AntoineH/smart_augmentation
1
0
Fork 0
mirror of https://github.com/AntoineHX/smart_augmentation.git synced 2025-05-04 12:10:45 +02:00
Code Issues Projects Releases Packages Wiki Activity
smart_augmentation/higher/res/log/Aug_mod(Data_augV5(Uniform-14TFx3-Mag)-ResNet18)-150 epochs (dataug:0)- 1 in_it(lr5e-2).json
Harle, Antoine (Contracteur) 4166922c34 Rangement
2020-02-28 16:46:37 -05:00

9772 lines
No EOL
164 KiB
JSON
Executable file
Raw Blame History

{
"Accuracy": 75.51,
"Time": [
149.1418351187734,
0.3938390302315251,
22598.499669061
],
"Optimizer": {
"Meta": {
"optim": "Adam",
"lr": 0.05
},
"Inner": {
"optim": "SGD",
"lr": 0.1,
"momentum": 0.9
}
},
"Device": "GeForce GTX 1080 Ti",
"Log": [
{
"epoch": 1,
"train_loss": 5.461239337921143,
"val_loss": 6.8820013999938965,
"acc": 16.02,
"time": 149.661216808,
"param": [
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.012681080959737301,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.043364156037569046,
"m": 1.0
},
{
"p": 0.0,
"m": 0.6149503588676453
},
{
"p": 0.0,
"m": 0.6625521779060364
},
{
"p": 0.0,
"m": 0.3916459083557129
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.5709874629974365,
"m": 0.7526068091392517
},
{
"p": 0.0,
"m": 0.9263757467269897
},
{
"p": 0.3064534664154053,
"m": 1.0
},
{
"p": 0.0,
"m": 0.9064683318138123
},
{
"p": 0.06651388853788376,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 2,
"train_loss": 4.55194616317749,
"val_loss": 2.6319591999053955,
"acc": 20.88,
"time": 149.49962091800003,
"param": [
{
"p": 5.363865511753829e-07,
"m": 1.0
},
{
"p": 0.012441265396773815,
"m": 1.0
},
{
"p": 1.067885335714891e-08,
"m": 1.0
},
{
"p": 0.043387074023485184,
"m": 1.0
},
{
"p": 0.0,
"m": 0.6148086786270142
},
{
"p": 1.0083024193363599e-07,
"m": 0.6623221039772034
},
{
"p": 0.0,
"m": 0.391428142786026
},
{
"p": 2.687964411052235e-07,
"m": 1.0
},
{
"p": 0.5711683630943298,
"m": 0.7523279190063477
},
{
"p": 2.0921065413403994e-07,
"m": 0.9262879490852356
},
{
"p": 0.306492418050766,
"m": 0.9999991059303284
},
{
"p": 1.0404550039311289e-06,
"m": 0.9064695835113525
},
{
"p": 0.06650865077972412,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 3,
"train_loss": 4.449206352233887,
"val_loss": 2.0314993858337402,
"acc": 29.8,
"time": 149.511173574,
"param": [
{
"p": 4.362882464192808e-06,
"m": 1.0
},
{
"p": 0.01244449894875288,
"m": 1.0
},
{
"p": 1.9092931324848905e-06,
"m": 1.0
},
{
"p": 0.043387703597545624,
"m": 0.9999999403953552
},
{
"p": 1.1303685596431023e-06,
"m": 0.614808976650238
},
{
"p": 1.5274972611223347e-06,
"m": 0.6623223423957825
},
{
"p": 4.489523689699126e-06,
"m": 0.3914288878440857
},
{
"p": 8.085313311312348e-06,
"m": 1.0
},
{
"p": 0.5711454749107361,
"m": 0.7523277997970581
},
{
"p": 3.0928654268791433e-06,
"m": 0.9262837767601013
},
{
"p": 0.30648109316825867,
"m": 0.9999991655349731
},
{
"p": 5.507850346475607e-06,
"m": 0.906472384929657
},
{
"p": 0.06650988757610321,
"m": 1.0
},
{
"p": 1.2951298913321807e-06,
"m": 1.0
}
]
},
{
"epoch": 4,
"train_loss": 3.3297739028930664,
"val_loss": 1.69341242313385,
"acc": 36.23,
"time": 149.01314993299997,
"param": [
{
"p": 1.2109574527130462e-05,
"m": 1.0
},
{
"p": 0.012449226342141628,
"m": 1.0
},
{
"p": 6.0904808378836606e-06,
"m": 1.0
},
{
"p": 0.04338844493031502,
"m": 0.9999979138374329
},
{
"p": 2.651928753039101e-06,
"m": 0.6148163676261902
},
{
"p": 2.768797685348545e-06,
"m": 0.6623224020004272
},
{
"p": 8.641302883916069e-06,
"m": 0.39143106341362
},
{
"p": 1.2522369615908246e-05,
"m": 1.0
},
{
"p": 0.5711146593093872,
"m": 0.7523449063301086
},
{
"p": 1.0896358617173973e-05,
"m": 0.9262905120849609
},
{
"p": 0.30646902322769165,
"m": 0.9999978542327881
},
{
"p": 9.948795195668936e-06,
"m": 0.9064738750457764
},
{
"p": 0.06650914251804352,
"m": 1.0
},
{
"p": 3.846972504106816e-06,
"m": 1.0
}
]
},
{
"epoch": 5,
"train_loss": 3.7830018997192383,
"val_loss": 1.7859340906143188,
"acc": 35.14,
"time": 148.52713519899999,
"param": [
{
"p": 1.7538339307066053e-05,
"m": 1.0
},
{
"p": 0.012455702759325504,
"m": 1.0
},
{
"p": 9.185193448502105e-06,
"m": 1.0
},
{
"p": 0.04339013993740082,
"m": 0.9999958872795105
},
{
"p": 6.796492016292177e-06,
"m": 0.6148163676261902
},
{
"p": 4.663022082240786e-06,
"m": 0.6623224020004272
},
{
"p": 2.002564178837929e-05,
"m": 0.39143019914627075
},
{
"p": 2.1598101739073172e-05,
"m": 1.0
},
{
"p": 0.5710709095001221,
"m": 0.7523483037948608
},
{
"p": 1.8788681700243615e-05,
"m": 0.9262753129005432
},
{
"p": 0.3064498007297516,
"m": 0.9999980926513672
},
{
"p": 1.5193641047517303e-05,
"m": 0.9064772129058838
},
{
"p": 0.06651061773300171,
"m": 1.0
},
{
"p": 9.055221198650543e-06,
"m": 1.0
}
]
},
{
"epoch": 6,
"train_loss": 3.1419496536254883,
"val_loss": 1.5464444160461426,
"acc": 44.22,
"time": 149.79396707,
"param": [
{
"p": 2.456799484207295e-05,
"m": 1.0
},
{
"p": 0.012458780780434608,
"m": 1.0
},
{
"p": 1.1963384167756885e-05,
"m": 1.0
},
{
"p": 0.04339045658707619,
"m": 0.9999935626983643
},
{
"p": 1.0385570021753665e-05,
"m": 0.6148160099983215
},
{
"p": 6.5536760303075425e-06,
"m": 0.6623224020004272
},
{
"p": 2.6767704184749164e-05,
"m": 0.39143192768096924
},
{
"p": 2.742834112723358e-05,
"m": 0.9999997615814209
},
{
"p": 0.5710336565971375,
"m": 0.7523550987243652
},
{
"p": 2.745479105215054e-05,
"m": 0.9262273907661438
},
{
"p": 0.30643418431282043,
"m": 0.9999992251396179
},
{
"p": 2.43798567680642e-05,
"m": 0.9064734578132629
},
{
"p": 0.06651191413402557,
"m": 1.0
},
{
"p": 1.1532672942848876e-05,
"m": 1.0
}
]
},
{
"epoch": 7,
"train_loss": 3.1833558082580566,
"val_loss": 1.493321418762207,
"acc": 42.35,
"time": 149.2601362229999,
"param": [
{
"p": 3.05982212012168e-05,
"m": 1.0
},
{
"p": 0.012460233643651009,
"m": 1.0
},
{
"p": 1.581399374117609e-05,
"m": 1.0
},
{
"p": 0.0433921180665493,
"m": 0.9999908208847046
},
{
"p": 1.2002304174529854e-05,
"m": 0.6148155927658081
},
{
"p": 8.784137207840104e-06,
"m": 0.6623224020004272
},
{
"p": 3.356010347488336e-05,
"m": 0.39143410325050354
},
{
"p": 3.5499586374498904e-05,
"m": 0.9999988675117493
},
{
"p": 0.5709972381591797,
"m": 0.7523570656776428
},
{
"p": 3.362579445820302e-05,
"m": 0.9261889457702637
},
{
"p": 0.30641958117485046,
"m": 1.0
},
{
"p": 3.171497519360855e-05,
"m": 0.9064735174179077
},
{
"p": 0.06651436537504196,
"m": 1.0
},
{
"p": 1.4864624063193332e-05,
"m": 1.0
}
]
},
{
"epoch": 8,
"train_loss": 3.5936293601989746,
"val_loss": 1.9342633485794067,
"acc": 35.71,
"time": 148.42869614000006,
"param": [
{
"p": 4.052766234963201e-05,
"m": 1.0
},
{
"p": 0.01246604509651661,
"m": 1.0
},
{
"p": 2.328214395674877e-05,
"m": 1.0
},
{
"p": 0.043396733701229095,
"m": 0.9999932050704956
},
{
"p": 1.9595383491832763e-05,
"m": 0.6148170232772827
},
{
"p": 1.1976535461144522e-05,
"m": 0.6623216271400452
},
{
"p": 4.7197259846143425e-05,
"m": 0.391436904668808
},
{
"p": 4.775355773745105e-05,
"m": 1.0
},
{
"p": 0.5709262490272522,
"m": 0.7523630857467651
},
{
"p": 4.63673313788604e-05,
"m": 0.9261401295661926
},
{
"p": 0.30639195442199707,
"m": 1.0
},
{
"p": 4.3486597860464826e-05,
"m": 0.9064764976501465
},
{
"p": 0.06651690602302551,
"m": 1.0
},
{
"p": 2.188706275774166e-05,
"m": 1.0
}
]
},
{
"epoch": 9,
"train_loss": 3.2133078575134277,
"val_loss": 1.5084476470947266,
"acc": 48.14,
"time": 148.8273824979999,
"param": [
{
"p": 4.8544956371188164e-05,
"m": 1.0
},
{
"p": 0.012469070963561535,
"m": 1.0
},
{
"p": 2.8357824703562073e-05,
"m": 1.0
},
{
"p": 0.0433996357023716,
"m": 0.9999904036521912
},
{
"p": 2.434690213704016e-05,
"m": 0.6148168444633484
},
{
"p": 1.4612191989726853e-05,
"m": 0.662321925163269
},
{
"p": 5.7020559324882925e-05,
"m": 0.3914368152618408
},
{
"p": 5.866699211765081e-05,
"m": 0.9999994039535522
},
{
"p": 0.5708705186843872,
"m": 0.7523679733276367
},
{
"p": 5.607158527709544e-05,
"m": 0.926150381565094
},
{
"p": 0.3063700199127197,
"m": 1.0
},
{
"p": 5.4439798987004906e-05,
"m": 0.9064792394638062
},
{
"p": 0.06652308255434036,
"m": 1.0
},
{
"p": 2.5670715331216343e-05,
"m": 1.0
}
]
},
{
"epoch": 10,
"train_loss": 2.6468276977539062,
"val_loss": 1.3666572570800781,
"acc": 50.54,
"time": 148.93269873300005,
"param": [
{
"p": 5.877279909327626e-05,
"m": 1.0
},
{
"p": 0.012474006041884422,
"m": 1.0
},
{
"p": 3.356492015882395e-05,
"m": 1.0
},
{
"p": 0.043403107672929764,
"m": 0.9999904036521912
},
{
"p": 2.828941615007352e-05,
"m": 0.614815890789032
},
{
"p": 1.763790896802675e-05,
"m": 0.6623220443725586
},
{
"p": 7.17512666597031e-05,
"m": 0.3914385437965393
},
{
"p": 7.234844088088721e-05,
"m": 0.9999972581863403
},
{
"p": 0.5708023309707642,
"m": 0.7523664832115173
},
{
"p": 6.913222750881687e-05,
"m": 0.926150918006897
},
{
"p": 0.30634254217147827,
"m": 0.9999999403953552
},
{
"p": 6.864135502837598e-05,
"m": 0.9064781665802002
},
{
"p": 0.06652680039405823,
"m": 1.0
},
{
"p": 3.109138197032735e-05,
"m": 1.0
}
]
},
{
"epoch": 11,
"train_loss": 2.7476165294647217,
"val_loss": 1.3882132768630981,
"acc": 50.86,
"time": 148.61551685699988,
"param": [
{
"p": 6.75351548125036e-05,
"m": 1.0
},
{
"p": 0.012480613775551319,
"m": 1.0
},
{
"p": 3.907434438588098e-05,
"m": 1.0
},
{
"p": 0.04340490326285362,
"m": 1.0
},
{
"p": 3.059157097595744e-05,
"m": 0.6148155331611633
},
{
"p": 2.0135783415753394e-05,
"m": 0.6623220443725586
},
{
"p": 8.582455484429374e-05,
"m": 0.3914432227611542
},
{
"p": 7.886896491982043e-05,
"m": 1.0
},
{
"p": 0.5707463026046753,
"m": 0.7523698210716248
},
{
"p": 8.192972018150613e-05,
"m": 0.926119863986969
},
{
"p": 0.30631813406944275,
"m": 1.0
},
{
"p": 8.20501081761904e-05,
"m": 0.9064792394638062
},
{
"p": 0.0665283054113388,
"m": 1.0
},
{
"p": 3.5628265322884545e-05,
"m": 1.0
}
]
},
{
"epoch": 12,
"train_loss": 2.6241273880004883,
"val_loss": 1.4355264902114868,
"acc": 52.06,
"time": 148.87789951500008,
"param": [
{
"p": 7.89654441177845e-05,
"m": 1.0
},
{
"p": 0.012483716011047363,
"m": 1.0
},
{
"p": 4.4513377360999584e-05,
"m": 1.0
},
{
"p": 0.04340801760554314,
"m": 0.9999927282333374
},
{
"p": 3.750341056729667e-05,
"m": 0.6148183345794678
},
{
"p": 2.4270493668154813e-05,
"m": 0.6623217463493347
},
{
"p": 0.00010062000364996493,
"m": 0.3914457857608795
},
{
"p": 9.79922988335602e-05,
"m": 1.0
},
{
"p": 0.5706673264503479,
"m": 0.7523626089096069
},
{
"p": 9.607298125047237e-05,
"m": 0.9261065721511841
},
{
"p": 0.30628716945648193,
"m": 0.9999999403953552
},
{
"p": 0.00010130640293937176,
"m": 0.9064854383468628
},
{
"p": 0.06653214246034622,
"m": 1.0
},
{
"p": 4.0280639950651675e-05,
"m": 1.0
}
]
},
{
"epoch": 13,
"train_loss": 3.162508487701416,
"val_loss": 1.2875043153762817,
"acc": 53.87,
"time": 148.9318937339999,
"param": [
{
"p": 9.480453445576131e-05,
"m": 1.0
},
{
"p": 0.012491962872445583,
"m": 1.0
},
{
"p": 5.258127202978358e-05,
"m": 1.0
},
{
"p": 0.04341667518019676,
"m": 0.9999952912330627
},
{
"p": 4.616420847014524e-05,
"m": 0.614819347858429
},
{
"p": 2.824942384904716e-05,
"m": 0.6623219847679138
},
{
"p": 0.00011400014045648277,
"m": 0.39144498109817505
},
{
"p": 0.00011894890485564247,
"m": 0.9999986290931702
},
{
"p": 0.5705748200416565,
"m": 0.7523580193519592
},
{
"p": 0.00011039314995286986,
"m": 0.9261090159416199
},
{
"p": 0.30624914169311523,
"m": 1.0
},
{
"p": 0.00011740475747501478,
"m": 0.9064787030220032
},
{
"p": 0.06653960049152374,
"m": 1.0
},
{
"p": 4.522996096056886e-05,
"m": 1.0
}
]
},
{
"epoch": 14,
"train_loss": 2.5228841304779053,
"val_loss": 1.1861108541488647,
"acc": 56.22,
"time": 148.4342287689999,
"param": [
{
"p": 0.0001177157973870635,
"m": 1.0
},
{
"p": 0.01250478532165289,
"m": 1.0
},
{
"p": 6.148365355329588e-05,
"m": 1.0
},
{
"p": 0.04342584311962128,
"m": 1.0
},
{
"p": 5.7819495850708336e-05,
"m": 0.6148208975791931
},
{
"p": 3.325067154946737e-05,
"m": 0.662322998046875
},
{
"p": 0.00013578189827967435,
"m": 0.3914494514465332
},
{
"p": 0.00013675975787919015,
"m": 0.9999988675117493
},
{
"p": 0.5704599618911743,
"m": 0.7523699998855591
},
{
"p": 0.0001264952588826418,
"m": 0.9260926842689514
},
{
"p": 0.3061984181404114,
"m": 0.9999992847442627
},
{
"p": 0.00013814058911520988,
"m": 0.9064740538597107
},
{
"p": 0.06654950231313705,
"m": 1.0
},
{
"p": 5.4049680329626426e-05,
"m": 1.0
}
]
},
{
"epoch": 15,
"train_loss": 2.8824801445007324,
"val_loss": 1.3616068363189697,
"acc": 54.79,
"time": 149.22326149399987,
"param": [
{
"p": 0.00012791836343239993,
"m": 1.0
},
{
"p": 0.012513159774243832,
"m": 1.0
},
{
"p": 6.99372249073349e-05,
"m": 1.0
},
{
"p": 0.04342716187238693,
"m": 1.0
},
{
"p": 6.62616512272507e-05,
"m": 0.6148211359977722
},
{
"p": 3.7430774682434276e-05,
"m": 0.6623233556747437
},
{
"p": 0.00015112092660274357,
"m": 0.39145365357398987
},
{
"p": 0.00015332733164541423,
"m": 0.9999969005584717
},
{
"p": 0.570375919342041,
"m": 0.7523673176765442
},
{
"p": 0.00014371940051205456,
"m": 0.9260846972465515
},
{
"p": 0.30615586042404175,
"m": 0.999998152256012
},
{
"p": 0.00015621542115695775,
"m": 0.9064682722091675
},
{
"p": 0.0665615126490593,
"m": 1.0
},
{
"p": 6.048578143236227e-05,
"m": 1.0
}
]
},
{
"epoch": 16,
"train_loss": 1.9574778079986572,
"val_loss": 1.1393382549285889,
"acc": 58.53,
"time": 149.92081635700015,
"param": [
{
"p": 0.00013643968850374222,
"m": 1.0
},
{
"p": 0.012523832730948925,
"m": 1.0
},
{
"p": 7.736857514828444e-05,
"m": 1.0
},
{
"p": 0.043429769575595856,
"m": 0.9999933838844299
},
{
"p": 7.218703103717417e-05,
"m": 0.6148205399513245
},
{
"p": 4.152706969762221e-05,
"m": 0.6623236536979675
},
{
"p": 0.00017553269572090358,
"m": 0.39145737886428833
},
{
"p": 0.00016774320101831108,
"m": 0.9999978542327881
},
{
"p": 0.570283830165863,
"m": 0.7523441314697266
},
{
"p": 0.00015895566320978105,
"m": 0.9261049032211304
},
{
"p": 0.3061124384403229,
"m": 0.9999991059303284
},
{
"p": 0.00017717655282467604,
"m": 0.9064651131629944
},
{
"p": 0.06657396256923676,
"m": 1.0
},
{
"p": 6.92119137966074e-05,
"m": 1.0
}
]
},
{
"epoch": 17,
"train_loss": 3.0553503036499023,
"val_loss": 1.172684669494629,
"acc": 59.25,
"time": 149.05777639400003,
"param": [
{
"p": 0.00015560757310595363,
"m": 1.0
},
{
"p": 0.0125322500243783,
"m": 1.0
},
{
"p": 8.774513116804883e-05,
"m": 1.0
},
{
"p": 0.04343860223889351,
"m": 0.999988317489624
},
{
"p": 8.255153079517186e-05,
"m": 0.6148208379745483
},
{
"p": 4.770753002958372e-05,
"m": 0.6623263955116272
},
{
"p": 0.00019313230586703867,
"m": 0.3914646506309509
},
{
"p": 0.00018411305791232735,
"m": 0.9999940991401672
},
{
"p": 0.5701804757118225,
"m": 0.7523308396339417
},
{
"p": 0.00017270860553253442,
"m": 0.9260838031768799
},
{
"p": 0.30606552958488464,
"m": 0.9999985694885254
},
{
"p": 0.00020037377544213086,
"m": 0.9064751267433167
},
{
"p": 0.06658099591732025,
"m": 1.0
},
{
"p": 7.809147064108402e-05,
"m": 1.0
}
]
},
{
"epoch": 18,
"train_loss": 2.681033134460449,
"val_loss": 1.1930776834487915,
"acc": 61.31,
"time": 149.1704910819999,
"param": [
{
"p": 0.0001733706594677642,
"m": 1.0
},
{
"p": 0.012545164674520493,
"m": 1.0
},
{
"p": 9.893046808429062e-05,
"m": 1.0
},
{
"p": 0.04345238208770752,
"m": 0.9999997019767761
},
{
"p": 9.289103763876483e-05,
"m": 0.6148191690444946
},
{
"p": 5.28931304870639e-05,
"m": 0.6623275279998779
},
{
"p": 0.00021542786271311343,
"m": 0.39146849513053894
},
{
"p": 0.00020087255688849837,
"m": 0.9999914169311523
},
{
"p": 0.5700604319572449,
"m": 0.7523290514945984
},
{
"p": 0.00019332523515913635,
"m": 0.9260509014129639
},
{
"p": 0.30601122975349426,
"m": 0.9999966025352478
},
{
"p": 0.0002282590721733868,
"m": 0.9064724445343018
},
{
"p": 0.06658681482076645,
"m": 1.0
},
{
"p": 8.807545236777514e-05,
"m": 1.0
}
]
},
{
"epoch": 19,
"train_loss": 2.204416513442993,
"val_loss": 1.084647536277771,
"acc": 60.61,
"time": 148.87082088700026,
"param": [
{
"p": 0.00018871418433263898,
"m": 1.0
},
{
"p": 0.012550082057714462,
"m": 1.0
},
{
"p": 0.0001074488609447144,
"m": 1.0
},
{
"p": 0.043462205678224564,
"m": 1.0
},
{
"p": 0.00010413249401608482,
"m": 0.6148151755332947
},
{
"p": 5.8533249102765694e-05,
"m": 0.6623279452323914
},
{
"p": 0.00024091995146591216,
"m": 0.391468346118927
},
{
"p": 0.00022598837676923722,
"m": 0.9999911785125732
},
{
"p": 0.5699506402015686,
"m": 0.7523205280303955
},
{
"p": 0.00021213961008470505,
"m": 0.926030695438385
},
{
"p": 0.3059610426425934,
"m": 0.9999980926513672
},
{
"p": 0.0002496966044418514,
"m": 0.9064533114433289
},
{
"p": 0.06659694015979767,
"m": 1.0
},
{
"p": 9.149422112386674e-05,
"m": 1.0
}
]
},
{
"epoch": 20,
"train_loss": 2.2892730236053467,
"val_loss": 1.0750595331192017,
"acc": 63.34,
"time": 149.0980089059999,
"param": [
{
"p": 0.00020718919404316694,
"m": 1.0
},
{
"p": 0.012560584582388401,
"m": 1.0
},
{
"p": 0.0001205606313305907,
"m": 1.0
},
{
"p": 0.043463077396154404,
"m": 1.0
},
{
"p": 0.0001143165209214203,
"m": 0.6148169040679932
},
{
"p": 6.40599537291564e-05,
"m": 0.6623278856277466
},
{
"p": 0.0002666485670488328,
"m": 0.3914790451526642
},
{
"p": 0.0002455094363540411,
"m": 0.9999936819076538
},
{
"p": 0.56982421875,
"m": 0.7523150444030762
},
{
"p": 0.0002342289371881634,
"m": 0.9260268807411194
},
{
"p": 0.30590853095054626,
"m": 0.999995231628418
},
{
"p": 0.0002855972561519593,
"m": 0.9064472317695618
},
{
"p": 0.06660513579845428,
"m": 1.0
},
{
"p": 0.00010032723366748542,
"m": 1.0
}
]
},
{
"epoch": 21,
"train_loss": 2.4164886474609375,
"val_loss": 1.1790673732757568,
"acc": 61.86,
"time": 148.52743454500023,
"param": [
{
"p": 0.00022767786867916584,
"m": 1.0
},
{
"p": 0.012573161162436008,
"m": 1.0
},
{
"p": 0.0001311960950260982,
"m": 1.0
},
{
"p": 0.04346437752246857,
"m": 0.9999978542327881
},
{
"p": 0.00012816497473977506,
"m": 0.61481773853302
},
{
"p": 7.080467185005546e-05,
"m": 0.6623277068138123
},
{
"p": 0.0002884107525460422,
"m": 0.3914906978607178
},
{
"p": 0.0002702687052078545,
"m": 0.9999982714653015
},
{
"p": 0.5697072744369507,
"m": 0.752305805683136
},
{
"p": 0.000248635740717873,
"m": 0.9260071516036987
},
{
"p": 0.3058632016181946,
"m": 0.9999938011169434
},
{
"p": 0.00030640579643659294,
"m": 0.9064507484436035
},
{
"p": 0.06661178916692734,
"m": 1.0
},
{
"p": 0.00010867970559047535,
"m": 1.0
}
]
},
{
"epoch": 22,
"train_loss": 2.283205986022949,
"val_loss": 1.0423080921173096,
"acc": 64.51,
"time": 149.04473725300022,
"param": [
{
"p": 0.0002461622061673552,
"m": 1.0
},
{
"p": 0.0125824473798275,
"m": 1.0
},
{
"p": 0.00014015902706887573,
"m": 1.0
},
{
"p": 0.04347065091133118,
"m": 0.9999989867210388
},
{
"p": 0.00013682809367310256,
"m": 0.6148145198822021
},
{
"p": 7.603828998981044e-05,
"m": 0.662329375743866
},
{
"p": 0.0003089648380409926,
"m": 0.39149028062820435
},
{
"p": 0.0002951657515950501,
"m": 0.999993085861206
},
{
"p": 0.5695967674255371,
"m": 0.7522972226142883
},
{
"p": 0.00027037839754484594,
"m": 0.9259836077690125
},
{
"p": 0.30581724643707275,
"m": 0.999992847442627
},
{
"p": 0.0003245075640734285,
"m": 0.9064581394195557
},
{
"p": 0.06661786139011383,
"m": 1.0
},
{
"p": 0.00011685203207889572,
"m": 1.0
}
]
},
{
"epoch": 23,
"train_loss": 2.571612596511841,
"val_loss": 0.9908853769302368,
"acc": 64.55,
"time": 148.8330524310004,
"param": [
{
"p": 0.0002690693363547325,
"m": 1.0
},
{
"p": 0.012600919231772423,
"m": 1.0
},
{
"p": 0.0001530273730168119,
"m": 1.0
},
{
"p": 0.043476905673742294,
"m": 0.9999891519546509
},
{
"p": 0.0001555217895656824,
"m": 0.6148163080215454
},
{
"p": 7.797476428095251e-05,
"m": 0.6623318195343018
},
{
"p": 0.00033106471528299153,
"m": 0.39148929715156555
},
{
"p": 0.00031128106638789177,
"m": 1.0
},
{
"p": 0.5694624185562134,
"m": 0.7523163557052612
},
{
"p": 0.0002927541790995747,
"m": 0.9259443879127502
},
{
"p": 0.3057582378387451,
"m": 0.9999920725822449
},
{
"p": 0.0003552701382432133,
"m": 0.9064351916313171
},
{
"p": 0.0666327103972435,
"m": 1.0
},
{
"p": 0.0001229637855431065,
"m": 1.0
}
]
},
{
"epoch": 24,
"train_loss": 2.3208580017089844,
"val_loss": 0.9776118993759155,
"acc": 64.75,
"time": 149.01232212000014,
"param": [
{
"p": 0.00029138592071831226,
"m": 1.0
},
{
"p": 0.012615237385034561,
"m": 1.0
},
{
"p": 0.0001666844036662951,
"m": 1.0
},
{
"p": 0.043479692190885544,
"m": 0.9999513626098633
},
{
"p": 0.00017157949332613498,
"m": 0.6148158311843872
},
{
"p": 8.505237201461568e-05,
"m": 0.6623318195343018
},
{
"p": 0.00036285625537857413,
"m": 0.39149466156959534
},
{
"p": 0.00033685422386042774,
"m": 1.0
},
{
"p": 0.5693190693855286,
"m": 0.7523124814033508
},
{
"p": 0.00031948991818353534,
"m": 0.9260238409042358
},
{
"p": 0.3056944012641907,
"m": 0.9999961256980896
},
{
"p": 0.000384242128347978,
"m": 0.9064315557479858
},
{
"p": 0.06663978844881058,
"m": 1.0
},
{
"p": 0.00013362953905016184,
"m": 1.0
}
]
},
{
"epoch": 25,
"train_loss": 2.002054214477539,
"val_loss": 1.0052917003631592,
"acc": 65.07,
"time": 148.765917145,
"param": [
{
"p": 0.00031601061346009374,
"m": 1.0
},
{
"p": 0.012626086361706257,
"m": 1.0
},
{
"p": 0.00018158041348215193,
"m": 1.0
},
{
"p": 0.043496593832969666,
"m": 0.9999209046363831
},
{
"p": 0.00018919247668236494,
"m": 0.6148166060447693
},
{
"p": 9.254883480025455e-05,
"m": 0.6623315215110779
},
{
"p": 0.00039196800207719207,
"m": 0.39151373505592346
},
{
"p": 0.00036851875483989716,
"m": 0.9999953508377075
},
{
"p": 0.5691574811935425,
"m": 0.7523291110992432
},
{
"p": 0.00035602206480689347,
"m": 0.9260356426239014
},
{
"p": 0.3056257963180542,
"m": 1.0
},
{
"p": 0.00040600576903671026,
"m": 0.9064245223999023
},
{
"p": 0.06664925813674927,
"m": 1.0
},
{
"p": 0.00014287224621511996,
"m": 1.0
}
]
},
{
"epoch": 26,
"train_loss": 2.0367085933685303,
"val_loss": 1.1699259281158447,
"acc": 64.15,
"time": 148.61263521399997,
"param": [
{
"p": 0.000342706247465685,
"m": 1.0
},
{
"p": 0.012642379850149155,
"m": 1.0
},
{
"p": 0.00019773289386648685,
"m": 1.0
},
{
"p": 0.04350558668375015,
"m": 0.9999353289604187
},
{
"p": 0.00019817014981526881,
"m": 0.6148056983947754
},
{
"p": 9.61552286753431e-05,
"m": 0.6623328328132629
},
{
"p": 0.0004262348811607808,
"m": 0.391510546207428
},
{
"p": 0.0003921548486687243,
"m": 0.9999974370002747
},
{
"p": 0.5690010786056519,
"m": 0.7523183226585388
},
{
"p": 0.00038784206844866276,
"m": 0.9260873198509216
},
{
"p": 0.30555590987205505,
"m": 0.9999927282333374
},
{
"p": 0.000440146861365065,
"m": 0.9064233303070068
},
{
"p": 0.06666053831577301,
"m": 1.0
},
{
"p": 0.00015347999578807503,
"m": 1.0
}
]
},
{
"epoch": 27,
"train_loss": 1.5660250186920166,
"val_loss": 1.242079496383667,
"acc": 61.29,
"time": 149.282788814,
"param": [
{
"p": 0.00037618278292939067,
"m": 1.0
},
{
"p": 0.012657128274440765,
"m": 1.0
},
{
"p": 0.0002121664583683014,
"m": 1.0
},
{
"p": 0.04351354017853737,
"m": 0.9999097585678101
},
{
"p": 0.00021455506794154644,
"m": 0.6148086190223694
},
{
"p": 0.00010312384983990341,
"m": 0.6623327732086182
},
{
"p": 0.0004587088187690824,
"m": 0.39150533080101013
},
{
"p": 0.00042806530836969614,
"m": 0.9999723434448242
},
{
"p": 0.568816065788269,
"m": 0.7523272633552551
},
{
"p": 0.0004191604384686798,
"m": 0.9260595440864563
},
{
"p": 0.30548763275146484,
"m": 0.9999966621398926
},
{
"p": 0.00047521069063805044,
"m": 0.9063944816589355
},
{
"p": 0.06667676568031311,
"m": 1.0
},
{
"p": 0.0001617394300410524,
"m": 1.0
}
]
},
{
"epoch": 28,
"train_loss": 1.6890637874603271,
"val_loss": 1.0068303346633911,
"acc": 66.28,
"time": 148.79311559799999,
"param": [
{
"p": 0.00039932483923621476,
"m": 1.0
},
{
"p": 0.012682508677244186,
"m": 1.0
},
{
"p": 0.00022744973830413073,
"m": 1.0
},
{
"p": 0.043519433587789536,
"m": 0.9999032020568848
},
{
"p": 0.00023363241052720696,
"m": 0.6148205995559692
},
{
"p": 0.00011057826486648992,
"m": 0.6623311638832092
},
{
"p": 0.0004875699814874679,
"m": 0.3915156424045563
},
{
"p": 0.0004651352355722338,
"m": 0.9999734163284302
},
{
"p": 0.5686405897140503,
"m": 0.7523074150085449
},
{
"p": 0.0004476086178328842,
"m": 0.9260351657867432
},
{
"p": 0.3054213225841522,
"m": 0.9999954700469971
},
{
"p": 0.0005050868494436145,
"m": 0.9064189791679382
},
{
"p": 0.06668880581855774,
"m": 1.0
},
{
"p": 0.00017097481759265065,
"m": 1.0
}
]
},
{
"epoch": 29,
"train_loss": 2.031693696975708,
"val_loss": 1.2533388137817383,
"acc": 63.25,
"time": 148.80026368499966,
"param": [
{
"p": 0.00043691229075193405,
"m": 1.0
},
{
"p": 0.012707673013210297,
"m": 1.0
},
{
"p": 0.0002486915036570281,
"m": 1.0
},
{
"p": 0.043527498841285706,
"m": 0.9999035000801086
},
{
"p": 0.000250384327955544,
"m": 0.6148223280906677
},
{
"p": 0.0001188202659250237,
"m": 0.6623295545578003
},
{
"p": 0.0005294432048685849,
"m": 0.3915250599384308
},
{
"p": 0.0005002695834264159,
"m": 0.9999898076057434
},
{
"p": 0.5684330463409424,
"m": 0.7522823810577393
},
{
"p": 0.0004754405526909977,
"m": 0.9260444045066833
},
{
"p": 0.30533573031425476,
"m": 0.9999994039535522
},
{
"p": 0.0005468158633448184,
"m": 0.9064018726348877
},
{
"p": 0.06670179963111877,
"m": 1.0
},
{
"p": 0.00018741344683803618,
"m": 1.0
}
]
},
{
"epoch": 30,
"train_loss": 1.7232112884521484,
"val_loss": 1.3694467544555664,
"acc": 61.67,
"time": 149.20533742399948,
"param": [
{
"p": 0.00046617118641734123,
"m": 1.0
},
{
"p": 0.012720987200737,
"m": 1.0
},
{
"p": 0.0002640646998770535,
"m": 1.0
},
{
"p": 0.04353638365864754,
"m": 0.9999250173568726
},
{
"p": 0.000271282420726493,
"m": 0.614822268486023
},
{
"p": 0.00012781935220118612,
"m": 0.6623308062553406
},
{
"p": 0.0005644785705953836,
"m": 0.3915345370769501
},
{
"p": 0.0005367078119888902,
"m": 0.9999897480010986
},
{
"p": 0.5682505369186401,
"m": 0.7522755265235901
},
{
"p": 0.0005048672901466489,
"m": 0.9260833263397217
},
{
"p": 0.3052560091018677,
"m": 0.9999894499778748
},
{
"p": 0.0005822505918331444,
"m": 0.9063930511474609
},
{
"p": 0.06671182066202164,
"m": 1.0
},
{
"p": 0.00020655458502005786,
"m": 1.0
}
]
},
{
"epoch": 31,
"train_loss": 1.6381380558013916,
"val_loss": 1.0069066286087036,
"acc": 67.07,
"time": 148.69597013600014,
"param": [
{
"p": 0.0005093161016702652,
"m": 1.0
},
{
"p": 0.012743322178721428,
"m": 1.0
},
{
"p": 0.0002805429685395211,
"m": 1.0
},
{
"p": 0.04355601221323013,
"m": 0.9999127984046936
},
{
"p": 0.00029002263909205794,
"m": 0.6148279905319214
},
{
"p": 0.00013749473146162927,
"m": 0.6623297333717346
},
{
"p": 0.0006004168535582721,
"m": 0.3915484845638275
},
{
"p": 0.0005760923959314823,
"m": 0.9999900460243225
},
{
"p": 0.5680544972419739,
"m": 0.7522804141044617
},
{
"p": 0.0005339714698493481,
"m": 0.9260626435279846
},
{
"p": 0.30517011880874634,
"m": 0.9999882578849792
},
{
"p": 0.0006159142940305173,
"m": 0.9063758850097656
},
{
"p": 0.06670837104320526,
"m": 1.0
},
{
"p": 0.00022392408573068678,
"m": 1.0
}
]
},
{
"epoch": 32,
"train_loss": 1.7077826261520386,
"val_loss": 1.030996561050415,
"acc": 65.1,
"time": 148.42728780299967,
"param": [
{
"p": 0.0005360669456422329,
"m": 1.0
},
{
"p": 0.01275863591581583,
"m": 1.0
},
{
"p": 0.00029681294108740985,
"m": 1.0
},
{
"p": 0.0435652919113636,
"m": 0.999891459941864
},
{
"p": 0.0003016715927515179,
"m": 0.6148292422294617
},
{
"p": 0.00014882230607327074,
"m": 0.6623261570930481
},
{
"p": 0.0006400021375156939,
"m": 0.3915497958660126
},
{
"p": 0.000606024928856641,
"m": 0.9999676942825317
},
{
"p": 0.56788170337677,
"m": 0.7522611618041992
},
{
"p": 0.0005637705908156931,
"m": 0.9260225892066956
},
{
"p": 0.3050945997238159,
"m": 0.9999831318855286
},
{
"p": 0.0006475026020780206,
"m": 0.9063541889190674
},
{
"p": 0.06672250479459763,
"m": 1.0
},
{
"p": 0.0002364787069382146,
"m": 1.0
}
]
},
{
"epoch": 33,
"train_loss": 1.8363865613937378,
"val_loss": 0.8820429444313049,
"acc": 68.06,
"time": 148.86123702500026,
"param": [
{
"p": 0.0005752614815719426,
"m": 1.0
},
{
"p": 0.012775552459061146,
"m": 1.0
},
{
"p": 0.00031573596061207354,
"m": 1.0
},
{
"p": 0.043577540665864944,
"m": 0.9998698234558105
},
{
"p": 0.00032136295340023935,
"m": 0.614818274974823
},
{
"p": 0.0001564192643854767,
"m": 0.6623244881629944
},
{
"p": 0.0006774429348297417,
"m": 0.3915657103061676
},
{
"p": 0.0006509223021566868,
"m": 0.9999751448631287
},
{
"p": 0.567670464515686,
"m": 0.7522469758987427
},
{
"p": 0.0005941414274275303,
"m": 0.9260328412055969
},
{
"p": 0.30500614643096924,
"m": 0.9999865293502808
},
{
"p": 0.0006933283875696361,
"m": 0.9063274264335632
},
{
"p": 0.06673824787139893,
"m": 1.0
},
{
"p": 0.0002475327637512237,
"m": 1.0
}
]
},
{
"epoch": 34,
"train_loss": 1.3042161464691162,
"val_loss": 1.0064328908920288,
"acc": 67.55,
"time": 148.93322991500008,
"param": [
{
"p": 0.0006036399281583726,
"m": 1.0
},
{
"p": 0.012794814072549343,
"m": 1.0
},
{
"p": 0.00033069387427531183,
"m": 1.0
},
{
"p": 0.04358670487999916,
"m": 0.9998533725738525
},
{
"p": 0.00033528159838169813,
"m": 0.6148118376731873
},
{
"p": 0.0001643259747652337,
"m": 0.6623268723487854
},
{
"p": 0.0007038030307739973,
"m": 0.39156675338745117
},
{
"p": 0.0006798299145884812,
"m": 0.9999739527702332
},
{
"p": 0.5675151348114014,
"m": 0.752228856086731
},
{
"p": 0.0006203452358022332,
"m": 0.9260599613189697
},
{
"p": 0.3049415946006775,
"m": 0.999980628490448
},
{
"p": 0.0007159120868891478,
"m": 0.9063261151313782
},
{
"p": 0.06674590706825256,
"m": 1.0
},
{
"p": 0.0002619861043058336,
"m": 1.0
}
]
},
{
"epoch": 35,
"train_loss": 1.5959317684173584,
"val_loss": 1.0144119262695312,
"acc": 66.48,
"time": 148.4142347120005,
"param": [
{
"p": 0.0006368904723785818,
"m": 1.0
},
{
"p": 0.01280701532959938,
"m": 1.0
},
{
"p": 0.0003480785817373544,
"m": 1.0
},
{
"p": 0.04359857365489006,
"m": 0.9998021125793457
},
{
"p": 0.00035236155963502824,
"m": 0.6148134469985962
},
{
"p": 0.00017270937678404152,
"m": 0.6623256802558899
},
{
"p": 0.000731904583517462,
"m": 0.391567200422287
},
{
"p": 0.0007147990399971604,
"m": 0.9999733567237854
},
{
"p": 0.5673477649688721,
"m": 0.7522232532501221
},
{
"p": 0.0006478641298599541,
"m": 0.9260604381561279
},
{
"p": 0.30486634373664856,
"m": 0.999976634979248
},
{
"p": 0.0007486760732717812,
"m": 0.906338095664978
},
{
"p": 0.0667538270354271,
"m": 1.0
},
{
"p": 0.0002732740540523082,
"m": 1.0
}
]
},
{
"epoch": 36,
"train_loss": 1.3756922483444214,
"val_loss": 1.0491671562194824,
"acc": 67.33,
"time": 148.487689994,
"param": [
{
"p": 0.0006662331870757043,
"m": 1.0
},
{
"p": 0.01282848883420229,
"m": 1.0
},
{
"p": 0.0003632629232015461,
"m": 1.0
},
{
"p": 0.043608445674180984,
"m": 0.9997745752334595
},
{
"p": 0.0003663223469629884,
"m": 0.6148315668106079
},
{
"p": 0.0001816070289351046,
"m": 0.6623244285583496
},
{
"p": 0.0007560353260487318,
"m": 0.3915644586086273
},
{
"p": 0.0007494552410207689,
"m": 0.99997878074646
},
{
"p": 0.5671765804290771,
"m": 0.7522153258323669
},
{
"p": 0.0006761277327314019,
"m": 0.9259778261184692
},
{
"p": 0.3047965168952942,
"m": 0.9999712705612183
},
{
"p": 0.0007833854760974646,
"m": 0.9063307046890259
},
{
"p": 0.06676474958658218,
"m": 1.0
},
{
"p": 0.0002827168791554868,
"m": 1.0
}
]
},
{
"epoch": 37,
"train_loss": 1.015427827835083,
"val_loss": 1.0581533908843994,
"acc": 67.74,
"time": 149.04633000000013,
"param": [
{
"p": 0.0006912622484378517,
"m": 1.0
},
{
"p": 0.012841804884374142,
"m": 1.0
},
{
"p": 0.0003788111498579383,
"m": 1.0
},
{
"p": 0.043612830340862274,
"m": 0.9997851848602295
},
{
"p": 0.0003817919350694865,
"m": 0.6148278713226318
},
{
"p": 0.00018853324581868947,
"m": 0.6623236536979675
},
{
"p": 0.0007867706008255482,
"m": 0.39155980944633484
},
{
"p": 0.0007933577289804816,
"m": 0.9999802112579346
},
{
"p": 0.5670100450515747,
"m": 0.7522189617156982
},
{
"p": 0.0006997192394919693,
"m": 0.9259769320487976
},
{
"p": 0.304717093706131,
"m": 0.9999703764915466
},
{
"p": 0.0008206361089833081,
"m": 0.9063396453857422
},
{
"p": 0.06677751988172531,
"m": 1.0
},
{
"p": 0.00029983880813233554,
"m": 1.0
}
]
},
{
"epoch": 38,
"train_loss": 1.1876438856124878,
"val_loss": 1.0200880765914917,
"acc": 68.85,
"time": 149.31196906199966,
"param": [
{
"p": 0.0007232999778352678,
"m": 1.0
},
{
"p": 0.012865975499153137,
"m": 1.0
},
{
"p": 0.00039688701508566737,
"m": 1.0
},
{
"p": 0.043615810573101044,
"m": 0.9998155236244202
},
{
"p": 0.00039738122723065317,
"m": 0.6148176789283752
},
{
"p": 0.00019747579062823206,
"m": 0.6623247861862183
},
{
"p": 0.0008195042610168457,
"m": 0.3915697932243347
},
{
"p": 0.000831239449325949,
"m": 0.9999909400939941
},
{
"p": 0.5668197274208069,
"m": 0.752220094203949
},
{
"p": 0.0007365621859207749,
"m": 0.9260303974151611
},
{
"p": 0.30462270975112915,
"m": 0.9999751448631287
},
{
"p": 0.0008634933037683368,
"m": 0.9063067436218262
},
{
"p": 0.06679125875234604,
"m": 1.0
},
{
"p": 0.00031868633232079446,
"m": 1.0
}
]
},
{
"epoch": 39,
"train_loss": 1.4238299131393433,
"val_loss": 1.0705922842025757,
"acc": 68.85,
"time": 148.86441609899975,
"param": [
{
"p": 0.0007570385932922363,
"m": 1.0
},
{
"p": 0.012887918390333652,
"m": 1.0
},
{
"p": 0.0004149772285018116,
"m": 1.0
},
{
"p": 0.04362712800502777,
"m": 0.9998127818107605
},
{
"p": 0.00042547463090159,
"m": 0.6148072481155396
},
{
"p": 0.0002088254550471902,
"m": 0.662322998046875
},
{
"p": 0.0008488167077302933,
"m": 0.3915826082229614
},
{
"p": 0.0008579632267355919,
"m": 0.9999544024467468
},
{
"p": 0.5666254758834839,
"m": 0.7522221207618713
},
{
"p": 0.0007611538749188185,
"m": 0.9260600805282593
},
{
"p": 0.3045441210269928,
"m": 0.9999620318412781
},
{
"p": 0.0008997803088277578,
"m": 0.906290590763092
},
{
"p": 0.06680712848901749,
"m": 1.0
},
{
"p": 0.00033420571708120406,
"m": 1.0
}
]
},
{
"epoch": 40,
"train_loss": 1.2173569202423096,
"val_loss": 1.146126389503479,
"acc": 65.85,
"time": 149.3302939060004,
"param": [
{
"p": 0.0007921564392745495,
"m": 1.0
},
{
"p": 0.012911112979054451,
"m": 1.0
},
{
"p": 0.0004331451782491058,
"m": 1.0
},
{
"p": 0.04363550990819931,
"m": 0.9997685551643372
},
{
"p": 0.00044428816181607544,
"m": 0.6147903800010681
},
{
"p": 0.0002193020045524463,
"m": 0.6623215675354004
},
{
"p": 0.0008891947218216956,
"m": 0.39158332347869873
},
{
"p": 0.0008852939354255795,
"m": 0.9999419450759888
},
{
"p": 0.5664313435554504,
"m": 0.7522018551826477
},
{
"p": 0.0007934343302622437,
"m": 0.9260311126708984
},
{
"p": 0.3044607639312744,
"m": 0.9999475479125977
},
{
"p": 0.000938196899369359,
"m": 0.9063400030136108
},
{
"p": 0.06681607663631439,
"m": 1.0
},
{
"p": 0.0003501734172459692,
"m": 1.0
}
]
},
{
"epoch": 41,
"train_loss": 1.5073474645614624,
"val_loss": 1.3475509881973267,
"acc": 68.52,
"time": 148.53002803900017,
"param": [
{
"p": 0.000833203608635813,
"m": 1.0
},
{
"p": 0.012940838932991028,
"m": 1.0
},
{
"p": 0.00044910237193107605,
"m": 1.0
},
{
"p": 0.04365166276693344,
"m": 0.99981689453125
},
{
"p": 0.0004613270575646311,
"m": 0.6147904992103577
},
{
"p": 0.00022527246619574726,
"m": 0.6623252630233765
},
{
"p": 0.0009366656304337084,
"m": 0.39161643385887146
},
{
"p": 0.0009309991728514433,
"m": 0.999926745891571
},
{
"p": 0.5661935210227966,
"m": 0.7521891593933105
},
{
"p": 0.0008274996071122587,
"m": 0.9260791540145874
},
{
"p": 0.3043612837791443,
"m": 0.999943196773529
},
{
"p": 0.000992890098132193,
"m": 0.9063530564308167
},
{
"p": 0.066832035779953,
"m": 1.0
},
{
"p": 0.00036371132591739297,
"m": 1.0
}
]
},
{
"epoch": 42,
"train_loss": 0.8694382905960083,
"val_loss": 1.055769920349121,
"acc": 67.94,
"time": 148.8991359469992,
"param": [
{
"p": 0.0008783203666098416,
"m": 1.0
},
{
"p": 0.012965291738510132,
"m": 1.0
},
{
"p": 0.0004729358188342303,
"m": 1.0
},
{
"p": 0.043655622750520706,
"m": 0.9998728036880493
},
{
"p": 0.00048604878247715533,
"m": 0.6147770285606384
},
{
"p": 0.00023424506071023643,
"m": 0.6623249650001526
},
{
"p": 0.0009891749359667301,
"m": 0.39163437485694885
},
{
"p": 0.0009645274840295315,
"m": 0.9999344348907471
},
{
"p": 0.5659597516059875,
"m": 0.7521581053733826
},
{
"p": 0.0008563071605749428,
"m": 0.9260891675949097
},
{
"p": 0.30426040291786194,
"m": 0.9999441504478455
},
{
"p": 0.0010304624447599053,
"m": 0.9063831567764282
},
{
"p": 0.06686317920684814,
"m": 1.0
},
{
"p": 0.00038376369047909975,
"m": 1.0
}
]
},
{
"epoch": 43,
"train_loss": 2.2695627212524414,
"val_loss": 0.9744425415992737,
"acc": 67.65,
"time": 149.33075430499957,
"param": [
{
"p": 0.0009195164893753827,
"m": 1.0
},
{
"p": 0.012998012825846672,
"m": 1.0
},
{
"p": 0.0004906203830614686,
"m": 1.0
},
{
"p": 0.043663110584020615,
"m": 0.9998011589050293
},
{
"p": 0.0005024336860515177,
"m": 0.61477130651474
},
{
"p": 0.00024383552954532206,
"m": 0.6623323559761047
},
{
"p": 0.0010358921717852354,
"m": 0.3916260898113251
},
{
"p": 0.0010185240535065532,
"m": 0.9999251961708069
},
{
"p": 0.5657331347465515,
"m": 0.7521010041236877
},
{
"p": 0.0008925743750296533,
"m": 0.9260742664337158
},
{
"p": 0.30416008830070496,
"m": 0.9999329447746277
},
{
"p": 0.001083338400349021,
"m": 0.9063920974731445
},
{
"p": 0.0668611004948616,
"m": 1.0
},
{
"p": 0.000397812866140157,
"m": 1.0
}
]
},
{
"epoch": 44,
"train_loss": 0.9197036027908325,
"val_loss": 0.9914755821228027,
"acc": 68.57,
"time": 149.12003464099962,
"param": [
{
"p": 0.0009553143172524869,
"m": 1.0
},
{
"p": 0.01302406657487154,
"m": 1.0
},
{
"p": 0.0005087258177809417,
"m": 1.0
},
{
"p": 0.043689507991075516,
"m": 0.9998120069503784
},
{
"p": 0.0005264641949906945,
"m": 0.614748477935791
},
{
"p": 0.0002543176815379411,
"m": 0.6623300313949585
},
{
"p": 0.0010787957580760121,
"m": 0.3916226625442505
},
{
"p": 0.0010689269984140992,
"m": 0.9999297857284546
},
{
"p": 0.5654997825622559,
"m": 0.7520951628684998
},
{
"p": 0.0009317399235442281,
"m": 0.926059365272522
},
{
"p": 0.3040563464164734,
"m": 0.9999296069145203
},
{
"p": 0.0011193588143214583,
"m": 0.9063828587532043
},
{
"p": 0.06687411665916443,
"m": 1.0
},
{
"p": 0.0004125379491597414,
"m": 1.0
}
]
},
{
"epoch": 45,
"train_loss": 1.5844439268112183,
"val_loss": 1.1339845657348633,
"acc": 68.07,
"time": 149.30086957999993,
"param": [
{
"p": 0.0010004208888858557,
"m": 1.0
},
{
"p": 0.013065497390925884,
"m": 1.0
},
{
"p": 0.000527055119164288,
"m": 1.0
},
{
"p": 0.04370339587330818,
"m": 0.9998502135276794
},
{
"p": 0.0005505181034095585,
"m": 0.6147432923316956
},
{
"p": 0.00026276029529981315,
"m": 0.6623336672782898
},
{
"p": 0.001130985445342958,
"m": 0.391634464263916
},
{
"p": 0.0011158735724166036,
"m": 0.9999377131462097
},
{
"p": 0.5652543306350708,
"m": 0.7520710229873657
},
{
"p": 0.0009638636838644743,
"m": 0.9260934591293335
},
{
"p": 0.30395036935806274,
"m": 0.9999293088912964
},
{
"p": 0.0011633653193712234,
"m": 0.9064074754714966
},
{
"p": 0.06688522547483444,
"m": 1.0
},
{
"p": 0.0004262872680556029,
"m": 1.0
}
]
},
{
"epoch": 46,
"train_loss": 0.8722814917564392,
"val_loss": 1.040481686592102,
"acc": 69.14,
"time": 149.03448759399998,
"param": [
{
"p": 0.0010491932043805718,
"m": 1.0
},
{
"p": 0.013087762519717216,
"m": 1.0
},
{
"p": 0.0005422690883278847,
"m": 1.0
},
{
"p": 0.0437207892537117,
"m": 0.999833881855011
},
{
"p": 0.0005811768933199346,
"m": 0.6147493124008179
},
{
"p": 0.0002722329809330404,
"m": 0.6623396277427673
},
{
"p": 0.0011692375410348177,
"m": 0.3916653096675873
},
{
"p": 0.0011523151770234108,
"m": 0.9999368190765381
},
{
"p": 0.5650385618209839,
"m": 0.752018392086029
},
{
"p": 0.0009931748500093818,
"m": 0.9262018203735352
},
{
"p": 0.30385464429855347,
"m": 0.9999217391014099
},
{
"p": 0.0011935126967728138,
"m": 0.9063774347305298
},
{
"p": 0.06689643114805222,
"m": 1.0
},
{
"p": 0.00044866587268188596,
"m": 1.0
}
]
},
{
"epoch": 47,
"train_loss": 1.4422364234924316,
"val_loss": 1.1831706762313843,
"acc": 68.99,
"time": 148.8495298199996,
"param": [
{
"p": 0.0010868939571082592,
"m": 1.0
},
{
"p": 0.0131303109228611,
"m": 1.0
},
{
"p": 0.0005644505727104843,
"m": 1.0
},
{
"p": 0.043724559247493744,
"m": 0.9997892379760742
},
{
"p": 0.000602210930082947,
"m": 0.6147373914718628
},
{
"p": 0.000287388771539554,
"m": 0.662339448928833
},
{
"p": 0.0012094391277059913,
"m": 0.39170244336128235
},
{
"p": 0.001183818094432354,
"m": 0.9999204874038696
},
{
"p": 0.5648086071014404,
"m": 0.7519989609718323
},
{
"p": 0.0010365941561758518,
"m": 0.9262481331825256
},
{
"p": 0.3037513494491577,
"m": 0.9999173879623413
},
{
"p": 0.0012338708620518446,
"m": 0.9063646793365479
},
{
"p": 0.06691041588783264,
"m": 1.0
},
{
"p": 0.00047017750330269337,
"m": 1.0
}
]
},
{
"epoch": 48,
"train_loss": 1.5173537731170654,
"val_loss": 1.1634360551834106,
"acc": 69.04,
"time": 149.18233288400006,
"param": [
{
"p": 0.0011111196363344789,
"m": 1.0
},
{
"p": 0.013169231824576855,
"m": 1.0
},
{
"p": 0.0005781078361906111,
"m": 1.0
},
{
"p": 0.043724190443754196,
"m": 0.9997994899749756
},
{
"p": 0.0006131321424618363,
"m": 0.6147211790084839
},
{
"p": 0.00029342217021621764,
"m": 0.6623426079750061
},
{
"p": 0.0012398709077388048,
"m": 0.39169448614120483
},
{
"p": 0.0012060661101713777,
"m": 0.999908983707428
},
{
"p": 0.5646334886550903,
"m": 0.7519510984420776
},
{
"p": 0.0010675578378140926,
"m": 0.9262723922729492
},
{
"p": 0.3036818504333496,
"m": 0.9999030828475952
},
{
"p": 0.0012759305536746979,
"m": 0.9063534140586853
},
{
"p": 0.06691978871822357,
"m": 1.0
},
{
"p": 0.00048625690396875143,
"m": 1.0
}
]
},
{
"epoch": 49,
"train_loss": 0.889019787311554,
"val_loss": 1.2245060205459595,
"acc": 68.52,
"time": 149.1408356560005,
"param": [
{
"p": 0.0011316643794998527,
"m": 1.0
},
{
"p": 0.013204671442508698,
"m": 1.0
},
{
"p": 0.0005947767058387399,
"m": 1.0
},
{
"p": 0.043735574930906296,
"m": 0.99974524974823
},
{
"p": 0.0006386169116012752,
"m": 0.6147242784500122
},
{
"p": 0.0003054196131415665,
"m": 0.6623395085334778
},
{
"p": 0.0012827444588765502,
"m": 0.39171144366264343
},
{
"p": 0.0012374685611575842,
"m": 0.9999002814292908
},
{
"p": 0.5644291639328003,
"m": 0.751966655254364
},
{
"p": 0.0010926557006314397,
"m": 0.926300585269928
},
{
"p": 0.3035973608493805,
"m": 0.9999005794525146
},
{
"p": 0.0013142317766323686,
"m": 0.9063454866409302
},
{
"p": 0.066927969455719,
"m": 1.0
},
{
"p": 0.0005077620153315365,
"m": 1.0
}
]
},
{
"epoch": 50,
"train_loss": 1.2321512699127197,
"val_loss": 1.3201814889907837,
"acc": 67.29,
"time": 149.23890003999986,
"param": [
{
"p": 0.0011817477643489838,
"m": 1.0
},
{
"p": 0.013237705454230309,
"m": 1.0
},
{
"p": 0.0006146417581476271,
"m": 1.0
},
{
"p": 0.043759457767009735,
"m": 0.9997355341911316
},
{
"p": 0.0006778010865673423,
"m": 0.6147300004959106
},
{
"p": 0.00032230623764917254,
"m": 0.662341833114624
},
{
"p": 0.0013204511487856507,
"m": 0.3917340636253357
},
{
"p": 0.001276050228625536,
"m": 0.9998909831047058
},
{
"p": 0.5641497373580933,
"m": 0.7519296407699585
},
{
"p": 0.0011357269249856472,
"m": 0.9263554215431213
},
{
"p": 0.3034847676753998,
"m": 0.9999027252197266
},
{
"p": 0.0013788837241008878,
"m": 0.9063093662261963
},
{
"p": 0.06693370640277863,
"m": 1.0
},
{
"p": 0.000527049764059484,
"m": 1.0
}
]
},
{
"epoch": 51,
"train_loss": 1.3368910551071167,
"val_loss": 0.8726275563240051,
"acc": 68.78,
"time": 149.14258999899994,
"param": [
{
"p": 0.0012417440302670002,
"m": 1.0
},
{
"p": 0.013246777467429638,
"m": 1.0
},
{
"p": 0.000654756382573396,
"m": 1.0
},
{
"p": 0.04378724470734596,
"m": 0.9997318983078003
},
{
"p": 0.0007044245139695704,
"m": 0.6147130727767944
},
{
"p": 0.0003366045712027699,
"m": 0.662345290184021
},
{
"p": 0.001394091290421784,
"m": 0.3917233347892761
},
{
"p": 0.0013269645860418677,
"m": 0.999912679195404
},
{
"p": 0.563805341720581,
"m": 0.7518934607505798
},
{
"p": 0.0011900229146704078,
"m": 0.9263941645622253
},
{
"p": 0.30335983633995056,
"m": 0.9998924732208252
},
{
"p": 0.0014354592422023416,
"m": 0.9062545895576477
},
{
"p": 0.06695925444364548,
"m": 1.0
},
{
"p": 0.000557558611035347,
"m": 1.0
}
]
},
{
"epoch": 52,
"train_loss": 1.9865045547485352,
"val_loss": 0.8650731444358826,
"acc": 68.37,
"time": 148.98083697400034,
"param": [
{
"p": 0.0012822181452065706,
"m": 1.0
},
{
"p": 0.013261092826724052,
"m": 1.0
},
{
"p": 0.0006771613261662424,
"m": 1.0
},
{
"p": 0.043804723769426346,
"m": 0.9997530579566956
},
{
"p": 0.0007081793737597764,
"m": 0.6147162318229675
},
{
"p": 0.00034612268791534007,
"m": 0.6623474955558777
},
{
"p": 0.0014221830060705543,
"m": 0.39173397421836853
},
{
"p": 0.001361680799163878,
"m": 0.9999123811721802
},
{
"p": 0.5635996460914612,
"m": 0.7518824934959412
},
{
"p": 0.0012237316695973277,
"m": 0.9263957738876343
},
{
"p": 0.3032781481742859,
"m": 0.9998908638954163
},
{
"p": 0.001491775969043374,
"m": 0.9062288403511047
},
{
"p": 0.06697395443916321,
"m": 1.0
},
{
"p": 0.0005692928680218756,
"m": 1.0
}
]
},
{
"epoch": 53,
"train_loss": 2.234889268875122,
"val_loss": 0.8540990948677063,
"acc": 67.94,
"time": 148.97711207500015,
"param": [
{
"p": 0.001316924230195582,
"m": 1.0
},
{
"p": 0.013272999785840511,
"m": 1.0
},
{
"p": 0.0006969289970584214,
"m": 1.0
},
{
"p": 0.04381881654262543,
"m": 0.9997766017913818
},
{
"p": 0.000731330132111907,
"m": 0.6147151589393616
},
{
"p": 0.00035519141238182783,
"m": 0.6623420715332031
},
{
"p": 0.0014605538453906775,
"m": 0.391753226518631
},
{
"p": 0.0013929849956184626,
"m": 0.9999291300773621
},
{
"p": 0.5634211897850037,
"m": 0.7518811821937561
},
{
"p": 0.0012596150627359748,
"m": 0.9263661503791809
},
{
"p": 0.3031949996948242,
"m": 0.9998964667320251
},
{
"p": 0.001527064829133451,
"m": 0.9062427282333374
},
{
"p": 0.06698404252529144,
"m": 1.0
},
{
"p": 0.0005673491396009922,
"m": 1.0
}
]
},
{
"epoch": 54,
"train_loss": 2.1924500465393066,
"val_loss": 0.9983600974082947,
"acc": 67.18,
"time": 148.96809347999988,
"param": [
{
"p": 0.0013597498182207346,
"m": 1.0
},
{
"p": 0.01327994279563427,
"m": 1.0
},
{
"p": 0.0007164333364926279,
"m": 1.0
},
{
"p": 0.04383159801363945,
"m": 0.9998247027397156
},
{
"p": 0.0007447031093761325,
"m": 0.6147207617759705
},
{
"p": 0.00036422794801183045,
"m": 0.6623401641845703
},
{
"p": 0.0015011082869023085,
"m": 0.3917877674102783
},
{
"p": 0.0014279036549851298,
"m": 0.9999216198921204
},
{
"p": 0.5632382035255432,
"m": 0.7519132494926453
},
{
"p": 0.0012883219169452786,
"m": 0.9263808727264404
},
{
"p": 0.30310913920402527,
"m": 0.9998944997787476
},
{
"p": 0.0015668390551581979,
"m": 0.9062504172325134
},
{
"p": 0.0669964924454689,
"m": 1.0
},
{
"p": 0.0005753539153374732,
"m": 1.0
}
]
},
{
"epoch": 55,
"train_loss": 3.0318450927734375,
"val_loss": 0.8322190642356873,
"acc": 69.31,
"time": 149.16556827000113,
"param": [
{
"p": 0.001388794626109302,
"m": 1.0
},
{
"p": 0.013282842934131622,
"m": 1.0
},
{
"p": 0.0007372497348114848,
"m": 1.0
},
{
"p": 0.04383845627307892,
"m": 0.9997822642326355
},
{
"p": 0.0007572705508209765,
"m": 0.6147150993347168
},
{
"p": 0.0003690421872306615,
"m": 0.662346601486206
},
{
"p": 0.0015294429613277316,
"m": 0.39179205894470215
},
{
"p": 0.0014596476685255766,
"m": 0.9999315738677979
},
{
"p": 0.5630569458007812,
"m": 0.7519392967224121
},
{
"p": 0.001326747820712626,
"m": 0.9263498783111572
},
{
"p": 0.3030399978160858,
"m": 0.999884307384491
},
{
"p": 0.0016015056753531098,
"m": 0.9061881899833679
},
{
"p": 0.06702149659395218,
"m": 1.0
},
{
"p": 0.0005905732978135347,
"m": 1.0
}
]
},
{
"epoch": 56,
"train_loss": 1.6322944164276123,
"val_loss": 0.874793529510498,
"acc": 68.72,
"time": 149.17506711500027,
"param": [
{
"p": 0.0014207529602572322,
"m": 1.0
},
{
"p": 0.013286448083817959,
"m": 1.0
},
{
"p": 0.0007513269083574414,
"m": 1.0
},
{
"p": 0.04384696111083031,
"m": 0.9998471140861511
},
{
"p": 0.0007725045434199274,
"m": 0.6147258281707764
},
{
"p": 0.0003768817987293005,
"m": 0.6623477339744568
},
{
"p": 0.0015611342387273908,
"m": 0.39179497957229614
},
{
"p": 0.0014966725138947368,
"m": 0.9999654293060303
},
{
"p": 0.5628888010978699,
"m": 0.7519211769104004
},
{
"p": 0.0013511681463569403,
"m": 0.9263310432434082
},
{
"p": 0.30297383666038513,
"m": 0.9998829364776611
},
{
"p": 0.001643476658500731,
"m": 0.9061325192451477
},
{
"p": 0.06703395396471024,
"m": 1.0
},
{
"p": 0.0005961027345620096,
"m": 1.0
}
]
},
{
"epoch": 57,
"train_loss": 1.46731436252594,
"val_loss": 0.9586431980133057,
"acc": 69.61,
"time": 148.61892559099942,
"param": [
{
"p": 0.0014697401784360409,
"m": 1.0
},
{
"p": 0.01330715510994196,
"m": 1.0
},
{
"p": 0.0007773361285217106,
"m": 1.0
},
{
"p": 0.04384814575314522,
"m": 0.9999189376831055
},
{
"p": 0.0007967375568114221,
"m": 0.6147229075431824
},
{
"p": 0.00038592092460021377,
"m": 0.6623424887657166
},
{
"p": 0.001610253588296473,
"m": 0.3918249011039734
},
{
"p": 0.0015336750075221062,
"m": 0.9999814629554749
},
{
"p": 0.5626428723335266,
"m": 0.7518863677978516
},
{
"p": 0.0014023362891748548,
"m": 0.926335334777832
},
{
"p": 0.3028756380081177,
"m": 0.999885618686676
},
{
"p": 0.0016958487685769796,
"m": 0.9060816168785095
},
{
"p": 0.06704691797494888,
"m": 1.0
},
{
"p": 0.0006074346019886434,
"m": 1.0
}
]
},
{
"epoch": 58,
"train_loss": 1.556342363357544,
"val_loss": 0.7960258722305298,
"acc": 69.23,
"time": 148.53878326300037,
"param": [
{
"p": 0.0015057653654366732,
"m": 1.0
},
{
"p": 0.013328242115676403,
"m": 1.0
},
{
"p": 0.0007981250528246164,
"m": 1.0
},
{
"p": 0.043847158551216125,
"m": 0.9998912215232849
},
{
"p": 0.0008209826773963869,
"m": 0.614724338054657
},
{
"p": 0.000392658548662439,
"m": 0.6623473763465881
},
{
"p": 0.001664243871346116,
"m": 0.3918587565422058
},
{
"p": 0.0015785818686708808,
"m": 0.9999836087226868
},
{
"p": 0.5624129772186279,
"m": 0.7518567442893982
},
{
"p": 0.001439957064576447,
"m": 0.9263486862182617
},
{
"p": 0.3027782440185547,
"m": 0.9998732805252075
},
{
"p": 0.0017424857942387462,
"m": 0.9060894846916199
},
{
"p": 0.06706353276968002,
"m": 1.0
},
{
"p": 0.0006270198500715196,
"m": 1.0
}
]
},
{
"epoch": 59,
"train_loss": 1.7736878395080566,
"val_loss": 0.9646066427230835,
"acc": 67.1,
"time": 149.03984426100033,
"param": [
{
"p": 0.0015645414823666215,
"m": 1.0
},
{
"p": 0.01334522943943739,
"m": 1.0
},
{
"p": 0.0008178789867088199,
"m": 1.0
},
{
"p": 0.04385993629693985,
"m": 0.999779999256134
},
{
"p": 0.0008459635428152978,
"m": 0.6147099137306213
},
{
"p": 0.0003930482198484242,
"m": 0.6623444557189941
},
{
"p": 0.0017178833950310946,
"m": 0.39188623428344727
},
{
"p": 0.0016342606395483017,
"m": 0.9999349117279053
},
{
"p": 0.5621383190155029,
"m": 0.7518198490142822
},
{
"p": 0.0014887541765347123,
"m": 0.9263076186180115
},
{
"p": 0.3026784360408783,
"m": 0.9998539686203003
},
{
"p": 0.001786421868018806,
"m": 0.9061285257339478
},
{
"p": 0.06710292398929596,
"m": 1.0
},
{
"p": 0.0006264690891839564,
"m": 1.0
}
]
},
{
"epoch": 60,
"train_loss": 2.026528835296631,
"val_loss": 0.8085160255432129,
"acc": 70.7,
"time": 149.01587824099988,
"param": [
{
"p": 0.0016085567185655236,
"m": 1.0
},
{
"p": 0.013353184796869755,
"m": 1.0
},
{
"p": 0.0008421622333116829,
"m": 1.0
},
{
"p": 0.043877843767404556,
"m": 0.9997878074645996
},
{
"p": 0.0008609088836237788,
"m": 0.6147024035453796
},
{
"p": 0.00040105212246999145,
"m": 0.6623409390449524
},
{
"p": 0.0017618589336052537,
"m": 0.3919357657432556
},
{
"p": 0.001663579256273806,
"m": 0.9999218583106995
},
{
"p": 0.561923086643219,
"m": 0.7518534064292908
},
{
"p": 0.0015338497469201684,
"m": 0.9261602759361267
},
{
"p": 0.30259060859680176,
"m": 0.9998510479927063
},
{
"p": 0.0018179407343268394,
"m": 0.906129002571106
},
{
"p": 0.06712774932384491,
"m": 1.0
},
{
"p": 0.0006376122473739088,
"m": 1.0
}
]
},
{
"epoch": 61,
"train_loss": 2.2378616333007812,
"val_loss": 0.8146947026252747,
"acc": 69.75,
"time": 149.34365990699916,
"param": [
{
"p": 0.0016449752729386091,
"m": 1.0
},
{
"p": 0.013367136009037495,
"m": 1.0
},
{
"p": 0.0008671995019540191,
"m": 1.0
},
{
"p": 0.04389014095067978,
"m": 0.9998618960380554
},
{
"p": 0.0008892064797692001,
"m": 0.614709198474884
},
{
"p": 0.00040581965004093945,
"m": 0.6623336672782898
},
{
"p": 0.001824700739234686,
"m": 0.3919486105442047
},
{
"p": 0.001713355304673314,
"m": 0.9999999403953552
},
{
"p": 0.5616844296455383,
"m": 0.7518694996833801
},
{
"p": 0.0015698419883847237,
"m": 0.9262480139732361
},
{
"p": 0.3024713397026062,
"m": 0.9998593926429749
},
{
"p": 0.00187922571785748,
"m": 0.9061087369918823
},
{
"p": 0.06714683026075363,
"m": 1.0
},
{
"p": 0.0006458559655584395,
"m": 1.0
}
]
},
{
"epoch": 62,
"train_loss": 1.5413110256195068,
"val_loss": 0.7342787384986877,
"acc": 68.49,
"time": 149.08563288799996,
"param": [
{
"p": 0.0017038061050698161,
"m": 1.0
},
{
"p": 0.013384916819632053,
"m": 1.0
},
{
"p": 0.0009001322905533016,
"m": 1.0
},
{
"p": 0.04390772432088852,
"m": 0.9998724460601807
},
{
"p": 0.0009046666091307998,
"m": 0.6147186160087585
},
{
"p": 0.00041801296174526215,
"m": 0.6623329520225525
},
{
"p": 0.0018894787644967437,
"m": 0.3919905424118042
},
{
"p": 0.0017942163394764066,
"m": 0.9999998211860657
},
{
"p": 0.5613386034965515,
"m": 0.7518320679664612
},
{
"p": 0.0016214019851759076,
"m": 0.9262939691543579
},
{
"p": 0.30233678221702576,
"m": 0.9998601675033569
},
{
"p": 0.001972390338778496,
"m": 0.9060574769973755
},
{
"p": 0.06715226173400879,
"m": 1.0
},
{
"p": 0.0006755806389264762,
"m": 1.0
}
]
},
{
"epoch": 63,
"train_loss": 1.9683763980865479,
"val_loss": 0.9513574838638306,
"acc": 70.89,
"time": 149.53028497299965,
"param": [
{
"p": 0.001758474507369101,
"m": 1.0
},
{
"p": 0.013407615944743156,
"m": 1.0
},
{
"p": 0.0009320316021330655,
"m": 1.0
},
{
"p": 0.043912481516599655,
"m": 0.9997497797012329
},
{
"p": 0.0009227046393789351,
"m": 0.6147226691246033
},
{
"p": 0.0004233177751302719,
"m": 0.6623259782791138
},
{
"p": 0.0019338084384799004,
"m": 0.39199501276016235
},
{
"p": 0.001859602052718401,
"m": 0.9999994039535522
},
{
"p": 0.5610450506210327,
"m": 0.75177001953125
},
{
"p": 0.0016766408225521445,
"m": 0.9262867569923401
},
{
"p": 0.30220070481300354,
"m": 0.9998331069946289
},
{
"p": 0.002047908026725054,
"m": 0.9060666561126709
},
{
"p": 0.06717611104249954,
"m": 1.0
},
{
"p": 0.0007035721209831536,
"m": 1.0
}
]
},
{
"epoch": 64,
"train_loss": 1.4089984893798828,
"val_loss": 0.9492083191871643,
"acc": 69.77,
"time": 149.13872116099992,
"param": [
{
"p": 0.0017936690710484982,
"m": 1.0
},
{
"p": 0.013415423221886158,
"m": 1.0
},
{
"p": 0.0009526225621812046,
"m": 1.0
},
{
"p": 0.043924808502197266,
"m": 0.9997203946113586
},
{
"p": 0.0009388566249981523,
"m": 0.6147175431251526
},
{
"p": 0.0004334172117523849,
"m": 0.6623220443725586
},
{
"p": 0.0019781864248216152,
"m": 0.3920215666294098
},
{
"p": 0.0019035141449421644,
"m": 0.999979555606842
},
{
"p": 0.5608214735984802,
"m": 0.7517447471618652
},
{
"p": 0.0017126748571172357,
"m": 0.926243782043457
},
{
"p": 0.3021167814731598,
"m": 0.9998255372047424
},
{
"p": 0.0020964862778782845,
"m": 0.90599524974823
},
{
"p": 0.06718949228525162,
"m": 1.0
},
{
"p": 0.000722594209946692,
"m": 1.0
}
]
},
{
"epoch": 65,
"train_loss": 2.2990798950195312,
"val_loss": 0.908984899520874,
"acc": 70.29,
"time": 150.24297873899923,
"param": [
{
"p": 0.0018457871628925204,
"m": 1.0
},
{
"p": 0.013462862931191921,
"m": 1.0
},
{
"p": 0.0009805558947846293,
"m": 1.0
},
{
"p": 0.04394973814487457,
"m": 0.9998266696929932
},
{
"p": 0.000970977358520031,
"m": 0.6147055625915527
},
{
"p": 0.0004420976329129189,
"m": 0.6623106002807617
},
{
"p": 0.0020532715134322643,
"m": 0.39203494787216187
},
{
"p": 0.001961258240044117,
"m": 0.999989926815033
},
{
"p": 0.56046462059021,
"m": 0.7516738772392273
},
{
"p": 0.0017746721860021353,
"m": 0.9261782169342041
},
{
"p": 0.30196070671081543,
"m": 0.9998283982276917
},
{
"p": 0.0021663918159902096,
"m": 0.9059278964996338
},
{
"p": 0.0672139823436737,
"m": 1.0
},
{
"p": 0.0007531012524850667,
"m": 1.0
}
]
},
{
"epoch": 66,
"train_loss": 2.5655388832092285,
"val_loss": 0.8943578004837036,
"acc": 69.78,
"time": 149.85205816500093,
"param": [
{
"p": 0.0019251193152740598,
"m": 1.0
},
{
"p": 0.013500124216079712,
"m": 1.0
},
{
"p": 0.00101705442648381,
"m": 1.0
},
{
"p": 0.043970298022031784,
"m": 0.9997371435165405
},
{
"p": 0.0010154817719012499,
"m": 0.6146922707557678
},
{
"p": 0.00045970658538863063,
"m": 0.6622985601425171
},
{
"p": 0.002133644185960293,
"m": 0.3920799195766449
},
{
"p": 0.0020252868998795748,
"m": 0.9999338388442993
},
{
"p": 0.5600479245185852,
"m": 0.7516613006591797
},
{
"p": 0.0018414224032312632,
"m": 0.9261504411697388
},
{
"p": 0.301798552274704,
"m": 0.9998545050621033
},
{
"p": 0.0022402906324714422,
"m": 0.905886709690094
},
{
"p": 0.06724581122398376,
"m": 1.0
},
{
"p": 0.0007793233380652964,
"m": 1.0
}
]
},
{
"epoch": 67,
"train_loss": 2.1732051372528076,
"val_loss": 0.8268758654594421,
"acc": 70.02,
"time": 149.53849551500025,
"param": [
{
"p": 0.001971933525055647,
"m": 1.0
},
{
"p": 0.013511447235941887,
"m": 1.0
},
{
"p": 0.0010521619115024805,
"m": 1.0
},
{
"p": 0.043973810970783234,
"m": 0.9997228384017944
},
{
"p": 0.001041839481331408,
"m": 0.6146750450134277
},
{
"p": 0.00048203652841039,
"m": 0.6623046398162842
},
{
"p": 0.002196548506617546,
"m": 0.392106294631958
},
{
"p": 0.0020757948514074087,
"m": 0.9999542236328125
},
{
"p": 0.5597479939460754,
"m": 0.7516903281211853
},
{
"p": 0.0018939936999231577,
"m": 0.9261266589164734
},
{
"p": 0.30167537927627563,
"m": 0.9998559951782227
},
{
"p": 0.0023106541484594345,
"m": 0.905815839767456
},
{
"p": 0.06727148592472076,
"m": 1.0
},
{
"p": 0.0007949608261696994,
"m": 1.0
}
]
},
{
"epoch": 68,
"train_loss": 1.468932867050171,
"val_loss": 0.9489943981170654,
"acc": 69.52,
"time": 149.13806259900048,
"param": [
{
"p": 0.002019148552790284,
"m": 1.0
},
{
"p": 0.01353019941598177,
"m": 1.0
},
{
"p": 0.0010747681371867657,
"m": 1.0
},
{
"p": 0.04399022459983826,
"m": 0.9996500611305237
},
{
"p": 0.0010476068127900362,
"m": 0.6146756410598755
},
{
"p": 0.0004957833443768322,
"m": 0.6622979044914246
},
{
"p": 0.0022548579145222902,
"m": 0.3921211361885071
},
{
"p": 0.0021284909453243017,
"m": 0.9999486804008484
},
{
"p": 0.55948406457901,
"m": 0.7516929507255554
},
{
"p": 0.0019470670958980918,
"m": 0.9261766076087952
},
{
"p": 0.3015585243701935,
"m": 0.999845564365387
},
{
"p": 0.0023517459630966187,
"m": 0.9057785868644714
},
{
"p": 0.06730274111032486,
"m": 1.0
},
{
"p": 0.0008147349581122398,
"m": 1.0
}
]
},
{
"epoch": 69,
"train_loss": 1.8805266618728638,
"val_loss": 0.8669766783714294,
"acc": 70.53,
"time": 149.53772476000086,
"param": [
{
"p": 0.0020721592009067535,
"m": 1.0
},
{
"p": 0.01354739535599947,
"m": 1.0
},
{
"p": 0.0010998323559761047,
"m": 1.0
},
{
"p": 0.043983206152915955,
"m": 0.9996666312217712
},
{
"p": 0.0010681685525923967,
"m": 0.6146836280822754
},
{
"p": 0.0005068216705694795,
"m": 0.6622666716575623
},
{
"p": 0.0022998664062470198,
"m": 0.3921830356121063
},
{
"p": 0.0021929244976490736,
"m": 0.9999706149101257
},
{
"p": 0.5591828227043152,
"m": 0.7516945004463196
},
{
"p": 0.002008149167522788,
"m": 0.9262352585792542
},
{
"p": 0.3014484941959381,
"m": 0.9998346567153931
},
{
"p": 0.002420338336378336,
"m": 0.9057320952415466
},
{
"p": 0.06732794642448425,
"m": 1.0
},
{
"p": 0.0008418671786785126,
"m": 1.0
}
]
},
{
"epoch": 70,
"train_loss": 2.148782730102539,
"val_loss": 0.8285888433456421,
"acc": 70.57,
"time": 149.17399440900044,
"param": [
{
"p": 0.0021102693863213062,
"m": 1.0
},
{
"p": 0.013561145402491093,
"m": 1.0
},
{
"p": 0.0011295423610135913,
"m": 1.0
},
{
"p": 0.04401062801480293,
"m": 0.9998612999916077
},
{
"p": 0.0011035286588594317,
"m": 0.6147053837776184
},
{
"p": 0.0005206845235079527,
"m": 0.6622562408447266
},
{
"p": 0.0023578356485813856,
"m": 0.39225825667381287
},
{
"p": 0.0022503212094306946,
"m": 0.9999808073043823
},
{
"p": 0.5589230060577393,
"m": 0.751652181148529
},
{
"p": 0.002036779187619686,
"m": 0.9263367056846619
},
{
"p": 0.30133408308029175,
"m": 0.9998345971107483
},
{
"p": 0.0024653926957398653,
"m": 0.9057273864746094
},
{
"p": 0.0673421174287796,
"m": 1.0
},
{
"p": 0.0008546219323761761,
"m": 1.0
}
]
},
{
"epoch": 71,
"train_loss": 2.3741862773895264,
"val_loss": 0.7853172421455383,
"acc": 71.36,
"time": 149.2916316660012,
"param": [
{
"p": 0.0021788873709738255,
"m": 1.0
},
{
"p": 0.013591621071100235,
"m": 1.0
},
{
"p": 0.001164145884104073,
"m": 1.0
},
{
"p": 0.04402966424822807,
"m": 0.9998753666877747
},
{
"p": 0.0011616275878623128,
"m": 0.6147392988204956
},
{
"p": 0.0005363147356547415,
"m": 0.6622520685195923
},
{
"p": 0.0024418970569968224,
"m": 0.3922741115093231
},
{
"p": 0.002317136852070689,
"m": 0.9999852180480957
},
{
"p": 0.5585387349128723,
"m": 0.7516248226165771
},
{
"p": 0.0020933980122208595,
"m": 0.9263237118721008
},
{
"p": 0.30115801095962524,
"m": 0.9997875094413757
},
{
"p": 0.0025521430652588606,
"m": 0.905624508857727
},
{
"p": 0.06735941022634506,
"m": 1.0
},
{
"p": 0.0008769770502112806,
"m": 1.0
}
]
},
{
"epoch": 72,
"train_loss": 1.8966875076293945,
"val_loss": 0.8340800404548645,
"acc": 70.37,
"time": 149.28484756000034,
"param": [
{
"p": 0.0022471467964351177,
"m": 1.0
},
{
"p": 0.013630745001137257,
"m": 1.0
},
{
"p": 0.0011934532085433602,
"m": 1.0
},
{
"p": 0.04404382035136223,
"m": 0.999886155128479
},
{
"p": 0.001187788788229227,
"m": 0.6147148609161377
},
{
"p": 0.0005510445334948599,
"m": 0.6622552275657654
},
{
"p": 0.0024987487122416496,
"m": 0.3923180401325226
},
{
"p": 0.0023987365420907736,
"m": 0.9999936819076538
},
{
"p": 0.5581713914871216,
"m": 0.7516909241676331
},
{
"p": 0.00213030562736094,
"m": 0.9263523817062378
},
{
"p": 0.3010150194168091,
"m": 0.9997951984405518
},
{
"p": 0.0026308358646929264,
"m": 0.9055626392364502
},
{
"p": 0.06739386171102524,
"m": 1.0
},
{
"p": 0.0009071717504411936,
"m": 1.0
}
]
},
{
"epoch": 73,
"train_loss": 2.175426959991455,
"val_loss": 0.9742400646209717,
"acc": 69.55,
"time": 149.6448902250013,
"param": [
{
"p": 0.002317561535164714,
"m": 1.0
},
{
"p": 0.013647632673382759,
"m": 1.0
},
{
"p": 0.0012386596063151956,
"m": 1.0
},
{
"p": 0.04406219720840454,
"m": 0.9997695684432983
},
{
"p": 0.0012261868687346578,
"m": 0.614713191986084
},
{
"p": 0.0005715539446100593,
"m": 0.662257194519043
},
{
"p": 0.0025500182528048754,
"m": 0.3923414349555969
},
{
"p": 0.0024536505807191133,
"m": 0.9999309182167053
},
{
"p": 0.5578095316886902,
"m": 0.7516651749610901
},
{
"p": 0.0021806282456964254,
"m": 0.9263615012168884
},
{
"p": 0.30087900161743164,
"m": 0.9997944831848145
},
{
"p": 0.002714666072279215,
"m": 0.9055063724517822
},
{
"p": 0.06740505993366241,
"m": 1.0
},
{
"p": 0.0009436826803721488,
"m": 1.0
}
]
},
{
"epoch": 74,
"train_loss": 1.6833223104476929,
"val_loss": 0.8196069002151489,
"acc": 70.62,
"time": 149.33177040400005,
"param": [
{
"p": 0.002397749340161681,
"m": 1.0
},
{
"p": 0.0136683639138937,
"m": 1.0
},
{
"p": 0.001295604044571519,
"m": 1.0
},
{
"p": 0.04407971352338791,
"m": 0.9997960329055786
},
{
"p": 0.0012680781073868275,
"m": 0.614663302898407
},
{
"p": 0.0005896303337067366,
"m": 0.6622623801231384
},
{
"p": 0.002612337237223983,
"m": 0.3923782706260681
},
{
"p": 0.0025162382517009974,
"m": 0.9999563097953796
},
{
"p": 0.5574057102203369,
"m": 0.7516781091690063
},
{
"p": 0.002274029888212681,
"m": 0.9263383746147156
},
{
"p": 0.3006882667541504,
"m": 0.9997677803039551
},
{
"p": 0.002797130960971117,
"m": 0.9054648280143738
},
{
"p": 0.06743238121271133,
"m": 1.0
},
{
"p": 0.00097474834183231,
"m": 1.0
}
]
},
{
"epoch": 75,
"train_loss": 1.6232744455337524,
"val_loss": 0.7816673517227173,
"acc": 70.87,
"time": 149.522188035,
"param": [
{
"p": 0.0024833737406879663,
"m": 1.0
},
{
"p": 0.013699676841497421,
"m": 1.0
},
{
"p": 0.0013313599629327655,
"m": 1.0
},
{
"p": 0.04410701245069504,
"m": 0.9999397397041321
},
{
"p": 0.0013024444924667478,
"m": 0.6146590709686279
},
{
"p": 0.0006154014845378697,
"m": 0.6622599959373474
},
{
"p": 0.0027058422565460205,
"m": 0.39240965247154236
},
{
"p": 0.002613016404211521,
"m": 0.999995768070221
},
{
"p": 0.5569155812263489,
"m": 0.7516390085220337
},
{
"p": 0.0023493743501603603,
"m": 0.9263359308242798
},
{
"p": 0.30048686265945435,
"m": 0.9997702240943909
},
{
"p": 0.0029043301474303007,
"m": 0.9053888916969299
},
{
"p": 0.06748520582914352,
"m": 1.0
},
{
"p": 0.0010006335796788335,
"m": 1.0
}
]
},
{
"epoch": 76,
"train_loss": 1.3676214218139648,
"val_loss": 0.8249090909957886,
"acc": 70.06,
"time": 149.9554234669995,
"param": [
{
"p": 0.002550108591094613,
"m": 1.0
},
{
"p": 0.013716958463191986,
"m": 1.0
},
{
"p": 0.0013652128400281072,
"m": 1.0
},
{
"p": 0.04409843683242798,
"m": 0.9999468922615051
},
{
"p": 0.0013365615159273148,
"m": 0.6146737933158875
},
{
"p": 0.0006269740406423807,
"m": 0.6622596383094788
},
{
"p": 0.002765647368505597,
"m": 0.3924657106399536
},
{
"p": 0.0027029667980968952,
"m": 0.9999704957008362
},
{
"p": 0.5565618872642517,
"m": 0.7516207098960876
},
{
"p": 0.0024111559614539146,
"m": 0.926517903804779
},
{
"p": 0.30033397674560547,
"m": 0.9997689723968506
},
{
"p": 0.0029769118409603834,
"m": 0.9054341316223145
},
{
"p": 0.06753823161125183,
"m": 1.0
},
{
"p": 0.0010149903828278184,
"m": 1.0
}
]
},
{
"epoch": 77,
"train_loss": 1.6611557006835938,
"val_loss": 0.8978917598724365,
"acc": 71.15,
"time": 148.87962517099913,
"param": [
{
"p": 0.002595446305349469,
"m": 1.0
},
{
"p": 0.01375659741461277,
"m": 1.0
},
{
"p": 0.0014090117765590549,
"m": 1.0
},
{
"p": 0.04413602501153946,
"m": 1.0
},
{
"p": 0.0013557696947827935,
"m": 0.6146242022514343
},
{
"p": 0.0006344057619571686,
"m": 0.6622307896614075
},
{
"p": 0.002836955012753606,
"m": 0.3925454020500183
},
{
"p": 0.0027750942390412092,
"m": 0.9999997019767761
},
{
"p": 0.556182324886322,
"m": 0.7516552805900574
},
{
"p": 0.0024799727834761143,
"m": 0.9265492558479309
},
{
"p": 0.30017420649528503,
"m": 0.999755322933197
},
{
"p": 0.0030731407459825277,
"m": 0.9054757356643677
},
{
"p": 0.06758086383342743,
"m": 1.0
},
{
"p": 0.0010102494852617383,
"m": 1.0
}
]
},
{
"epoch": 78,
"train_loss": 2.4526383876800537,
"val_loss": 0.8259088397026062,
"acc": 71.84,
"time": 148.84192686999995,
"param": [
{
"p": 0.0026704876217991114,
"m": 1.0
},
{
"p": 0.0137622756883502,
"m": 1.0
},
{
"p": 0.0014535037335008383,
"m": 1.0
},
{
"p": 0.044139157980680466,
"m": 1.0
},
{
"p": 0.0013956298353150487,
"m": 0.6146079897880554
},
{
"p": 0.000647413544356823,
"m": 0.6622487902641296
},
{
"p": 0.0029288381338119507,
"m": 0.3925945460796356
},
{
"p": 0.002873373683542013,
"m": 0.9999944567680359
},
{
"p": 0.5557840466499329,
"m": 0.7516267895698547
},
{
"p": 0.0025570192374289036,
"m": 0.9265552759170532
},
{
"p": 0.3000257611274719,
"m": 0.9997596144676208
},
{
"p": 0.0031322927679866552,
"m": 0.9055867791175842
},
{
"p": 0.0676201581954956,
"m": 1.0
},
{
"p": 0.001009961124509573,
"m": 1.0
}
]
},
{
"epoch": 79,
"train_loss": 1.8790303468704224,
"val_loss": 0.8884247541427612,
"acc": 71.81,
"time": 149.26825784100038,
"param": [
{
"p": 0.0027680532075464725,
"m": 1.0
},
{
"p": 0.013815284706652164,
"m": 1.0
},
{
"p": 0.0014955380465835333,
"m": 1.0
},
{
"p": 0.044194191694259644,
"m": 1.0
},
{
"p": 0.0014496106887236238,
"m": 0.6145844459533691
},
{
"p": 0.0006766531150788069,
"m": 0.6622445583343506
},
{
"p": 0.0030112776439636946,
"m": 0.3927052915096283
},
{
"p": 0.0029998989775776863,
"m": 0.9999773502349854
},
{
"p": 0.5552396774291992,
"m": 0.7516471743583679
},
{
"p": 0.0026465635746717453,
"m": 0.9266199469566345
},
{
"p": 0.2997886538505554,
"m": 0.9997493624687195
},
{
"p": 0.0032461443915963173,
"m": 0.9055454730987549
},
{
"p": 0.06763266772031784,
"m": 1.0
},
{
"p": 0.0010357605060562491,
"m": 1.0
}
]
},
{
"epoch": 80,
"train_loss": 1.6112031936645508,
"val_loss": 0.9367341995239258,
"acc": 70.7,
"time": 148.70413116599957,
"param": [
{
"p": 0.0028176980558782816,
"m": 1.0
},
{
"p": 0.013847480528056622,
"m": 1.0
},
{
"p": 0.0015327505534514785,
"m": 1.0
},
{
"p": 0.044215403497219086,
"m": 0.999968945980072
},
{
"p": 0.0014939844841137528,
"m": 0.6146230101585388
},
{
"p": 0.000691870809532702,
"m": 0.6622396111488342
},
{
"p": 0.003096837317571044,
"m": 0.39275726675987244
},
{
"p": 0.003077942179515958,
"m": 0.9999962449073792
},
{
"p": 0.5547925233840942,
"m": 0.75165194272995
},
{
"p": 0.002714278642088175,
"m": 0.9266372323036194
},
{
"p": 0.2996114492416382,
"m": 0.9997565746307373
},
{
"p": 0.003355782013386488,
"m": 0.905493974685669
},
{
"p": 0.06767996400594711,
"m": 1.0
},
{
"p": 0.0010720499558374286,
"m": 1.0
}
]
},
{
"epoch": 81,
"train_loss": 1.825524926185608,
"val_loss": 0.7661104798316956,
"acc": 72.58,
"time": 149.7910461290012,
"param": [
{
"p": 0.00289403204806149,
"m": 1.0
},
{
"p": 0.013884133659303188,
"m": 1.0
},
{
"p": 0.001565725076943636,
"m": 1.0
},
{
"p": 0.044234562665224075,
"m": 0.9999955296516418
},
{
"p": 0.0015488334465771914,
"m": 0.6145990490913391
},
{
"p": 0.0007073635933920741,
"m": 0.6622439026832581
},
{
"p": 0.003182263346388936,
"m": 0.39281949400901794
},
{
"p": 0.003179592313244939,
"m": 0.9999966621398926
},
{
"p": 0.5543217658996582,
"m": 0.7516599297523499
},
{
"p": 0.002792874351143837,
"m": 0.926598310470581
},
{
"p": 0.29941460490226746,
"m": 0.9997475743293762
},
{
"p": 0.003449890995398164,
"m": 0.9054694175720215
},
{
"p": 0.06771650910377502,
"m": 1.0
},
{
"p": 0.0011078412644565105,
"m": 1.0
}
]
},
{
"epoch": 82,
"train_loss": 1.4477201700210571,
"val_loss": 0.8778727054595947,
"acc": 70.97,
"time": 150.1840427649986,
"param": [
{
"p": 0.002969136228784919,
"m": 1.0
},
{
"p": 0.013931982219219208,
"m": 1.0
},
{
"p": 0.0016050910344347358,
"m": 1.0
},
{
"p": 0.04426344856619835,
"m": 0.9999480843544006
},
{
"p": 0.0016307317418977618,
"m": 0.6146392822265625
},
{
"p": 0.000741444353479892,
"m": 0.6622571349143982
},
{
"p": 0.003255759133026004,
"m": 0.392869234085083
},
{
"p": 0.0032653838861733675,
"m": 0.9999975562095642
},
{
"p": 0.5538270473480225,
"m": 0.7516822218894958
},
{
"p": 0.0028634779155254364,
"m": 0.926569402217865
},
{
"p": 0.29920250177383423,
"m": 0.9997828602790833
},
{
"p": 0.003568544751033187,
"m": 0.9054868817329407
},
{
"p": 0.0677429661154747,
"m": 1.0
},
{
"p": 0.0011325314408168197,
"m": 1.0
}
]
},
{
"epoch": 83,
"train_loss": 1.1917481422424316,
"val_loss": 0.8121945858001709,
"acc": 72.33,
"time": 149.04717548400004,
"param": [
{
"p": 0.00307473074644804,
"m": 1.0
},
{
"p": 0.013972206972539425,
"m": 1.0
},
{
"p": 0.0016671959310770035,
"m": 1.0
},
{
"p": 0.04429348558187485,
"m": 1.0
},
{
"p": 0.0017036166973412037,
"m": 0.6146135330200195
},
{
"p": 0.000772175204474479,
"m": 0.6622504591941833
},
{
"p": 0.003383155446499586,
"m": 0.39294305443763733
},
{
"p": 0.0033889072947204113,
"m": 0.9999731183052063
},
{
"p": 0.5532293915748596,
"m": 0.7516129612922668
},
{
"p": 0.002938506193459034,
"m": 0.92661052942276
},
{
"p": 0.2989571690559387,
"m": 0.9997979402542114
},
{
"p": 0.003663307521492243,
"m": 0.9053349494934082
},
{
"p": 0.06779279559850693,
"m": 1.0
},
{
"p": 0.00116339058149606,
"m": 1.0
}
]
},
{
"epoch": 84,
"train_loss": 1.766326665878296,
"val_loss": 0.8601751327514648,
"acc": 71.71,
"time": 149.22273455200047,
"param": [
{
"p": 0.003184395842254162,
"m": 1.0
},
{
"p": 0.014014281332492828,
"m": 1.0
},
{
"p": 0.0017256330465897918,
"m": 1.0
},
{
"p": 0.04434121772646904,
"m": 0.9998627305030823
},
{
"p": 0.0017779553309082985,
"m": 0.6145697236061096
},
{
"p": 0.000806969590485096,
"m": 0.6622467041015625
},
{
"p": 0.0034829354844987392,
"m": 0.3929998278617859
},
{
"p": 0.003531169844791293,
"m": 0.9999051690101624
},
{
"p": 0.5526019334793091,
"m": 0.7515609860420227
},
{
"p": 0.003028377890586853,
"m": 0.9266628623008728
},
{
"p": 0.2986997067928314,
"m": 0.999761700630188
},
{
"p": 0.0037736021913588047,
"m": 0.9052300453186035
},
{
"p": 0.06784413754940033,
"m": 1.0
},
{
"p": 0.0011877177748829126,
"m": 1.0
}
]
},
{
"epoch": 85,
"train_loss": 2.0127501487731934,
"val_loss": 0.8361789584159851,
"acc": 71.6,
"time": 150.5627305149992,
"param": [
{
"p": 0.003263084916397929,
"m": 1.0
},
{
"p": 0.014036637730896473,
"m": 1.0
},
{
"p": 0.0017640553414821625,
"m": 1.0
},
{
"p": 0.044374942779541016,
"m": 0.9996578693389893
},
{
"p": 0.0018473470117896795,
"m": 0.6145980358123779
},
{
"p": 0.0008319320040754974,
"m": 0.6622466444969177
},
{
"p": 0.0035822680220007896,
"m": 0.39305517077445984
},
{
"p": 0.0036257109604775906,
"m": 0.9998961091041565
},
{
"p": 0.552059531211853,
"m": 0.7515044212341309
},
{
"p": 0.003114162478595972,
"m": 0.926819920539856
},
{
"p": 0.29847991466522217,
"m": 0.9997390508651733
},
{
"p": 0.003899824805557728,
"m": 0.9053028225898743
},
{
"p": 0.06791767477989197,
"m": 1.0
},
{
"p": 0.0012029712088406086,
"m": 1.0
}
]
},
{
"epoch": 86,
"train_loss": 1.5192086696624756,
"val_loss": 0.8320038318634033,
"acc": 71.33,
"time": 148.9116640150005,
"param": [
{
"p": 0.0033453849609941244,
"m": 1.0
},
{
"p": 0.014064505696296692,
"m": 1.0
},
{
"p": 0.0017768520629033446,
"m": 1.0
},
{
"p": 0.044397130608558655,
"m": 0.9996269941329956
},
{
"p": 0.001871537184342742,
"m": 0.6145629286766052
},
{
"p": 0.0008629345684312284,
"m": 0.6622464656829834
},
{
"p": 0.003665878437459469,
"m": 0.3931020498275757
},
{
"p": 0.0037220872472971678,
"m": 0.9999387264251709
},
{
"p": 0.5515965819358826,
"m": 0.7514039278030396
},
{
"p": 0.0032103327102959156,
"m": 0.9268691539764404
},
{
"p": 0.29829543828964233,
"m": 0.9997379183769226
},
{
"p": 0.004005237482488155,
"m": 0.9052540063858032
},
{
"p": 0.06796173006296158,
"m": 1.0
},
{
"p": 0.0012242922093719244,
"m": 1.0
}
]
},
{
"epoch": 87,
"train_loss": 1.7415293455123901,
"val_loss": 0.8746623992919922,
"acc": 72.47,
"time": 148.9460944800012,
"param": [
{
"p": 0.003415624611079693,
"m": 1.0
},
{
"p": 0.014097190462052822,
"m": 1.0
},
{
"p": 0.001831575995311141,
"m": 1.0
},
{
"p": 0.04440382495522499,
"m": 0.999521017074585
},
{
"p": 0.0019096541218459606,
"m": 0.6145254969596863
},
{
"p": 0.0008791459840722382,
"m": 0.6622385382652283
},
{
"p": 0.0037733716890215874,
"m": 0.39317670464515686
},
{
"p": 0.0038211368955671787,
"m": 0.9999576210975647
},
{
"p": 0.5511192083358765,
"m": 0.7514237761497498
},
{
"p": 0.003315955400466919,
"m": 0.9269696474075317
},
{
"p": 0.29808008670806885,
"m": 0.9997323155403137
},
{
"p": 0.004068956710398197,
"m": 0.9051902890205383
},
{
"p": 0.06803658604621887,
"m": 1.0
},
{
"p": 0.0012476599076762795,
"m": 1.0
}
]
},
{
"epoch": 88,
"train_loss": 1.811302661895752,
"val_loss": 0.7952289581298828,
"acc": 71.14,
"time": 148.9085658089989,
"param": [
{
"p": 0.0035093040205538273,
"m": 1.0
},
{
"p": 0.0141006363555789,
"m": 1.0
},
{
"p": 0.001869978616014123,
"m": 1.0
},
{
"p": 0.044439416378736496,
"m": 0.9995158314704895
},
{
"p": 0.0019385884515941143,
"m": 0.6144685745239258
},
{
"p": 0.0009121112525463104,
"m": 0.6622326970100403
},
{
"p": 0.003932897932827473,
"m": 0.3933045566082001
},
{
"p": 0.00394583772867918,
"m": 1.0
},
{
"p": 0.550553023815155,
"m": 0.7513337731361389
},
{
"p": 0.003415696555748582,
"m": 0.9268969893455505
},
{
"p": 0.29785096645355225,
"m": 0.9997451901435852
},
{
"p": 0.004187789745628834,
"m": 0.9052315354347229
},
{
"p": 0.06805726885795593,
"m": 1.0
},
{
"p": 0.0012865141034126282,
"m": 1.0
}
]
},
{
"epoch": 89,
"train_loss": 1.2734650373458862,
"val_loss": 0.7808870077133179,
"acc": 72.51,
"time": 148.93009921299927,
"param": [
{
"p": 0.0036403192207217216,
"m": 1.0
},
{
"p": 0.014167524874210358,
"m": 1.0
},
{
"p": 0.0019016624428331852,
"m": 1.0
},
{
"p": 0.04448133707046509,
"m": 0.9997166991233826
},
{
"p": 0.002005116082727909,
"m": 0.614499568939209
},
{
"p": 0.0009403270669281483,
"m": 0.6622453927993774
},
{
"p": 0.004015847109258175,
"m": 0.39335209131240845
},
{
"p": 0.004073924385011196,
"m": 1.0
},
{
"p": 0.5499930381774902,
"m": 0.7513251900672913
},
{
"p": 0.003476140322163701,
"m": 0.9269291162490845
},
{
"p": 0.29763564467430115,
"m": 0.9997708797454834
},
{
"p": 0.004290999844670296,
"m": 0.9051663279533386
},
{
"p": 0.06807763874530792,
"m": 1.0
},
{
"p": 0.0013004844076931477,
"m": 1.0
}
]
},
{
"epoch": 90,
"train_loss": 1.5077143907546997,
"val_loss": 0.6374624371528625,
"acc": 73.77,
"time": 148.76831647399922,
"param": [
{
"p": 0.0037329159677028656,
"m": 1.0
},
{
"p": 0.014217537827789783,
"m": 1.0
},
{
"p": 0.0019682582933455706,
"m": 1.0
},
{
"p": 0.044516049325466156,
"m": 0.9998552203178406
},
{
"p": 0.0020809918642044067,
"m": 0.6145245432853699
},
{
"p": 0.0009698260109871626,
"m": 0.6622766852378845
},
{
"p": 0.004119326360523701,
"m": 0.39348363876342773
},
{
"p": 0.004141523502767086,
"m": 0.9999700784683228
},
{
"p": 0.549433171749115,
"m": 0.7513055205345154
},
{
"p": 0.0035444414243102074,
"m": 0.9267420172691345
},
{
"p": 0.297444611787796,
"m": 0.9997892379760742
},
{
"p": 0.0044141835533082485,
"m": 0.9051976799964905
},
{
"p": 0.06807873398065567,
"m": 1.0
},
{
"p": 0.0013385622296482325,
"m": 1.0
}
]
},
{
"epoch": 91,
"train_loss": 1.2073028087615967,
"val_loss": 0.8272971510887146,
"acc": 72.04,
"time": 149.2256209850002,
"param": [
{
"p": 0.0038188653998076916,
"m": 1.0
},
{
"p": 0.014260767959058285,
"m": 1.0
},
{
"p": 0.0020514458883553743,
"m": 1.0
},
{
"p": 0.044559091329574585,
"m": 0.9997397661209106
},
{
"p": 0.0021338218357414007,
"m": 0.6144468784332275
},
{
"p": 0.0010148952715098858,
"m": 0.6622745990753174
},
{
"p": 0.004217848181724548,
"m": 0.3936355710029602
},
{
"p": 0.004225556738674641,
"m": 0.9999921917915344
},
{
"p": 0.5488579869270325,
"m": 0.7512670159339905
},
{
"p": 0.0036469220649451017,
"m": 0.9267314076423645
},
{
"p": 0.2972174882888794,
"m": 0.9997990727424622
},
{
"p": 0.00452345609664917,
"m": 0.9052650928497314
},
{
"p": 0.06809926778078079,
"m": 1.0
},
{
"p": 0.0013724281452596188,
"m": 1.0
}
]
},
{
"epoch": 92,
"train_loss": 1.7062182426452637,
"val_loss": 0.7923241853713989,
"acc": 72.14,
"time": 149.426990689999,
"param": [
{
"p": 0.003900380339473486,
"m": 1.0
},
{
"p": 0.014315546490252018,
"m": 1.0
},
{
"p": 0.0021331694442778826,
"m": 1.0
},
{
"p": 0.04460807517170906,
"m": 0.9995841383934021
},
{
"p": 0.002227765042334795,
"m": 0.6144528985023499
},
{
"p": 0.0010479111224412918,
"m": 0.6622629165649414
},
{
"p": 0.004304567817598581,
"m": 0.3938070237636566
},
{
"p": 0.004369452595710754,
"m": 1.0
},
{
"p": 0.54816734790802,
"m": 0.7511045336723328
},
{
"p": 0.0037584793753921986,
"m": 0.9268746376037598
},
{
"p": 0.29694774746894836,
"m": 0.9997921586036682
},
{
"p": 0.00463641993701458,
"m": 0.9054059386253357
},
{
"p": 0.06816542148590088,
"m": 1.0
},
{
"p": 0.0014176893746480346,
"m": 1.0
}
]
},
{
"epoch": 93,
"train_loss": 1.20293390750885,
"val_loss": 0.7524303197860718,
"acc": 72.09,
"time": 149.30846234100136,
"param": [
{
"p": 0.003991086035966873,
"m": 1.0
},
{
"p": 0.014375897124409676,
"m": 1.0
},
{
"p": 0.002192482352256775,
"m": 1.0
},
{
"p": 0.044617440551519394,
"m": 0.9996463656425476
},
{
"p": 0.0023059945087879896,
"m": 0.6144784688949585
},
{
"p": 0.001068423269316554,
"m": 0.662261962890625
},
{
"p": 0.004392176400870085,
"m": 0.39386045932769775
},
{
"p": 0.004482957534492016,
"m": 0.9999907612800598
},
{
"p": 0.54761803150177,
"m": 0.7509682774543762
},
{
"p": 0.0038519150111824274,
"m": 0.9269160628318787
},
{
"p": 0.29674312472343445,
"m": 0.9997960329055786
},
{
"p": 0.004720763769000769,
"m": 0.9052764177322388
},
{
"p": 0.06818986684083939,
"m": 1.0
},
{
"p": 0.0014498219825327396,
"m": 1.0
}
]
},
{
"epoch": 94,
"train_loss": 1.525659441947937,
"val_loss": 0.8458771705627441,
"acc": 71.73,
"time": 148.7039353910004,
"param": [
{
"p": 0.004162628669291735,
"m": 1.0
},
{
"p": 0.014455350115895271,
"m": 1.0
},
{
"p": 0.002256369683891535,
"m": 1.0
},
{
"p": 0.04466927796602249,
"m": 0.9996456503868103
},
{
"p": 0.002404299098998308,
"m": 0.6144764423370361
},
{
"p": 0.0011211514938622713,
"m": 0.6623182892799377
},
{
"p": 0.0045381211675703526,
"m": 0.39392250776290894
},
{
"p": 0.004645518958568573,
"m": 0.9999196529388428
},
{
"p": 0.5466880202293396,
"m": 0.7510009407997131
},
{
"p": 0.004015433602035046,
"m": 0.926905632019043
},
{
"p": 0.29634889960289,
"m": 0.9997732639312744
},
{
"p": 0.004916641395539045,
"m": 0.9051622152328491
},
{
"p": 0.06828339397907257,
"m": 1.0
},
{
"p": 0.001495037809945643,
"m": 1.0
}
]
},
{
"epoch": 95,
"train_loss": 1.3061113357543945,
"val_loss": 0.7112100124359131,
"acc": 72.66,
"time": 148.44475626299936,
"param": [
{
"p": 0.004274921491742134,
"m": 1.0
},
{
"p": 0.014499489217996597,
"m": 1.0
},
{
"p": 0.002327944850549102,
"m": 1.0
},
{
"p": 0.044669512659311295,
"m": 0.9998595118522644
},
{
"p": 0.00246584159322083,
"m": 0.6145042181015015
},
{
"p": 0.0011407469864934683,
"m": 0.6623122692108154
},
{
"p": 0.004682116210460663,
"m": 0.39395850896835327
},
{
"p": 0.004731255583465099,
"m": 0.999896228313446
},
{
"p": 0.546027421951294,
"m": 0.7509471774101257
},
{
"p": 0.004108848981559277,
"m": 0.926891028881073
},
{
"p": 0.29611748456954956,
"m": 0.9997867345809937
},
{
"p": 0.005085541866719723,
"m": 0.9051494002342224
},
{
"p": 0.06833646446466446,
"m": 1.0
},
{
"p": 0.001532446127384901,
"m": 1.0
}
]
},
{
"epoch": 96,
"train_loss": 1.8875879049301147,
"val_loss": 0.787814736366272,
"acc": 73.03,
"time": 148.4217921769996,
"param": [
{
"p": 0.004412851296365261,
"m": 1.0
},
{
"p": 0.014536765404045582,
"m": 1.0
},
{
"p": 0.0024054711684584618,
"m": 1.0
},
{
"p": 0.04466940090060234,
"m": 0.9999204277992249
},
{
"p": 0.002548067830502987,
"m": 0.6145203709602356
},
{
"p": 0.0011870049638673663,
"m": 0.662310004234314
},
{
"p": 0.004861608147621155,
"m": 0.3940885663032532
},
{
"p": 0.004933352116495371,
"m": 0.9999221563339233
},
{
"p": 0.5451561212539673,
"m": 0.7507827877998352
},
{
"p": 0.004198495764285326,
"m": 0.9270915389060974
},
{
"p": 0.2957921028137207,
"m": 0.9997377395629883
},
{
"p": 0.005249383393675089,
"m": 0.9050745964050293
},
{
"p": 0.06843118369579315,
"m": 1.0
},
{
"p": 0.0016181610990315676,
"m": 1.0
}
]
},
{
"epoch": 97,
"train_loss": 1.487189531326294,
"val_loss": 0.8355473875999451,
"acc": 72.43,
"time": 149.19447545000003,
"param": [
{
"p": 0.00455076526850462,
"m": 1.0
},
{
"p": 0.014586483128368855,
"m": 1.0
},
{
"p": 0.0024712379090487957,
"m": 1.0
},
{
"p": 0.04470975324511528,
"m": 0.9999539256095886
},
{
"p": 0.0026165666058659554,
"m": 0.6145932674407959
},
{
"p": 0.0012507181381806731,
"m": 0.6623225212097168
},
{
"p": 0.005008533596992493,
"m": 0.3942064642906189
},
{
"p": 0.005096768494695425,
"m": 0.9999212622642517
},
{
"p": 0.5442968606948853,
"m": 0.750850260257721
},
{
"p": 0.004357134457677603,
"m": 0.9273396730422974
},
{
"p": 0.2954257130622864,
"m": 0.9996647238731384
},
{
"p": 0.00541353365406394,
"m": 0.9050328135490417
},
{
"p": 0.06849117577075958,
"m": 1.0
},
{
"p": 0.0017248435178771615,
"m": 1.0
}
]
},
{
"epoch": 98,
"train_loss": 1.653226375579834,
"val_loss": 0.8230193853378296,
"acc": 71.48,
"time": 149.2176556459999,
"param": [
{
"p": 0.004692881368100643,
"m": 1.0
},
{
"p": 0.014644875191152096,
"m": 1.0
},
{
"p": 0.0025483230128884315,
"m": 1.0
},
{
"p": 0.04476378485560417,
"m": 0.9999241828918457
},
{
"p": 0.0027248042169958353,
"m": 0.6146830320358276
},
{
"p": 0.0013057217001914978,
"m": 0.6623055338859558
},
{
"p": 0.005204045679420233,
"m": 0.3943052887916565
},
{
"p": 0.005230102688074112,
"m": 0.9999110102653503
},
{
"p": 0.5433672070503235,
"m": 0.7509028911590576
},
{
"p": 0.004503985401242971,
"m": 0.9274764060974121
},
{
"p": 0.295028954744339,
"m": 0.9996642470359802
},
{
"p": 0.0056093051098287106,
"m": 0.9050725102424622
},
{
"p": 0.06859104335308075,
"m": 1.0
},
{
"p": 0.0017849828582257032,
"m": 1.0
}
]
},
{
"epoch": 99,
"train_loss": 1.619095802307129,
"val_loss": 0.7055993676185608,
"acc": 72.63,
"time": 148.90321527200103,
"param": [
{
"p": 0.004855175036936998,
"m": 1.0
},
{
"p": 0.014764121733605862,
"m": 1.0
},
{
"p": 0.0026354205328971148,
"m": 1.0
},
{
"p": 0.04483955353498459,
"m": 0.9998658299446106
},
{
"p": 0.0028066367376595736,
"m": 0.6147134304046631
},
{
"p": 0.001356596127152443,
"m": 0.6623280644416809
},
{
"p": 0.005405138712376356,
"m": 0.39429971575737
},
{
"p": 0.005433392245322466,
"m": 0.9999155402183533
},
{
"p": 0.542373538017273,
"m": 0.7508886456489563
},
{
"p": 0.004621664062142372,
"m": 0.9280814528465271
},
{
"p": 0.2945827543735504,
"m": 0.9996618628501892
},
{
"p": 0.005835089832544327,
"m": 0.9049704074859619
},
{
"p": 0.06864555925130844,
"m": 1.0
},
{
"p": 0.0018453762168064713,
"m": 1.0
}
]
},
{
"epoch": 100,
"train_loss": 1.818773865699768,
"val_loss": 1.1799880266189575,
"acc": 70.39,
"time": 148.8123367040007,
"param": [
{
"p": 0.0049738832749426365,
"m": 1.0
},
{
"p": 0.01473203208297491,
"m": 1.0
},
{
"p": 0.002709651365876198,
"m": 1.0
},
{
"p": 0.044888559728860855,
"m": 1.0
},
{
"p": 0.0028442342299968004,
"m": 0.6146828532218933
},
{
"p": 0.0013508934061974287,
"m": 0.6622974872589111
},
{
"p": 0.005534536205232143,
"m": 0.3946239650249481
},
{
"p": 0.005579160060733557,
"m": 0.9992281794548035
},
{
"p": 0.5418795347213745,
"m": 0.7510772943496704
},
{
"p": 0.0046895937994122505,
"m": 0.9275309443473816
},
{
"p": 0.2944060266017914,
"m": 0.9997096657752991
},
{
"p": 0.005981279071420431,
"m": 0.9053632616996765
},
{
"p": 0.06863675266504288,
"m": 1.0
},
{
"p": 0.0017937833908945322,
"m": 1.0
}
]
},
{
"epoch": 101,
"train_loss": 1.2516754865646362,
"val_loss": 0.7265036106109619,
"acc": 73.01,
"time": 149.54866358099935,
"param": [
{
"p": 0.005140325520187616,
"m": 1.0
},
{
"p": 0.01391842495650053,
"m": 1.0
},
{
"p": 0.0028204703703522682,
"m": 1.0
},
{
"p": 0.04476037248969078,
"m": 0.9999930262565613
},
{
"p": 0.0025472319684922695,
"m": 0.6144049167633057
},
{
"p": 0.0010828975355252624,
"m": 0.6618277430534363
},
{
"p": 0.005204903427511454,
"m": 0.39536210894584656
},
{
"p": 0.005585482809692621,
"m": 0.9927993416786194
},
{
"p": 0.5439327955245972,
"m": 0.7520473003387451
},
{
"p": 0.004377354867756367,
"m": 0.9198837280273438
},
{
"p": 0.29570379853248596,
"m": 0.9999319911003113
},
{
"p": 0.00585533631965518,
"m": 0.9103360772132874
},
{
"p": 0.06803377717733383,
"m": 1.0
},
{
"p": 0.0010367571376264095,
"m": 1.0
}
]
},
{
"epoch": 102,
"train_loss": 1.2954683303833008,
"val_loss": 0.7625423073768616,
"acc": 73.0,
"time": 149.4689988530008,
"param": [
{
"p": 0.005320695694535971,
"m": 1.0
},
{
"p": 0.013956357724964619,
"m": 1.0
},
{
"p": 0.002923004562035203,
"m": 1.0
},
{
"p": 0.04480151832103729,
"m": 0.9998778700828552
},
{
"p": 0.002648016205057502,
"m": 0.6143681406974792
},
{
"p": 0.0011463230475783348,
"m": 0.6618208289146423
},
{
"p": 0.005373625550419092,
"m": 0.3953899145126343
},
{
"p": 0.005792845040559769,
"m": 0.9927534461021423
},
{
"p": 0.5429794192314148,
"m": 0.7520238161087036
},
{
"p": 0.004492351785302162,
"m": 0.9201287627220154
},
{
"p": 0.2953089475631714,
"m": 0.9999915361404419
},
{
"p": 0.006027295254170895,
"m": 0.9102584719657898
},
{
"p": 0.06813056021928787,
"m": 1.0
},
{
"p": 0.0010990737937390804,
"m": 1.0
}
]
},
{
"epoch": 103,
"train_loss": 1.5237390995025635,
"val_loss": 0.8295370936393738,
"acc": 72.76,
"time": 149.74444296799993,
"param": [
{
"p": 0.005533168558031321,
"m": 1.0
},
{
"p": 0.014035792089998722,
"m": 1.0
},
{
"p": 0.003038962371647358,
"m": 1.0
},
{
"p": 0.0448886938393116,
"m": 0.9999690651893616
},
{
"p": 0.0027098343707621098,
"m": 0.614388644695282
},
{
"p": 0.0012303218245506287,
"m": 0.661811888217926
},
{
"p": 0.005524140316992998,
"m": 0.39560678601264954
},
{
"p": 0.0059176101349294186,
"m": 0.9927012324333191
},
{
"p": 0.541933536529541,
"m": 0.7521882653236389
},
{
"p": 0.004644726403057575,
"m": 0.9201485514640808
},
{
"p": 0.2948981523513794,
"m": 1.0
},
{
"p": 0.006226167548447847,
"m": 0.9100847840309143
},
{
"p": 0.06823291629552841,
"m": 1.0
},
{
"p": 0.0011859469814226031,
"m": 1.0
}
]
},
{
"epoch": 104,
"train_loss": 1.7475980520248413,
"val_loss": 0.8656928539276123,
"acc": 72.07,
"time": 149.62533688300027,
"param": [
{
"p": 0.005698860622942448,
"m": 1.0
},
{
"p": 0.014037751592695713,
"m": 1.0
},
{
"p": 0.003108101896941662,
"m": 1.0
},
{
"p": 0.044933293014764786,
"m": 0.9999992251396179
},
{
"p": 0.0027962259482592344,
"m": 0.6143590211868286
},
{
"p": 0.0012896896805614233,
"m": 0.6618119478225708
},
{
"p": 0.00567725719884038,
"m": 0.39583417773246765
},
{
"p": 0.006111561320722103,
"m": 0.9927080869674683
},
{
"p": 0.5410247445106506,
"m": 0.7519989013671875
},
{
"p": 0.004765842575579882,
"m": 0.9205572009086609
},
{
"p": 0.29453426599502563,
"m": 0.9999493956565857
},
{
"p": 0.006435334216803312,
"m": 0.9100760221481323
},
{
"p": 0.06836257129907608,
"m": 1.0
},
{
"p": 0.001224324805662036,
"m": 1.0
}
]
},
{
"epoch": 105,
"train_loss": 1.8703365325927734,
"val_loss": 0.7133387923240662,
"acc": 72.24,
"time": 150.4163770030009,
"param": [
{
"p": 0.005858235526829958,
"m": 1.0
},
{
"p": 0.014125453308224678,
"m": 1.0
},
{
"p": 0.0032029577996581793,
"m": 1.0
},
{
"p": 0.04500327259302139,
"m": 0.9998311400413513
},
{
"p": 0.0028920024633407593,
"m": 0.6143611669540405
},
{
"p": 0.0013380361488088965,
"m": 0.6617624759674072
},
{
"p": 0.005848746746778488,
"m": 0.3959655165672302
},
{
"p": 0.006269469391554594,
"m": 0.9928449392318726
},
{
"p": 0.5400525331497192,
"m": 0.7516812086105347
},
{
"p": 0.004902907181531191,
"m": 0.9209321737289429
},
{
"p": 0.2941126525402069,
"m": 0.9999299049377441
},
{
"p": 0.006597375031560659,
"m": 0.9102070927619934
},
{
"p": 0.06851936876773834,
"m": 1.0
},
{
"p": 0.0012769284658133984,
"m": 1.0
}
]
},
{
"epoch": 106,
"train_loss": 1.1863372325897217,
"val_loss": 0.7851025462150574,
"acc": 72.99,
"time": 149.5564929730008,
"param": [
{
"p": 0.006110890302807093,
"m": 1.0
},
{
"p": 0.01428941823542118,
"m": 1.0
},
{
"p": 0.0033344619441777468,
"m": 1.0
},
{
"p": 0.04512602835893631,
"m": 0.9999874234199524
},
{
"p": 0.0030004093423485756,
"m": 0.6143808960914612
},
{
"p": 0.0014124709414318204,
"m": 0.6617507338523865
},
{
"p": 0.006082725245505571,
"m": 0.39608272910118103
},
{
"p": 0.0065502142533659935,
"m": 0.9929806590080261
},
{
"p": 0.5386692881584167,
"m": 0.7515068054199219
},
{
"p": 0.005093450658023357,
"m": 0.9208810925483704
},
{
"p": 0.29349738359451294,
"m": 0.9998892545700073
},
{
"p": 0.006834914442151785,
"m": 0.910044252872467
},
{
"p": 0.06862670928239822,
"m": 1.0
},
{
"p": 0.0013716794783249497,
"m": 1.0
}
]
},
{
"epoch": 107,
"train_loss": 1.0629442930221558,
"val_loss": 0.7206957340240479,
"acc": 72.28,
"time": 149.44836342300005,
"param": [
{
"p": 0.006309319753199816,
"m": 1.0
},
{
"p": 0.014383101835846901,
"m": 1.0
},
{
"p": 0.0034262510016560555,
"m": 1.0
},
{
"p": 0.04511009156703949,
"m": 1.0
},
{
"p": 0.0031305814627557993,
"m": 0.6143933534622192
},
{
"p": 0.0014934262726455927,
"m": 0.6617578268051147
},
{
"p": 0.006215096451342106,
"m": 0.3962382376194
},
{
"p": 0.006730272434651852,
"m": 0.9932673573493958
},
{
"p": 0.5376340746879578,
"m": 0.7513861060142517
},
{
"p": 0.0052327378652989864,
"m": 0.920682430267334
},
{
"p": 0.29310956597328186,
"m": 0.9999492168426514
},
{
"p": 0.007040750700980425,
"m": 0.909899115562439
},
{
"p": 0.06871317327022552,
"m": 1.0
},
{
"p": 0.001471514580771327,
"m": 1.0
}
]
},
{
"epoch": 108,
"train_loss": 1.5051885843276978,
"val_loss": 0.8039494156837463,
"acc": 74.26,
"time": 149.4526306560001,
"param": [
{
"p": 0.006471459753811359,
"m": 1.0
},
{
"p": 0.014410791918635368,
"m": 1.0
},
{
"p": 0.0035108060110360384,
"m": 1.0
},
{
"p": 0.04511550813913345,
"m": 0.9996916651725769
},
{
"p": 0.0033085031900554895,
"m": 0.6143829226493835
},
{
"p": 0.001540201948955655,
"m": 0.6617066264152527
},
{
"p": 0.006331363692879677,
"m": 0.39650219678878784
},
{
"p": 0.006828347686678171,
"m": 0.993317186832428
},
{
"p": 0.5367718935012817,
"m": 0.7513061761856079
},
{
"p": 0.005389582831412554,
"m": 0.92208331823349
},
{
"p": 0.29269152879714966,
"m": 0.9998942613601685
},
{
"p": 0.007254290394484997,
"m": 0.9094566702842712
},
{
"p": 0.06879736483097076,
"m": 1.0
},
{
"p": 0.001578444498591125,
"m": 1.0
}
]
},
{
"epoch": 109,
"train_loss": 1.9772298336029053,
"val_loss": 0.6608693599700928,
"acc": 73.82,
"time": 149.03659626700028,
"param": [
{
"p": 0.006652042269706726,
"m": 1.0
},
{
"p": 0.014486050233244896,
"m": 1.0
},
{
"p": 0.0036273745354264975,
"m": 1.0
},
{
"p": 0.045154817402362823,
"m": 0.9999615550041199
},
{
"p": 0.003397955559194088,
"m": 0.6143245100975037
},
{
"p": 0.001595213427208364,
"m": 0.6616767048835754
},
{
"p": 0.006528537720441818,
"m": 0.3966352343559265
},
{
"p": 0.006913541350513697,
"m": 0.9933324456214905
},
{
"p": 0.5357869863510132,
"m": 0.7513338327407837
},
{
"p": 0.00556240463629365,
"m": 0.9221512079238892
},
{
"p": 0.2922726571559906,
"m": 0.9998293519020081
},
{
"p": 0.007471563760191202,
"m": 0.9094190001487732
},
{
"p": 0.06893659383058548,
"m": 1.0
},
{
"p": 0.0016142292879521847,
"m": 1.0
}
]
},
{
"epoch": 110,
"train_loss": 0.9532280564308167,
"val_loss": 0.8059073686599731,
"acc": 73.53,
"time": 149.38898087300186,
"param": [
{
"p": 0.006790088023990393,
"m": 1.0
},
{
"p": 0.01454920694231987,
"m": 1.0
},
{
"p": 0.003766464302316308,
"m": 1.0
},
{
"p": 0.04524577036499977,
"m": 0.9997316002845764
},
{
"p": 0.003458236111328006,
"m": 0.6143484711647034
},
{
"p": 0.0016473110299557447,
"m": 0.6616738438606262
},
{
"p": 0.006702003069221973,
"m": 0.3967167139053345
},
{
"p": 0.007057919632643461,
"m": 0.9936168193817139
},
{
"p": 0.5347235202789307,
"m": 0.7513646483421326
},
{
"p": 0.0057679833844304085,
"m": 0.9220819473266602
},
{
"p": 0.2918292284011841,
"m": 0.99985271692276
},
{
"p": 0.007687884848564863,
"m": 0.9094924926757812
},
{
"p": 0.06908765435218811,
"m": 1.0
},
{
"p": 0.0016867141239345074,
"m": 1.0
}
]
},
{
"epoch": 111,
"train_loss": 1.2401231527328491,
"val_loss": 0.8847233653068542,
"acc": 73.33,
"time": 149.53244764400006,
"param": [
{
"p": 0.007058711722493172,
"m": 1.0
},
{
"p": 0.014680127613246441,
"m": 1.0
},
{
"p": 0.0038879818748682737,
"m": 1.0
},
{
"p": 0.045308344066143036,
"m": 0.9995875358581543
},
{
"p": 0.0035496705677360296,
"m": 0.6142578125
},
{
"p": 0.001692899502813816,
"m": 0.6616774201393127
},
{
"p": 0.006931009236723185,
"m": 0.3967743217945099
},
{
"p": 0.007261526305228472,
"m": 0.9937419295310974
},
{
"p": 0.5334862470626831,
"m": 0.7512326240539551
},
{
"p": 0.0059714955277740955,
"m": 0.9221850037574768
},
{
"p": 0.2913063168525696,
"m": 0.9999118447303772
},
{
"p": 0.007964208722114563,
"m": 0.909254789352417
},
{
"p": 0.06906808912754059,
"m": 1.0
},
{
"p": 0.001833299989812076,
"m": 1.0
}
]
},
{
"epoch": 112,
"train_loss": 2.0814409255981445,
"val_loss": 0.8370278477668762,
"acc": 72.85,
"time": 148.96839465599987,
"param": [
{
"p": 0.007306351792067289,
"m": 1.0
},
{
"p": 0.014697881415486336,
"m": 1.0
},
{
"p": 0.003962706308811903,
"m": 1.0
},
{
"p": 0.04537505283951759,
"m": 0.999501645565033
},
{
"p": 0.003634675871580839,
"m": 0.61416095495224
},
{
"p": 0.001739425933919847,
"m": 0.6616899967193604
},
{
"p": 0.007150756195187569,
"m": 0.396992564201355
},
{
"p": 0.007454523351043463,
"m": 0.9935919642448425
},
{
"p": 0.5323265790939331,
"m": 0.7510339617729187
},
{
"p": 0.006160880904644728,
"m": 0.9224056005477905
},
{
"p": 0.2908075451850891,
"m": 0.9999121427536011
},
{
"p": 0.008175511844456196,
"m": 0.9089652299880981
},
{
"p": 0.06922329217195511,
"m": 1.0
},
{
"p": 0.001984713599085808,
"m": 1.0
}
]
},
{
"epoch": 113,
"train_loss": 1.618773341178894,
"val_loss": 0.7483269572257996,
"acc": 72.83,
"time": 149.07226877799985,
"param": [
{
"p": 0.007578979711979628,
"m": 1.0
},
{
"p": 0.01481953077018261,
"m": 1.0
},
{
"p": 0.00406290777027607,
"m": 1.0
},
{
"p": 0.045457255095243454,
"m": 0.999767541885376
},
{
"p": 0.0037866851780563593,
"m": 0.6140729188919067
},
{
"p": 0.0018010331550613046,
"m": 0.6616657376289368
},
{
"p": 0.007353315129876137,
"m": 0.39729902148246765
},
{
"p": 0.007825291715562344,
"m": 0.9938904047012329
},
{
"p": 0.5309369564056396,
"m": 0.7510353922843933
},
{
"p": 0.006353873759508133,
"m": 0.9226650595664978
},
{
"p": 0.2902538478374481,
"m": 0.9999538660049438
},
{
"p": 0.00840313732624054,
"m": 0.908707857131958
},
{
"p": 0.06927201896905899,
"m": 1.0
},
{
"p": 0.0020950688049197197,
"m": 1.0
}
]
},
{
"epoch": 114,
"train_loss": 1.285919427871704,
"val_loss": 0.7654311656951904,
"acc": 74.43,
"time": 148.84056171200064,
"param": [
{
"p": 0.007745660375803709,
"m": 1.0
},
{
"p": 0.01489659957587719,
"m": 1.0
},
{
"p": 0.004191836342215538,
"m": 1.0
},
{
"p": 0.04552386701107025,
"m": 0.9999399185180664
},
{
"p": 0.003917189780622721,
"m": 0.6139124631881714
},
{
"p": 0.001869772793725133,
"m": 0.6617133617401123
},
{
"p": 0.007644043304026127,
"m": 0.39761704206466675
},
{
"p": 0.008064587600529194,
"m": 0.9937019944190979
},
{
"p": 0.5296517610549927,
"m": 0.7510470747947693
},
{
"p": 0.00653367955237627,
"m": 0.9226778745651245
},
{
"p": 0.28970712423324585,
"m": 0.9999783039093018
},
{
"p": 0.008662435226142406,
"m": 0.9088836312294006
},
{
"p": 0.06939942389726639,
"m": 1.0
},
{
"p": 0.002192099578678608,
"m": 1.0
}
]
},
{
"epoch": 115,
"train_loss": 1.3493837118148804,
"val_loss": 0.8099067807197571,
"acc": 73.93,
"time": 148.89948788099719,
"param": [
{
"p": 0.007965395227074623,
"m": 1.0
},
{
"p": 0.014964288100600243,
"m": 1.0
},
{
"p": 0.004343702923506498,
"m": 1.0
},
{
"p": 0.045612648129463196,
"m": 0.9993629455566406
},
{
"p": 0.004145459737628698,
"m": 0.6139896512031555
},
{
"p": 0.0019319811835885048,
"m": 0.661709189414978
},
{
"p": 0.007957455702126026,
"m": 0.3979831635951996
},
{
"p": 0.008326762355864048,
"m": 0.993722140789032
},
{
"p": 0.5281941294670105,
"m": 0.7509505748748779
},
{
"p": 0.00674215005710721,
"m": 0.9222975373268127
},
{
"p": 0.2890305519104004,
"m": 0.9998927116394043
},
{
"p": 0.008947796188294888,
"m": 0.9089050889015198
},
{
"p": 0.06950149685144424,
"m": 1.0
},
{
"p": 0.0023362140636891127,
"m": 1.0
}
]
},
{
"epoch": 116,
"train_loss": 1.8470971584320068,
"val_loss": 0.7523205280303955,
"acc": 73.87,
"time": 149.1877085240012,
"param": [
{
"p": 0.008109316229820251,
"m": 1.0
},
{
"p": 0.015121853910386562,
"m": 1.0
},
{
"p": 0.004448724444955587,
"m": 1.0
},
{
"p": 0.04572104290127754,
"m": 0.9990754127502441
},
{
"p": 0.004308919422328472,
"m": 0.613983690738678
},
{
"p": 0.0020094732753932476,
"m": 0.6617283821105957
},
{
"p": 0.008221574127674103,
"m": 0.39860910177230835
},
{
"p": 0.00878763385117054,
"m": 0.9938806891441345
},
{
"p": 0.5268108248710632,
"m": 0.7508511543273926
},
{
"p": 0.006945182103663683,
"m": 0.922498345375061
},
{
"p": 0.2883768081665039,
"m": 0.9999119639396667
},
{
"p": 0.009163000620901585,
"m": 0.9088088274002075
},
{
"p": 0.069547638297081,
"m": 1.0
},
{
"p": 0.0024280669167637825,
"m": 1.0
}
]
},
{
"epoch": 117,
"train_loss": 1.4314937591552734,
"val_loss": 0.7199442982673645,
"acc": 73.93,
"time": 149.21395861600104,
"param": [
{
"p": 0.00837738998234272,
"m": 1.0
},
{
"p": 0.015241735614836216,
"m": 1.0
},
{
"p": 0.00458831200376153,
"m": 1.0
},
{
"p": 0.045718323439359665,
"m": 0.9993431568145752
},
{
"p": 0.004422440193593502,
"m": 0.6138831377029419
},
{
"p": 0.002114182570949197,
"m": 0.6617227792739868
},
{
"p": 0.00848451443016529,
"m": 0.3989567458629608
},
{
"p": 0.00910806842148304,
"m": 0.9939954876899719
},
{
"p": 0.5255601406097412,
"m": 0.750789225101471
},
{
"p": 0.0071972329169511795,
"m": 0.9227701425552368
},
{
"p": 0.2877591848373413,
"m": 1.0
},
{
"p": 0.009367021732032299,
"m": 0.9087779521942139
},
{
"p": 0.0695493072271347,
"m": 1.0
},
{
"p": 0.002512044971808791,
"m": 1.0
}
]
},
{
"epoch": 118,
"train_loss": 1.33876371383667,
"val_loss": 0.6843588948249817,
"acc": 73.17,
"time": 149.19199897900035,
"param": [
{
"p": 0.00860309973359108,
"m": 1.0
},
{
"p": 0.015368959866464138,
"m": 1.0
},
{
"p": 0.004774600267410278,
"m": 1.0
},
{
"p": 0.04584358260035515,
"m": 0.9990391135215759
},
{
"p": 0.004673306830227375,
"m": 0.6139322519302368
},
{
"p": 0.0021590455435216427,
"m": 0.6616870760917664
},
{
"p": 0.008727528154850006,
"m": 0.39911550283432007
},
{
"p": 0.00940072163939476,
"m": 0.99397212266922
},
{
"p": 0.523886501789093,
"m": 0.7505951523780823
},
{
"p": 0.007465499918907881,
"m": 0.9231635928153992
},
{
"p": 0.2871076762676239,
"m": 0.9999833106994629
},
{
"p": 0.00958898663520813,
"m": 0.9086395502090454
},
{
"p": 0.06970076262950897,
"m": 1.0
},
{
"p": 0.002699762349948287,
"m": 1.0
}
]
},
{
"epoch": 119,
"train_loss": 1.4264609813690186,
"val_loss": 0.7418250441551208,
"acc": 73.54,
"time": 148.75137490999987,
"param": [
{
"p": 0.008857863023877144,
"m": 1.0
},
{
"p": 0.015466555953025818,
"m": 1.0
},
{
"p": 0.004953030962496996,
"m": 1.0
},
{
"p": 0.04601230099797249,
"m": 0.9993222951889038
},
{
"p": 0.004790861159563065,
"m": 0.6140227317810059
},
{
"p": 0.0022651038598269224,
"m": 0.6617069244384766
},
{
"p": 0.00895695760846138,
"m": 0.3993467688560486
},
{
"p": 0.009815436787903309,
"m": 0.9944045543670654
},
{
"p": 0.5222233533859253,
"m": 0.7507184147834778
},
{
"p": 0.007701785769313574,
"m": 0.9230484366416931
},
{
"p": 0.2863749563694,
"m": 0.9999763369560242
},
{
"p": 0.00988238025456667,
"m": 0.9087852835655212
},
{
"p": 0.06981486827135086,
"m": 1.0
},
{
"p": 0.002884542103856802,
"m": 1.0
}
]
},
{
"epoch": 120,
"train_loss": 2.165297031402588,
"val_loss": 0.7464806437492371,
"acc": 74.34,
"time": 149.28876616500202,
"param": [
{
"p": 0.009184448979794979,
"m": 1.0
},
{
"p": 0.015656473115086555,
"m": 1.0
},
{
"p": 0.005142955109477043,
"m": 1.0
},
{
"p": 0.04602217674255371,
"m": 0.9990890622138977
},
{
"p": 0.004917970392853022,
"m": 0.6139187812805176
},
{
"p": 0.0022975895553827286,
"m": 0.6617182493209839
},
{
"p": 0.009336061775684357,
"m": 0.39948952198028564
},
{
"p": 0.010180018842220306,
"m": 0.9943338632583618
},
{
"p": 0.5205474495887756,
"m": 0.7507546544075012
},
{
"p": 0.007999183610081673,
"m": 0.9232524633407593
},
{
"p": 0.285585880279541,
"m": 0.9999881982803345
},
{
"p": 0.010259526781737804,
"m": 0.9087576270103455
},
{
"p": 0.06988681107759476,
"m": 1.0
},
{
"p": 0.0029834271408617496,
"m": 1.0
}
]
},
{
"epoch": 121,
"train_loss": 1.4057718515396118,
"val_loss": 0.8361325263977051,
"acc": 73.36,
"time": 148.97500399699857,
"param": [
{
"p": 0.009453710168600082,
"m": 1.0
},
{
"p": 0.015821149572730064,
"m": 1.0
},
{
"p": 0.005312169436365366,
"m": 1.0
},
{
"p": 0.046073414385318756,
"m": 0.999311625957489
},
{
"p": 0.005025139544159174,
"m": 0.6138532161712646
},
{
"p": 0.0023665137123316526,
"m": 0.66176837682724
},
{
"p": 0.009640296921133995,
"m": 0.3998722434043884
},
{
"p": 0.010547363199293613,
"m": 0.993923008441925
},
{
"p": 0.5189225673675537,
"m": 0.7509751915931702
},
{
"p": 0.008256087079644203,
"m": 0.9230191111564636
},
{
"p": 0.28487318754196167,
"m": 1.0
},
{
"p": 0.010631064884364605,
"m": 0.9087486863136292
},
{
"p": 0.0700034499168396,
"m": 1.0
},
{
"p": 0.003073835978284478,
"m": 1.0
}
]
},
{
"epoch": 122,
"train_loss": 1.6196445226669312,
"val_loss": 0.6997058391571045,
"acc": 74.26,
"time": 149.4473869780013,
"param": [
{
"p": 0.00973926205188036,
"m": 1.0
},
{
"p": 0.015864012762904167,
"m": 1.0
},
{
"p": 0.005477048922330141,
"m": 1.0
},
{
"p": 0.04614949971437454,
"m": 0.999646782875061
},
{
"p": 0.005274343769997358,
"m": 0.6139659285545349
},
{
"p": 0.0024472884833812714,
"m": 0.6618059873580933
},
{
"p": 0.010095003060996532,
"m": 0.4000469148159027
},
{
"p": 0.010889300145208836,
"m": 0.9934730529785156
},
{
"p": 0.5172547698020935,
"m": 0.7511101365089417
},
{
"p": 0.008489797823131084,
"m": 0.9229665398597717
},
{
"p": 0.28416427969932556,
"m": 0.9999639391899109
},
{
"p": 0.010906259529292583,
"m": 0.9086175560951233
},
{
"p": 0.07006199657917023,
"m": 1.0
},
{
"p": 0.003187168389558792,
"m": 1.0
}
]
},
{
"epoch": 123,
"train_loss": 1.8170112371444702,
"val_loss": 0.8753768801689148,
"acc": 73.28,
"time": 149.55776525799956,
"param": [
{
"p": 0.010075997561216354,
"m": 1.0
},
{
"p": 0.01609491929411888,
"m": 1.0
},
{
"p": 0.005687379278242588,
"m": 1.0
},
{
"p": 0.046331390738487244,
"m": 0.9987250566482544
},
{
"p": 0.005565713159739971,
"m": 0.6139119863510132
},
{
"p": 0.0026171011850237846,
"m": 0.6618446111679077
},
{
"p": 0.010585172101855278,
"m": 0.40027564764022827
},
{
"p": 0.011162066832184792,
"m": 0.9933520555496216
},
{
"p": 0.5149665474891663,
"m": 0.7509903907775879
},
{
"p": 0.008869213983416557,
"m": 0.9228127598762512
},
{
"p": 0.2831074297428131,
"m": 0.9998399019241333
},
{
"p": 0.011367830447852612,
"m": 0.9086806178092957
},
{
"p": 0.07015375792980194,
"m": 1.0
},
{
"p": 0.0034154655877500772,
"m": 1.0
}
]
},
{
"epoch": 124,
"train_loss": 1.654195785522461,
"val_loss": 0.7166375517845154,
"acc": 73.79,
"time": 149.07633554199856,
"param": [
{
"p": 0.01039013359695673,
"m": 1.0
},
{
"p": 0.01626456156373024,
"m": 1.0
},
{
"p": 0.005831039510667324,
"m": 1.0
},
{
"p": 0.0463617667555809,
"m": 0.9986907243728638
},
{
"p": 0.005793250631541014,
"m": 0.6139452457427979
},
{
"p": 0.002719916170462966,
"m": 0.6618258357048035
},
{
"p": 0.010819542221724987,
"m": 0.4004659056663513
},
{
"p": 0.011513197794556618,
"m": 0.9929631352424622
},
{
"p": 0.5131924748420715,
"m": 0.7508949041366577
},
{
"p": 0.009229788556694984,
"m": 0.922927737236023
},
{
"p": 0.2823377847671509,
"m": 0.9996911287307739
},
{
"p": 0.011662952601909637,
"m": 0.9082077145576477
},
{
"p": 0.07038041204214096,
"m": 1.0
},
{
"p": 0.0035031940788030624,
"m": 1.0
}
]
},
{
"epoch": 125,
"train_loss": 2.0999739170074463,
"val_loss": 0.8235501050949097,
"acc": 73.83,
"time": 148.8964862290013,
"param": [
{
"p": 0.010684113018214703,
"m": 1.0
},
{
"p": 0.016497788950800896,
"m": 1.0
},
{
"p": 0.006007370073348284,
"m": 1.0
},
{
"p": 0.04649096727371216,
"m": 0.998688817024231
},
{
"p": 0.005965785589069128,
"m": 0.6139638423919678
},
{
"p": 0.002809160389006138,
"m": 0.6618044376373291
},
{
"p": 0.011003241874277592,
"m": 0.40073567628860474
},
{
"p": 0.01191251166164875,
"m": 0.9930317997932434
},
{
"p": 0.511359691619873,
"m": 0.7505430579185486
},
{
"p": 0.009541190229356289,
"m": 0.9233744740486145
},
{
"p": 0.2814602255821228,
"m": 0.9996509552001953
},
{
"p": 0.012079703621566296,
"m": 0.9081333875656128
},
{
"p": 0.07053928822278976,
"m": 1.0
},
{
"p": 0.0036490261554718018,
"m": 1.0
}
]
},
{
"epoch": 126,
"train_loss": 1.350028157234192,
"val_loss": 0.8265320062637329,
"acc": 73.5,
"time": 149.85854046200257,
"param": [
{
"p": 0.011062287725508213,
"m": 1.0
},
{
"p": 0.016681281849741936,
"m": 1.0
},
{
"p": 0.0062368786893785,
"m": 1.0
},
{
"p": 0.04663287103176117,
"m": 0.9985348582267761
},
{
"p": 0.006157581228762865,
"m": 0.6141343712806702
},
{
"p": 0.002970056841149926,
"m": 0.6618140935897827
},
{
"p": 0.011359325610101223,
"m": 0.40114912390708923
},
{
"p": 0.012380271218717098,
"m": 0.9930567741394043
},
{
"p": 0.5090022683143616,
"m": 0.7504299879074097
},
{
"p": 0.009959524497389793,
"m": 0.9239559173583984
},
{
"p": 0.2804414927959442,
"m": 0.9996339082717896
},
{
"p": 0.012478129006922245,
"m": 0.9077504873275757
},
{
"p": 0.07068993896245956,
"m": 1.0
},
{
"p": 0.003948151599615812,
"m": 1.0
}
]
},
{
"epoch": 127,
"train_loss": 1.3804060220718384,
"val_loss": 0.7286322712898254,
"acc": 73.97,
"time": 149.11602063800092,
"param": [
{
"p": 0.011438931338489056,
"m": 1.0
},
{
"p": 0.01683676242828369,
"m": 1.0
},
{
"p": 0.006473037879914045,
"m": 1.0
},
{
"p": 0.046682748943567276,
"m": 0.998711109161377
},
{
"p": 0.006530067417770624,
"m": 0.6140479445457458
},
{
"p": 0.003105018986389041,
"m": 0.6617435216903687
},
{
"p": 0.011743774637579918,
"m": 0.40120553970336914
},
{
"p": 0.012999948114156723,
"m": 0.9933856129646301
},
{
"p": 0.5064362287521362,
"m": 0.750230073928833
},
{
"p": 0.010281622409820557,
"m": 0.9240750670433044
},
{
"p": 0.2794302999973297,
"m": 0.9997318387031555
},
{
"p": 0.013130765408277512,
"m": 0.9078584909439087
},
{
"p": 0.0708530992269516,
"m": 1.0
},
{
"p": 0.004057643469423056,
"m": 1.0
}
]
},
{
"epoch": 128,
"train_loss": 1.1096495389938354,
"val_loss": 0.7322676181793213,
"acc": 72.6,
"time": 148.8197019770014,
"param": [
{
"p": 0.011868591420352459,
"m": 1.0
},
{
"p": 0.017117176204919815,
"m": 1.0
},
{
"p": 0.006661802064627409,
"m": 1.0
},
{
"p": 0.04662557691335678,
"m": 0.9975753426551819
},
{
"p": 0.006747891660779715,
"m": 0.6139878034591675
},
{
"p": 0.0031825327314436436,
"m": 0.6617292165756226
},
{
"p": 0.01230607833713293,
"m": 0.40162286162376404
},
{
"p": 0.013523409143090248,
"m": 0.9934706687927246
},
{
"p": 0.5041084885597229,
"m": 0.7496760487556458
},
{
"p": 0.010628245770931244,
"m": 0.9244287014007568
},
{
"p": 0.2785729765892029,
"m": 0.9995962977409363
},
{
"p": 0.013529648073017597,
"m": 0.9081376791000366
},
{
"p": 0.07085688412189484,
"m": 1.0
},
{
"p": 0.004270732402801514,
"m": 1.0
}
]
},
{
"epoch": 129,
"train_loss": 1.0407222509384155,
"val_loss": 0.6785677075386047,
"acc": 73.91,
"time": 149.00499145499998,
"param": [
{
"p": 0.012151625007390976,
"m": 1.0
},
{
"p": 0.017233770340681076,
"m": 1.0
},
{
"p": 0.0069145625457167625,
"m": 1.0
},
{
"p": 0.04674319177865982,
"m": 0.9968612790107727
},
{
"p": 0.007030883803963661,
"m": 0.6140624284744263
},
{
"p": 0.0032985873986035585,
"m": 0.6617153286933899
},
{
"p": 0.012756316922605038,
"m": 0.40216290950775146
},
{
"p": 0.013943078927695751,
"m": 0.9932014346122742
},
{
"p": 0.5019099116325378,
"m": 0.7489117980003357
},
{
"p": 0.010938667692244053,
"m": 0.9250458478927612
},
{
"p": 0.27763235569000244,
"m": 0.9994827508926392
},
{
"p": 0.014079108834266663,
"m": 0.9077761173248291
},
{
"p": 0.07087556272745132,
"m": 1.0
},
{
"p": 0.004492391366511583,
"m": 1.0
}
]
},
{
"epoch": 130,
"train_loss": 1.605025053024292,
"val_loss": 0.6618226170539856,
"acc": 74.61,
"time": 149.17289404300027,
"param": [
{
"p": 0.012641978450119495,
"m": 1.0
},
{
"p": 0.017504114657640457,
"m": 1.0
},
{
"p": 0.007157603278756142,
"m": 1.0
},
{
"p": 0.04671231657266617,
"m": 0.99786776304245
},
{
"p": 0.007350390311330557,
"m": 0.6138169765472412
},
{
"p": 0.0034335111267864704,
"m": 0.661749005317688
},
{
"p": 0.013103382661938667,
"m": 0.4026375710964203
},
{
"p": 0.014494665898382664,
"m": 0.9931542277336121
},
{
"p": 0.4993607997894287,
"m": 0.7485805749893188
},
{
"p": 0.011481735855340958,
"m": 0.9253351092338562
},
{
"p": 0.2764665186405182,
"m": 0.9992213845252991
},
{
"p": 0.014452817849814892,
"m": 0.9071863293647766
},
{
"p": 0.07120539247989655,
"m": 1.0
},
{
"p": 0.004634649492800236,
"m": 1.0
}
]
},
{
"epoch": 131,
"train_loss": 1.6436092853546143,
"val_loss": 0.8230915069580078,
"acc": 73.23,
"time": 148.902836199999,
"param": [
{
"p": 0.013056963682174683,
"m": 1.0
},
{
"p": 0.017612094059586525,
"m": 1.0
},
{
"p": 0.007286883890628815,
"m": 1.0
},
{
"p": 0.04685855656862259,
"m": 0.9987679123878479
},
{
"p": 0.007575374562293291,
"m": 0.6137141585350037
},
{
"p": 0.003529422217980027,
"m": 0.6617619395256042
},
{
"p": 0.013362985104322433,
"m": 0.4030155837535858
},
{
"p": 0.01491873525083065,
"m": 0.9936854839324951
},
{
"p": 0.4975316524505615,
"m": 0.7484015226364136
},
{
"p": 0.011695506982505322,
"m": 0.9259734153747559
},
{
"p": 0.27573952078819275,
"m": 0.999136745929718
},
{
"p": 0.01464838907122612,
"m": 0.90730220079422
},
{
"p": 0.07140854746103287,
"m": 1.0
},
{
"p": 0.004775322042405605,
"m": 1.0
}
]
},
{
"epoch": 132,
"train_loss": 1.7394555807113647,
"val_loss": 0.656240701675415,
"acc": 73.65,
"time": 149.1057907909999,
"param": [
{
"p": 0.0134726632386446,
"m": 1.0
},
{
"p": 0.017777608707547188,
"m": 1.0
},
{
"p": 0.007560395170003176,
"m": 1.0
},
{
"p": 0.046846598386764526,
"m": 0.9967129826545715
},
{
"p": 0.007979296147823334,
"m": 0.6136491894721985
},
{
"p": 0.003703676862642169,
"m": 0.6618117690086365
},
{
"p": 0.01398378424346447,
"m": 0.4035564363002777
},
{
"p": 0.015455321408808231,
"m": 0.9941236972808838
},
{
"p": 0.49486953020095825,
"m": 0.7484265565872192
},
{
"p": 0.012064069509506226,
"m": 0.925777018070221
},
{
"p": 0.2745679020881653,
"m": 0.9992908239364624
},
{
"p": 0.015194100327789783,
"m": 0.9068086743354797
},
{
"p": 0.07154015451669693,
"m": 1.0
},
{
"p": 0.004984852857887745,
"m": 1.0
}
]
},
{
"epoch": 133,
"train_loss": 1.184389591217041,
"val_loss": 0.7779470086097717,
"acc": 74.58,
"time": 148.86748307200105,
"param": [
{
"p": 0.013840548694133759,
"m": 1.0
},
{
"p": 0.01803431287407875,
"m": 1.0
},
{
"p": 0.007799034472554922,
"m": 1.0
},
{
"p": 0.046896252781152725,
"m": 0.9974385499954224
},
{
"p": 0.008232676424086094,
"m": 0.6134757399559021
},
{
"p": 0.0039300862699747086,
"m": 0.6617946624755859
},
{
"p": 0.01463984977453947,
"m": 0.4042343497276306
},
{
"p": 0.015996960923075676,
"m": 0.9946272969245911
},
{
"p": 0.49220985174179077,
"m": 0.7484815120697021
},
{
"p": 0.0124387601390481,
"m": 0.9257968664169312
},
{
"p": 0.27341586351394653,
"m": 0.9992936253547668
},
{
"p": 0.01573232188820839,
"m": 0.9067424535751343
},
{
"p": 0.07158011943101883,
"m": 1.0
},
{
"p": 0.00525338901206851,
"m": 1.0
}
]
},
{
"epoch": 134,
"train_loss": 1.5666157007217407,
"val_loss": 0.726744532585144,
"acc": 74.06,
"time": 149.55467193000004,
"param": [
{
"p": 0.014320681802928448,
"m": 1.0
},
{
"p": 0.018296297639608383,
"m": 1.0
},
{
"p": 0.007967530749738216,
"m": 1.0
},
{
"p": 0.046984415501356125,
"m": 0.9965445399284363
},
{
"p": 0.008575470186769962,
"m": 0.6134711503982544
},
{
"p": 0.00404252577573061,
"m": 0.6617555618286133
},
{
"p": 0.01526790950447321,
"m": 0.40488794445991516
},
{
"p": 0.016563216224312782,
"m": 0.994415283203125
},
{
"p": 0.48951253294944763,
"m": 0.7482187151908875
},
{
"p": 0.012708845548331738,
"m": 0.926105260848999
},
{
"p": 0.2723938226699829,
"m": 0.9989805221557617
},
{
"p": 0.016175933182239532,
"m": 0.9067730903625488
},
{
"p": 0.07169491052627563,
"m": 1.0
},
{
"p": 0.005495942663401365,
"m": 1.0
}
]
},
{
"epoch": 135,
"train_loss": 1.3620048761367798,
"val_loss": 0.8305913805961609,
"acc": 74.08,
"time": 148.86983716399845,
"param": [
{
"p": 0.014786060899496078,
"m": 1.0
},
{
"p": 0.018428409472107887,
"m": 1.0
},
{
"p": 0.008269836194813251,
"m": 1.0
},
{
"p": 0.04705918952822685,
"m": 0.9964844584465027
},
{
"p": 0.008826589211821556,
"m": 0.61350417137146
},
{
"p": 0.0041879951022565365,
"m": 0.6617380380630493
},
{
"p": 0.015711240470409393,
"m": 0.40544575452804565
},
{
"p": 0.01701975055038929,
"m": 0.9948070645332336
},
{
"p": 0.48675304651260376,
"m": 0.7480964064598083
},
{
"p": 0.013138480484485626,
"m": 0.926689863204956
},
{
"p": 0.27129149436950684,
"m": 0.9989838004112244
},
{
"p": 0.016835616901516914,
"m": 0.9062134623527527
},
{
"p": 0.07205918431282043,
"m": 1.0
},
{
"p": 0.005633101798593998,
"m": 1.0
}
]
},
{
"epoch": 136,
"train_loss": 1.1244521141052246,
"val_loss": 0.7252328991889954,
"acc": 75.1,
"time": 148.76128737600084,
"param": [
{
"p": 0.015253993682563305,
"m": 1.0
},
{
"p": 0.01878940872848034,
"m": 1.0
},
{
"p": 0.008482596836984158,
"m": 1.0
},
{
"p": 0.047242045402526855,
"m": 0.9959322810173035
},
{
"p": 0.009152094833552837,
"m": 0.6136332750320435
},
{
"p": 0.004373024217784405,
"m": 0.6618365049362183
},
{
"p": 0.016253218054771423,
"m": 0.4060373902320862
},
{
"p": 0.017428986728191376,
"m": 0.9949868321418762
},
{
"p": 0.48383083939552307,
"m": 0.7479076981544495
},
{
"p": 0.013505520299077034,
"m": 0.9271296858787537
},
{
"p": 0.27013546228408813,
"m": 0.9990488886833191
},
{
"p": 0.017465749755501747,
"m": 0.9054760336875916
},
{
"p": 0.07222902774810791,
"m": 1.0
},
{
"p": 0.005858058109879494,
"m": 1.0
}
]
},
{
"epoch": 137,
"train_loss": 1.2020866870880127,
"val_loss": 0.6273412704467773,
"acc": 74.85,
"time": 149.00654956699873,
"param": [
{
"p": 0.01557089388370514,
"m": 1.0
},
{
"p": 0.019093330949544907,
"m": 1.0
},
{
"p": 0.008633142337203026,
"m": 1.0
},
{
"p": 0.0474817231297493,
"m": 0.9960923790931702
},
{
"p": 0.009324261918663979,
"m": 0.61397385597229
},
{
"p": 0.004463008604943752,
"m": 0.6618116497993469
},
{
"p": 0.01671314612030983,
"m": 0.40705540776252747
},
{
"p": 0.01791965588927269,
"m": 0.9947472214698792
},
{
"p": 0.4815885126590729,
"m": 0.7479329109191895
},
{
"p": 0.01400908175855875,
"m": 0.9279255867004395
},
{
"p": 0.2689773142337799,
"m": 0.9988216161727905
},
{
"p": 0.01802925206720829,
"m": 0.9051623344421387
},
{
"p": 0.07234668731689453,
"m": 1.0
},
{
"p": 0.005849963985383511,
"m": 1.0
}
]
},
{
"epoch": 138,
"train_loss": 1.0023927688598633,
"val_loss": 0.809971272945404,
"acc": 74.13,
"time": 149.09624704299858,
"param": [
{
"p": 0.01592281088232994,
"m": 1.0
},
{
"p": 0.019564514979720116,
"m": 1.0
},
{
"p": 0.008939285762608051,
"m": 1.0
},
{
"p": 0.04752243310213089,
"m": 0.9963896870613098
},
{
"p": 0.00977346207946539,
"m": 0.6138372421264648
},
{
"p": 0.004667153116315603,
"m": 0.6619628667831421
},
{
"p": 0.017118701711297035,
"m": 0.4075717329978943
},
{
"p": 0.018538517877459526,
"m": 0.9949668645858765
},
{
"p": 0.47832122445106506,
"m": 0.7476567625999451
},
{
"p": 0.014533012174069881,
"m": 0.9278399348258972
},
{
"p": 0.26766255497932434,
"m": 0.9987366795539856
},
{
"p": 0.01872827485203743,
"m": 0.9049152731895447
},
{
"p": 0.07252718508243561,
"m": 1.0
},
{
"p": 0.006180876865983009,
"m": 1.0
}
]
},
{
"epoch": 139,
"train_loss": 1.3521088361740112,
"val_loss": 0.8118569254875183,
"acc": 75.43,
"time": 149.69476030200167,
"param": [
{
"p": 0.01640026457607746,
"m": 1.0
},
{
"p": 0.019712811335921288,
"m": 1.0
},
{
"p": 0.009167063049972057,
"m": 1.0
},
{
"p": 0.04761732369661331,
"m": 0.9983670711517334
},
{
"p": 0.010150282643735409,
"m": 0.613823652267456
},
{
"p": 0.004873319063335657,
"m": 0.6620885729789734
},
{
"p": 0.01770363375544548,
"m": 0.4080177843570709
},
{
"p": 0.018803926184773445,
"m": 0.9955137968063354
},
{
"p": 0.4756898283958435,
"m": 0.7474689483642578
},
{
"p": 0.015250633470714092,
"m": 0.9291763305664062
},
{
"p": 0.2663829028606415,
"m": 0.998759388923645
},
{
"p": 0.019276192411780357,
"m": 0.9042568206787109
},
{
"p": 0.07275286316871643,
"m": 1.0
},
{
"p": 0.006219033617526293,
"m": 1.0
}
]
},
{
"epoch": 140,
"train_loss": 1.0938609838485718,
"val_loss": 0.7441450357437134,
"acc": 74.53,
"time": 149.1207714200027,
"param": [
{
"p": 0.016799047589302063,
"m": 1.0
},
{
"p": 0.0201047845184803,
"m": 1.0
},
{
"p": 0.009500234387814999,
"m": 1.0
},
{
"p": 0.04782415181398392,
"m": 0.9991975426673889
},
{
"p": 0.010435624048113823,
"m": 0.6140128374099731
},
{
"p": 0.004977942444384098,
"m": 0.6619788408279419
},
{
"p": 0.01813741773366928,
"m": 0.40860217809677124
},
{
"p": 0.019468460232019424,
"m": 0.9958089590072632
},
{
"p": 0.4726668894290924,
"m": 0.7471643090248108
},
{
"p": 0.015780489891767502,
"m": 0.9296097159385681
},
{
"p": 0.2650572657585144,
"m": 0.9984601140022278
},
{
"p": 0.019903525710105896,
"m": 0.9038853049278259
},
{
"p": 0.07297790795564651,
"m": 1.0
},
{
"p": 0.00636621518060565,
"m": 1.0
}
]
},
{
"epoch": 141,
"train_loss": 1.1433215141296387,
"val_loss": 0.7166672945022583,
"acc": 74.99,
"time": 148.67374591599946,
"param": [
{
"p": 0.01737796701490879,
"m": 1.0
},
{
"p": 0.020417502149939537,
"m": 1.0
},
{
"p": 0.009784804657101631,
"m": 1.0
},
{
"p": 0.04790579155087471,
"m": 0.998843252658844
},
{
"p": 0.01066445093601942,
"m": 0.6139653325080872
},
{
"p": 0.0050904699601233006,
"m": 0.6618548631668091
},
{
"p": 0.01862446218729019,
"m": 0.4095219373703003
},
{
"p": 0.020004071295261383,
"m": 0.9959879517555237
},
{
"p": 0.4696989059448242,
"m": 0.7466493844985962
},
{
"p": 0.016275523230433464,
"m": 0.9299744963645935
},
{
"p": 0.26379668712615967,
"m": 0.9982537031173706
},
{
"p": 0.020428366959095,
"m": 0.9034786224365234
},
{
"p": 0.07336638122797012,
"m": 1.0
},
{
"p": 0.006564568728208542,
"m": 1.0
}
]
},
{
"epoch": 142,
"train_loss": 1.3260105848312378,
"val_loss": 0.7736883759498596,
"acc": 74.6,
"time": 148.94051602200125,
"param": [
{
"p": 0.017942333593964577,
"m": 1.0
},
{
"p": 0.02074682153761387,
"m": 1.0
},
{
"p": 0.010163993574678898,
"m": 1.0
},
{
"p": 0.04812917858362198,
"m": 0.9986566305160522
},
{
"p": 0.010924795642495155,
"m": 0.6141882538795471
},
{
"p": 0.005265508778393269,
"m": 0.661857545375824
},
{
"p": 0.019093874841928482,
"m": 0.4105667769908905
},
{
"p": 0.020586742088198662,
"m": 0.9961241483688354
},
{
"p": 0.46665719151496887,
"m": 0.7460938096046448
},
{
"p": 0.016658352687954903,
"m": 0.9298401474952698
},
{
"p": 0.262715607881546,
"m": 0.9983610510826111
},
{
"p": 0.0208105631172657,
"m": 0.9036020636558533
},
{
"p": 0.07343903928995132,
"m": 1.0
},
{
"p": 0.006866013165563345,
"m": 1.0
}
]
},
{
"epoch": 143,
"train_loss": 1.4743574857711792,
"val_loss": 0.7293161153793335,
"acc": 74.14,
"time": 149.13765258199783,
"param": [
{
"p": 0.018413186073303223,
"m": 1.0
},
{
"p": 0.02088281884789467,
"m": 1.0
},
{
"p": 0.010348308831453323,
"m": 1.0
},
{
"p": 0.04823148623108864,
"m": 0.9990381002426147
},
{
"p": 0.011220930144190788,
"m": 0.6143482327461243
},
{
"p": 0.0054178074933588505,
"m": 0.6617639064788818
},
{
"p": 0.019811568781733513,
"m": 0.41119199991226196
},
{
"p": 0.021337388083338737,
"m": 0.9964621067047119
},
{
"p": 0.46357977390289307,
"m": 0.7458873391151428
},
{
"p": 0.017206765711307526,
"m": 0.9304426312446594
},
{
"p": 0.2614434063434601,
"m": 0.9982346296310425
},
{
"p": 0.021140046417713165,
"m": 0.9036517143249512
},
{
"p": 0.07374150305986404,
"m": 1.0
},
{
"p": 0.007225083652883768,
"m": 1.0
}
]
},
{
"epoch": 144,
"train_loss": 1.2510353326797485,
"val_loss": 0.76622474193573,
"acc": 74.3,
"time": 149.65734870000233,
"param": [
{
"p": 0.018595874309539795,
"m": 1.0
},
{
"p": 0.021029451861977577,
"m": 1.0
},
{
"p": 0.01063892524689436,
"m": 1.0
},
{
"p": 0.048441775143146515,
"m": 0.9992488026618958
},
{
"p": 0.011448079720139503,
"m": 0.6143869161605835
},
{
"p": 0.005503454711288214,
"m": 0.6617339253425598
},
{
"p": 0.02013465203344822,
"m": 0.41228482127189636
},
{
"p": 0.02190271019935608,
"m": 0.9968962669372559
},
{
"p": 0.4609767496585846,
"m": 0.7454379796981812
},
{
"p": 0.017676180228590965,
"m": 0.9315383434295654
},
{
"p": 0.26043131947517395,
"m": 0.9979970455169678
},
{
"p": 0.021629901602864265,
"m": 0.9036998748779297
},
{
"p": 0.07408182322978973,
"m": 1.0
},
{
"p": 0.007509169168770313,
"m": 1.0
}
]
},
{
"epoch": 145,
"train_loss": 1.216768503189087,
"val_loss": 0.6781740188598633,
"acc": 74.44,
"time": 149.3390065909989,
"param": [
{
"p": 0.019150670617818832,
"m": 1.0
},
{
"p": 0.02120613306760788,
"m": 1.0
},
{
"p": 0.010782654397189617,
"m": 1.0
},
{
"p": 0.048356667160987854,
"m": 0.9999690055847168
},
{
"p": 0.011730562895536423,
"m": 0.6139492988586426
},
{
"p": 0.005594972986727953,
"m": 0.6619163155555725
},
{
"p": 0.02036404237151146,
"m": 0.4132547676563263
},
{
"p": 0.02248774841427803,
"m": 0.9975609183311462
},
{
"p": 0.4582142233848572,
"m": 0.7447753548622131
},
{
"p": 0.017984943464398384,
"m": 0.9292429685592651
},
{
"p": 0.25931456685066223,
"m": 0.997450053691864
},
{
"p": 0.0224018394947052,
"m": 0.9037569165229797
},
{
"p": 0.07465467602014542,
"m": 1.0
},
{
"p": 0.00775628536939621,
"m": 1.0
}
]
},
{
"epoch": 146,
"train_loss": 1.3539705276489258,
"val_loss": 0.7544314861297607,
"acc": 74.59,
"time": 149.40428809199875,
"param": [
{
"p": 0.0199262797832489,
"m": 1.0
},
{
"p": 0.02139873057603836,
"m": 1.0
},
{
"p": 0.010991532355546951,
"m": 1.0
},
{
"p": 0.04855348914861679,
"m": 1.0
},
{
"p": 0.012197463773190975,
"m": 0.6132150292396545
},
{
"p": 0.0058710211887955666,
"m": 0.6618735790252686
},
{
"p": 0.020989136770367622,
"m": 0.4142250418663025
},
{
"p": 0.023574350401759148,
"m": 0.9973028898239136
},
{
"p": 0.45420271158218384,
"m": 0.7437732219696045
},
{
"p": 0.018842726945877075,
"m": 0.9303677082061768
},
{
"p": 0.25744104385375977,
"m": 0.9971602559089661
},
{
"p": 0.023113755509257317,
"m": 0.9043326377868652
},
{
"p": 0.07475554198026657,
"m": 1.0
},
{
"p": 0.008142315782606602,
"m": 1.0
}
]
},
{
"epoch": 147,
"train_loss": 1.3412903547286987,
"val_loss": 0.6872255802154541,
"acc": 75.51,
"time": 149.44897195099838,
"param": [
{
"p": 0.020502081140875816,
"m": 1.0
},
{
"p": 0.021837059408426285,
"m": 1.0
},
{
"p": 0.011325656436383724,
"m": 1.0
},
{
"p": 0.048515670001506805,
"m": 0.9991821050643921
},
{
"p": 0.012914915569126606,
"m": 0.6136754751205444
},
{
"p": 0.006141609512269497,
"m": 0.6617594361305237
},
{
"p": 0.021382581442594528,
"m": 0.41447171568870544
},
{
"p": 0.024364221841096878,
"m": 0.9978887438774109
},
{
"p": 0.450282484292984,
"m": 0.7429099082946777
},
{
"p": 0.019103311002254486,
"m": 0.9318510890007019
},
{
"p": 0.25571179389953613,
"m": 0.9967779517173767
},
{
"p": 0.02413341961801052,
"m": 0.9049310088157654
},
{
"p": 0.07524151355028152,
"m": 1.0
},
{
"p": 0.008543695323169231,
"m": 1.0
}
]
},
{
"epoch": 148,
"train_loss": 1.219484567642212,
"val_loss": 0.825963020324707,
"acc": 72.75,
"time": 149.21428101900165,
"param": [
{
"p": 0.021128561347723007,
"m": 1.0
},
{
"p": 0.022322645410895348,
"m": 1.0
},
{
"p": 0.011725050397217274,
"m": 1.0
},
{
"p": 0.04885154590010643,
"m": 1.0
},
{
"p": 0.012944931164383888,
"m": 0.6139623522758484
},
{
"p": 0.006273927632719278,
"m": 0.6618772745132446
},
{
"p": 0.022143211215734482,
"m": 0.4157695472240448
},
{
"p": 0.025010058656334877,
"m": 0.9980030059814453
},
{
"p": 0.4462599456310272,
"m": 0.7427886724472046
},
{
"p": 0.019763978198170662,
"m": 0.9330357313156128
},
{
"p": 0.25365135073661804,
"m": 0.9967185854911804
},
{
"p": 0.0250718891620636,
"m": 0.9042378067970276
},
{
"p": 0.07572361081838608,
"m": 1.0
},
{
"p": 0.009129357524216175,
"m": 1.0
}
]
},
{
"epoch": 149,
"train_loss": 1.517406702041626,
"val_loss": 0.795535147190094,
"acc": 74.59,
"time": 149.4017213729967,
"param": [
{
"p": 0.02173026278614998,
"m": 1.0
},
{
"p": 0.022961752489209175,
"m": 1.0
},
{
"p": 0.01226054597645998,
"m": 1.0
},
{
"p": 0.04906474053859711,
"m": 1.0
},
{
"p": 0.013487239368259907,
"m": 0.6141911745071411
},
{
"p": 0.0063121081329882145,
"m": 0.6618958115577698
},
{
"p": 0.02305377461016178,
"m": 0.41664552688598633
},
{
"p": 0.025727344676852226,
"m": 0.9976804852485657
},
{
"p": 0.44149312376976013,
"m": 0.7425616979598999
},
{
"p": 0.020817043259739876,
"m": 0.9334747195243835
},
{
"p": 0.25174328684806824,
"m": 0.9967424869537354
},
{
"p": 0.025854451581835747,
"m": 0.9041061401367188
},
{
"p": 0.0761016458272934,
"m": 1.0
},
{
"p": 0.009392684325575829,
"m": 1.0
}
]
},
{
"epoch": 150,
"train_loss": 1.0613822937011719,
"val_loss": 0.7750328183174133,
"acc": 74.64,
"time": 149.1247451579984,
"param": [
{
"p": 0.022343246266245842,
"m": 1.0
},
{
"p": 0.023484399542212486,
"m": 1.0
},
{
"p": 0.012701410800218582,
"m": 1.0
},
{
"p": 0.04891703650355339,
"m": 0.9991192817687988
},
{
"p": 0.01382907573133707,
"m": 0.6148681044578552
},
{
"p": 0.006566135212779045,
"m": 0.6618942618370056
},
{
"p": 0.023619135841727257,
"m": 0.41719892621040344
},
{
"p": 0.025927847251296043,
"m": 0.9975818395614624
},
{
"p": 0.4380854368209839,
"m": 0.7415480613708496
},
{
"p": 0.021506287157535553,
"m": 0.9348158836364746
},
{
"p": 0.25014859437942505,
"m": 0.9964038133621216
},
{
"p": 0.026561765000224113,
"m": 0.9038199782371521
},
{
"p": 0.07670456916093826,
"m": 1.0
},
{
"p": 0.009605104103684425,
"m": 1.0
}
]
}
]
}
Reference in a new issue View git blame Copy permalink