.06865852326154709,
"m": 1.0
},
{
"p": 0.06277774274349213,
"m": 1.0
},
{
"p": 0.049050211906433105,
"m": 1.0
},
{
"p": 0.08199384808540344,
"m": 1.0
},
{
"p": 0.08160567283630371,
"m": 1.0
},
{
"p": 0.07151611149311066,
"m": 1.0
},
{
"p": 0.07071611285209656,
"m": 1.0
},
{
"p": 0.060075949877500534,
"m": 1.0
},
{
"p": 0.07248474657535553,
"m": 1.0
},
{
"p": 0.0833851620554924,
"m": 1.0
},
{
"p": 0.05441373586654663,
"m": 1.0
}
]
},
{
"epoch": 137,
"train_loss": 0.8803529143333435,
"val_loss": 0.7060596942901611,
"acc": 73.16,
"time": 110.67858226899989,
"param": [
{
"p": 0.07743876427412033,
"m": 1.0
},
{
"p": 0.027742505073547363,
"m": 1.0
},
{
"p": 0.07215078175067902,
"m": 1.0
},
{
"p": 0.07103264331817627,
"m": 1.0
},
{
"p": 0.0512419231235981,
"m": 1.0
},
{
"p": 0.07591313123703003,
"m": 1.0
},
{
"p": 0.06408587098121643,
"m": 1.0
},
{
"p": 0.08466915041208267,
"m": 1.0
},
{
"p": 0.09410398453474045,
"m": 1.0
},
{
"p": 0.06788799911737442,
"m": 1.0
},
{
"p": 0.0817437544465065,
"m": 1.0
},
{
"p": 0.08293500542640686,
"m": 1.0
},
{
"p": 0.08154800534248352,
"m": 1.0
},
{
"p": 0.06750653684139252,
"m": 1.0
}
]
},
{
"epoch": 138,
"train_loss": 0.7111544609069824,
"val_loss": 0.9073116779327393,
"acc": 72.68,
"time": 109.16974005196244,
"param": [
{
"p": 0.09925778210163116,
"m": 1.0
},
{
"p": 0.09318818151950836,
"m": 1.0
},
{
"p": 0.06747976690530777,
"m": 1.0
},
{
"p": 0.07483846694231033,
"m": 1.0
},
{
"p": 0.039511099457740784,
"m": 1.0
},
{
"p": 0.06750421226024628,
"m": 1.0
},
{
"p": 0.06548736989498138,
"m": 1.0
},
{
"p": 0.06674078106880188,
"m": 1.0
},
{
"p": 0.0702010989189148,
"m": 1.0
},
{
"p": 0.08313756436109543,
"m": 1.0
},
{
"p": 0.0626261904835701,
"m": 1.0
},
{
"p": 0.07627421617507935,
"m": 1.0
},
{
"p": 0.06875447183847427,
"m": 1.0
},
{
"p": 0.0649988129734993,
"m": 1.0
}
]
},
{
"epoch": 139,
"train_loss": 0.8442614674568176,
"val_loss": 0.838053822517395,
"acc": 72.87,
"time": 90.15617035003379,
"param": [
{
"p": 0.07646331191062927,
"m": 1.0
},
{
"p": 0.07146058231592178,
"m": 1.0
},
{
"p": 0.07107125222682953,
"m": 1.0
},
{
"p": 0.055307913571596146,
"m": 1.0
},
{
"p": 0.05100030079483986,
"m": 1.0
},
{
"p": 0.07492239773273468,
"m": 1.0
},
{
"p": 0.07043585926294327,
"m": 1.0
},
{
"p": 0.08842310309410095,
"m": 1.0
},
{
"p": 0.06312653422355652,
"m": 1.0
},
{
"p": 0.07864679396152496,
"m": 1.0
},
{
"p": 0.0600176639854908,
"m": 1.0
},
{
"p": 0.08186783641576767,
"m": 1.0
},
{
"p": 0.08514655381441116,
"m": 1.0
},
{
"p": 0.07210990786552429,
"m": 1.0
}
]
},
{
"epoch": 140,
"train_loss": 0.8590520024299622,
"val_loss": 0.8174912333488464,
"acc": 71.85,
"time": 92.06503064208664,
"param": [
{
"p": 0.0909130871295929,
"m": 1.0
},
{
"p": 0.06379696726799011,
"m": 1.0
},
{
"p": 0.0841812938451767,
"m": 1.0
},
{
"p": 0.06301002949476242,
"m": 1.0
},
{
"p": 0.06221890076994896,
"m": 1.0
},
{
"p": 0.08952034264802933,
"m": 1.0
},
{
"p": 0.08126652985811234,
"m": 1.0
},
{
"p": 0.06918308883905411,
"m": 1.0
},
{
"p": 0.04045780748128891,
"m": 1.0
},
{
"p": 0.0770455151796341,
"m": 1.0
},
{
"p": 0.06919122487306595,
"m": 1.0
},
{
"p": 0.07322152704000473,
"m": 1.0
},
{
"p": 0.07324369996786118,
"m": 1.0
},
{
"p": 0.06275001913309097,
"m": 1.0
}
]
},
{
"epoch": 141,
"train_loss": 0.8611173033714294,
"val_loss": 0.8248163461685181,
"acc": 72.4,
"time": 90.38675979105756,
"param": [
{
"p": 0.09663402289152145,
"m": 1.0
},
{
"p": 0.05521249398589134,
"m": 1.0
},
{
"p": 0.0935722216963768,
"m": 1.0
},
{
"p": 0.054169196635484695,
"m": 1.0
},
{
"p": 0.05888934060931206,
"m": 1.0
},
{
"p": 0.06177289038896561,
"m": 1.0
},
{
"p": 0.05295152962207794,
"m": 1.0
},
{
"p": 0.09816043078899384,
"m": 1.0
},
{
"p": 0.05823681503534317,
"m": 1.0
},
{
"p": 0.0742642730474472,
"m": 1.0
},
{
"p": 0.07688917964696884,
"m": 1.0
},
{
"p": 0.06439771503210068,
"m": 1.0
},
{
"p": 0.08645494282245636,
"m": 1.0
},
{
"p": 0.0683949813246727,
"m": 1.0
}
]
},
{
"epoch": 142,
"train_loss": 0.961801290512085,
"val_loss": 0.809341311454773,
"acc": 72.51,
"time": 93.39213976613246,
"param": [
{
"p": 0.08498181402683258,
"m": 1.0
},
{
"p": 0.07120663672685623,
"m": 1.0
},
{
"p": 0.08877308666706085,
"m": 1.0
},
{
"p": 0.07968715578317642,
"m": 1.0
},
{
"p": 0.0748346671462059,
"m": 1.0
},
{
"p": 0.06728851795196533,
"m": 1.0
},
{
"p": 0.043280333280563354,
"m": 1.0
},
{
"p": 0.08135294169187546,
"m": 1.0
},
{
"p": 0.05681181699037552,
"m": 1.0
},
{
"p": 0.08856391906738281,
"m": 1.0
},
{
"p": 0.0804082527756691,
"m": 1.0
},
{
"p": 0.07642724364995956,
"m": 1.0
},
{
"p": 0.07319174706935883,
"m": 1.0
},
{
"p": 0.033191874623298645,
"m": 1.0
}
]
},
{
"epoch": 143,
"train_loss": 0.7955549955368042,
"val_loss": 0.8105183839797974,
"acc": 72.51,
"time": 96.0459985989146,
"param": [
{
"p": 0.06399665772914886,
"m": 1.0
},
{
"p": 0.07482890784740448,
"m": 1.0
},
{
"p": 0.09019684791564941,
"m": 1.0
},
{
"p": 0.062337227165699005,
"m": 1.0
},
{
"p": 0.036466337740421295,
"m": 1.0
},
{
"p": 0.07297885417938232,
"m": 1.0
},
{
"p": 0.05767183378338814,
"m": 1.0
},
{
"p": 0.0863875076174736,
"m": 1.0
},
{
"p": 0.06697937846183777,
"m": 1.0
},
{
"p": 0.07948683947324753,
"m": 1.0
},
{
"p": 0.07890632003545761,
"m": 1.0
},
{
"p": 0.06473244726657867,
"m": 1.0
},
{
"p": 0.07377751171588898,
"m": 1.0
},
{
"p": 0.09125330299139023,
"m": 1.0
}
]
},
{
"epoch": 144,
"train_loss": 0.8544825315475464,
"val_loss": 0.846866250038147,
"acc": 70.96,
"time": 97.31731027690694,
"param": [
{
"p": 0.06425740569829941,
"m": 1.0
},
{
"p": 0.08119017630815506,
"m": 1.0
},
{
"p": 0.10744772106409073,
"m": 1.0
},
{
"p": 0.058625753968954086,
"m": 1.0
},
{
"p": 0.0668841227889061,
"m": 1.0
},
{
"p": 0.0777537152171135,
"m": 1.0
},
{
"p": 0.06373582780361176,
"m": 1.0
},
{
"p": 0.05412232503294945,
"m": 1.0
},
{
"p": 0.06842846423387527,
"m": 1.0
},
{
"p": 0.06206202879548073,
"m": 1.0
},
{
"p": 0.06662273406982422,
"m": 1.0
},
{
"p": 0.07841899245977402,
"m": 1.0
},
{
"p": 0.08106505870819092,
"m": 1.0
},
{
"p": 0.0693855881690979,
"m": 1.0
}
]
},
{
"epoch": 145,
"train_loss": 0.7557003498077393,
"val_loss": 0.7155318260192871,
"acc": 72.72,
"time": 94.49501862283796,
"param": [
{
"p": 0.08197259902954102,
"m": 1.0
},
{
"p": 0.05751459300518036,
"m": 1.0
},
{
"p": 0.10188931971788406,
"m": 1.0
},
{
"p": 0.03914647176861763,
"m": 1.0
},
{
"p": 0.08621334284543991,
"m": 1.0
},
{
"p": 0.07734282314777374,
"m": 1.0
},
{
"p": 0.05523700639605522,
"m": 1.0
},
{
"p": 0.08860453218221664,
"m": 1.0
},
{
"p": 0.050509605556726456,
"m": 1.0
},
{
"p": 0.07371308654546738,
"m": 1.0
},
{
"p": 0.08079930394887924,
"m": 1.0
},
{
"p": 0.08738154917955399,
"m": 1.0
},
{
"p": 0.05712755024433136,
"m": 1.0
},
{
"p": 0.06254815310239792,
"m": 1.0
}
]
},
{
"epoch": 146,
"train_loss": 0.9350796341896057,
"val_loss": 0.7539028525352478,
"acc": 72.77,
"time": 90.85763245495036,
"param": [
{
"p": 0.08883967995643616,
"m": 1.0
},
{
"p": 0.056975554674863815,
"m": 1.0
},
{
"p": 0.0795818492770195,
"m": 1.0
},
{
"p": 0.04584897682070732,
"m": 1.0
},
{
"p": 0.057127635926008224,
"m": 1.0
},
{
"p": 0.08047958463430405,
"m": 1.0
},
{
"p": 0.07549085468053818,
"m": 1.0
},
{
"p": 0.060191065073013306,
"m": 1.0
},
{
"p": 0.07146500796079636,
"m": 1.0
},
{
"p": 0.10019586980342865,
"m": 1.0
},
{
"p": 0.06382367014884949,
"m": 1.0
},
{
"p": 0.06560854613780975,
"m": 1.0
},
{
"p": 0.0852857306599617,
"m": 1.0
},
{
"p": 0.06908601522445679,
"m": 1.0
}
]
},
{
"epoch": 147,
"train_loss": 0.596983790397644,
"val_loss": 0.7325031757354736,
"acc": 72.49,
"time": 104.39637369010597,
"param": [
{
"p": 0.07377135753631592,
"m": 1.0
},
{
"p": 0.049165643751621246,
"m": 1.0
},
{
"p": 0.08459329605102539,
"m": 1.0
},
{
"p": 0.07429356127977371,
"m": 1.0
},
{
"p": 0.05909545719623566,
"m": 1.0
},
{
"p": 0.04582550749182701,
"m": 1.0
},
{
"p": 0.047795385122299194,
"m": 1.0
},
{
"p": 0.06898637861013412,
"m": 1.0
},
{
"p": 0.08610116690397263,
"m": 1.0
},
{
"p": 0.1062208041548729,
"m": 1.0
},
{
"p": 0.07866345345973969,
"m": 1.0
},
{
"p": 0.06338287889957428,
"m": 1.0
},
{
"p": 0.07724250853061676,
"m": 1.0
},
{
"p": 0.08486256003379822,
"m": 1.0
}
]
},
{
"epoch": 148,
"train_loss": 0.605692982673645,
"val_loss": 0.8023183345794678,
"acc": 73.06,
"time": 110.40468888310716,
"param": [
{
"p": 0.10112551599740982,
"m": 1.0
},
{
"p": 0.0650910884141922,
"m": 1.0
},
{
"p": 0.06673859804868698,
"m": 1.0
},
{
"p": 0.06706073880195618,
"m": 1.0
},
{
"p": 0.07919824123382568,
"m": 1.0
},
{
"p": 0.08345916867256165,
"m": 1.0
},
{
"p": 0.05884791910648346,
"m": 1.0
},
{
"p": 0.05156411603093147,
"m": 1.0
},
{
"p": 0.0736556127667427,
"m": 1.0
},
{
"p": 0.07517511397600174,
"m": 1.0
},
{
"p": 0.0892539694905281,
"m": 1.0
},
{
"p": 0.06900297850370407,
"m": 1.0
},
{
"p": 0.05396955460309982,
"m": 1.0
},
{
"p": 0.06585731357336044,
"m": 1.0
}
]
},
{
"epoch": 149,
"train_loss": 0.9149007797241211,
"val_loss": 0.8062742948532104,
"acc": 73.24,
"time": 90.70752324606292,
"param": [
{
"p": 0.06832326203584671,
"m": 1.0
},
{
"p": 0.06584446132183075,
"m": 1.0
},
{
"p": 0.06251349300146103,
"m": 1.0
},
{
"p": 0.07108858227729797,
"m": 1.0
},
{
"p": 0.08648866415023804,
"m": 1.0
},
{
"p": 0.07664716243743896,
"m": 1.0
},
{
"p": 0.06679318845272064,
"m": 1.0
},
{
"p": 0.0790640264749527,
"m": 1.0
},
{
"p": 0.0751846581697464,
"m": 1.0
},
{
"p": 0.07265979796648026,
"m": 1.0
},
{
"p": 0.03977959230542183,
"m": 1.0
},
{
"p": 0.0712813287973404,
"m": 1.0
},
{
"p": 0.08490107953548431,
"m": 1.0
},
{
"p": 0.07943066209554672,
"m": 1.0
}
]
},
{
"epoch": 150,
"train_loss": 0.7025669813156128,
"val_loss": 0.7920329570770264,
"acc": 72.7,
"time": 90.23885040194727,
"param": [
{
"p": 0.056037917733192444,
"m": 1.0
},
{
"p": 0.058304786682128906,
"m": 1.0
},
{
"p": 0.06066440790891647,
"m": 1.0
},
{
"p": 0.06998440623283386,
"m": 1.0
},
{
"p": 0.06947246193885803,
"m": 1.0
},
{
"p": 0.07760680466890335,
"m": 1.0
},
{
"p": 0.07965156435966492,
"m": 1.0
},
{
"p": 0.0807359367609024,
"m": 1.0
},
{
"p": 0.07867025583982468,
"m": 1.0
},
{
"p": 0.05482737347483635,
"m": 1.0
},
{
"p": 0.08579355478286743,
"m": 1.0
},
{
"p": 0.08308243006467819,
"m": 1.0
},
{
"p": 0.07007293403148651,
"m": 1.0
},
{
"p": 0.07509520649909973,
"m": 1.0
}
]
}
]
}
Reference in a new issue View git blame Copy permalink