AntoineH/smart_augmentation
1
0
Fork 0
mirror of https://github.com/AntoineHX/smart_augmentation.git synced 2025-05-04 20:20:46 +02:00
Code Issues Projects Releases Packages Wiki Activity
smart_augmentation/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-1.json

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

{
"Accuracy": 73.34,
"Time": [
118.74775526830305,
5.104721547206165
],
"Device": "Graphics Device",
"Param_names": [
"Identity",
"FlipUD",
"FlipLR",
"Rotate",
"TranslateX",
"TranslateY",
"ShearX",
"ShearY",
"Contrast",
"Color",
"Brightness",
"Sharpness",
"Posterize",
"Solarize"
],
"Log": [
{
"epoch": 1,
"train_loss": 2.2655563354492188,
"val_loss": 2.2828400135040283,
"acc": 12.16,
"time": 116.78584043192677,
"param": [
{
"p": 0.061586424708366394,
"m": 1.0
},
{
"p": 0.03317448869347572,
"m": 1.0
},
{
"p": 0.09533703327178955,
"m": 1.0
},
{
"p": 0.08889050781726837,
"m": 1.0
},
{
"p": 0.08621764928102493,
"m": 1.0
},
{
"p": 0.07319243997335434,
"m": 1.0
},
{
"p": 0.06259790062904358,
"m": 1.0
},
{
"p": 0.06913379579782486,
"m": 1.0
},
{
"p": 0.06211847811937332,
"m": 1.0
},
{
"p": 0.09238976240158081,
"m": 1.0
},
{
"p": 0.07683181762695312,
"m": 1.0
},
{
"p": 0.063853420317173,
"m": 1.0
},
{
"p": 0.0813697800040245,
"m": 1.0
},
{
"p": 0.05330652743577957,
"m": 1.0
}
]
},
{
"epoch": 2,
"train_loss": 2.11784291267395,
"val_loss": 2.089677333831787,
"acc": 20.85,
"time": 111.43106033699587,
"param": [
{
"p": 0.06394416838884354,
"m": 1.0
},
{
"p": 0.05643745884299278,
"m": 1.0
},
{
"p": 0.0950159877538681,
"m": 1.0
},
{
"p": 0.08425596356391907,
"m": 1.0
},
{
"p": 0.08634313195943832,
"m": 1.0
},
{
"p": 0.08315598219633102,
"m": 1.0
},
{
"p": 0.07673326879739761,
"m": 1.0
},
{
"p": 0.07527830451726913,
"m": 1.0
},
{
"p": 0.0701105147600174,
"m": 1.0
},
{
"p": 0.08658864349126816,
"m": 1.0
},
{
"p": 0.062439918518066406,
"m": 1.0
},
{
"p": 0.07393774390220642,
"m": 1.0
},
{
"p": 0.08575884252786636,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 3,
"train_loss": 2.1292760372161865,
"val_loss": 2.026073694229126,
"acc": 23.44,
"time": 104.9175778129138,
"param": [
{
"p": 0.032889872789382935,
"m": 1.0
},
{
"p": 0.053310174494981766,
"m": 1.0
},
{
"p": 0.08286106586456299,
"m": 1.0
},
{
"p": 0.09830865263938904,
"m": 1.0
},
{
"p": 0.13499706983566284,
"m": 1.0
},
{
"p": 0.08040900528430939,
"m": 1.0
},
{
"p": 0.09207533299922943,
"m": 1.0
},
{
"p": 0.08416994661092758,
"m": 1.0
},
{
"p": 0.08776925504207611,
"m": 1.0
},
{
"p": 0.09928874671459198,
"m": 1.0
},
{
"p": 0.006053043529391289,
"m": 1.0
},
{
"p": 0.07984374463558197,
"m": 1.0
},
{
"p": 0.06802403181791306,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 4,
"train_loss": 2.0668787956237793,
"val_loss": 1.9731407165527344,
"acc": 30.61,
"time": 118.3950478490442,
"param": [
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.02756611816585064,
"m": 1.0
},
{
"p": 0.06770174950361252,
"m": 1.0
},
{
"p": 0.11978205293416977,
"m": 1.0
},
{
"p": 0.17109638452529907,
"m": 1.0
},
{
"p": 0.05339217931032181,
"m": 1.0
},
{
"p": 0.09893796592950821,
"m": 1.0
},
{
"p": 0.07477648556232452,
"m": 1.0
},
{
"p": 0.12332458049058914,
"m": 1.0
},
{
"p": 0.12421213835477829,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07226279377937317,
"m": 1.0
},
{
"p": 0.0669475644826889,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 5,
"train_loss": 2.057147741317749,
"val_loss": 1.8446537256240845,
"acc": 35.51,
"time": 110.0013621430844,
"param": [
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05787826329469681,
"m": 1.0
},
{
"p": 0.13631576299667358,
"m": 1.0
},
{
"p": 0.197152242064476,
"m": 1.0
},
{
"p": 0.016687937080860138,
"m": 1.0
},
{
"p": 0.09474668651819229,
"m": 1.0
},
{
"p": 0.0643543228507042,
"m": 1.0
},
{
"p": 0.16136258840560913,
"m": 1.0
},
{
"p": 0.13530436158180237,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05991804599761963,
"m": 1.0
},
{
"p": 0.07627979665994644,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 6,
"train_loss": 2.0099103450775146,
"val_loss": 1.8327709436416626,
"acc": 34.12,
"time": 118.51307877805084,
"param": [
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04853383079171181,
"m": 1.0
},
{
"p": 0.15288472175598145,
"m": 1.0
},
{
"p": 0.22425587475299835,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09158779680728912,
"m": 1.0
},
{
"p": 0.05208766087889671,
"m": 1.0
},
{
"p": 0.18453992903232574,
"m": 1.0
},
{
"p": 0.1346006542444229,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04363641142845154,
"m": 1.0
},
{
"p": 0.06787312775850296,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 7,
"train_loss": 1.7264270782470703,
"val_loss": 1.8803861141204834,
"acc": 32.66,
"time": 102.33810531813651,
"param": [
{
"p": 0.0030896144453436136,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.041873667389154434,
"m": 1.0
},
{
"p": 0.16580232977867126,
"m": 1.0
},
{
"p": 0.24148482084274292,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09375099837779999,
"m": 1.0
},
{
"p": 0.0432138629257679,
"m": 1.0
},
{
"p": 0.18617403507232666,
"m": 1.0
},
{
"p": 0.13100315630435944,
"m": 1.0
},
{
"p": 0.0021017470862716436,
"m": 1.0
},
{
"p": 0.02797398902475834,
"m": 1.0
},
{
"p": 0.0635317713022232,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 8,
"train_loss": 1.7584927082061768,
"val_loss": 1.7122422456741333,
"acc": 36.81,
"time": 109.64757654513232,
"param": [
{
"p": 0.0027691004797816277,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04286767542362213,
"m": 1.0
},
{
"p": 0.17268462479114532,
"m": 1.0
},
{
"p": 0.2655758559703827,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09486276656389236,
"m": 1.0
},
{
"p": 0.020498229190707207,
"m": 1.0
},
{
"p": 0.197397843003273,
"m": 1.0
},
{
"p": 0.128346249461174,
"m": 1.0
},
{
"p": 0.00010338555875932798,
"m": 1.0
},
{
"p": 0.016353363171219826,
"m": 1.0
},
{
"p": 0.05854088068008423,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 9,
"train_loss": 1.8910249471664429,
"val_loss": 1.6905083656311035,
"acc": 40.32,
"time": 114.37257347791456,
"param": [
{
"p": 0.02555447444319725,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.046419717371463776,
"m": 1.0
},
{
"p": 0.1666380614042282,
"m": 1.0
},
{
"p": 0.25165602564811707,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10682423412799835,
"m": 1.0
},
{
"p": 0.021521426737308502,
"m": 1.0
},
{
"p": 0.18048039078712463,
"m": 1.0
},
{
"p": 0.13276682794094086,
"m": 1.0
},
{
"p": 0.0019714615773409605,
"m": 1.0
},
{
"p": 0.019178928807377815,
"m": 1.0
},
{
"p": 0.046988390386104584,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 10,
"train_loss": 1.7902284860610962,
"val_loss": 1.61268949508667,
"acc": 41.8,
"time": 108.80524689215235,
"param": [
{
"p": 0.04209314286708832,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.062263038009405136,
"m": 1.0
},
{
"p": 0.1578570455312729,
"m": 1.0
},
{
"p": 0.23702193796634674,
"m": 1.0
},
{
"p": 0.0011731678387150168,
"m": 1.0
},
{
"p": 0.10938645154237747,
"m": 1.0
},
{
"p": 0.024512512609362602,
"m": 1.0
},
{
"p": 0.1584947407245636,
"m": 1.0
},
{
"p": 0.13355903327465057,
"m": 1.0
},
{
"p": 0.00586925121024251,
"m": 1.0
},
{
"p": 0.027909250929951668,
"m": 1.0
},
{
"p": 0.03986043483018875,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 11,
"train_loss": 1.8274216651916504,
"val_loss": 1.5691511631011963,
"acc": 42.55,
"time": 130.95712716504931,
"param": [
{
"p": 0.05326172336935997,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07792679965496063,
"m": 1.0
},
{
"p": 0.14097264409065247,
"m": 1.0
},
{
"p": 0.21771486103534698,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10910076647996902,
"m": 1.0
},
{
"p": 0.031879451125860214,
"m": 1.0
},
{
"p": 0.14461873471736908,
"m": 1.0
},
{
"p": 0.12694212794303894,
"m": 1.0
},
{
"p": 0.008160816505551338,
"m": 1.0
},
{
"p": 0.04268058389425278,
"m": 1.0
},
{
"p": 0.04674159735441208,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 12,
"train_loss": 1.9267717599868774,
"val_loss": 1.5580812692642212,
"acc": 44.57,
"time": 112.90492041502148,
"param": [
{
"p": 0.05648867040872574,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08177948743104935,
"m": 1.0
},
{
"p": 0.1334381103515625,
"m": 1.0
},
{
"p": 0.2003435492515564,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11117526143789291,
"m": 1.0
},
{
"p": 0.03689682483673096,
"m": 1.0
},
{
"p": 0.1307026892900467,
"m": 1.0
},
{
"p": 0.12941645085811615,
"m": 1.0
},
{
"p": 0.004279229789972305,
"m": 1.0
},
{
"p": 0.059908319264650345,
"m": 1.0
},
{
"p": 0.055571459233760834,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 13,
"train_loss": 1.7645403146743774,
"val_loss": 1.5679569244384766,
"acc": 43.92,
"time": 103.5219371879939,
"param": [
{
"p": 0.06236828863620758,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08291854709386826,
"m": 1.0
},
{
"p": 0.12078320980072021,
"m": 1.0
},
{
"p": 0.1803382784128189,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1103740856051445,
"m": 1.0
},
{
"p": 0.047186557203531265,
"m": 1.0
},
{
"p": 0.12008081376552582,
"m": 1.0
},
{
"p": 0.1276519000530243,
"m": 1.0
},
{
"p": 0.01451802346855402,
"m": 1.0
},
{
"p": 0.07964632660150528,
"m": 1.0
},
{
"p": 0.05413391813635826,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 14,
"train_loss": 1.8853191137313843,
"val_loss": 1.5333913564682007,
"acc": 46.82,
"time": 109.78446897910908,
"param": [
{
"p": 0.06903553754091263,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.088863305747509,
"m": 1.0
},
{
"p": 0.10397215932607651,
"m": 1.0
},
{
"p": 0.18353620171546936,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12628790736198425,
"m": 1.0
},
{
"p": 0.04895072802901268,
"m": 1.0
},
{
"p": 0.12181833386421204,
"m": 1.0
},
{
"p": 0.13638462126255035,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09627837687730789,
"m": 1.0
},
{
"p": 0.024872757494449615,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 15,
"train_loss": 1.78609037399292,
"val_loss": 1.4785923957824707,
"acc": 45.71,
"time": 112.60155525384471,
"param": [
{
"p": 0.07520268857479095,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10663124918937683,
"m": 1.0
},
{
"p": 0.09083149582147598,
"m": 1.0
},
{
"p": 0.18523089587688446,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12395018339157104,
"m": 1.0
},
{
"p": 0.04487641155719757,
"m": 1.0
},
{
"p": 0.11698657274246216,
"m": 1.0
},
{
"p": 0.13842497766017914,
"m": 1.0
},
{
"p": 0.0018844985170289874,
"m": 1.0
},
{
"p": 0.1030355915427208,
"m": 1.0
},
{
"p": 0.012945491820573807,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 16,
"train_loss": 1.8572518825531006,
"val_loss": 1.5921316146850586,
"acc": 45.81,
"time": 106.72345969686285,
"param": [
{
"p": 0.06762766093015671,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.13752950727939606,
"m": 1.0
},
{
"p": 0.07152990996837616,
"m": 1.0
},
{
"p": 0.19795110821723938,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12261877954006195,
"m": 1.0
},
{
"p": 0.029986346140503883,
"m": 1.0
},
{
"p": 0.11267916858196259,
"m": 1.0
},
{
"p": 0.14229938387870789,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11777811497449875,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 17,
"train_loss": 1.9337373971939087,
"val_loss": 1.544525384902954,
"acc": 48.3,
"time": 131.09779888787307,
"param": [
{
"p": 0.06388099491596222,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.15489795804023743,
"m": 1.0
},
{
"p": 0.06733431667089462,
"m": 1.0
},
{
"p": 0.18299607932567596,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11515916138887405,
"m": 1.0
},
{
"p": 0.03207603469491005,
"m": 1.0
},
{
"p": 0.10900785028934479,
"m": 1.0
},
{
"p": 0.14834259450435638,
"m": 1.0
},
{
"p": 0.0014842827804386616,
"m": 1.0
},
{
"p": 0.12125954777002335,
"m": 1.0
},
{
"p": 0.0035611973144114017,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 18,
"train_loss": 1.743378758430481,
"val_loss": 1.4283689260482788,
"acc": 48.9,
"time": 104.76071402989328,
"param": [
{
"p": 0.06560096889734268,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.14897829294204712,
"m": 1.0
},
{
"p": 0.07584590464830399,
"m": 1.0
},
{
"p": 0.1554976850748062,
"m": 1.0
},
{
"p": 0.003988407086580992,
"m": 1.0
},
{
"p": 0.11955168098211288,
"m": 1.0
},
{
"p": 0.03118753433227539,
"m": 1.0
},
{
"p": 0.09905759245157242,
"m": 1.0
},
{
"p": 0.14469800889492035,
"m": 1.0
},
{
"p": 0.01424569170922041,
"m": 1.0
},
{
"p": 0.11916252970695496,
"m": 1.0
},
{
"p": 0.02218567579984665,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 19,
"train_loss": 1.8873642683029175,
"val_loss": 1.516008973121643,
"acc": 46.95,
"time": 107.68200109200552,
"param": [
{
"p": 0.06672317534685135,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.13925108313560486,
"m": 1.0
},
{
"p": 0.07480037212371826,
"m": 1.0
},
{
"p": 0.13110308349132538,
"m": 1.0
},
{
"p": 0.005312905181199312,
"m": 1.0
},
{
"p": 0.11789942532777786,
"m": 1.0
},
{
"p": 0.03987091779708862,
"m": 1.0
},
{
"p": 0.10503924638032913,
"m": 1.0
},
{
"p": 0.13941189646720886,
"m": 1.0
},
{
"p": 0.03443387895822525,
"m": 1.0
},
{
"p": 0.11242354661226273,
"m": 1.0
},
{
"p": 0.03373042866587639,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 20,
"train_loss": 1.581579566001892,
"val_loss": 1.4499903917312622,
"acc": 49.27,
"time": 104.29101799498312,
"param": [
{
"p": 0.0583953857421875,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1362069696187973,
"m": 1.0
},
{
"p": 0.057373046875,
"m": 1.0
},
{
"p": 0.11661229282617569,
"m": 1.0
},
{
"p": 0.025553300976753235,
"m": 1.0
},
{
"p": 0.11324610561132431,
"m": 1.0
},
{
"p": 0.05214352533221245,
"m": 1.0
},
{
"p": 0.11441197991371155,
"m": 1.0
},
{
"p": 0.13051234185695648,
"m": 1.0
},
{
"p": 0.034074485301971436,
"m": 1.0
},
{
"p": 0.12140369415283203,
"m": 1.0
},
{
"p": 0.037469446659088135,
"m": 1.0
},
{
"p": 0.002597362268716097,
"m": 1.0
}
]
},
{
"epoch": 21,
"train_loss": 1.5628852844238281,
"val_loss": 1.3056707382202148,
"acc": 50.16,
"time": 108.68759258906357,
"param": [
{
"p": 0.05975397676229477,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1294756382703781,
"m": 1.0
},
{
"p": 0.046486981213092804,
"m": 1.0
},
{
"p": 0.10648123919963837,
"m": 1.0
},
{
"p": 0.04475214332342148,
"m": 1.0
},
{
"p": 0.10002472251653671,
"m": 1.0
},
{
"p": 0.06146905571222305,
"m": 1.0
},
{
"p": 0.1153029277920723,
"m": 1.0
},
{
"p": 0.13128343224525452,
"m": 1.0
},
{
"p": 0.024810394272208214,
"m": 1.0
},
{
"p": 0.13181667029857635,
"m": 1.0
},
{
"p": 0.04566170647740364,
"m": 1.0
},
{
"p": 0.002681153127923608,
"m": 1.0
}
]
},
{
"epoch": 22,
"train_loss": 1.6887704133987427,
"val_loss": 1.2450696229934692,
"acc": 52.74,
"time": 118.56188771594316,
"param": [
{
"p": 0.07718515396118164,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11914439499378204,
"m": 1.0
},
{
"p": 0.04808884114027023,
"m": 1.0
},
{
"p": 0.0974314883351326,
"m": 1.0
},
{
"p": 0.04890236631035805,
"m": 1.0
},
{
"p": 0.09262736141681671,
"m": 1.0
},
{
"p": 0.0718877911567688,
"m": 1.0
},
{
"p": 0.1135048046708107,
"m": 1.0
},
{
"p": 0.120753213763237,
"m": 1.0
},
{
"p": 0.03256285935640335,
"m": 1.0
},
{
"p": 0.11760523170232773,
"m": 1.0
},
{
"p": 0.0600188709795475,
"m": 1.0
},
{
"p": 0.00028759127599187195,
"m": 1.0
}
]
},
{
"epoch": 23,
"train_loss": 1.6231963634490967,
"val_loss": 1.2766205072402954,
"acc": 53.8,
"time": 122.42761617200449,
"param": [
{
"p": 0.08797518908977509,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11421017348766327,
"m": 1.0
},
{
"p": 0.047395918518304825,
"m": 1.0
},
{
"p": 0.08497168868780136,
"m": 1.0
},
{
"p": 0.04980889707803726,
"m": 1.0
},
{
"p": 0.09025268256664276,
"m": 1.0
},
{
"p": 0.08568304777145386,
"m": 1.0
},
{
"p": 0.09937186539173126,
"m": 1.0
},
{
"p": 0.11340144276618958,
"m": 1.0
},
{
"p": 0.040287405252456665,
"m": 1.0
},
{
"p": 0.10924098640680313,
"m": 1.0
},
{
"p": 0.07740078866481781,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 24,
"train_loss": 1.6835793256759644,
"val_loss": 1.2816370725631714,
"acc": 53.38,
"time": 101.06438031001016,
"param": [
{
"p": 0.09634853899478912,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11643745005130768,
"m": 1.0
},
{
"p": 0.04637273773550987,
"m": 1.0
},
{
"p": 0.06819222122430801,
"m": 1.0
},
{
"p": 0.04158831387758255,
"m": 1.0
},
{
"p": 0.09833432734012604,
"m": 1.0
},
{
"p": 0.09790010750293732,
"m": 1.0
},
{
"p": 0.08662780374288559,
"m": 1.0
},
{
"p": 0.10650987923145294,
"m": 1.0
},
{
"p": 0.04600730910897255,
"m": 1.0
},
{
"p": 0.10188659280538559,
"m": 1.0
},
{
"p": 0.09379471093416214,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 25,
"train_loss": 1.6059682369232178,
"val_loss": 1.3083235025405884,
"acc": 54.62,
"time": 132.14055071794428,
"param": [
{
"p": 0.10719184577465057,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12052877992391586,
"m": 1.0
},
{
"p": 0.047001827508211136,
"m": 1.0
},
{
"p": 0.05313535034656525,
"m": 1.0
},
{
"p": 0.015005291439592838,
"m": 1.0
},
{
"p": 0.10142358392477036,
"m": 1.0
},
{
"p": 0.10799477249383926,
"m": 1.0
},
{
"p": 0.07677369564771652,
"m": 1.0
},
{
"p": 0.10504079610109329,
"m": 1.0
},
{
"p": 0.04138018190860748,
"m": 1.0
},
{
"p": 0.1070558950304985,
"m": 1.0
},
{
"p": 0.1174679696559906,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 26,
"train_loss": 1.5674821138381958,
"val_loss": 1.4304771423339844,
"acc": 55.77,
"time": 119.75510968198068,
"param": [
{
"p": 0.11227500438690186,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12007427960634232,
"m": 1.0
},
{
"p": 0.056453950703144073,
"m": 1.0
},
{
"p": 0.03472740203142166,
"m": 1.0
},
{
"p": 0.0028510720003396273,
"m": 1.0
},
{
"p": 0.10500727593898773,
"m": 1.0
},
{
"p": 0.10752873867750168,
"m": 1.0
},
{
"p": 0.0768674835562706,
"m": 1.0
},
{
"p": 0.12038463354110718,
"m": 1.0
},
{
"p": 0.03682132065296173,
"m": 1.0
},
{
"p": 0.09504328668117523,
"m": 1.0
},
{
"p": 0.1319655030965805,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 27,
"train_loss": 1.5394976139068604,
"val_loss": 1.3529661893844604,
"acc": 55.34,
"time": 119.4580395158846,
"param": [
{
"p": 0.10869264602661133,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12304922193288803,
"m": 1.0
},
{
"p": 0.05404695123434067,
"m": 1.0
},
{
"p": 0.028487130999565125,
"m": 1.0
},
{
"p": 0.005445464048534632,
"m": 1.0
},
{
"p": 0.11182977259159088,
"m": 1.0
},
{
"p": 0.1027364730834961,
"m": 1.0
},
{
"p": 0.06825724244117737,
"m": 1.0
},
{
"p": 0.12808717787265778,
"m": 1.0
},
{
"p": 0.04753253236413002,
"m": 1.0
},
{
"p": 0.0843261256814003,
"m": 1.0
},
{
"p": 0.13750922679901123,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 28,
"train_loss": 1.4452852010726929,
"val_loss": 1.1890143156051636,
"acc": 57.05,
"time": 119.37241830606945,
"param": [
{
"p": 0.10535132884979248,
"m": 1.0
},
{
"p": 0.006345705129206181,
"m": 1.0
},
{
"p": 0.11565049737691879,
"m": 1.0
},
{
"p": 0.05036283656954765,
"m": 1.0
},
{
"p": 0.03404289484024048,
"m": 1.0
},
{
"p": 0.027060549706220627,
"m": 1.0
},
{
"p": 0.10864493250846863,
"m": 1.0
},
{
"p": 0.09777025133371353,
"m": 1.0
},
{
"p": 0.0668216422200203,
"m": 1.0
},
{
"p": 0.12340246886014938,
"m": 1.0
},
{
"p": 0.049802690744400024,
"m": 1.0
},
{
"p": 0.07880819588899612,
"m": 1.0
},
{
"p": 0.12749259173870087,
"m": 1.0
},
{
"p": 0.008443383499979973,
"m": 1.0
}
]
},
{
"epoch": 29,
"train_loss": 1.5471844673156738,
"val_loss": 1.223051905632019,
"acc": 57.27,
"time": 120.73808296886273,
"param": [
{
"p": 0.11579552292823792,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10305657982826233,
"m": 1.0
},
{
"p": 0.04499942809343338,
"m": 1.0
},
{
"p": 0.02731257677078247,
"m": 1.0
},
{
"p": 0.02745019644498825,
"m": 1.0
},
{
"p": 0.10470419377088547,
"m": 1.0
},
{
"p": 0.10353658348321915,
"m": 1.0
},
{
"p": 0.07020328938961029,
"m": 1.0
},
{
"p": 0.1256241351366043,
"m": 1.0
},
{
"p": 0.04375160485506058,
"m": 1.0
},
{
"p": 0.08531761169433594,
"m": 1.0
},
{
"p": 0.14824828505516052,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 30,
"train_loss": 1.6235336065292358,
"val_loss": 1.223718523979187,
"acc": 57.54,
"time": 118.85169254196808,
"param": [
{
"p": 0.1354713886976242,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09767483174800873,
"m": 1.0
},
{
"p": 0.04843699932098389,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.025456445291638374,
"m": 1.0
},
{
"p": 0.10437359660863876,
"m": 1.0
},
{
"p": 0.10088382661342621,
"m": 1.0
},
{
"p": 0.06376537680625916,
"m": 1.0
},
{
"p": 0.11470313370227814,
"m": 1.0
},
{
"p": 0.03558662533760071,
"m": 1.0
},
{
"p": 0.08460979163646698,
"m": 1.0
},
{
"p": 0.1890380084514618,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 31,
"train_loss": 1.5800808668136597,
"val_loss": 1.262628197669983,
"acc": 57.9,
"time": 120.08457134501077,
"param": [
{
"p": 0.1478697806596756,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08946313709020615,
"m": 1.0
},
{
"p": 0.058827683329582214,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.022010238841176033,
"m": 1.0
},
{
"p": 0.10492197424173355,
"m": 1.0
},
{
"p": 0.10369526594877243,
"m": 1.0
},
{
"p": 0.04604750871658325,
"m": 1.0
},
{
"p": 0.10114244371652603,
"m": 1.0
},
{
"p": 0.020257771015167236,
"m": 1.0
},
{
"p": 0.08984139561653137,
"m": 1.0
},
{
"p": 0.21592286229133606,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 32,
"train_loss": 1.3661985397338867,
"val_loss": 1.1869254112243652,
"acc": 57.92,
"time": 119.78024454577826,
"param": [
{
"p": 0.14177587628364563,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07214341312646866,
"m": 1.0
},
{
"p": 0.07554051280021667,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.027132069692015648,
"m": 1.0
},
{
"p": 0.11182575672864914,
"m": 1.0
},
{
"p": 0.10938816517591476,
"m": 1.0
},
{
"p": 0.022837968543171883,
"m": 1.0
},
{
"p": 0.08409116417169571,
"m": 1.0
},
{
"p": 0.01984896883368492,
"m": 1.0
},
{
"p": 0.10132930427789688,
"m": 1.0
},
{
"p": 0.23408672213554382,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 33,
"train_loss": 1.6329693794250488,
"val_loss": 1.239949107170105,
"acc": 56.86,
"time": 121.80909545905888,
"param": [
{
"p": 0.1369282752275467,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06046396493911743,
"m": 1.0
},
{
"p": 0.07840600609779358,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.018735680729150772,
"m": 1.0
},
{
"p": 0.11342122405767441,
"m": 1.0
},
{
"p": 0.11628270894289017,
"m": 1.0
},
{
"p": 0.004934642929583788,
"m": 1.0
},
{
"p": 0.08209571987390518,
"m": 1.0
},
{
"p": 0.026017218828201294,
"m": 1.0
},
{
"p": 0.10081568360328674,
"m": 1.0
},
{
"p": 0.26189884543418884,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 34,
"train_loss": 1.359804630279541,
"val_loss": 1.2883682250976562,
"acc": 56.92,
"time": 121.29639503406361,
"param": [
{
"p": 0.13354194164276123,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.054752979427576065,
"m": 1.0
},
{
"p": 0.0753968134522438,
"m": 1.0
},
{
"p": 0.0006878027343191206,
"m": 1.0
},
{
"p": 0.015109613537788391,
"m": 1.0
},
{
"p": 0.1036536917090416,
"m": 1.0
},
{
"p": 0.12286665290594101,
"m": 1.0
},
{
"p": 0.0009176147868856788,
"m": 1.0
},
{
"p": 0.08591164648532867,
"m": 1.0
},
{
"p": 0.016282962635159492,
"m": 1.0
},
{
"p": 0.1057882010936737,
"m": 1.0
},
{
"p": 0.2850900888442993,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 35,
"train_loss": 1.3827773332595825,
"val_loss": 1.3092063665390015,
"acc": 58.08,
"time": 119.48776277713478,
"param": [
{
"p": 0.12193604558706284,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.060862161219120026,
"m": 1.0
},
{
"p": 0.06263982504606247,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.019516127184033394,
"m": 1.0
},
{
"p": 0.08796024322509766,
"m": 1.0
},
{
"p": 0.11827584356069565,
"m": 1.0
},
{
"p": 0.00021038451814092696,
"m": 1.0
},
{
"p": 0.09450996667146683,
"m": 1.0
},
{
"p": 0.014476807788014412,
"m": 1.0
},
{
"p": 0.11879808455705643,
"m": 1.0
},
{
"p": 0.30081459879875183,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 36,
"train_loss": 1.5156521797180176,
"val_loss": 1.2073630094528198,
"acc": 58.94,
"time": 121.028010440059,
"param": [
{
"p": 0.1105291023850441,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06784748286008835,
"m": 1.0
},
{
"p": 0.05415787920355797,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.012800325639545918,
"m": 1.0
},
{
"p": 0.0568997785449028,
"m": 1.0
},
{
"p": 0.11420077085494995,
"m": 1.0
},
{
"p": 0.0084944823756814,
"m": 1.0
},
{
"p": 0.11431402713060379,
"m": 1.0
},
{
"p": 0.009699583053588867,
"m": 1.0
},
{
"p": 0.12871216237545013,
"m": 1.0
},
{
"p": 0.3223443925380707,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 37,
"train_loss": 1.412832260131836,
"val_loss": 1.148064374923706,
"acc": 60.15,
"time": 119.16192963696085,
"param": [
{
"p": 0.10105805099010468,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07033772021532059,
"m": 1.0
},
{
"p": 0.04979481175541878,
"m": 1.0
},
{
"p": 0.0003727534494828433,
"m": 1.0
},
{
"p": 0.012816034257411957,
"m": 1.0
},
{
"p": 0.03172636032104492,
"m": 1.0
},
{
"p": 0.1084722951054573,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.13021458685398102,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.13417895138263702,
"m": 1.0
},
{
"p": 0.36102840304374695,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 38,
"train_loss": 1.4680554866790771,
"val_loss": 0.9689833521842957,
"acc": 60.73,
"time": 120.69362245500088,
"param": [
{
"p": 0.09096747636795044,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07602576166391373,
"m": 1.0
},
{
"p": 0.04510163888335228,
"m": 1.0
},
{
"p": 0.002523472299799323,
"m": 1.0
},
{
"p": 0.025408891960978508,
"m": 1.0
},
{
"p": 0.012501263990998268,
"m": 1.0
},
{
"p": 0.09091978520154953,
"m": 1.0
},
{
"p": 0.010462903417646885,
"m": 1.0
},
{
"p": 0.1364145576953888,
"m": 1.0
},
{
"p": 0.008189908228814602,
"m": 1.0
},
{
"p": 0.13889962434768677,
"m": 1.0
},
{
"p": 0.3625846803188324,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 39,
"train_loss": 1.3645055294036865,
"val_loss": 1.1218090057373047,
"acc": 61.11,
"time": 114.91621890617535,
"param": [
{
"p": 0.08355049788951874,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07021130621433258,
"m": 1.0
},
{
"p": 0.03006024844944477,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03181254863739014,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06844311207532883,
"m": 1.0
},
{
"p": 0.006405931431800127,
"m": 1.0
},
{
"p": 0.15175697207450867,
"m": 1.0
},
{
"p": 0.002935475204139948,
"m": 1.0
},
{
"p": 0.14474758505821228,
"m": 1.0
},
{
"p": 0.4100763499736786,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 40,
"train_loss": 1.244349718093872,
"val_loss": 1.2190717458724976,
"acc": 58.24,
"time": 121.63475115294568,
"param": [
{
"p": 0.09191884845495224,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06107547506690025,
"m": 1.0
},
{
"p": 0.030970238149166107,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03300249204039574,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04821207746863365,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1503632664680481,
"m": 1.0
},
{
"p": 0.009681336581707,
"m": 1.0
},
{
"p": 0.15063011646270752,
"m": 1.0
},
{
"p": 0.4241461455821991,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 41,
"train_loss": 1.6430306434631348,
"val_loss": 1.0171267986297607,
"acc": 61.49,
"time": 120.15094267996028,
"param": [
{
"p": 0.09483710676431656,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05319575220346451,
"m": 1.0
},
{
"p": 0.0384865365922451,
"m": 1.0
},
{
"p": 0.005715153645724058,
"m": 1.0
},
{
"p": 0.023204471915960312,
"m": 1.0
},
{
"p": 0.0036515293177217245,
"m": 1.0
},
{
"p": 0.045958250761032104,
"m": 1.0
},
{
"p": 0.004186160862445831,
"m": 1.0
},
{
"p": 0.14291565120220184,
"m": 1.0
},
{
"p": 0.019735433161258698,
"m": 1.0
},
{
"p": 0.1477546989917755,
"m": 1.0
},
{
"p": 0.409496545791626,
"m": 1.0
},
{
"p": 0.010862613096833229,
"m": 1.0
}
]
},
{
"epoch": 42,
"train_loss": 1.0641944408416748,
"val_loss": 1.1834814548492432,
"acc": 62.44,
"time": 133.3511704870034,
"param": [
{
"p": 0.09182579815387726,
"m": 1.0
},
{
"p": 0.00038990419125184417,
"m": 1.0
},
{
"p": 0.05934621021151543,
"m": 1.0
},
{
"p": 0.04857112467288971,
"m": 1.0
},
{
"p": 0.017827829346060753,
"m": 1.0
},
{
"p": 0.032047197222709656,
"m": 1.0
},
{
"p": 0.029838869348168373,
"m": 1.0
},
{
"p": 0.04674215614795685,
"m": 1.0
},
{
"p": 0.028857076540589333,
"m": 1.0
},
{
"p": 0.11607930809259415,
"m": 1.0
},
{
"p": 0.036408744752407074,
"m": 1.0
},
{
"p": 0.12691941857337952,
"m": 1.0
},
{
"p": 0.3282737731933594,
"m": 1.0
},
{
"p": 0.036872632801532745,
"m": 1.0
}
]
},
{
"epoch": 43,
"train_loss": 1.4571037292480469,
"val_loss": 1.0192843675613403,
"acc": 62.24,
"time": 133.31965385307558,
"param": [
{
"p": 0.08152653276920319,
"m": 1.0
},
{
"p": 0.010229415260255337,
"m": 1.0
},
{
"p": 0.06575842201709747,
"m": 1.0
},
{
"p": 0.04952334612607956,
"m": 1.0
},
{
"p": 0.018200470134615898,
"m": 1.0
},
{
"p": 0.046152472496032715,
"m": 1.0
},
{
"p": 0.058099210262298584,
"m": 1.0
},
{
"p": 0.04090951755642891,
"m": 1.0
},
{
"p": 0.05334483087062836,
"m": 1.0
},
{
"p": 0.1049705296754837,
"m": 1.0
},
{
"p": 0.05487919971346855,
"m": 1.0
},
{
"p": 0.10997619479894638,
"m": 1.0
},
{
"p": 0.2550506591796875,
"m": 1.0
},
{
"p": 0.05137921869754791,
"m": 1.0
}
]
},
{
"epoch": 44,
"train_loss": 1.2568690776824951,
"val_loss": 1.0605915784835815,
"acc": 62.43,
"time": 120.76742505095899,
"param": [
{
"p": 0.07566213607788086,
"m": 1.0
},
{
"p": 0.01650303602218628,
"m": 1.0
},
{
"p": 0.0681820884346962,
"m": 1.0
},
{
"p": 0.04650206118822098,
"m": 1.0
},
{
"p": 0.037547413259744644,
"m": 1.0
},
{
"p": 0.05799306929111481,
"m": 1.0
},
{
"p": 0.07373924553394318,
"m": 1.0
},
{
"p": 0.04073832556605339,
"m": 1.0
},
{
"p": 0.06135733425617218,
"m": 1.0
},
{
"p": 0.10427143424749374,
"m": 1.0
},
{
"p": 0.06247827783226967,
"m": 1.0
},
{
"p": 0.10238805413246155,
"m": 1.0
},
{
"p": 0.2072370946407318,
"m": 1.0
},
{
"p": 0.04540042206645012,
"m": 1.0
}
]
},
{
"epoch": 45,
"train_loss": 1.3688888549804688,
"val_loss": 1.0896642208099365,
"acc": 62.55,
"time": 120.90389190800488,
"param": [
{
"p": 0.07552506029605865,
"m": 1.0
},
{
"p": 0.01562742330133915,
"m": 1.0
},
{
"p": 0.07390628010034561,
"m": 1.0
},
{
"p": 0.04084523767232895,
"m": 1.0
},
{
"p": 0.054440755397081375,
"m": 1.0
},
{
"p": 0.062427595257759094,
"m": 1.0
},
{
"p": 0.07782125473022461,
"m": 1.0
},
{
"p": 0.0401880256831646,
"m": 1.0
},
{
"p": 0.07740123569965363,
"m": 1.0
},
{
"p": 0.10228469967842102,
"m": 1.0
},
{
"p": 0.06062976270914078,
"m": 1.0
},
{
"p": 0.10816320031881332,
"m": 1.0
},
{
"p": 0.18338558077812195,
"m": 1.0
},
{
"p": 0.027353942394256592,
"m": 1.0
}
]
},
{
"epoch": 46,
"train_loss": 1.4965587854385376,
"val_loss": 1.0782815217971802,
"acc": 63.14,
"time": 120.44327618088573,
"param": [
{
"p": 0.07907605916261673,
"m": 1.0
},
{
"p": 0.0042876903899014,
"m": 1.0
},
{
"p": 0.07791251689195633,
"m": 1.0
},
{
"p": 0.04231327027082443,
"m": 1.0
},
{
"p": 0.060412243008613586,
"m": 1.0
},
{
"p": 0.06133276969194412,
"m": 1.0
},
{
"p": 0.08352108299732208,
"m": 1.0
},
{
"p": 0.04455122351646423,
"m": 1.0
},
{
"p": 0.09338691830635071,
"m": 1.0
},
{
"p": 0.09752057492733002,
"m": 1.0
},
{
"p": 0.06150383502244949,
"m": 1.0
},
{
"p": 0.11034636199474335,
"m": 1.0
},
{
"p": 0.1656942218542099,
"m": 1.0
},
{
"p": 0.018141327425837517,
"m": 1.0
}
]
},
{
"epoch": 47,
"train_loss": 1.5340032577514648,
"val_loss": 0.9516519904136658,
"acc": 62.48,
"time": 120.51837417110801,
"param": [
{
"p": 0.08037084341049194,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08333155512809753,
"m": 1.0
},
{
"p": 0.053838975727558136,
"m": 1.0
},
{
"p": 0.062017153948545456,
"m": 1.0
},
{
"p": 0.05560780316591263,
"m": 1.0
},
{
"p": 0.07549367845058441,
"m": 1.0
},
{
"p": 0.054531682282686234,
"m": 1.0
},
{
"p": 0.1012985110282898,
"m": 1.0
},
{
"p": 0.09751638770103455,
"m": 1.0
},
{
"p": 0.0649697557091713,
"m": 1.0
},
{
"p": 0.11041286587715149,
"m": 1.0
},
{
"p": 0.1545216292142868,
"m": 1.0
},
{
"p": 0.006089264992624521,
"m": 1.0
}
]
},
{
"epoch": 48,
"train_loss": 1.3637325763702393,
"val_loss": 1.0685405731201172,
"acc": 62.5,
"time": 118.00794824003242,
"param": [
{
"p": 0.0809984803199768,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08138500154018402,
"m": 1.0
},
{
"p": 0.06199053302407265,
"m": 1.0
},
{
"p": 0.05876109004020691,
"m": 1.0
},
{
"p": 0.05295427888631821,
"m": 1.0
},
{
"p": 0.07110471278429031,
"m": 1.0
},
{
"p": 0.051713231950998306,
"m": 1.0
},
{
"p": 0.10122322291135788,
"m": 1.0
},
{
"p": 0.10465168207883835,
"m": 1.0
},
{
"p": 0.07653652131557465,
"m": 1.0
},
{
"p": 0.10712122172117233,
"m": 1.0
},
{
"p": 0.15156006813049316,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 49,
"train_loss": 1.5365242958068848,
"val_loss": 1.0675350427627563,
"acc": 64.57,
"time": 121.52916076895781,
"param": [
{
"p": 0.09138093888759613,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06908372044563293,
"m": 1.0
},
{
"p": 0.060123927891254425,
"m": 1.0
},
{
"p": 0.04530685395002365,
"m": 1.0
},
{
"p": 0.0395599864423275,
"m": 1.0
},
{
"p": 0.0603724904358387,
"m": 1.0
},
{
"p": 0.0609462708234787,
"m": 1.0
},
{
"p": 0.10436785221099854,
"m": 1.0
},
{
"p": 0.1110454872250557,
"m": 1.0
},
{
"p": 0.08298110216856003,
"m": 1.0
},
{
"p": 0.10643060505390167,
"m": 1.0
},
{
"p": 0.16840079426765442,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 50,
"train_loss": 1.4805126190185547,
"val_loss": 1.042015790939331,
"acc": 62.93,
"time": 119.61301383492537,
"param": [
{
"p": 0.1030658707022667,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06675980240106583,
"m": 1.0
},
{
"p": 0.05981842428445816,
"m": 1.0
},
{
"p": 0.03849197179079056,
"m": 1.0
},
{
"p": 0.025932099670171738,
"m": 1.0
},
{
"p": 0.061561036854982376,
"m": 1.0
},
{
"p": 0.060999542474746704,
"m": 1.0
},
{
"p": 0.0960741937160492,
"m": 1.0
},
{
"p": 0.11989846080541611,
"m": 1.0
},
{
"p": 0.08707741647958755,
"m": 1.0
},
{
"p": 0.10754565894603729,
"m": 1.0
},
{
"p": 0.172775536775589,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 51,
"train_loss": 1.4606715440750122,
"val_loss": 1.0082720518112183,
"acc": 64.47,
"time": 119.81250905501656,
"param": [
{
"p": 0.10575295239686966,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0641198605298996,
"m": 1.0
},
{
"p": 0.05228693410754204,
"m": 1.0
},
{
"p": 0.035432226955890656,
"m": 1.0
},
{
"p": 0.004428096115589142,
"m": 1.0
},
{
"p": 0.05863754078745842,
"m": 1.0
},
{
"p": 0.06237183138728142,
"m": 1.0
},
{
"p": 0.09128410369157791,
"m": 1.0
},
{
"p": 0.1369093805551529,
"m": 1.0
},
{
"p": 0.0913478210568428,
"m": 1.0
},
{
"p": 0.10790392011404037,
"m": 1.0
},
{
"p": 0.189525306224823,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 52,
"train_loss": 1.2420790195465088,
"val_loss": 1.020723819732666,
"acc": 64.03,
"time": 113.7380865518935,
"param": [
{
"p": 0.1053563579916954,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05855545029044151,
"m": 1.0
},
{
"p": 0.04716246575117111,
"m": 1.0
},
{
"p": 0.028474682942032814,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05985981225967407,
"m": 1.0
},
{
"p": 0.06711176037788391,
"m": 1.0
},
{
"p": 0.08516369760036469,
"m": 1.0
},
{
"p": 0.14422930777072906,
"m": 1.0
},
{
"p": 0.0879889503121376,
"m": 1.0
},
{
"p": 0.1083475649356842,
"m": 1.0
},
{
"p": 0.20703209936618805,
"m": 1.0
},
{
"p": 0.0007178099476732314,
"m": 1.0
}
]
},
{
"epoch": 53,
"train_loss": 1.2367243766784668,
"val_loss": 1.1040289402008057,
"acc": 64.51,
"time": 118.72888432699256,
"param": [
{
"p": 0.11427036672830582,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04673651605844498,
"m": 1.0
},
{
"p": 0.03631195053458214,
"m": 1.0
},
{
"p": 0.0018408270552754402,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05894148349761963,
"m": 1.0
},
{
"p": 0.06490219384431839,
"m": 1.0
},
{
"p": 0.08811777085065842,
"m": 1.0
},
{
"p": 0.14405085146427155,
"m": 1.0
},
{
"p": 0.09266674518585205,
"m": 1.0
},
{
"p": 0.1199992299079895,
"m": 1.0
},
{
"p": 0.2317802608013153,
"m": 1.0
},
{
"p": 0.00038176603266038,
"m": 1.0
}
]
},
{
"epoch": 54,
"train_loss": 1.298923134803772,
"val_loss": 0.9156957268714905,
"acc": 64.54,
"time": 112.85206047212705,
"param": [
{
"p": 0.12135358899831772,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.040570300072431564,
"m": 1.0
},
{
"p": 0.013487499207258224,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06652431935071945,
"m": 1.0
},
{
"p": 0.04615030437707901,
"m": 1.0
},
{
"p": 0.08238598704338074,
"m": 1.0
},
{
"p": 0.14477355778217316,
"m": 1.0
},
{
"p": 0.09671919792890549,
"m": 1.0
},
{
"p": 0.1366487592458725,
"m": 1.0
},
{
"p": 0.2513864040374756,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 55,
"train_loss": 1.3621636629104614,
"val_loss": 1.0180261135101318,
"acc": 65.02,
"time": 120.4578842530027,
"param": [
{
"p": 0.1241384819149971,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03562457859516144,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06416667252779007,
"m": 1.0
},
{
"p": 0.03149200975894928,
"m": 1.0
},
{
"p": 0.08043307065963745,
"m": 1.0
},
{
"p": 0.13607820868492126,
"m": 1.0
},
{
"p": 0.09566812217235565,
"m": 1.0
},
{
"p": 0.15611504018306732,
"m": 1.0
},
{
"p": 0.2721625566482544,
"m": 1.0
},
{
"p": 0.004121262580156326,
"m": 1.0
}
]
},
{
"epoch": 56,
"train_loss": 1.2110098600387573,
"val_loss": 1.0089586973190308,
"acc": 64.71,
"time": 119.20467053283937,
"param": [
{
"p": 0.12323310226202011,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03870370239019394,
"m": 1.0
},
{
"p": 0.0011349001433700323,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0028324199374765158,
"m": 1.0
},
{
"p": 0.06698568165302277,
"m": 1.0
},
{
"p": 0.028822870925068855,
"m": 1.0
},
{
"p": 0.09205257892608643,
"m": 1.0
},
{
"p": 0.11941521614789963,
"m": 1.0
},
{
"p": 0.08007550984621048,
"m": 1.0
},
{
"p": 0.15910010039806366,
"m": 1.0
},
{
"p": 0.26643192768096924,
"m": 1.0
},
{
"p": 0.02121197246015072,
"m": 1.0
}
]
},
{
"epoch": 57,
"train_loss": 1.2781859636306763,
"val_loss": 0.9441991448402405,
"acc": 65.87,
"time": 111.81235459819436,
"param": [
{
"p": 0.1282273679971695,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04510153457522392,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06425394117832184,
"m": 1.0
},
{
"p": 0.023496931418776512,
"m": 1.0
},
{
"p": 0.09975829720497131,
"m": 1.0
},
{
"p": 0.10287302732467651,
"m": 1.0
},
{
"p": 0.0730130597949028,
"m": 1.0
},
{
"p": 0.16810938715934753,
"m": 1.0
},
{
"p": 0.2762765884399414,
"m": 1.0
},
{
"p": 0.0188898965716362,
"m": 1.0
}
]
},
{
"epoch": 58,
"train_loss": 1.0564581155776978,
"val_loss": 1.054651141166687,
"acc": 64.91,
"time": 110.48196793207899,
"param": [
{
"p": 0.13694824278354645,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.048136156052351,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0035668506752699614,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.060895420610904694,
"m": 1.0
},
{
"p": 0.018124204128980637,
"m": 1.0
},
{
"p": 0.09947054088115692,
"m": 1.0
},
{
"p": 0.08747009187936783,
"m": 1.0
},
{
"p": 0.07168008387088776,
"m": 1.0
},
{
"p": 0.17967714369297028,
"m": 1.0
},
{
"p": 0.2854532301425934,
"m": 1.0
},
{
"p": 0.008578019216656685,
"m": 1.0
}
]
},
{
"epoch": 59,
"train_loss": 1.4423022270202637,
"val_loss": 0.9708114862442017,
"acc": 65.06,
"time": 121.52677706698887,
"param": [
{
"p": 0.1384771466255188,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05879950150847435,
"m": 1.0
},
{
"p": 0.001766348723322153,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.001187785412184894,
"m": 1.0
},
{
"p": 0.063352070748806,
"m": 1.0
},
{
"p": 0.02585996873676777,
"m": 1.0
},
{
"p": 0.09127184748649597,
"m": 1.0
},
{
"p": 0.08658715337514877,
"m": 1.0
},
{
"p": 0.07587297260761261,
"m": 1.0
},
{
"p": 0.17733882367610931,
"m": 1.0
},
{
"p": 0.27948644757270813,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 60,
"train_loss": 1.3503042459487915,
"val_loss": 0.9041592478752136,
"acc": 66.34,
"time": 116.43404523190111,
"param": [
{
"p": 0.1293632537126541,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07569115608930588,
"m": 1.0
},
{
"p": 0.015291065908968449,
"m": 1.0
},
{
"p": 0.004303586669266224,
"m": 1.0
},
{
"p": 0.0177671667188406,
"m": 1.0
},
{
"p": 0.06354180723428726,
"m": 1.0
},
{
"p": 0.039616238325834274,
"m": 1.0
},
{
"p": 0.07186071574687958,
"m": 1.0
},
{
"p": 0.0886770635843277,
"m": 1.0
},
{
"p": 0.0802425742149353,
"m": 1.0
},
{
"p": 0.1645006388425827,
"m": 1.0
},
{
"p": 0.24914470314979553,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 61,
"train_loss": 0.9581505656242371,
"val_loss": 0.9639649391174316,
"acc": 66.43,
"time": 120.65167942503467,
"param": [
{
"p": 0.13009469211101532,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08731791377067566,
"m": 1.0
},
{
"p": 0.01746893674135208,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.034103602170944214,
"m": 1.0
},
{
"p": 0.058541230857372284,
"m": 1.0
},
{
"p": 0.053195010870695114,
"m": 1.0
},
{
"p": 0.06694210320711136,
"m": 1.0
},
{
"p": 0.09091436117887497,
"m": 1.0
},
{
"p": 0.08643066138029099,
"m": 1.0
},
{
"p": 0.15553146600723267,
"m": 1.0
},
{
"p": 0.21946004033088684,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 62,
"train_loss": 1.497664451599121,
"val_loss": 0.9511832594871521,
"acc": 66.9,
"time": 121.40810238895938,
"param": [
{
"p": 0.13419994711875916,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09564583003520966,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0005292723653838038,
"m": 1.0
},
{
"p": 0.03138495236635208,
"m": 1.0
},
{
"p": 0.052502959966659546,
"m": 1.0
},
{
"p": 0.05524865910410881,
"m": 1.0
},
{
"p": 0.06031689792871475,
"m": 1.0
},
{
"p": 0.09443280845880508,
"m": 1.0
},
{
"p": 0.0933472216129303,
"m": 1.0
},
{
"p": 0.16047188639640808,
"m": 1.0
},
{
"p": 0.22191967070102692,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 63,
"train_loss": 1.458048939704895,
"val_loss": 0.8699009418487549,
"acc": 66.5,
"time": 120.89673664304428,
"param": [
{
"p": 0.12236053496599197,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09743872284889221,
"m": 1.0
},
{
"p": 0.008345850743353367,
"m": 1.0
},
{
"p": 0.015306004323065281,
"m": 1.0
},
{
"p": 0.043427564203739166,
"m": 1.0
},
{
"p": 0.05425383150577545,
"m": 1.0
},
{
"p": 0.06070771813392639,
"m": 1.0
},
{
"p": 0.06570934504270554,
"m": 1.0
},
{
"p": 0.09805939346551895,
"m": 1.0
},
{
"p": 0.09314640611410141,
"m": 1.0
},
{
"p": 0.1459764540195465,
"m": 1.0
},
{
"p": 0.19467566907405853,
"m": 1.0
},
{
"p": 0.0005925331497564912,
"m": 1.0
}
]
},
{
"epoch": 64,
"train_loss": 1.1242446899414062,
"val_loss": 0.8903509378433228,
"acc": 67.51,
"time": 120.43151587480679,
"param": [
{
"p": 0.11858585476875305,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09675369411706924,
"m": 1.0
},
{
"p": 0.023803986608982086,
"m": 1.0
},
{
"p": 0.03005894273519516,
"m": 1.0
},
{
"p": 0.052815746515989304,
"m": 1.0
},
{
"p": 0.05130497366189957,
"m": 1.0
},
{
"p": 0.07096453011035919,
"m": 1.0
},
{
"p": 0.06528627127408981,
"m": 1.0
},
{
"p": 0.09711456298828125,
"m": 1.0
},
{
"p": 0.09036824852228165,
"m": 1.0
},
{
"p": 0.13189588487148285,
"m": 1.0
},
{
"p": 0.17104721069335938,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 65,
"train_loss": 1.2465705871582031,
"val_loss": 0.8830616474151611,
"acc": 66.82,
"time": 120.83444965304807,
"param": [
{
"p": 0.13488095998764038,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.120474673807621,
"m": 1.0
},
{
"p": 0.0063018277287483215,
"m": 1.0
},
{
"p": 0.014574097469449043,
"m": 1.0
},
{
"p": 0.05096125975251198,
"m": 1.0
},
{
"p": 0.041092000901699066,
"m": 1.0
},
{
"p": 0.07100313901901245,
"m": 1.0
},
{
"p": 0.059007540345191956,
"m": 1.0
},
{
"p": 0.10208752006292343,
"m": 1.0
},
{
"p": 0.07949529588222504,
"m": 1.0
},
{
"p": 0.1305692344903946,
"m": 1.0
},
{
"p": 0.18955247104167938,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 66,
"train_loss": 1.1193621158599854,
"val_loss": 1.0896413326263428,
"acc": 66.43,
"time": 120.32492712908424,
"param": [
{
"p": 0.14565670490264893,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.13668933510780334,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.014129383489489555,
"m": 1.0
},
{
"p": 0.044847842305898666,
"m": 1.0
},
{
"p": 0.02102697640657425,
"m": 1.0
},
{
"p": 0.06333566457033157,
"m": 1.0
},
{
"p": 0.05532441660761833,
"m": 1.0
},
{
"p": 0.09610806405544281,
"m": 1.0
},
{
"p": 0.06809550523757935,
"m": 1.0
},
{
"p": 0.14079101383686066,
"m": 1.0
},
{
"p": 0.2139950692653656,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 67,
"train_loss": 1.2698293924331665,
"val_loss": 0.9309085011482239,
"acc": 66.71,
"time": 119.2209269341547,
"param": [
{
"p": 0.13771799206733704,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1310013085603714,
"m": 1.0
},
{
"p": 0.003418741514906287,
"m": 1.0
},
{
"p": 0.041364289820194244,
"m": 1.0
},
{
"p": 0.05377074331045151,
"m": 1.0
},
{
"p": 0.021112238988280296,
"m": 1.0
},
{
"p": 0.06263472884893417,
"m": 1.0
},
{
"p": 0.07059106230735779,
"m": 1.0
},
{
"p": 0.09338025003671646,
"m": 1.0
},
{
"p": 0.06427309662103653,
"m": 1.0
},
{
"p": 0.12184678763151169,
"m": 1.0
},
{
"p": 0.19888880848884583,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 68,
"train_loss": 1.4075366258621216,
"val_loss": 0.9920632839202881,
"acc": 66.48,
"time": 119.20051268604584,
"param": [
{
"p": 0.1341511458158493,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12553006410598755,
"m": 1.0
},
{
"p": 0.012481431476771832,
"m": 1.0
},
{
"p": 0.05461777374148369,
"m": 1.0
},
{
"p": 0.057157400995492935,
"m": 1.0
},
{
"p": 0.029047658666968346,
"m": 1.0
},
{
"p": 0.05286248028278351,
"m": 1.0
},
{
"p": 0.07228828966617584,
"m": 1.0
},
{
"p": 0.1026550829410553,
"m": 1.0
},
{
"p": 0.06122487783432007,
"m": 1.0
},
{
"p": 0.10956279933452606,
"m": 1.0
},
{
"p": 0.18842101097106934,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 69,
"train_loss": 1.2634655237197876,
"val_loss": 0.9060293436050415,
"acc": 67.67,
"time": 119.67279623192735,
"param": [
{
"p": 0.1419164538383484,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12011849135160446,
"m": 1.0
},
{
"p": 0.0009239935898222029,
"m": 1.0
},
{
"p": 0.04941641911864281,
"m": 1.0
},
{
"p": 0.04641271382570267,
"m": 1.0
},
{
"p": 0.019473204389214516,
"m": 1.0
},
{
"p": 0.05280238762497902,
"m": 1.0
},
{
"p": 0.0632161945104599,
"m": 1.0
},
{
"p": 0.10881209373474121,
"m": 1.0
},
{
"p": 0.06330811232328415,
"m": 1.0
},
{
"p": 0.12066851556301117,
"m": 1.0
},
{
"p": 0.21293139457702637,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 70,
"train_loss": 1.2140142917633057,
"val_loss": 0.9858539700508118,
"acc": 66.33,
"time": 119.796128353104,
"param": [
{
"p": 0.16570055484771729,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1186632513999939,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04545281082391739,
"m": 1.0
},
{
"p": 0.02135671302676201,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05736396461725235,
"m": 1.0
},
{
"p": 0.04355769604444504,
"m": 1.0
},
{
"p": 0.10412861406803131,
"m": 1.0
},
{
"p": 0.0606222078204155,
"m": 1.0
},
{
"p": 0.12720318138599396,
"m": 1.0
},
{
"p": 0.25595104694366455,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 71,
"train_loss": 1.083823800086975,
"val_loss": 0.9621340036392212,
"acc": 67.39,
"time": 114.81977156503126,
"param": [
{
"p": 0.17674298584461212,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11229285597801208,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.046080633997917175,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.004447170998901129,
"m": 1.0
},
{
"p": 0.05784246325492859,
"m": 1.0
},
{
"p": 0.020790889859199524,
"m": 1.0
},
{
"p": 0.09840462356805801,
"m": 1.0
},
{
"p": 0.05377337336540222,
"m": 1.0
},
{
"p": 0.140738844871521,
"m": 1.0
},
{
"p": 0.2873976528644562,
"m": 1.0
},
{
"p": 0.0014884601114317775,
"m": 1.0
}
]
},
{
"epoch": 72,
"train_loss": 1.2939940690994263,
"val_loss": 1.0441484451293945,
"acc": 67.24,
"time": 120.46255604806356,
"param": [
{
"p": 0.1709156334400177,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11366069316864014,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.031411945819854736,
"m": 1.0
},
{
"p": 0.0003507367509882897,
"m": 1.0
},
{
"p": 0.00378166395239532,
"m": 1.0
},
{
"p": 0.04763071611523628,
"m": 1.0
},
{
"p": 0.010602223686873913,
"m": 1.0
},
{
"p": 0.10383211076259613,
"m": 1.0
},
{
"p": 0.0521291047334671,
"m": 1.0
},
{
"p": 0.1464117020368576,
"m": 1.0
},
{
"p": 0.3124496042728424,
"m": 1.0
},
{
"p": 0.0068238889798521996,
"m": 1.0
}
]
},
{
"epoch": 73,
"train_loss": 1.2719472646713257,
"val_loss": 0.9005416035652161,
"acc": 67.37,
"time": 120.12363151717,
"param": [
{
"p": 0.1525501310825348,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10610848665237427,
"m": 1.0
},
{
"p": 0.02140597626566887,
"m": 1.0
},
{
"p": 0.022096190601587296,
"m": 1.0
},
{
"p": 0.00998631864786148,
"m": 1.0
},
{
"p": 0.01060465257614851,
"m": 1.0
},
{
"p": 0.04887350648641586,
"m": 1.0
},
{
"p": 0.01677360199391842,
"m": 1.0
},
{
"p": 0.11010266095399857,
"m": 1.0
},
{
"p": 0.04575607180595398,
"m": 1.0
},
{
"p": 0.1345878392457962,
"m": 1.0
},
{
"p": 0.2988903522491455,
"m": 1.0
},
{
"p": 0.022264275699853897,
"m": 1.0
}
]
},
{
"epoch": 74,
"train_loss": 0.963703453540802,
"val_loss": 0.9552645087242126,
"acc": 68.72,
"time": 120.38869431102648,
"param": [
{
"p": 0.1495843231678009,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10332631319761276,
"m": 1.0
},
{
"p": 0.03669758886098862,
"m": 1.0
},
{
"p": 0.023728234693408012,
"m": 1.0
},
{
"p": 0.005349346902221441,
"m": 1.0
},
{
"p": 0.004793750587850809,
"m": 1.0
},
{
"p": 0.046271540224552155,
"m": 1.0
},
{
"p": 0.021976590156555176,
"m": 1.0
},
{
"p": 0.11315412819385529,
"m": 1.0
},
{
"p": 0.03749702125787735,
"m": 1.0
},
{
"p": 0.1422089785337448,
"m": 1.0
},
{
"p": 0.29559916257858276,
"m": 1.0
},
{
"p": 0.0198130551725626,
"m": 1.0
}
]
},
{
"epoch": 75,
"train_loss": 1.1442604064941406,
"val_loss": 0.9118616580963135,
"acc": 67.9,
"time": 120.54472739598714,
"param": [
{
"p": 0.1484493613243103,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0940968468785286,
"m": 1.0
},
{
"p": 0.033835068345069885,
"m": 1.0
},
{
"p": 0.02657247520983219,
"m": 1.0
},
{
"p": 0.00341481389477849,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.045636579394340515,
"m": 1.0
},
{
"p": 0.01582118682563305,
"m": 1.0
},
{
"p": 0.12210237234830856,
"m": 1.0
},
{
"p": 0.030163034796714783,
"m": 1.0
},
{
"p": 0.15262995660305023,
"m": 1.0
},
{
"p": 0.31082189083099365,
"m": 1.0
},
{
"p": 0.0164564847946167,
"m": 1.0
}
]
},
{
"epoch": 76,
"train_loss": 1.0693098306655884,
"val_loss": 0.8495891094207764,
"acc": 69.06,
"time": 117.79372466378845,
"param": [
{
"p": 0.14648525416851044,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09366917610168457,
"m": 1.0
},
{
"p": 0.025761373341083527,
"m": 1.0
},
{
"p": 0.023281291127204895,
"m": 1.0
},
{
"p": 0.011402457021176815,
"m": 1.0
},
{
"p": 0.0030470166821032763,
"m": 1.0
},
{
"p": 0.03995925933122635,
"m": 1.0
},
{
"p": 0.024290744215250015,
"m": 1.0
},
{
"p": 0.11845500022172928,
"m": 1.0
},
{
"p": 0.02903689816594124,
"m": 1.0
},
{
"p": 0.15392231941223145,
"m": 1.0
},
{
"p": 0.3178272545337677,
"m": 1.0
},
{
"p": 0.012861905619502068,
"m": 1.0
}
]
},
{
"epoch": 77,
"train_loss": 1.19092857837677,
"val_loss": 0.8954230546951294,
"acc": 67.29,
"time": 121.64322837605141,
"param": [
{
"p": 0.14674833416938782,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09490378946065903,
"m": 1.0
},
{
"p": 0.017462871968746185,
"m": 1.0
},
{
"p": 0.01592175103724003,
"m": 1.0
},
{
"p": 0.022554878145456314,
"m": 1.0
},
{
"p": 0.002356380457058549,
"m": 1.0
},
{
"p": 0.031557727605104446,
"m": 1.0
},
{
"p": 0.04298904165625572,
"m": 1.0
},
{
"p": 0.10723284631967545,
"m": 1.0
},
{
"p": 0.04233850538730621,
"m": 1.0
},
{
"p": 0.15463387966156006,
"m": 1.0
},
{
"p": 0.31313446164131165,
"m": 1.0
},
{
"p": 0.008165585808455944,
"m": 1.0
}
]
},
{
"epoch": 78,
"train_loss": 0.9596607685089111,
"val_loss": 0.8633051514625549,
"acc": 69.32,
"time": 120.39312235009857,
"param": [
{
"p": 0.15381431579589844,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09814733266830444,
"m": 1.0
},
{
"p": 0.00044216812239028513,
"m": 1.0
},
{
"p": 0.013826634734869003,
"m": 1.0
},
{
"p": 0.029568592086434364,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.02994842641055584,
"m": 1.0
},
{
"p": 0.05482461303472519,
"m": 1.0
},
{
"p": 0.10113929212093353,
"m": 1.0
},
{
"p": 0.05334596708416939,
"m": 1.0
},
{
"p": 0.15570254623889923,
"m": 1.0
},
{
"p": 0.3092401921749115,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 79,
"train_loss": 1.0792933702468872,
"val_loss": 0.9033315181732178,
"acc": 68.85,
"time": 120.23939483985305,
"param": [
{
"p": 0.16154702007770538,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10676217824220657,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0003298506489954889,
"m": 1.0
},
{
"p": 0.007352584507316351,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.023412728682160378,
"m": 1.0
},
{
"p": 0.0638277530670166,
"m": 1.0
},
{
"p": 0.10471539199352264,
"m": 1.0
},
{
"p": 0.04737573862075806,
"m": 1.0
},
{
"p": 0.15511567890644073,
"m": 1.0
},
{
"p": 0.3295610845088959,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 80,
"train_loss": 1.1716309785842896,
"val_loss": 0.9791251420974731,
"acc": 65.01,
"time": 117.84375282819383,
"param": [
{
"p": 0.15547943115234375,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11501353234052658,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.010396254248917103,
"m": 1.0
},
{
"p": 0.00979374535381794,
"m": 1.0
},
{
"p": 0.0080499779433012,
"m": 1.0
},
{
"p": 0.032981425523757935,
"m": 1.0
},
{
"p": 0.06494087725877762,
"m": 1.0
},
{
"p": 0.10859129577875137,
"m": 1.0
},
{
"p": 0.0538332536816597,
"m": 1.0
},
{
"p": 0.1480914056301117,
"m": 1.0
},
{
"p": 0.292828768491745,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 81,
"train_loss": 1.0702745914459229,
"val_loss": 0.9215162992477417,
"acc": 68.29,
"time": 120.2635679221712,
"param": [
{
"p": 0.14375603199005127,
"m": 1.0
},
{
"p": 0.0026110121980309486,
"m": 1.0
},
{
"p": 0.11222867667675018,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.028816942125558853,
"m": 1.0
},
{
"p": 0.027430137619376183,
"m": 1.0
},
{
"p": 0.03536365181207657,
"m": 1.0
},
{
"p": 0.028514554724097252,
"m": 1.0
},
{
"p": 0.057518914341926575,
"m": 1.0
},
{
"p": 0.11852435022592545,
"m": 1.0
},
{
"p": 0.05734587833285332,
"m": 1.0
},
{
"p": 0.12995466589927673,
"m": 1.0
},
{
"p": 0.2417990267276764,
"m": 1.0
},
{
"p": 0.01613616570830345,
"m": 1.0
}
]
},
{
"epoch": 82,
"train_loss": 1.1485553979873657,
"val_loss": 0.9557479619979858,
"acc": 68.04,
"time": 121.05777151603252,
"param": [
{
"p": 0.1322365403175354,
"m": 1.0
},
{
"p": 0.00106882827822119,
"m": 1.0
},
{
"p": 0.10983208566904068,
"m": 1.0
},
{
"p": 0.010982916690409184,
"m": 1.0
},
{
"p": 0.03221679478883743,
"m": 1.0
},
{
"p": 0.03140133246779442,
"m": 1.0
},
{
"p": 0.042556192725896835,
"m": 1.0
},
{
"p": 0.0316983163356781,
"m": 1.0
},
{
"p": 0.056678883731365204,
"m": 1.0
},
{
"p": 0.11516088247299194,
"m": 1.0
},
{
"p": 0.06839057803153992,
"m": 1.0
},
{
"p": 0.11378062516450882,
"m": 1.0
},
{
"p": 0.21242274343967438,
"m": 1.0
},
{
"p": 0.041573189198970795,
"m": 1.0
}
]
},
{
"epoch": 83,
"train_loss": 1.12247896194458,
"val_loss": 0.9320054054260254,
"acc": 69.6,
"time": 120.27021696791053,
"param": [
{
"p": 0.13151201605796814,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10716772824525833,
"m": 1.0
},
{
"p": 0.006534690968692303,
"m": 1.0
},
{
"p": 0.03708859905600548,
"m": 1.0
},
{
"p": 0.04205796495079994,
"m": 1.0
},
{
"p": 0.03703239932656288,
"m": 1.0
},
{
"p": 0.028315825387835503,
"m": 1.0
},
{
"p": 0.05569621920585632,
"m": 1.0
},
{
"p": 0.10798651725053787,
"m": 1.0
},
{
"p": 0.07280750572681427,
"m": 1.0
},
{
"p": 0.11455236375331879,
"m": 1.0
},
{
"p": 0.21126346290111542,
"m": 1.0
},
{
"p": 0.04798475280404091,
"m": 1.0
}
]
},
{
"epoch": 84,
"train_loss": 1.2463178634643555,
"val_loss": 0.9162353277206421,
"acc": 69.54,
"time": 119.00619291700423,
"param": [
{
"p": 0.130965456366539,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10399012267589569,
"m": 1.0
},
{
"p": 0.007205213885754347,
"m": 1.0
},
{
"p": 0.04940669611096382,
"m": 1.0
},
{
"p": 0.05760003626346588,
"m": 1.0
},
{
"p": 0.041092291474342346,
"m": 1.0
},
{
"p": 0.02914736233651638,
"m": 1.0
},
{
"p": 0.05839264765381813,
"m": 1.0
},
{
"p": 0.09938081353902817,
"m": 1.0
},
{
"p": 0.07610102742910385,
"m": 1.0
},
{
"p": 0.1068061962723732,
"m": 1.0
},
{
"p": 0.19272559881210327,
"m": 1.0
},
{
"p": 0.04718654230237007,
"m": 1.0
}
]
},
{
"epoch": 85,
"train_loss": 1.2457342147827148,
"val_loss": 0.8691650629043579,
"acc": 69.56,
"time": 115.16162169585004,
"param": [
{
"p": 0.12775392830371857,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10938063263893127,
"m": 1.0
},
{
"p": 0.0007111905724741518,
"m": 1.0
},
{
"p": 0.05881215259432793,
"m": 1.0
},
{
"p": 0.08356516063213348,
"m": 1.0
},
{
"p": 0.05305233597755432,
"m": 1.0
},
{
"p": 0.028356870636343956,
"m": 1.0
},
{
"p": 0.054064977914094925,
"m": 1.0
},
{
"p": 0.09419797360897064,
"m": 1.0
},
{
"p": 0.07252411544322968,
"m": 1.0
},
{
"p": 0.09261751174926758,
"m": 1.0
},
{
"p": 0.1831962913274765,
"m": 1.0
},
{
"p": 0.041766874492168427,
"m": 1.0
}
]
},
{
"epoch": 86,
"train_loss": 1.0786726474761963,
"val_loss": 0.7904707789421082,
"acc": 70.2,
"time": 120.73087660083547,
"param": [
{
"p": 0.13116371631622314,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12064550817012787,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05674280598759651,
"m": 1.0
},
{
"p": 0.09712568670511246,
"m": 1.0
},
{
"p": 0.05969913303852081,
"m": 1.0
},
{
"p": 0.016050636768341064,
"m": 1.0
},
{
"p": 0.047605860978364944,
"m": 1.0
},
{
"p": 0.10665970295667648,
"m": 1.0
},
{
"p": 0.0738922581076622,
"m": 1.0
},
{
"p": 0.08113978803157806,
"m": 1.0
},
{
"p": 0.17549121379852295,
"m": 1.0
},
{
"p": 0.033783745020627975,
"m": 1.0
}
]
},
{
"epoch": 87,
"train_loss": 1.2291415929794312,
"val_loss": 0.93060702085495,
"acc": 69.9,
"time": 121.21693019010127,
"param": [
{
"p": 0.1449405997991562,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1259729415178299,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.052013758569955826,
"m": 1.0
},
{
"p": 0.09188923239707947,
"m": 1.0
},
{
"p": 0.06621601432561874,
"m": 1.0
},
{
"p": 0.0012769291643053293,
"m": 1.0
},
{
"p": 0.0411786250770092,
"m": 1.0
},
{
"p": 0.1213778704404831,
"m": 1.0
},
{
"p": 0.06835158914327621,
"m": 1.0
},
{
"p": 0.08255765587091446,
"m": 1.0
},
{
"p": 0.18128274381160736,
"m": 1.0
},
{
"p": 0.022942014038562775,
"m": 1.0
}
]
},
{
"epoch": 88,
"train_loss": 1.0591368675231934,
"val_loss": 0.890781581401825,
"acc": 69.02,
"time": 120.04324272088706,
"param": [
{
"p": 0.15201081335544586,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12344295531511307,
"m": 1.0
},
{
"p": 0.0009330310276709497,
"m": 1.0
},
{
"p": 0.03760042041540146,
"m": 1.0
},
{
"p": 0.08041716367006302,
"m": 1.0
},
{
"p": 0.07446848601102829,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0381937175989151,
"m": 1.0
},
{
"p": 0.11893244087696075,
"m": 1.0
},
{
"p": 0.07939930260181427,
"m": 1.0
},
{
"p": 0.09052563458681107,
"m": 1.0
},
{
"p": 0.19073237478733063,
"m": 1.0
},
{
"p": 0.01334366388618946,
"m": 1.0
}
]
},
{
"epoch": 89,
"train_loss": 1.1819307804107666,
"val_loss": 0.8670638799667358,
"acc": 70.21,
"time": 121.66412916500121,
"param": [
{
"p": 0.15638546645641327,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.13004659116268158,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03040723316371441,
"m": 1.0
},
{
"p": 0.06579545140266418,
"m": 1.0
},
{
"p": 0.07984627038240433,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03052399680018425,
"m": 1.0
},
{
"p": 0.11254841834306717,
"m": 1.0
},
{
"p": 0.07985206693410873,
"m": 1.0
},
{
"p": 0.0897120013833046,
"m": 1.0
},
{
"p": 0.2145635485649109,
"m": 1.0
},
{
"p": 0.010318943299353123,
"m": 1.0
}
]
},
{
"epoch": 90,
"train_loss": 0.9810718894004822,
"val_loss": 0.8529831171035767,
"acc": 68.48,
"time": 112.77293978398666,
"param": [
{
"p": 0.16939297318458557,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.14436203241348267,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.009741284884512424,
"m": 1.0
},
{
"p": 0.044641587883234024,
"m": 1.0
},
{
"p": 0.07468556612730026,
"m": 1.0
},
{
"p": 0.0004925531102344394,
"m": 1.0
},
{
"p": 0.016659650951623917,
"m": 1.0
},
{
"p": 0.11297833174467087,
"m": 1.0
},
{
"p": 0.07909882068634033,
"m": 1.0
},
{
"p": 0.0889694020152092,
"m": 1.0
},
{
"p": 0.25897786021232605,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 91,
"train_loss": 1.0106312036514282,
"val_loss": 0.9152211546897888,
"acc": 68.94,
"time": 113.27143106702715,
"param": [
{
"p": 0.15637743473052979,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.15041221678256989,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.011915798299014568,
"m": 1.0
},
{
"p": 0.03249087557196617,
"m": 1.0
},
{
"p": 0.07916862517595291,
"m": 1.0
},
{
"p": 0.012064599432051182,
"m": 1.0
},
{
"p": 0.012280729599297047,
"m": 1.0
},
{
"p": 0.11135733872652054,
"m": 1.0
},
{
"p": 0.08396711945533752,
"m": 1.0
},
{
"p": 0.08418699353933334,
"m": 1.0
},
{
"p": 0.26577824354171753,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 92,
"train_loss": 1.1627699136734009,
"val_loss": 0.9280886054039001,
"acc": 69.51,
"time": 118.60589362098835,
"param": [
{
"p": 0.14244817197322845,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.14673557877540588,
"m": 1.0
},
{
"p": 0.0036505914758890867,
"m": 1.0
},
{
"p": 0.021000074222683907,
"m": 1.0
},
{
"p": 0.028676874935626984,
"m": 1.0
},
{
"p": 0.08436520397663116,
"m": 1.0
},
{
"p": 0.0219158623367548,
"m": 1.0
},
{
"p": 0.01695469208061695,
"m": 1.0
},
{
"p": 0.10812889039516449,
"m": 1.0
},
{
"p": 0.07931915670633316,
"m": 1.0
},
{
"p": 0.08119799941778183,
"m": 1.0
},
{
"p": 0.25314727425575256,
"m": 1.0
},
{
"p": 0.01245959009975195,
"m": 1.0
}
]
},
{
"epoch": 93,
"train_loss": 1.2324457168579102,
"val_loss": 0.8725304007530212,
"acc": 69.83,
"time": 120.59788834303617,
"param": [
{
"p": 0.13003598153591156,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.14014771580696106,
"m": 1.0
},
{
"p": 0.004598969127982855,
"m": 1.0
},
{
"p": 0.015637552365660667,
"m": 1.0
},
{
"p": 0.037790894508361816,
"m": 1.0
},
{
"p": 0.09041796624660492,
"m": 1.0
},
{
"p": 0.03127596899867058,
"m": 1.0
},
{
"p": 0.023795535787940025,
"m": 1.0
},
{
"p": 0.11361449211835861,
"m": 1.0
},
{
"p": 0.070037342607975,
"m": 1.0
},
{
"p": 0.08646003901958466,
"m": 1.0
},
{
"p": 0.2318781465291977,
"m": 1.0
},
{
"p": 0.024309473112225533,
"m": 1.0
}
]
},
{
"epoch": 94,
"train_loss": 1.0995780229568481,
"val_loss": 1.066768765449524,
"acc": 69.88,
"time": 121.20711642503738,
"param": [
{
"p": 0.1387035995721817,
"m": 1.0
},
{
"p": 0.0009688239661045372,
"m": 1.0
},
{
"p": 0.14497052133083344,
"m": 1.0
},
{
"p": 0.0009224383975379169,
"m": 1.0
},
{
"p": 0.0020475105848163366,
"m": 1.0
},
{
"p": 0.03431500867009163,
"m": 1.0
},
{
"p": 0.0994163453578949,
"m": 1.0
},
{
"p": 0.0367090106010437,
"m": 1.0
},
{
"p": 0.015727367252111435,
"m": 1.0
},
{
"p": 0.12540654838085175,
"m": 1.0
},
{
"p": 0.04992402717471123,
"m": 1.0
},
{
"p": 0.08544207364320755,
"m": 1.0
},
{
"p": 0.2525177299976349,
"m": 1.0
},
{
"p": 0.012929070740938187,
"m": 1.0
}
]
},
{
"epoch": 95,
"train_loss": 0.8665152788162231,
"val_loss": 0.8625871539115906,
"acc": 69.23,
"time": 119.46081753913313,
"param": [
{
"p": 0.12926705181598663,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.14124056696891785,
"m": 1.0
},
{
"p": 0.009641251526772976,
"m": 1.0
},
{
"p": 0.012676159851253033,
"m": 1.0
},
{
"p": 0.03550681471824646,
"m": 1.0
},
{
"p": 0.09958269447088242,
"m": 1.0
},
{
"p": 0.032772812992334366,
"m": 1.0
},
{
"p": 0.017029674723744392,
"m": 1.0
},
{
"p": 0.1202855333685875,
"m": 1.0
},
{
"p": 0.05331797152757645,
"m": 1.0
},
{
"p": 0.0844205990433693,
"m": 1.0
},
{
"p": 0.24874764680862427,
"m": 1.0
},
{
"p": 0.01551119051873684,
"m": 1.0
}
]
},
{
"epoch": 96,
"train_loss": 1.1301922798156738,
"val_loss": 0.8788679838180542,
"acc": 69.45,
"time": 114.84674647799693,
"param": [
{
"p": 0.13027997314929962,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.14018377661705017,
"m": 1.0
},
{
"p": 0.018336182460188866,
"m": 1.0
},
{
"p": 0.026159480214118958,
"m": 1.0
},
{
"p": 0.03531873598694801,
"m": 1.0
},
{
"p": 0.0971711277961731,
"m": 1.0
},
{
"p": 0.03849299997091293,
"m": 1.0
},
{
"p": 0.01313322689384222,
"m": 1.0
},
{
"p": 0.10778634995222092,
"m": 1.0
},
{
"p": 0.06536959111690521,
"m": 1.0
},
{
"p": 0.08205393701791763,
"m": 1.0
},
{
"p": 0.24571461975574493,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 97,
"train_loss": 1.175505518913269,
"val_loss": 0.9211201071739197,
"acc": 69.95,
"time": 120.99645179510117,
"param": [
{
"p": 0.13061082363128662,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.15409331023693085,
"m": 1.0
},
{
"p": 0.023866234347224236,
"m": 1.0
},
{
"p": 0.03041212074458599,
"m": 1.0
},
{
"p": 0.028128009289503098,
"m": 1.0
},
{
"p": 0.07919434458017349,
"m": 1.0
},
{
"p": 0.04106595739722252,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09704909473657608,
"m": 1.0
},
{
"p": 0.06850485503673553,
"m": 1.0
},
{
"p": 0.08237732946872711,
"m": 1.0
},
{
"p": 0.2646978497505188,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 98,
"train_loss": 1.2657699584960938,
"val_loss": 0.8618837594985962,
"acc": 70.59,
"time": 118.698797151912,
"param": [
{
"p": 0.13419252634048462,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.17132608592510223,
"m": 1.0
},
{
"p": 0.019468162208795547,
"m": 1.0
},
{
"p": 0.018114158883690834,
"m": 1.0
},
{
"p": 0.015714025124907494,
"m": 1.0
},
{
"p": 0.05708785355091095,
"m": 1.0
},
{
"p": 0.02310115657746792,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0979079157114029,
"m": 1.0
},
{
"p": 0.07453024387359619,
"m": 1.0
},
{
"p": 0.07321199029684067,
"m": 1.0
},
{
"p": 0.315345823764801,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 99,
"train_loss": 1.2194880247116089,
"val_loss": 0.8493893146514893,
"acc": 69.91,
"time": 121.11458959104493,
"param": [
{
"p": 0.1379479020833969,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1700751632452011,
"m": 1.0
},
{
"p": 0.03414144366979599,
"m": 1.0
},
{
"p": 0.008878529071807861,
"m": 1.0
},
{
"p": 0.005671926308423281,
"m": 1.0
},
{
"p": 0.047745902091264725,
"m": 1.0
},
{
"p": 0.0023612347431480885,
"m": 1.0
},
{
"p": 0.010969403199851513,
"m": 1.0
},
{
"p": 0.09766477346420288,
"m": 1.0
},
{
"p": 0.07733701169490814,
"m": 1.0
},
{
"p": 0.07247435301542282,
"m": 1.0
},
{
"p": 0.3281182646751404,
"m": 1.0
},
{
"p": 0.006614093203097582,
"m": 1.0
}
]
},
{
"epoch": 100,
"train_loss": 1.1652318239212036,
"val_loss": 0.8116348385810852,
"acc": 69.53,
"time": 120.41339164879173,
"param": [
{
"p": 0.1427391767501831,
"m": 1.0
},
{
"p": 0.0005827132845297456,
"m": 1.0
},
{
"p": 0.15278278291225433,
"m": 1.0
},
{
"p": 0.03284916654229164,
"m": 1.0
},
{
"p": 0.01656736619770527,
"m": 1.0
},
{
"p": 0.016157282516360283,
"m": 1.0
},
{
"p": 0.036442674696445465,
"m": 1.0
},
{
"p": 6.25310858595185e-05,
"m": 1.0
},
{
"p": 0.04799496755003929,
"m": 1.0
},
{
"p": 0.09160701185464859,
"m": 1.0
},
{
"p": 0.07444073259830475,
"m": 1.0
},
{
"p": 0.07351107150316238,
"m": 1.0
},
{
"p": 0.2976110279560089,
"m": 1.0
},
{
"p": 0.016651563346385956,
"m": 1.0
}
]
},
{
"epoch": 101,
"train_loss": 1.0938211679458618,
"val_loss": 0.9492160081863403,
"acc": 69.91,
"time": 121.48612146778032,
"param": [
{
"p": 0.14773039519786835,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.13903899490833282,
"m": 1.0
},
{
"p": 0.03479784354567528,
"m": 1.0
},
{
"p": 0.026551295071840286,
"m": 1.0
},
{
"p": 0.012295955792069435,
"m": 1.0
},
{
"p": 0.039661359041929245,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06468968838453293,
"m": 1.0
},
{
"p": 0.08712193369865417,
"m": 1.0
},
{
"p": 0.0645519569516182,
"m": 1.0
},
{
"p": 0.0647401437163353,
"m": 1.0
},
{
"p": 0.2973584532737732,
"m": 1.0
},
{
"p": 0.021461989730596542,
"m": 1.0
}
]
},
{
"epoch": 102,
"train_loss": 1.3002803325653076,
"val_loss": 0.8990715742111206,
"acc": 70.72,
"time": 120.57355128903873,
"param": [
{
"p": 0.14474758505821228,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11825840920209885,
"m": 1.0
},
{
"p": 0.03297537565231323,
"m": 1.0
},
{
"p": 0.04560789465904236,
"m": 1.0
},
{
"p": 0.021466100588440895,
"m": 1.0
},
{
"p": 0.056375183165073395,
"m": 1.0
},
{
"p": 0.014694423414766788,
"m": 1.0
},
{
"p": 0.07531003654003143,
"m": 1.0
},
{
"p": 0.08909311145544052,
"m": 1.0
},
{
"p": 0.05098022148013115,
"m": 1.0
},
{
"p": 0.0590357780456543,
"m": 1.0
},
{
"p": 0.27025696635246277,
"m": 1.0
},
{
"p": 0.021198861300945282,
"m": 1.0
}
]
},
{
"epoch": 103,
"train_loss": 1.046670913696289,
"val_loss": 0.8782013058662415,
"acc": 70.42,
"time": 120.12168972892687,
"param": [
{
"p": 0.14336185157299042,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10690748691558838,
"m": 1.0
},
{
"p": 0.03985919803380966,
"m": 1.0
},
{
"p": 0.0354803130030632,
"m": 1.0
},
{
"p": 0.033535029739141464,
"m": 1.0
},
{
"p": 0.05949411913752556,
"m": 1.0
},
{
"p": 0.029839083552360535,
"m": 1.0
},
{
"p": 0.08259639889001846,
"m": 1.0
},
{
"p": 0.09999369084835052,
"m": 1.0
},
{
"p": 0.042999763041734695,
"m": 1.0
},
{
"p": 0.06641349196434021,
"m": 1.0
},
{
"p": 0.2437841296195984,
"m": 1.0
},
{
"p": 0.015735531225800514,
"m": 1.0
}
]
},
{
"epoch": 104,
"train_loss": 0.9812752604484558,
"val_loss": 0.8675482273101807,
"acc": 70.48,
"time": 121.92585506290197,
"param": [
{
"p": 0.16705654561519623,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10154236853122711,
"m": 1.0
},
{
"p": 0.035577237606048584,
"m": 1.0
},
{
"p": 0.013996988534927368,
"m": 1.0
},
{
"p": 0.038200899958610535,
"m": 1.0
},
{
"p": 0.052940934896469116,
"m": 1.0
},
{
"p": 0.025606026872992516,
"m": 1.0
},
{
"p": 0.09277478605508804,
"m": 1.0
},
{
"p": 0.11737458407878876,
"m": 1.0
},
{
"p": 0.03409428521990776,
"m": 1.0
},
{
"p": 0.07091304659843445,
"m": 1.0
},
{
"p": 0.2398093193769455,
"m": 1.0
},
{
"p": 0.010113020427525043,
"m": 1.0
}
]
},
{
"epoch": 105,
"train_loss": 1.066207766532898,
"val_loss": 0.9632110595703125,
"acc": 69.91,
"time": 119.53962744306773,
"param": [
{
"p": 0.18657442927360535,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09865450114011765,
"m": 1.0
},
{
"p": 0.030938273295760155,
"m": 1.0
},
{
"p": 0.008920175023376942,
"m": 1.0
},
{
"p": 0.040462419390678406,
"m": 1.0
},
{
"p": 0.04405872896313667,
"m": 1.0
},
{
"p": 0.027589676901698112,
"m": 1.0
},
{
"p": 0.0980629026889801,
"m": 1.0
},
{
"p": 0.12057695537805557,
"m": 1.0
},
{
"p": 0.017079291865229607,
"m": 1.0
},
{
"p": 0.07520902156829834,
"m": 1.0
},
{
"p": 0.24399001896381378,
"m": 1.0
},
{
"p": 0.007883635349571705,
"m": 1.0
}
]
},
{
"epoch": 106,
"train_loss": 1.0443382263183594,
"val_loss": 0.8463777899742126,
"acc": 70.75,
"time": 117.90171243599616,
"param": [
{
"p": 0.2001049518585205,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10715138912200928,
"m": 1.0
},
{
"p": 0.010543321259319782,
"m": 1.0
},
{
"p": 0.013587519526481628,
"m": 1.0
},
{
"p": 0.03193099424242973,
"m": 1.0
},
{
"p": 0.0544421561062336,
"m": 1.0
},
{
"p": 0.025369927287101746,
"m": 1.0
},
{
"p": 0.09950058907270432,
"m": 1.0
},
{
"p": 0.12038281559944153,
"m": 1.0
},
{
"p": 0.009018945507705212,
"m": 1.0
},
{
"p": 0.06959474831819534,
"m": 1.0
},
{
"p": 0.25121521949768066,
"m": 1.0
},
{
"p": 0.007157374173402786,
"m": 1.0
}
]
},
{
"epoch": 107,
"train_loss": 0.960453450679779,
"val_loss": 0.8161581754684448,
"acc": 71.63,
"time": 120.02628514217213,
"param": [
{
"p": 0.20869815349578857,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11921751499176025,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.013118553906679153,
"m": 1.0
},
{
"p": 0.02797921933233738,
"m": 1.0
},
{
"p": 0.05517872795462608,
"m": 1.0
},
{
"p": 0.0187842920422554,
"m": 1.0
},
{
"p": 0.1041719913482666,
"m": 1.0
},
{
"p": 0.11607886850833893,
"m": 1.0
},
{
"p": 0.0048318165354430676,
"m": 1.0
},
{
"p": 0.06269656121730804,
"m": 1.0
},
{
"p": 0.2692442238330841,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 108,
"train_loss": 0.9753274321556091,
"val_loss": 0.8018237352371216,
"acc": 70.58,
"time": 117.34028142201714,
"param": [
{
"p": 0.1998838633298874,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12931495904922485,
"m": 1.0
},
{
"p": 0.011374752037227154,
"m": 1.0
},
{
"p": 0.026296265423297882,
"m": 1.0
},
{
"p": 0.024259675294160843,
"m": 1.0
},
{
"p": 0.043972112238407135,
"m": 1.0
},
{
"p": 0.021884826943278313,
"m": 1.0
},
{
"p": 0.09151669591665268,
"m": 1.0
},
{
"p": 0.09886028617620468,
"m": 1.0
},
{
"p": 0.006601497996598482,
"m": 1.0
},
{
"p": 0.0712449699640274,
"m": 1.0
},
{
"p": 0.2747901380062103,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 109,
"train_loss": 1.050167441368103,
"val_loss": 0.7484139800071716,
"acc": 70.77,
"time": 119.96780643705279,
"param": [
{
"p": 0.19149911403656006,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1298789083957672,
"m": 1.0
},
{
"p": 0.02967704087495804,
"m": 1.0
},
{
"p": 0.03607439994812012,
"m": 1.0
},
{
"p": 0.01770898886024952,
"m": 1.0
},
{
"p": 0.0364399179816246,
"m": 1.0
},
{
"p": 0.03082326240837574,
"m": 1.0
},
{
"p": 0.08307760208845139,
"m": 1.0
},
{
"p": 0.08254117518663406,
"m": 1.0
},
{
"p": 0.02661878988146782,
"m": 1.0
},
{
"p": 0.07542182505130768,
"m": 1.0
},
{
"p": 0.24879156053066254,
"m": 1.0
},
{
"p": 0.011447415687143803,
"m": 1.0
}
]
},
{
"epoch": 110,
"train_loss": 1.127694010734558,
"val_loss": 0.9981412887573242,
"acc": 71.38,
"time": 121.81535867089406,
"param": [
{
"p": 0.19411048293113708,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12564152479171753,
"m": 1.0
},
{
"p": 0.0439060740172863,
"m": 1.0
},
{
"p": 0.02939017489552498,
"m": 1.0
},
{
"p": 0.02180338092148304,
"m": 1.0
},
{
"p": 0.037210043519735336,
"m": 1.0
},
{
"p": 0.03452794998884201,
"m": 1.0
},
{
"p": 0.06244272738695145,
"m": 1.0
},
{
"p": 0.08114495873451233,
"m": 1.0
},
{
"p": 0.042599067091941833,
"m": 1.0
},
{
"p": 0.08143343031406403,
"m": 1.0
},
{
"p": 0.23328155279159546,
"m": 1.0
},
{
"p": 0.012508643791079521,
"m": 1.0
}
]
},
{
"epoch": 111,
"train_loss": 1.111527919769287,
"val_loss": 0.7854073643684387,
"acc": 71.35,
"time": 118.94956688187085,
"param": [
{
"p": 0.22315508127212524,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12433554977178574,
"m": 1.0
},
{
"p": 0.03217613697052002,
"m": 1.0
},
{
"p": 0.016965210437774658,
"m": 1.0
},
{
"p": 0.006521372124552727,
"m": 1.0
},
{
"p": 0.03324711322784424,
"m": 1.0
},
{
"p": 0.022209128364920616,
"m": 1.0
},
{
"p": 0.04304977133870125,
"m": 1.0
},
{
"p": 0.08547763526439667,
"m": 1.0
},
{
"p": 0.05407111346721649,
"m": 1.0
},
{
"p": 0.09762045741081238,
"m": 1.0
},
{
"p": 0.26117146015167236,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 112,
"train_loss": 1.119781732559204,
"val_loss": 0.8082647919654846,
"acc": 70.9,
"time": 119.71551279001869,
"param": [
{
"p": 0.27001747488975525,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12839382886886597,
"m": 1.0
},
{
"p": 0.011340315453708172,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.02063628099858761,
"m": 1.0
},
{
"p": 0.011114408262073994,
"m": 1.0
},
{
"p": 0.016316598281264305,
"m": 1.0
},
{
"p": 0.07606822997331619,
"m": 1.0
},
{
"p": 0.04784803465008736,
"m": 1.0
},
{
"p": 0.10727595537900925,
"m": 1.0
},
{
"p": 0.31098881363868713,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 113,
"train_loss": 0.7875765562057495,
"val_loss": 0.8714697360992432,
"acc": 70.76,
"time": 120.59354669018649,
"param": [
{
"p": 0.3064954876899719,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12892486155033112,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.009808656759560108,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05612495169043541,
"m": 1.0
},
{
"p": 0.03842628002166748,
"m": 1.0
},
{
"p": 0.10262289643287659,
"m": 1.0
},
{
"p": 0.35759687423706055,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 114,
"train_loss": 1.0215480327606201,
"val_loss": 0.8002333045005798,
"acc": 70.36,
"time": 121.64824243099429,
"param": [
{
"p": 0.31831780076026917,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1290474683046341,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.003800617065280676,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0012079303851351142,
"m": 1.0
},
{
"p": 0.046005140990018845,
"m": 1.0
},
{
"p": 0.027123911306262016,
"m": 1.0
},
{
"p": 0.0931226834654808,
"m": 1.0
},
{
"p": 0.37364837527275085,
"m": 1.0
},
{
"p": 0.007726005278527737,
"m": 1.0
}
]
},
{
"epoch": 115,
"train_loss": 0.9869851469993591,
"val_loss": 0.7943676114082336,
"acc": 68.74,
"time": 120.21726135280915,
"param": [
{
"p": 0.33315056562423706,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12207387387752533,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.036063630133867264,
"m": 1.0
},
{
"p": 0.019723953679203987,
"m": 1.0
},
{
"p": 0.08966033160686493,
"m": 1.0
},
{
"p": 0.3993276357650757,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 116,
"train_loss": 0.8313435316085815,
"val_loss": 0.8494595289230347,
"acc": 70.98,
"time": 120.94871589797549,
"param": [
{
"p": 0.31704020500183105,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11685124039649963,
"m": 1.0
},
{
"p": 0.002289343625307083,
"m": 1.0
},
{
"p": 0.0016543137608096004,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.00788505282253027,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0318373367190361,
"m": 1.0
},
{
"p": 0.03134071081876755,
"m": 1.0
},
{
"p": 0.08499765396118164,
"m": 1.0
},
{
"p": 0.386929988861084,
"m": 1.0
},
{
"p": 0.019174162298440933,
"m": 1.0
}
]
},
{
"epoch": 117,
"train_loss": 0.9670358896255493,
"val_loss": 0.7768635153770447,
"acc": 71.18,
"time": 120.47052208799869,
"param": [
{
"p": 0.3126601576805115,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12019909173250198,
"m": 1.0
},
{
"p": 0.007031826302409172,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0014796527102589607,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.028722094371914864,
"m": 1.0
},
{
"p": 0.037943076342344284,
"m": 1.0
},
{
"p": 0.0857994481921196,
"m": 1.0
},
{
"p": 0.37852075695991516,
"m": 1.0
},
{
"p": 0.027643902227282524,
"m": 1.0
}
]
},
{
"epoch": 118,
"train_loss": 1.1823030710220337,
"val_loss": 0.9251515865325928,
"acc": 71.31,
"time": 121.91304653300904,
"param": [
{
"p": 0.31553298234939575,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1247384250164032,
"m": 1.0
},
{
"p": 0.007770264055579901,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.004374165087938309,
"m": 1.0
},
{
"p": 0.004611016251146793,
"m": 1.0
},
{
"p": 0.02252275124192238,
"m": 1.0
},
{
"p": 0.033011239022016525,
"m": 1.0
},
{
"p": 0.08673979341983795,
"m": 1.0
},
{
"p": 0.3732440173625946,
"m": 1.0
},
{
"p": 0.027455396950244904,
"m": 1.0
}
]
},
{
"epoch": 119,
"train_loss": 1.1520646810531616,
"val_loss": 0.8845157027244568,
"acc": 71.12,
"time": 120.7092948728241,
"param": [
{
"p": 0.2945314645767212,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11263319104909897,
"m": 1.0
},
{
"p": 0.011556903831660748,
"m": 1.0
},
{
"p": 0.001826886786147952,
"m": 1.0
},
{
"p": 0.0013016561279073358,
"m": 1.0
},
{
"p": 0.0029786427039653063,
"m": 1.0
},
{
"p": 0.004350685048848391,
"m": 1.0
},
{
"p": 0.030724525451660156,
"m": 1.0
},
{
"p": 0.02310224436223507,
"m": 1.0
},
{
"p": 0.034874867647886276,
"m": 1.0
},
{
"p": 0.08243957906961441,
"m": 1.0
},
{
"p": 0.3616214394569397,
"m": 1.0
},
{
"p": 0.03805782273411751,
"m": 1.0
}
]
},
{
"epoch": 120,
"train_loss": 1.346242070198059,
"val_loss": 0.8280184864997864,
"acc": 71.18,
"time": 119.74803880206309,
"param": [
{
"p": 0.2435692697763443,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08929730206727982,
"m": 1.0
},
{
"p": 0.028065260499715805,
"m": 1.0
},
{
"p": 0.01558273658156395,
"m": 1.0
},
{
"p": 0.012271693907678127,
"m": 1.0
},
{
"p": 0.010936152189970016,
"m": 1.0
},
{
"p": 0.022930387407541275,
"m": 1.0
},
{
"p": 0.06254901736974716,
"m": 1.0
},
{
"p": 0.032475195825099945,
"m": 1.0
},
{
"p": 0.04706887900829315,
"m": 1.0
},
{
"p": 0.07612864673137665,
"m": 1.0
},
{
"p": 0.3125312626361847,
"m": 1.0
},
{
"p": 0.04659413546323776,
"m": 1.0
}
]
},
{
"epoch": 121,
"train_loss": 0.8970322012901306,
"val_loss": 0.8684194087982178,
"acc": 71.68,
"time": 120.96805933187716,
"param": [
{
"p": 0.2223501056432724,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06585196405649185,
"m": 1.0
},
{
"p": 0.024161851033568382,
"m": 1.0
},
{
"p": 0.04632449522614479,
"m": 1.0
},
{
"p": 0.014867408201098442,
"m": 1.0
},
{
"p": 0.006902751512825489,
"m": 1.0
},
{
"p": 0.01585797592997551,
"m": 1.0
},
{
"p": 0.09036973863840103,
"m": 1.0
},
{
"p": 0.05160887911915779,
"m": 1.0
},
{
"p": 0.0638199970126152,
"m": 1.0
},
{
"p": 0.06974907219409943,
"m": 1.0
},
{
"p": 0.2919027507305145,
"m": 1.0
},
{
"p": 0.03623304143548012,
"m": 1.0
}
]
},
{
"epoch": 122,
"train_loss": 1.0159046649932861,
"val_loss": 0.7580207586288452,
"acc": 72.07,
"time": 119.39525550906546,
"param": [
{
"p": 0.19797222316265106,
"m": 1.0
},
{
"p": 0.004795483313500881,
"m": 1.0
},
{
"p": 0.06586111336946487,
"m": 1.0
},
{
"p": 0.024317655712366104,
"m": 1.0
},
{
"p": 0.05981115251779556,
"m": 1.0
},
{
"p": 0.02370562218129635,
"m": 1.0
},
{
"p": 0.015144694596529007,
"m": 1.0
},
{
"p": 0.01465925294905901,
"m": 1.0
},
{
"p": 0.09200707823038101,
"m": 1.0
},
{
"p": 0.07494594156742096,
"m": 1.0
},
{
"p": 0.06989986449480057,
"m": 1.0
},
{
"p": 0.06949847936630249,
"m": 1.0
},
{
"p": 0.24800728261470795,
"m": 1.0
},
{
"p": 0.039374157786369324,
"m": 1.0
}
]
},
{
"epoch": 123,
"train_loss": 1.2801505327224731,
"val_loss": 0.8064587116241455,
"acc": 72.01,
"time": 119.85361510398798,
"param": [
{
"p": 0.18434950709342957,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.060242243111133575,
"m": 1.0
},
{
"p": 0.03279490023851395,
"m": 1.0
},
{
"p": 0.06067604199051857,
"m": 1.0
},
{
"p": 0.02476811222732067,
"m": 1.0
},
{
"p": 0.027869392186403275,
"m": 1.0
},
{
"p": 0.03860025107860565,
"m": 1.0
},
{
"p": 0.07543156296014786,
"m": 1.0
},
{
"p": 0.0891832634806633,
"m": 1.0
},
{
"p": 0.07580889016389847,
"m": 1.0
},
{
"p": 0.07001401484012604,
"m": 1.0
},
{
"p": 0.21639111638069153,
"m": 1.0
},
{
"p": 0.04387076944112778,
"m": 1.0
}
]
},
{
"epoch": 124,
"train_loss": 1.0973124504089355,
"val_loss": 0.7600989937782288,
"acc": 72.63,
"time": 116.31536516407505,
"param": [
{
"p": 0.17514289915561676,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06845872104167938,
"m": 1.0
},
{
"p": 0.026280557736754417,
"m": 1.0
},
{
"p": 0.0688246637582779,
"m": 1.0
},
{
"p": 0.020715054124593735,
"m": 1.0
},
{
"p": 0.0134821068495512,
"m": 1.0
},
{
"p": 0.05583987385034561,
"m": 1.0
},
{
"p": 0.07576210051774979,
"m": 1.0
},
{
"p": 0.08689726889133453,
"m": 1.0
},
{
"p": 0.0708426833152771,
"m": 1.0
},
{
"p": 0.08094113320112228,
"m": 1.0
},
{
"p": 0.21409249305725098,
"m": 1.0
},
{
"p": 0.04272042587399483,
"m": 1.0
}
]
},
{
"epoch": 125,
"train_loss": 1.147653579711914,
"val_loss": 0.8865871429443359,
"acc": 71.83,
"time": 119.72428221697919,
"param": [
{
"p": 0.16279765963554382,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07594969868659973,
"m": 1.0
},
{
"p": 0.022782085463404655,
"m": 1.0
},
{
"p": 0.08930574357509613,
"m": 1.0
},
{
"p": 0.02259702980518341,
"m": 1.0
},
{
"p": 0.003126655938103795,
"m": 1.0
},
{
"p": 0.06450842320919037,
"m": 1.0
},
{
"p": 0.07522141188383102,
"m": 1.0
},
{
"p": 0.08339056372642517,
"m": 1.0
},
{
"p": 0.06154116243124008,
"m": 1.0
},
{
"p": 0.08790596574544907,
"m": 1.0
},
{
"p": 0.20839281380176544,
"m": 1.0
},
{
"p": 0.04248085618019104,
"m": 1.0
}
]
},
{
"epoch": 126,
"train_loss": 1.0855598449707031,
"val_loss": 0.8032588958740234,
"acc": 72.18,
"time": 120.49288567597978,
"param": [
{
"p": 0.17031747102737427,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07910022884607315,
"m": 1.0
},
{
"p": 0.0038559730164706707,
"m": 1.0
},
{
"p": 0.11893713474273682,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06832289695739746,
"m": 1.0
},
{
"p": 0.07713066786527634,
"m": 1.0
},
{
"p": 0.08311305195093155,
"m": 1.0
},
{
"p": 0.06624941527843475,
"m": 1.0
},
{
"p": 0.07800044119358063,
"m": 1.0
},
{
"p": 0.22981035709381104,
"m": 1.0
},
{
"p": 0.025162383913993835,
"m": 1.0
}
]
},
{
"epoch": 127,
"train_loss": 1.179334044456482,
"val_loss": 0.7425077557563782,
"acc": 72.73,
"time": 122.0992448660545,
"param": [
{
"p": 0.1641886830329895,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0751732736825943,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12828882038593292,
"m": 1.0
},
{
"p": 0.003707367228344083,
"m": 1.0
},
{
"p": 0.004669578745961189,
"m": 1.0
},
{
"p": 0.061922598630189896,
"m": 1.0
},
{
"p": 0.08996976912021637,
"m": 1.0
},
{
"p": 0.08347707986831665,
"m": 1.0
},
{
"p": 0.07642462104558945,
"m": 1.0
},
{
"p": 0.07438548654317856,
"m": 1.0
},
{
"p": 0.21799613535404205,
"m": 1.0
},
{
"p": 0.019796600565314293,
"m": 1.0
}
]
},
{
"epoch": 128,
"train_loss": 1.2724717855453491,
"val_loss": 0.8735744953155518,
"acc": 72.51,
"time": 122.18383455090225,
"param": [
{
"p": 0.15900065004825592,
"m": 1.0
},
{
"p": 0.0011286037042737007,
"m": 1.0
},
{
"p": 0.08441290259361267,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1384464055299759,
"m": 1.0
},
{
"p": 5.069966391602065e-06,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04982435330748558,
"m": 1.0
},
{
"p": 0.09680735319852829,
"m": 1.0
},
{
"p": 0.08117064088582993,
"m": 1.0
},
{
"p": 0.08328743278980255,
"m": 1.0
},
{
"p": 0.09245376288890839,
"m": 1.0
},
{
"p": 0.20670558512210846,
"m": 1.0
},
{
"p": 0.006757249124348164,
"m": 1.0
}
]
},
{
"epoch": 129,
"train_loss": 1.0705393552780151,
"val_loss": 0.7196042537689209,
"acc": 72.22,
"time": 121.69695189595222,
"param": [
{
"p": 0.1526920199394226,
"m": 1.0
},
{
"p": 0.0034729493781924248,
"m": 1.0
},
{
"p": 0.07461564987897873,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1321377158164978,
"m": 1.0
},
{
"p": 0.0019608386792242527,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05400773882865906,
"m": 1.0
},
{
"p": 0.10307043045759201,
"m": 1.0
},
{
"p": 0.08014973253011703,
"m": 1.0
},
{
"p": 0.08583379536867142,
"m": 1.0
},
{
"p": 0.09847208857536316,
"m": 1.0
},
{
"p": 0.2047656774520874,
"m": 1.0
},
{
"p": 0.00882138591259718,
"m": 1.0
}
]
},
{
"epoch": 130,
"train_loss": 0.8905604481697083,
"val_loss": 0.7315688133239746,
"acc": 72.24,
"time": 122.26066381903365,
"param": [
{
"p": 0.13838452100753784,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06792028993368149,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.14179696142673492,
"m": 1.0
},
{
"p": 0.010309499688446522,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06630722433328629,
"m": 1.0
},
{
"p": 0.08613860607147217,
"m": 1.0
},
{
"p": 0.0819014459848404,
"m": 1.0
},
{
"p": 0.07918725162744522,
"m": 1.0
},
{
"p": 0.09846442192792892,
"m": 1.0
},
{
"p": 0.22132346034049988,
"m": 1.0
},
{
"p": 0.008266347460448742,
"m": 1.0
}
]
},
{
"epoch": 131,
"train_loss": 1.1102054119110107,
"val_loss": 0.7319785952568054,
"acc": 72.57,
"time": 121.44160956703126,
"param": [
{
"p": 0.14391012489795685,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06602247804403305,
"m": 1.0
},
{
"p": 0.00025377629208378494,
"m": 1.0
},
{
"p": 0.14749471843242645,
"m": 1.0
},
{
"p": 0.009730448946356773,
"m": 1.0
},
{
"p": 0.0007128546130843461,
"m": 1.0
},
{
"p": 0.07094366103410721,
"m": 1.0
},
{
"p": 0.06100313737988472,
"m": 1.0
},
{
"p": 0.0808635801076889,
"m": 1.0
},
{
"p": 0.08012133091688156,
"m": 1.0
},
{
"p": 0.096461221575737,
"m": 1.0
},
{
"p": 0.23993678390979767,
"m": 1.0
},
{
"p": 0.0025458268355578184,
"m": 1.0
}
]
},
{
"epoch": 132,
"train_loss": 1.1886425018310547,
"val_loss": 0.8274998068809509,
"acc": 71.5,
"time": 122.47631059098057,
"param": [
{
"p": 0.16227935254573822,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05721688270568848,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.15012997388839722,
"m": 1.0
},
{
"p": 0.008354386314749718,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06680616736412048,
"m": 1.0
},
{
"p": 0.042926885187625885,
"m": 1.0
},
{
"p": 0.07871787995100021,
"m": 1.0
},
{
"p": 0.0819341316819191,
"m": 1.0
},
{
"p": 0.10023224353790283,
"m": 1.0
},
{
"p": 0.2514021396636963,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 133,
"train_loss": 1.0156739950180054,
"val_loss": 0.8703135251998901,
"acc": 72.39,
"time": 117.8031244170852,
"param": [
{
"p": 0.17292310297489166,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.054143667221069336,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.15198926627635956,
"m": 1.0
},
{
"p": 0.0035813136491924524,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05721110478043556,
"m": 1.0
},
{
"p": 0.03180011361837387,
"m": 1.0
},
{
"p": 0.07002467662096024,
"m": 1.0
},
{
"p": 0.08417853713035583,
"m": 1.0
},
{
"p": 0.11575756222009659,
"m": 1.0
},
{
"p": 0.2583906948566437,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 134,
"train_loss": 1.258629322052002,
"val_loss": 0.88837069272995,
"acc": 72.37,
"time": 119.38756688707508,
"param": [
{
"p": 0.19750843942165375,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04256966710090637,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1435854285955429,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.048215411603450775,
"m": 1.0
},
{
"p": 0.018740206956863403,
"m": 1.0
},
{
"p": 0.046802446246147156,
"m": 1.0
},
{
"p": 0.09716714173555374,
"m": 1.0
},
{
"p": 0.12644138932228088,
"m": 1.0
},
{
"p": 0.2782151997089386,
"m": 1.0
},
{
"p": 0.0007546842098236084,
"m": 1.0
}
]
},
{
"epoch": 135,
"train_loss": 0.9729482531547546,
"val_loss": 0.8862942457199097,
"acc": 71.45,
"time": 118.75821850611828,
"param": [
{
"p": 0.2008136510848999,
"m": 1.0
},
{
"p": 0.0020451017189770937,
"m": 1.0
},
{
"p": 0.05180403217673302,
"m": 1.0
},
{
"p": 0.00984402559697628,
"m": 1.0
},
{
"p": 0.11403220146894455,
"m": 1.0
},
{
"p": 0.005632810294628143,
"m": 1.0
},
{
"p": 0.0018666364485397935,
"m": 1.0
},
{
"p": 0.04999348521232605,
"m": 1.0
},
{
"p": 0.023306652903556824,
"m": 1.0
},
{
"p": 0.05454010143876076,
"m": 1.0
},
{
"p": 0.10449130088090897,
"m": 1.0
},
{
"p": 0.1302313506603241,
"m": 1.0
},
{
"p": 0.2448289692401886,
"m": 1.0
},
{
"p": 0.006569700315594673,
"m": 1.0
}
]
},
{
"epoch": 136,
"train_loss": 0.8994839787483215,
"val_loss": 0.727781355381012,
"acc": 72.43,
"time": 118.88209244306199,
"param": [
{
"p": 0.170439213514328,
"m": 1.0
},
{
"p": 0.006651028990745544,
"m": 1.0
},
{
"p": 0.06864286959171295,
"m": 1.0
},
{
"p": 0.033106982707977295,
"m": 1.0
},
{
"p": 0.0852397233247757,
"m": 1.0
},
{
"p": 0.017860855907201767,
"m": 1.0
},
{
"p": 0.02607673779129982,
"m": 1.0
},
{
"p": 0.0386655367910862,
"m": 1.0
},
{
"p": 0.04792865738272667,
"m": 1.0
},
{
"p": 0.07929578423500061,
"m": 1.0
},
{
"p": 0.09648364782333374,
"m": 1.0
},
{
"p": 0.12160429358482361,
"m": 1.0
},
{
"p": 0.1862051635980606,
"m": 1.0
},
{
"p": 0.02179953269660473,
"m": 1.0
}
]
},
{
"epoch": 137,
"train_loss": 1.0162055492401123,
"val_loss": 0.7935733199119568,
"acc": 73.33,
"time": 120.9137361170724,
"param": [
{
"p": 0.1521093100309372,
"m": 1.0
},
{
"p": 0.005808327347040176,
"m": 1.0
},
{
"p": 0.06982670724391937,
"m": 1.0
},
{
"p": 0.04664979875087738,
"m": 1.0
},
{
"p": 0.07313409447669983,
"m": 1.0
},
{
"p": 0.027510201558470726,
"m": 1.0
},
{
"p": 0.045861467719078064,
"m": 1.0
},
{
"p": 0.04243851453065872,
"m": 1.0
},
{
"p": 0.0641503855586052,
"m": 1.0
},
{
"p": 0.09215830266475677,
"m": 1.0
},
{
"p": 0.08653075248003006,
"m": 1.0
},
{
"p": 0.1127488762140274,
"m": 1.0
},
{
"p": 0.1503489464521408,
"m": 1.0
},
{
"p": 0.03072427585721016,
"m": 1.0
}
]
},
{
"epoch": 138,
"train_loss": 1.2478768825531006,
"val_loss": 0.7258828282356262,
"acc": 72.96,
"time": 120.73144750087522,
"param": [
{
"p": 0.13031239807605743,
"m": 1.0
},
{
"p": 0.009946093894541264,
"m": 1.0
},
{
"p": 0.06764985620975494,
"m": 1.0
},
{
"p": 0.05387919396162033,
"m": 1.0
},
{
"p": 0.07345732301473618,
"m": 1.0
},
{
"p": 0.03973240405321121,
"m": 1.0
},
{
"p": 0.07163836061954498,
"m": 1.0
},
{
"p": 0.03506394103169441,
"m": 1.0
},
{
"p": 0.06966669112443924,
"m": 1.0
},
{
"p": 0.09423690289258957,
"m": 1.0
},
{
"p": 0.07746554166078568,
"m": 1.0
},
{
"p": 0.10159888863563538,
"m": 1.0
},
{
"p": 0.12743359804153442,
"m": 1.0
},
{
"p": 0.047918740659952164,
"m": 1.0
}
]
},
{
"epoch": 139,
"train_loss": 1.0353997945785522,
"val_loss": 0.8734887838363647,
"acc": 72.39,
"time": 121.79222557717003,
"param": [
{
"p": 0.11634065210819244,
"m": 1.0
},
{
"p": 0.01604502648115158,
"m": 1.0
},
{
"p": 0.0646992027759552,
"m": 1.0
},
{
"p": 0.05174638703465462,
"m": 1.0
},
{
"p": 0.07208842039108276,
"m": 1.0
},
{
"p": 0.04834122210741043,
"m": 1.0
},
{
"p": 0.07484947144985199,
"m": 1.0
},
{
"p": 0.038661543279886246,
"m": 1.0
},
{
"p": 0.0730716660618782,
"m": 1.0
},
{
"p": 0.08591851592063904,
"m": 1.0
},
{
"p": 0.07536496222019196,
"m": 1.0
},
{
"p": 0.09546797722578049,
"m": 1.0
},
{
"p": 0.12569794058799744,
"m": 1.0
},
{
"p": 0.0617070272564888,
"m": 1.0
}
]
},
{
"epoch": 140,
"train_loss": 1.1299769878387451,
"val_loss": 0.797607421875,
"acc": 73.15,
"time": 118.15219254093245,
"param": [
{
"p": 0.10791690647602081,
"m": 1.0
},
{
"p": 0.021022213622927666,
"m": 1.0
},
{
"p": 0.06926051527261734,
"m": 1.0
},
{
"p": 0.0454980805516243,
"m": 1.0
},
{
"p": 0.06150238588452339,
"m": 1.0
},
{
"p": 0.06514506042003632,
"m": 1.0
},
{
"p": 0.057755764573812485,
"m": 1.0
},
{
"p": 0.05311733856797218,
"m": 1.0
},
{
"p": 0.06880223751068115,
"m": 1.0
},
{
"p": 0.08649061620235443,
"m": 1.0
},
{
"p": 0.08052091300487518,
"m": 1.0
},
{
"p": 0.09634794294834137,
"m": 1.0
},
{
"p": 0.12290101498365402,
"m": 1.0
},
{
"p": 0.06371903419494629,
"m": 1.0
}
]
},
{
"epoch": 141,
"train_loss": 0.9124914407730103,
"val_loss": 0.6931083798408508,
"acc": 72.56,
"time": 119.63266001804732,
"param": [
{
"p": 0.12251485884189606,
"m": 1.0
},
{
"p": 0.006199612282216549,
"m": 1.0
},
{
"p": 0.08098187297582626,
"m": 1.0
},
{
"p": 0.02308591641485691,
"m": 1.0
},
{
"p": 0.04516862705349922,
"m": 1.0
},
{
"p": 0.07799847424030304,
"m": 1.0
},
{
"p": 0.03499407693743706,
"m": 1.0
},
{
"p": 0.06179509684443474,
"m": 1.0
},
{
"p": 0.07523652911186218,
"m": 1.0
},
{
"p": 0.0919908806681633,
"m": 1.0
},
{
"p": 0.09482266753911972,
"m": 1.0
},
{
"p": 0.10408785939216614,
"m": 1.0
},
{
"p": 0.1335550993680954,
"m": 1.0
},
{
"p": 0.04756850376725197,
"m": 1.0
}
]
},
{
"epoch": 142,
"train_loss": 1.2008408308029175,
"val_loss": 0.8164162635803223,
"acc": 72.35,
"time": 122.51046159001999,
"param": [
{
"p": 0.13726316392421722,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09876339137554169,
"m": 1.0
},
{
"p": 0.005469152703881264,
"m": 1.0
},
{
"p": 0.037449002265930176,
"m": 1.0
},
{
"p": 0.09443572908639908,
"m": 1.0
},
{
"p": 0.004163898061960936,
"m": 1.0
},
{
"p": 0.057068485766649246,
"m": 1.0
},
{
"p": 0.06726078689098358,
"m": 1.0
},
{
"p": 0.08863433450460434,
"m": 1.0
},
{
"p": 0.10746580362319946,
"m": 1.0
},
{
"p": 0.11541403830051422,
"m": 1.0
},
{
"p": 0.14437344670295715,
"m": 1.0
},
{
"p": 0.04223879054188728,
"m": 1.0
}
]
},
{
"epoch": 143,
"train_loss": 1.158258318901062,
"val_loss": 0.7781814336776733,
"acc": 73.34,
"time": 120.38036692608148,
"param": [
{
"p": 0.13477422297000885,
"m": 1.0
},
{
"p": 0.010848705656826496,
"m": 1.0
},
{
"p": 0.11477392166852951,
"m": 1.0
},
{
"p": 0.003201011335477233,
"m": 1.0
},
{
"p": 0.02403351664543152,
"m": 1.0
},
{
"p": 0.10530886799097061,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05198497325181961,
"m": 1.0
},
{
"p": 0.051148757338523865,
"m": 1.0
},
{
"p": 0.08123080432415009,
"m": 1.0
},
{
"p": 0.10988965630531311,
"m": 1.0
},
{
"p": 0.10854913294315338,
"m": 1.0
},
{
"p": 0.14908649027347565,
"m": 1.0
},
{
"p": 0.05516993999481201,
"m": 1.0
}
]
},
{
"epoch": 144,
"train_loss": 1.0631506443023682,
"val_loss": 0.8756271600723267,
"acc": 72.36,
"time": 121.28814804716967,
"param": [
{
"p": 0.15098696947097778,
"m": 1.0
},
{
"p": 0.005726121366024017,
"m": 1.0
},
{
"p": 0.12440333515405655,
"m": 1.0
},
{
"p": 0.0005029820604249835,
"m": 1.0
},
{
"p": 0.005613064393401146,
"m": 1.0
},
{
"p": 0.10688241571187973,
"m": 1.0
},
{
"p": 0.00019712571520358324,
"m": 1.0
},
{
"p": 0.04380130395293236,
"m": 1.0
},
{
"p": 0.030037755146622658,
"m": 1.0
},
{
"p": 0.07517832517623901,
"m": 1.0
},
{
"p": 0.11422804743051529,
"m": 1.0
},
{
"p": 0.10711736977100372,
"m": 1.0
},
{
"p": 0.16510552167892456,
"m": 1.0
},
{
"p": 0.07021956145763397,
"m": 1.0
}
]
},
{
"epoch": 145,
"train_loss": 0.9903977513313293,
"val_loss": 0.814076840877533,
"acc": 72.24,
"time": 120.61565615097061,
"param": [
{
"p": 0.14701123535633087,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10557147860527039,
"m": 1.0
},
{
"p": 0.013757871463894844,
"m": 1.0
},
{
"p": 0.017785759642720222,
"m": 1.0
},
{
"p": 0.09570704400539398,
"m": 1.0
},
{
"p": 0.002346073742955923,
"m": 1.0
},
{
"p": 0.049573350697755814,
"m": 1.0
},
{
"p": 0.03674384579062462,
"m": 1.0
},
{
"p": 0.07106345891952515,
"m": 1.0
},
{
"p": 0.10654430836439133,
"m": 1.0
},
{
"p": 0.11183306574821472,
"m": 1.0
},
{
"p": 0.16052338480949402,
"m": 1.0
},
{
"p": 0.08153906464576721,
"m": 1.0
}
]
},
{
"epoch": 146,
"train_loss": 1.0918540954589844,
"val_loss": 0.7447250485420227,
"acc": 72.72,
"time": 121.85487050213851,
"param": [
{
"p": 0.1425386220216751,
"m": 1.0
},
{
"p": 0.00038868116098456085,
"m": 1.0
},
{
"p": 0.09081388264894485,
"m": 1.0
},
{
"p": 0.01823628507554531,
"m": 1.0
},
{
"p": 0.026534972712397575,
"m": 1.0
},
{
"p": 0.09626941382884979,
"m": 1.0
},
{
"p": 0.008868054486811161,
"m": 1.0
},
{
"p": 0.06704285740852356,
"m": 1.0
},
{
"p": 0.032056134194135666,
"m": 1.0
},
{
"p": 0.07418598234653473,
"m": 1.0
},
{
"p": 0.09915602207183838,
"m": 1.0
},
{
"p": 0.11708039045333862,
"m": 1.0
},
{
"p": 0.14544430375099182,
"m": 1.0
},
{
"p": 0.08138445764780045,
"m": 1.0
}
]
},
{
"epoch": 147,
"train_loss": 1.1770179271697998,
"val_loss": 0.7660648822784424,
"acc": 72.94,
"time": 120.7303056360688,
"param": [
{
"p": 0.13593722879886627,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0808618813753128,
"m": 1.0
},
{
"p": 0.012581848539412022,
"m": 1.0
},
{
"p": 0.030520064756274223,
"m": 1.0
},
{
"p": 0.0956864133477211,
"m": 1.0
},
{
"p": 0.03186913952231407,
"m": 1.0
},
{
"p": 0.08513933420181274,
"m": 1.0
},
{
"p": 0.03896693140268326,
"m": 1.0
},
{
"p": 0.0767977237701416,
"m": 1.0
},
{
"p": 0.07752077281475067,
"m": 1.0
},
{
"p": 0.11950843036174774,
"m": 1.0
},
{
"p": 0.14197072386741638,
"m": 1.0
},
{
"p": 0.0726395696401596,
"m": 1.0
}
]
},
{
"epoch": 148,
"train_loss": 1.1279386281967163,
"val_loss": 0.8498201370239258,
"acc": 73.01,
"time": 120.52888957201503,
"param": [
{
"p": 0.13890933990478516,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07475144416093826,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.005356861278414726,
"m": 1.0
},
{
"p": 0.09335954487323761,
"m": 1.0
},
{
"p": 0.02317732758820057,
"m": 1.0
},
{
"p": 0.09974393248558044,
"m": 1.0
},
{
"p": 0.050539854913949966,
"m": 1.0
},
{
"p": 0.07801999151706696,
"m": 1.0
},
{
"p": 0.07993520051240921,
"m": 1.0
},
{
"p": 0.13399824500083923,
"m": 1.0
},
{
"p": 0.15162740647792816,
"m": 1.0
},
{
"p": 0.07058083266019821,
"m": 1.0
}
]
},
{
"epoch": 149,
"train_loss": 0.973530650138855,
"val_loss": 0.7243725657463074,
"acc": 73.11,
"time": 120.0061603919603,
"param": [
{
"p": 0.13887587189674377,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07499918341636658,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.00118289387319237,
"m": 1.0
},
{
"p": 0.0879923403263092,
"m": 1.0
},
{
"p": 0.01897144317626953,
"m": 1.0
},
{
"p": 0.10098772495985031,
"m": 1.0
},
{
"p": 0.06044667959213257,
"m": 1.0
},
{
"p": 0.07612675428390503,
"m": 1.0
},
{
"p": 0.08413421362638474,
"m": 1.0
},
{
"p": 0.1324928104877472,
"m": 1.0
},
{
"p": 0.1412028670310974,
"m": 1.0
},
{
"p": 0.08258721977472305,
"m": 1.0
}
]
},
{
"epoch": 150,
"train_loss": 0.9515537023544312,
"val_loss": 0.8651652932167053,
"acc": 73.18,
"time": 121.44751957990229,
"param": [
{
"p": 0.13384279608726501,
"m": 1.0
},
{
"p": 0.0012483352329581976,
"m": 1.0
},
{
"p": 0.08285599946975708,
"m": 1.0
},
{
"p": 0.0019248195458203554,
"m": 1.0
},
{
"p": 0.012079921551048756,
"m": 1.0
},
{
"p": 0.06627889722585678,
"m": 1.0
},
{
"p": 0.033132050186395645,
"m": 1.0
},
{
"p": 0.09610339254140854,
"m": 1.0
},
{
"p": 0.06464752554893494,
"m": 1.0
},
{
"p": 0.07174726575613022,
"m": 1.0
},
{
"p": 0.08995658159255981,
"m": 1.0
},
{
"p": 0.1266527771949768,
"m": 1.0
},
{
"p": 0.13605505228042603,
"m": 1.0
},
{
"p": 0.0834745392203331,
"m": 1.0
}
]
}
]
}
Reference in a new issue View git blame Copy permalink