AntoineH/smart_augmentation
1
0
Fork 0
mirror of https://github.com/AntoineHX/smart_augmentation.git synced 2025-05-04 20:20:46 +02:00
Code Issues Projects Releases Packages Wiki Activity
smart_augmentation/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx4-Mag)-LeNet)-150epochs(dataug:0)-10in_it-1.json

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

{
"Accuracy": 68.55,
"Time": [
252.9881473224424,
1.9252886422667976
],
"Device": "Graphics Device",
"Param_names": [
"Identity",
"FlipUD",
"FlipLR",
"Rotate",
"TranslateX",
"TranslateY",
"ShearX",
"ShearY",
"Contrast",
"Color",
"Brightness",
"Sharpness",
"Posterize",
"Solarize"
],
"Log": [
{
"epoch": 1,
"train_loss": 2.293752431869507,
"val_loss": 2.292729616165161,
"acc": 17.68,
"time": 252.54719216004014,
"param": [
{
"p": 0.05752517655491829,
"m": 1.0
},
{
"p": 0.05266198515892029,
"m": 1.0
},
{
"p": 0.07597251981496811,
"m": 1.0
},
{
"p": 0.04841751977801323,
"m": 1.0
},
{
"p": 0.04880595579743385,
"m": 0.998654305934906
},
{
"p": 0.07400226593017578,
"m": 0.9593566060066223
},
{
"p": 0.04341237246990204,
"m": 0.9981713891029358
},
{
"p": 0.09043048322200775,
"m": 0.9944397211074829
},
{
"p": 0.08436324447393417,
"m": 0.9931581020355225
},
{
"p": 0.0936703234910965,
"m": 1.0
},
{
"p": 0.09528662264347076,
"m": 1.0
},
{
"p": 0.09059188514947891,
"m": 1.0
},
{
"p": 0.10175856947898865,
"m": 1.0
},
{
"p": 0.043101027607917786,
"m": 1.0
}
]
},
{
"epoch": 2,
"train_loss": 2.22131609916687,
"val_loss": 2.1988048553466797,
"acc": 19.01,
"time": 253.43079767283052,
"param": [
{
"p": 0.0614611990749836,
"m": 1.0
},
{
"p": 0.05753348767757416,
"m": 1.0
},
{
"p": 0.08625088632106781,
"m": 1.0
},
{
"p": 0.06287526339292526,
"m": 0.9964133501052856
},
{
"p": 0.06614582985639572,
"m": 0.9488312602043152
},
{
"p": 0.07480156421661377,
"m": 0.9265264868736267
},
{
"p": 0.06500256806612015,
"m": 0.980612576007843
},
{
"p": 0.09164537489414215,
"m": 0.9438985586166382
},
{
"p": 0.07863792032003403,
"m": 0.9778935313224792
},
{
"p": 0.08784406632184982,
"m": 1.0
},
{
"p": 0.08830128610134125,
"m": 0.9960195422172546
},
{
"p": 0.08744803816080093,
"m": 0.9943222403526306
},
{
"p": 0.09205248206853867,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 3,
"train_loss": 2.1936123371124268,
"val_loss": 1.995934247970581,
"acc": 25.65,
"time": 251.6469425992109,
"param": [
{
"p": 0.06176064908504486,
"m": 1.0
},
{
"p": 0.03855598717927933,
"m": 1.0
},
{
"p": 0.09522034227848053,
"m": 1.0
},
{
"p": 0.0674496665596962,
"m": 0.9657227396965027
},
{
"p": 0.06332767009735107,
"m": 0.9596750736236572
},
{
"p": 0.0869198814034462,
"m": 0.8856757283210754
},
{
"p": 0.06145818904042244,
"m": 1.0
},
{
"p": 0.10180836170911789,
"m": 0.9372206330299377
},
{
"p": 0.08082854747772217,
"m": 0.9369310140609741
},
{
"p": 0.07664002478122711,
"m": 0.9955188632011414
},
{
"p": 0.09027285128831863,
"m": 0.9712356328964233
},
{
"p": 0.09516974538564682,
"m": 1.0
},
{
"p": 0.08058814704418182,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 4,
"train_loss": 2.19350266456604,
"val_loss": 1.923115849494934,
"acc": 29.66,
"time": 255.11069890856743,
"param": [
{
"p": 0.07751000672578812,
"m": 1.0
},
{
"p": 0.011949433013796806,
"m": 1.0
},
{
"p": 0.08663679659366608,
"m": 1.0
},
{
"p": 0.07432680577039719,
"m": 0.921435534954071
},
{
"p": 0.06595355272293091,
"m": 0.9530309438705444
},
{
"p": 0.08571399748325348,
"m": 0.8251734972000122
},
{
"p": 0.07896976917982101,
"m": 0.9731760621070862
},
{
"p": 0.0978330746293068,
"m": 0.8646278977394104
},
{
"p": 0.10211511701345444,
"m": 0.910696804523468
},
{
"p": 0.046371787786483765,
"m": 0.9953821897506714
},
{
"p": 0.09039035439491272,
"m": 0.9921943545341492
},
{
"p": 0.11249782890081406,
"m": 0.9754393100738525
},
{
"p": 0.06973150372505188,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 5,
"train_loss": 2.0242679119110107,
"val_loss": 1.9477766752243042,
"acc": 29.75,
"time": 253.85852958494797,
"param": [
{
"p": 0.0851023718714714,
"m": 1.0
},
{
"p": 0.0009863018058240414,
"m": 1.0
},
{
"p": 0.07315881550312042,
"m": 1.0
},
{
"p": 0.08134775608778,
"m": 0.8983318209648132
},
{
"p": 0.060124557465314865,
"m": 0.9789225459098816
},
{
"p": 0.0782054215669632,
"m": 0.8495175838470459
},
{
"p": 0.0848333016037941,
"m": 0.9591282606124878
},
{
"p": 0.08519943058490753,
"m": 0.7994057536125183
},
{
"p": 0.11207214742898941,
"m": 0.8861514329910278
},
{
"p": 0.014258951880037785,
"m": 0.9773104190826416
},
{
"p": 0.12432803958654404,
"m": 0.9991928935050964
},
{
"p": 0.1331925094127655,
"m": 0.9253590703010559
},
{
"p": 0.06719038635492325,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 6,
"train_loss": 1.8897477388381958,
"val_loss": 1.8321446180343628,
"acc": 35.35,
"time": 251.54168059583753,
"param": [
{
"p": 0.09689203649759293,
"m": 1.0
},
{
"p": 4.749063009512611e-05,
"m": 1.0
},
{
"p": 0.07143823057413101,
"m": 1.0
},
{
"p": 0.08586875349283218,
"m": 0.9322518110275269
},
{
"p": 0.05292484909296036,
"m": 1.0
},
{
"p": 0.060519784688949585,
"m": 0.8982865810394287
},
{
"p": 0.06860563158988953,
"m": 0.9441851377487183
},
{
"p": 0.0916895940899849,
"m": 0.8122232556343079
},
{
"p": 0.12033189088106155,
"m": 0.8561499118804932
},
{
"p": 0.0013537196209654212,
"m": 0.9650863409042358
},
{
"p": 0.13656304776668549,
"m": 0.973420262336731
},
{
"p": 0.14751704037189484,
"m": 0.8915500640869141
},
{
"p": 0.06624792516231537,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 7,
"train_loss": 1.977121353149414,
"val_loss": 1.7042465209960938,
"acc": 39.37,
"time": 254.02988124405965,
"param": [
{
"p": 0.09899988770484924,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06975282728672028,
"m": 1.0
},
{
"p": 0.0752733051776886,
"m": 0.9383721351623535
},
{
"p": 0.04911097139120102,
"m": 1.0
},
{
"p": 0.027383634820580482,
"m": 0.938423752784729
},
{
"p": 0.0403486043214798,
"m": 0.9615530967712402
},
{
"p": 0.11471623927354813,
"m": 0.8048076033592224
},
{
"p": 0.12556195259094238,
"m": 0.8365662097930908
},
{
"p": 0.015817563980817795,
"m": 0.9519504904747009
},
{
"p": 0.12803864479064941,
"m": 0.9355592131614685
},
{
"p": 0.17259398102760315,
"m": 0.8768132925033569
},
{
"p": 0.08240239322185516,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 8,
"train_loss": 1.9142791032791138,
"val_loss": 1.6923929452896118,
"acc": 38.49,
"time": 251.91776185389608,
"param": [
{
"p": 0.11241971701383591,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07439197599887848,
"m": 1.0
},
{
"p": 0.06107349321246147,
"m": 0.8977338671684265
},
{
"p": 0.01873723790049553,
"m": 1.0
},
{
"p": 0.0,
"m": 0.9751524329185486
},
{
"p": 0.0051748910918831825,
"m": 0.9727427959442139
},
{
"p": 0.1302611082792282,
"m": 0.7783750891685486
},
{
"p": 0.13791045546531677,
"m": 0.8087866902351379
},
{
"p": 0.025798121467232704,
"m": 0.9466455578804016
},
{
"p": 0.12628741562366486,
"m": 0.8994344472885132
},
{
"p": 0.21525904536247253,
"m": 0.8765007257461548
},
{
"p": 0.0926864892244339,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 9,
"train_loss": 2.001366376876831,
"val_loss": 1.6275906562805176,
"acc": 40.4,
"time": 252.25319153210148,
"param": [
{
"p": 0.10966360569000244,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08572022616863251,
"m": 1.0
},
{
"p": 0.03821087256073952,
"m": 0.8160993456840515
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 0.9516128897666931
},
{
"p": 0.1381756067276001,
"m": 0.7634549140930176
},
{
"p": 0.14941827952861786,
"m": 0.7532238364219666
},
{
"p": 0.005294169299304485,
"m": 0.9463485479354858
},
{
"p": 0.12030510604381561,
"m": 0.8398303985595703
},
{
"p": 0.2553637623786926,
"m": 0.9201526641845703
},
{
"p": 0.09784846007823944,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 10,
"train_loss": 1.8537472486495972,
"val_loss": 1.5702120065689087,
"acc": 42.5,
"time": 250.37330714985728,
"param": [
{
"p": 0.10278632491827011,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07987214624881744,
"m": 1.0
},
{
"p": 0.013486765325069427,
"m": 0.7742774486541748
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 0.9191564321517944
},
{
"p": 0.14315342903137207,
"m": 0.7594423294067383
},
{
"p": 0.1644263118505478,
"m": 0.696755588054657
},
{
"p": 0.0009538209997117519,
"m": 0.9397081732749939
},
{
"p": 0.125245600938797,
"m": 0.7924981713294983
},
{
"p": 0.28132766485214233,
"m": 0.940008819103241
},
{
"p": 0.08874788880348206,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 11,
"train_loss": 1.8583589792251587,
"val_loss": 1.5151593685150146,
"acc": 43.71,
"time": 254.14977921685204,
"param": [
{
"p": 0.08927617967128754,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08281230926513672,
"m": 1.0
},
{
"p": 0.011014195159077644,
"m": 0.7689392566680908
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 0.9093981385231018
},
{
"p": 0.14328637719154358,
"m": 0.7521602511405945
},
{
"p": 0.18167847394943237,
"m": 0.6579755544662476
},
{
"p": 0.002822729991748929,
"m": 0.9497734904289246
},
{
"p": 0.1247582957148552,
"m": 0.7599037289619446
},
{
"p": 0.28562429547309875,
"m": 0.9531016945838928
},
{
"p": 0.07872717082500458,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 12,
"train_loss": 1.7258572578430176,
"val_loss": 1.4446461200714111,
"acc": 42.36,
"time": 253.54806789709255,
"param": [
{
"p": 0.06826502084732056,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07247676700353622,
"m": 1.0
},
{
"p": 0.0,
"m": 0.7651552557945251
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 0.9237361550331116
},
{
"p": 0.14719004929065704,
"m": 0.7679269909858704
},
{
"p": 0.21849651634693146,
"m": 0.6115954518318176
},
{
"p": 0.0,
"m": 0.9543516635894775
},
{
"p": 0.1216149777173996,
"m": 0.7158508896827698
},
{
"p": 0.31709495186805725,
"m": 0.9589020013809204
},
{
"p": 0.054861705750226974,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 13,
"train_loss": 1.7467199563980103,
"val_loss": 1.5159634351730347,
"acc": 44.69,
"time": 253.43899001274258,
"param": [
{
"p": 0.04716617614030838,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05410094931721687,
"m": 1.0
},
{
"p": 0.0,
"m": 0.7283830642700195
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 0.9994482398033142
},
{
"p": 0.0,
"m": 0.9098362922668457
},
{
"p": 0.1499466449022293,
"m": 0.7868344187736511
},
{
"p": 0.2528793513774872,
"m": 0.5655527114868164
},
{
"p": 0.0,
"m": 0.9759353399276733
},
{
"p": 0.12060344219207764,
"m": 0.6939488053321838
},
{
"p": 0.34626173973083496,
"m": 0.9686675667762756
},
{
"p": 0.029041681438684464,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 14,
"train_loss": 1.7722442150115967,
"val_loss": 1.4997986555099487,
"acc": 45.59,
"time": 253.88468101993203,
"param": [
{
"p": 0.03487135097384453,
"m": 1.0
},
{
"p": 0.0015529087977483869,
"m": 1.0
},
{
"p": 0.027368588373064995,
"m": 1.0
},
{
"p": 0.0009275975171476603,
"m": 0.6914224028587341
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 0.8629490733146667
},
{
"p": 0.15575779974460602,
"m": 0.8304427266120911
},
{
"p": 0.2834978401660919,
"m": 0.5328486561775208
},
{
"p": 0.004425997380167246,
"m": 0.991827666759491
},
{
"p": 0.11724042147397995,
"m": 0.6767285466194153
},
{
"p": 0.3694677948951721,
"m": 0.9916177988052368
},
{
"p": 0.0048896754160523415,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 15,
"train_loss": 1.7724971771240234,
"val_loss": 1.4619934558868408,
"acc": 45.09,
"time": 253.81637644628063,
"param": [
{
"p": 0.03426443785429001,
"m": 1.0
},
{
"p": 4.098162389709614e-05,
"m": 1.0
},
{
"p": 0.020000122487545013,
"m": 1.0
},
{
"p": 0.000843151705339551,
"m": 0.6884591579437256
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 0.8328198790550232
},
{
"p": 0.15550047159194946,
"m": 0.8583885431289673
},
{
"p": 0.2909989655017853,
"m": 0.5214143991470337
},
{
"p": 0.013712992891669273,
"m": 0.9884523153305054
},
{
"p": 0.11867964267730713,
"m": 0.6696245670318604
},
{
"p": 0.3581791818141937,
"m": 1.0
},
{
"p": 0.0073786331340670586,
"m": 1.0
},
{
"p": 0.0004014717706013471,
"m": 1.0
}
]
},
{
"epoch": 16,
"train_loss": 1.981892704963684,
"val_loss": 1.4486713409423828,
"acc": 46.24,
"time": 255.47601702110842,
"param": [
{
"p": 0.04692508280277252,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.02572704665362835,
"m": 1.0
},
{
"p": 0.0,
"m": 0.6589853763580322
},
{
"p": 0.0,
"m": 0.9899294972419739
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 0.8186095356941223
},
{
"p": 0.15065997838974,
"m": 0.8464481234550476
},
{
"p": 0.274996817111969,
"m": 0.5131685733795166
},
{
"p": 0.03187403082847595,
"m": 0.983912467956543
},
{
"p": 0.11065886914730072,
"m": 0.6733500957489014
},
{
"p": 0.3352312445640564,
"m": 1.0
},
{
"p": 0.023926926776766777,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 17,
"train_loss": 2.0000057220458984,
"val_loss": 1.4560121297836304,
"acc": 47.41,
"time": 253.82420419808477,
"param": [
{
"p": 0.0548955500125885,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.027707552537322044,
"m": 1.0
},
{
"p": 0.0,
"m": 0.6318169236183167
},
{
"p": 0.0,
"m": 0.9879850149154663
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.003077777801081538,
"m": 0.8257082104682922
},
{
"p": 0.1447177678346634,
"m": 0.8605278730392456
},
{
"p": 0.2557930052280426,
"m": 0.4785231053829193
},
{
"p": 0.06024130806326866,
"m": 0.9734135270118713
},
{
"p": 0.10277492552995682,
"m": 0.6588954329490662
},
{
"p": 0.3183870017528534,
"m": 1.0
},
{
"p": 0.03240509703755379,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 18,
"train_loss": 1.859525442123413,
"val_loss": 1.4910788536071777,
"acc": 46.24,
"time": 253.7458351859823,
"param": [
{
"p": 0.06971558183431625,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04380954056978226,
"m": 1.0
},
{
"p": 0.010755712166428566,
"m": 0.6413231492042542
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0030362908728420734,
"m": 1.0
},
{
"p": 0.013090413063764572,
"m": 0.814321756362915
},
{
"p": 0.13338960707187653,
"m": 0.9091978669166565
},
{
"p": 0.22555506229400635,
"m": 0.46909207105636597
},
{
"p": 0.08112097531557083,
"m": 0.9387595057487488
},
{
"p": 0.0931791365146637,
"m": 0.6519726514816284
},
{
"p": 0.2794743776321411,
"m": 1.0
},
{
"p": 0.04687326401472092,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 19,
"train_loss": 1.4501925706863403,
"val_loss": 1.4228185415267944,
"acc": 50.12,
"time": 255.48847283702344,
"param": [
{
"p": 0.0695752277970314,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05335826799273491,
"m": 1.0
},
{
"p": 0.014872620813548565,
"m": 0.6629932522773743
},
{
"p": 0.001962362788617611,
"m": 1.0
},
{
"p": 0.0020209478680044413,
"m": 1.0
},
{
"p": 0.02099199779331684,
"m": 0.8288711309432983
},
{
"p": 0.12617294490337372,
"m": 0.984741747379303
},
{
"p": 0.22076670825481415,
"m": 0.46573561429977417
},
{
"p": 0.09234540909528732,
"m": 0.8954935073852539
},
{
"p": 0.09023932367563248,
"m": 0.6460433602333069
},
{
"p": 0.257926881313324,
"m": 1.0
},
{
"p": 0.04976732283830643,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 20,
"train_loss": 1.67360520362854,
"val_loss": 1.4387195110321045,
"acc": 48.85,
"time": 253.139952825848,
"param": [
{
"p": 0.07189052551984787,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05249898135662079,
"m": 1.0
},
{
"p": 0.01585843786597252,
"m": 0.6882103085517883
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.026514999568462372,
"m": 0.844868540763855
},
{
"p": 0.13078910112380981,
"m": 1.0
},
{
"p": 0.21780245006084442,
"m": 0.45727217197418213
},
{
"p": 0.09041418880224228,
"m": 0.891838788986206
},
{
"p": 0.09449096769094467,
"m": 0.6488223671913147
},
{
"p": 0.2505970001220703,
"m": 1.0
},
{
"p": 0.04914333298802376,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 21,
"train_loss": 1.6440261602401733,
"val_loss": 1.4225431680679321,
"acc": 48.76,
"time": 252.5271904640831,
"param": [
{
"p": 0.06967289745807648,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05890166014432907,
"m": 1.0
},
{
"p": 0.022534312680363655,
"m": 0.6903347969055176
},
{
"p": 0.004164606332778931,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.035633232444524765,
"m": 0.8268312215805054
},
{
"p": 0.1330857127904892,
"m": 1.0
},
{
"p": 0.20705382525920868,
"m": 0.4761972427368164
},
{
"p": 0.09215817600488663,
"m": 0.8577057123184204
},
{
"p": 0.09420479834079742,
"m": 0.6681807041168213
},
{
"p": 0.23278582096099854,
"m": 1.0
},
{
"p": 0.04980500042438507,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 22,
"train_loss": 1.7596882581710815,
"val_loss": 1.3451071977615356,
"acc": 51.64,
"time": 252.67961645778269,
"param": [
{
"p": 0.07011376321315765,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.055064376443624496,
"m": 1.0
},
{
"p": 0.02281765826046467,
"m": 0.6983819603919983
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 0.9984177947044373
},
{
"p": 0.023961877450346947,
"m": 0.8049406409263611
},
{
"p": 0.13571999967098236,
"m": 1.0
},
{
"p": 0.21195094287395477,
"m": 0.4770418405532837
},
{
"p": 0.09555089473724365,
"m": 0.8587603569030762
},
{
"p": 0.09338938444852829,
"m": 0.672947347164154
},
{
"p": 0.2384299337863922,
"m": 1.0
},
{
"p": 0.05300121754407883,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 23,
"train_loss": 1.6912014484405518,
"val_loss": 1.404976725578308,
"acc": 51.95,
"time": 255.84316358994693,
"param": [
{
"p": 0.07722169160842896,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04867415875196457,
"m": 1.0
},
{
"p": 0.023191506043076515,
"m": 0.7130719423294067
},
{
"p": 0.0,
"m": 0.9963300824165344
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.016649574041366577,
"m": 0.7759307026863098
},
{
"p": 0.12829050421714783,
"m": 1.0
},
{
"p": 0.223805233836174,
"m": 0.46692606806755066
},
{
"p": 0.09905292093753815,
"m": 0.8658844232559204
},
{
"p": 0.09348880499601364,
"m": 0.6690803170204163
},
{
"p": 0.2360827773809433,
"m": 1.0
},
{
"p": 0.053542930632829666,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 24,
"train_loss": 1.6774938106536865,
"val_loss": 1.2938165664672852,
"acc": 51.42,
"time": 253.27154927002266,
"param": [
{
"p": 0.0798281580209732,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.056478533893823624,
"m": 1.0
},
{
"p": 0.019181380048394203,
"m": 0.7169728875160217
},
{
"p": 0.0,
"m": 0.9965963363647461
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.008438589051365852,
"m": 0.737921953201294
},
{
"p": 0.118106409907341,
"m": 1.0
},
{
"p": 0.2308846265077591,
"m": 0.4483325779438019
},
{
"p": 0.10894493013620377,
"m": 0.8558576703071594
},
{
"p": 0.09097620844841003,
"m": 0.6623599529266357
},
{
"p": 0.23521463572978973,
"m": 1.0
},
{
"p": 0.051946479827165604,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 25,
"train_loss": 1.6226067543029785,
"val_loss": 1.2524064779281616,
"acc": 53.82,
"time": 253.98119039926678,
"param": [
{
"p": 0.08700758963823318,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07165658473968506,
"m": 1.0
},
{
"p": 0.016695357859134674,
"m": 0.7186264991760254
},
{
"p": 0.009655697271227837,
"m": 1.0
},
{
"p": 0.0,
"m": 0.9990330934524536
},
{
"p": 0.010126813314855099,
"m": 0.678376317024231
},
{
"p": 0.10636325925588608,
"m": 1.0
},
{
"p": 0.22300608456134796,
"m": 0.45344939827919006
},
{
"p": 0.10687002539634705,
"m": 0.8583018779754639
},
{
"p": 0.09325511008501053,
"m": 0.6671984195709229
},
{
"p": 0.22280584275722504,
"m": 1.0
},
{
"p": 0.05111797899007797,
"m": 1.0
},
{
"p": 0.0014396713813766837,
"m": 1.0
}
]
},
{
"epoch": 26,
"train_loss": 1.711564540863037,
"val_loss": 1.2498500347137451,
"acc": 52.62,
"time": 253.54895910574123,
"param": [
{
"p": 0.09153824299573898,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0782676413655281,
"m": 1.0
},
{
"p": 0.010795052163302898,
"m": 0.730377197265625
},
{
"p": 0.008052080869674683,
"m": 1.0
},
{
"p": 0.0010620851535350084,
"m": 1.0
},
{
"p": 0.01067736279219389,
"m": 0.6371662616729736
},
{
"p": 0.10096108913421631,
"m": 1.0
},
{
"p": 0.22243079543113708,
"m": 0.4637254774570465
},
{
"p": 0.11174524575471878,
"m": 0.8562557101249695
},
{
"p": 0.09292421489953995,
"m": 0.6650159358978271
},
{
"p": 0.21376575529575348,
"m": 1.0
},
{
"p": 0.05778047442436218,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 27,
"train_loss": 1.5939037799835205,
"val_loss": 1.2956676483154297,
"acc": 53.4,
"time": 253.24140709498897,
"param": [
{
"p": 0.08927563577890396,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0759938657283783,
"m": 1.0
},
{
"p": 0.0,
"m": 0.6984196305274963
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 0.5971224308013916
},
{
"p": 0.08818916231393814,
"m": 0.9971319437026978
},
{
"p": 0.25256669521331787,
"m": 0.46700599789619446
},
{
"p": 0.10657671093940735,
"m": 0.8642911911010742
},
{
"p": 0.09076067805290222,
"m": 0.6674812436103821
},
{
"p": 0.22768472135066986,
"m": 1.0
},
{
"p": 0.06895257532596588,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 28,
"train_loss": 1.8683489561080933,
"val_loss": 1.2706589698791504,
"acc": 53.81,
"time": 251.34911978198215,
"param": [
{
"p": 0.09904693812131882,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06470279395580292,
"m": 1.0
},
{
"p": 0.0,
"m": 0.6749342083930969
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0009731329628266394,
"m": 1.0
},
{
"p": 0.0,
"m": 0.5740174055099487
},
{
"p": 0.07326032966375351,
"m": 1.0
},
{
"p": 0.26348862051963806,
"m": 0.46634361147880554
},
{
"p": 0.10470084100961685,
"m": 0.8636451959609985
},
{
"p": 0.08487732708454132,
"m": 0.6697164177894592
},
{
"p": 0.2335529923439026,
"m": 1.0
},
{
"p": 0.07539702206850052,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 29,
"train_loss": 1.480002522468567,
"val_loss": 1.2993162870407104,
"acc": 52.73,
"time": 252.4443589579314,
"param": [
{
"p": 0.1101362407207489,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.058304596692323685,
"m": 1.0
},
{
"p": 0.0,
"m": 0.6678752303123474
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 0.5440846085548401
},
{
"p": 0.06207089126110077,
"m": 1.0
},
{
"p": 0.2766477167606354,
"m": 0.45664164423942566
},
{
"p": 0.09261969476938248,
"m": 0.8883671760559082
},
{
"p": 0.08629545569419861,
"m": 0.6800814867019653
},
{
"p": 0.23939689993858337,
"m": 1.0
},
{
"p": 0.0745285227894783,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 30,
"train_loss": 1.4769402742385864,
"val_loss": 1.2860682010650635,
"acc": 55.32,
"time": 251.12286756699905,
"param": [
{
"p": 0.12026075273752213,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.055505767464637756,
"m": 1.0
},
{
"p": 0.0,
"m": 0.6593974828720093
},
{
"p": 0.0,
"m": 0.9977160692214966
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 0.5332074761390686
},
{
"p": 0.0495523102581501,
"m": 1.0
},
{
"p": 0.3003899157047272,
"m": 0.4451051652431488
},
{
"p": 0.08070386946201324,
"m": 0.9047288298606873
},
{
"p": 0.08595865219831467,
"m": 0.6873321533203125
},
{
"p": 0.23566357791423798,
"m": 1.0
},
{
"p": 0.07196512818336487,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 31,
"train_loss": 1.6833322048187256,
"val_loss": 1.354766607284546,
"acc": 55.94,
"time": 254.0212678713724,
"param": [
{
"p": 0.12335298210382462,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05697127804160118,
"m": 1.0
},
{
"p": 0.0,
"m": 0.65273118019104
},
{
"p": 0.0,
"m": 0.9738697409629822
},
{
"p": 0.0,
"m": 0.990807294845581
},
{
"p": 0.001548738218843937,
"m": 0.49282875657081604
},
{
"p": 0.03942503780126572,
"m": 1.0
},
{
"p": 0.32099592685699463,
"m": 0.42266878485679626
},
{
"p": 0.06936471164226532,
"m": 0.8853877186775208
},
{
"p": 0.09091324359178543,
"m": 0.6974362134933472
},
{
"p": 0.22596991062164307,
"m": 1.0
},
{
"p": 0.07129228115081787,
"m": 1.0
},
{
"p": 0.0001658041001064703,
"m": 1.0
}
]
},
{
"epoch": 32,
"train_loss": 1.5656977891921997,
"val_loss": 1.301285743713379,
"acc": 54.77,
"time": 252.60934244981036,
"param": [
{
"p": 0.1182791143655777,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0594988577067852,
"m": 1.0
},
{
"p": 7.653995999135077e-05,
"m": 0.643627941608429
},
{
"p": 0.0,
"m": 0.9531474113464355
},
{
"p": 0.0,
"m": 0.9897421598434448
},
{
"p": 0.0021274674218147993,
"m": 0.4523111879825592
},
{
"p": 0.033849116414785385,
"m": 0.990725576877594
},
{
"p": 0.33569779992103577,
"m": 0.40391331911087036
},
{
"p": 0.06593358516693115,
"m": 0.8550542593002319
},
{
"p": 0.09013987332582474,
"m": 0.7147629261016846
},
{
"p": 0.21849970519542694,
"m": 1.0
},
{
"p": 0.07589786499738693,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 33,
"train_loss": 1.4883590936660767,
"val_loss": 1.1768923997879028,
"acc": 56.33,
"time": 250.39389557298273,
"param": [
{
"p": 0.11227834969758987,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06282778829336166,
"m": 1.0
},
{
"p": 0.0,
"m": 0.6257539987564087
},
{
"p": 0.0,
"m": 0.9473170638084412
},
{
"p": 0.0006689890869893134,
"m": 0.9898534417152405
},
{
"p": 0.0,
"m": 0.4211105704307556
},
{
"p": 0.02924603782594204,
"m": 0.9839058518409729
},
{
"p": 0.3547634184360504,
"m": 0.40324869751930237
},
{
"p": 0.06413544714450836,
"m": 0.8517435193061829
},
{
"p": 0.0882534384727478,
"m": 0.7230063080787659
},
{
"p": 0.22104541957378387,
"m": 1.0
},
{
"p": 0.06678106635808945,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 34,
"train_loss": 1.2841278314590454,
"val_loss": 1.3495134115219116,
"acc": 54.9,
"time": 250.1960698561743,
"param": [
{
"p": 0.10514701157808304,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05466752499341965,
"m": 1.0
},
{
"p": 0.0,
"m": 0.6048106551170349
},
{
"p": 0.0,
"m": 0.944743812084198
},
{
"p": 0.0,
"m": 0.9943156242370605
},
{
"p": 0.0,
"m": 0.4176998734474182
},
{
"p": 0.0,
"m": 0.9969838261604309
},
{
"p": 0.3992554545402527,
"m": 0.40720415115356445
},
{
"p": 0.061983879655599594,
"m": 0.8378059267997742
},
{
"p": 0.08944665640592575,
"m": 0.7299935817718506
},
{
"p": 0.22932623326778412,
"m": 1.0
},
{
"p": 0.06017323583364487,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 35,
"train_loss": 1.4390199184417725,
"val_loss": 1.0898789167404175,
"acc": 57.97,
"time": 253.10389391891658,
"param": [
{
"p": 0.10654208809137344,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0499604232609272,
"m": 1.0
},
{
"p": 0.0006889391806907952,
"m": 0.6037604808807373
},
{
"p": 0.0,
"m": 0.9342786073684692
},
{
"p": 0.0,
"m": 0.9819739460945129
},
{
"p": 0.0007390682003460824,
"m": 0.4272279739379883
},
{
"p": 0.003228796413168311,
"m": 1.0
},
{
"p": 0.41667014360427856,
"m": 0.3999394476413727
},
{
"p": 0.06325031071901321,
"m": 0.8047822713851929
},
{
"p": 0.08712536096572876,
"m": 0.7339715361595154
},
{
"p": 0.21843893826007843,
"m": 1.0
},
{
"p": 0.05335591733455658,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 36,
"train_loss": 1.4468514919281006,
"val_loss": 1.2314101457595825,
"acc": 57.26,
"time": 253.52730282815173,
"param": [
{
"p": 0.11017430573701859,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.058313146233558655,
"m": 1.0
},
{
"p": 0.0084253940731287,
"m": 0.6024664640426636
},
{
"p": 0.0,
"m": 0.946496307849884
},
{
"p": 0.0,
"m": 0.9666302800178528
},
{
"p": 0.0032723115291446447,
"m": 0.4453808665275574
},
{
"p": 0.010181731544435024,
"m": 1.0
},
{
"p": 0.4139666259288788,
"m": 0.40255123376846313
},
{
"p": 0.05578324943780899,
"m": 0.788637101650238
},
{
"p": 0.08317063748836517,
"m": 0.7372581362724304
},
{
"p": 0.1976904571056366,
"m": 1.0
},
{
"p": 0.05902218446135521,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 37,
"train_loss": 1.4860793352127075,
"val_loss": 1.2217460870742798,
"acc": 57.44,
"time": 254.34617964923382,
"param": [
{
"p": 0.10784163326025009,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05534650385379791,
"m": 1.0
},
{
"p": 0.01557987742125988,
"m": 0.6004584431648254
},
{
"p": 0.0,
"m": 0.9676429033279419
},
{
"p": 0.0,
"m": 0.9601855874061584
},
{
"p": 0.0034896796569228172,
"m": 0.42303919792175293
},
{
"p": 0.0018753084586933255,
"m": 1.0
},
{
"p": 0.4210391640663147,
"m": 0.4106051027774811
},
{
"p": 0.05923881381750107,
"m": 0.7849531769752502
},
{
"p": 0.08185146749019623,
"m": 0.7351126074790955
},
{
"p": 0.18181894719600677,
"m": 1.0
},
{
"p": 0.07191859930753708,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 38,
"train_loss": 1.603617787361145,
"val_loss": 1.2260271310806274,
"acc": 57.03,
"time": 251.49853278510273,
"param": [
{
"p": 0.11741441488265991,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04465721175074577,
"m": 1.0
},
{
"p": 0.015062944032251835,
"m": 0.5824163556098938
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 0.9837501645088196
},
{
"p": 0.00017302174819633365,
"m": 0.4037119746208191
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.4640730619430542,
"m": 0.40386223793029785
},
{
"p": 0.059734735637903214,
"m": 0.7697684168815613
},
{
"p": 0.057240478694438934,
"m": 0.7372173070907593
},
{
"p": 0.16206327080726624,
"m": 1.0
},
{
"p": 0.0795808732509613,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 39,
"train_loss": 1.516685128211975,
"val_loss": 1.3346142768859863,
"acc": 58.84,
"time": 250.020164583344,
"param": [
{
"p": 0.12088373303413391,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.038424357771873474,
"m": 1.0
},
{
"p": 0.012701756320893764,
"m": 0.553276777267456
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0015828731702640653,
"m": 0.9957252740859985
},
{
"p": 0.006248148623853922,
"m": 0.3986396789550781
},
{
"p": 0.0005806577973999083,
"m": 0.9990015029907227
},
{
"p": 0.4718993902206421,
"m": 0.38267579674720764
},
{
"p": 0.06074070185422897,
"m": 0.7503279447555542
},
{
"p": 0.046655453741550446,
"m": 0.7384132742881775
},
{
"p": 0.1523520052433014,
"m": 1.0
},
{
"p": 0.08793090283870697,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 40,
"train_loss": 1.4819730520248413,
"val_loss": 1.2495197057724,
"acc": 59.08,
"time": 253.20113623328507,
"param": [
{
"p": 0.11020012944936752,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03839276731014252,
"m": 1.0
},
{
"p": 0.01238356251269579,
"m": 0.5631887316703796
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.012710871174931526,
"m": 1.0
},
{
"p": 0.015528222545981407,
"m": 0.39299678802490234
},
{
"p": 0.009523152373731136,
"m": 1.0
},
{
"p": 0.4615462124347687,
"m": 0.3851381540298462
},
{
"p": 0.06256015598773956,
"m": 0.7597640156745911
},
{
"p": 0.032874882221221924,
"m": 0.7282754778862
},
{
"p": 0.1510912925004959,
"m": 1.0
},
{
"p": 0.09300869703292847,
"m": 1.0
},
{
"p": 0.00018007162725552917,
"m": 1.0
}
]
},
{
"epoch": 41,
"train_loss": 1.4732035398483276,
"val_loss": 1.1568830013275146,
"acc": 57.13,
"time": 253.04942501476035,
"param": [
{
"p": 0.10811906307935715,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.048041388392448425,
"m": 1.0
},
{
"p": 0.0032929065637290478,
"m": 0.570193350315094
},
{
"p": 0.0009831942152231932,
"m": 0.9949942231178284
},
{
"p": 0.011021088808774948,
"m": 1.0
},
{
"p": 0.027366066351532936,
"m": 0.33077454566955566
},
{
"p": 0.01090727187693119,
"m": 0.9949938058853149
},
{
"p": 0.4421696066856384,
"m": 0.39531898498535156
},
{
"p": 0.06938117742538452,
"m": 0.785908043384552
},
{
"p": 0.0246596522629261,
"m": 0.73679119348526
},
{
"p": 0.15270361304283142,
"m": 1.0
},
{
"p": 0.10135502368211746,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 42,
"train_loss": 1.5713311433792114,
"val_loss": 1.1959283351898193,
"acc": 58.88,
"time": 253.29996918980032,
"param": [
{
"p": 0.10481784492731094,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05362214148044586,
"m": 1.0
},
{
"p": 0.002675103722140193,
"m": 0.5564128160476685
},
{
"p": 0.010204348713159561,
"m": 0.9760077595710754
},
{
"p": 0.017242712900042534,
"m": 1.0
},
{
"p": 0.041192930191755295,
"m": 0.3159899413585663
},
{
"p": 0.0186313483864069,
"m": 0.9945200681686401
},
{
"p": 0.4042515754699707,
"m": 0.3930932879447937
},
{
"p": 0.0821768119931221,
"m": 0.8057076930999756
},
{
"p": 0.0058779348619282246,
"m": 0.7359532713890076
},
{
"p": 0.15160104632377625,
"m": 1.0
},
{
"p": 0.09820346534252167,
"m": 1.0
},
{
"p": 0.009502689354121685,
"m": 1.0
}
]
},
{
"epoch": 43,
"train_loss": 1.5746618509292603,
"val_loss": 1.2569875717163086,
"acc": 58.62,
"time": 256.74167649820447,
"param": [
{
"p": 0.09798495471477509,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.061873216181993484,
"m": 1.0
},
{
"p": 0.0007473135483451188,
"m": 0.5478824973106384
},
{
"p": 0.028459332883358,
"m": 0.9760320782661438
},
{
"p": 0.008917438797652721,
"m": 0.9951509833335876
},
{
"p": 0.054759860038757324,
"m": 0.3072257936000824
},
{
"p": 0.021413417533040047,
"m": 1.0
},
{
"p": 0.3696577250957489,
"m": 0.3647976517677307
},
{
"p": 0.0957600399851799,
"m": 0.8499244451522827
},
{
"p": 0.007894656620919704,
"m": 0.7392877340316772
},
{
"p": 0.1489093005657196,
"m": 1.0
},
{
"p": 0.09890925884246826,
"m": 1.0
},
{
"p": 0.004713546484708786,
"m": 1.0
}
]
},
{
"epoch": 44,
"train_loss": 1.5497496128082275,
"val_loss": 1.0697482824325562,
"acc": 59.48,
"time": 254.87303290795535,
"param": [
{
"p": 0.10212911665439606,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05384951829910278,
"m": 1.0
},
{
"p": 0.0,
"m": 0.5268449783325195
},
{
"p": 0.022239621728658676,
"m": 0.9940930008888245
},
{
"p": 0.0,
"m": 0.9863958954811096
},
{
"p": 0.06464742869138718,
"m": 0.2856316864490509
},
{
"p": 0.02294817939400673,
"m": 1.0
},
{
"p": 0.36959075927734375,
"m": 0.33569228649139404
},
{
"p": 0.10645212978124619,
"m": 0.9014084339141846
},
{
"p": 0.012156541459262371,
"m": 0.745081901550293
},
{
"p": 0.1515498012304306,
"m": 1.0
},
{
"p": 0.09443690627813339,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 45,
"train_loss": 1.5366473197937012,
"val_loss": 1.099155306816101,
"acc": 60.32,
"time": 249.53831849619746,
"param": [
{
"p": 0.10255317389965057,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.049046289175748825,
"m": 1.0
},
{
"p": 0.0,
"m": 0.5081833600997925
},
{
"p": 0.011135288514196873,
"m": 0.9848353862762451
},
{
"p": 0.0,
"m": 0.989209771156311
},
{
"p": 0.06940297782421112,
"m": 0.2623874843120575
},
{
"p": 0.021266769617795944,
"m": 1.0
},
{
"p": 0.38577941060066223,
"m": 0.3208544850349426
},
{
"p": 0.10214178264141083,
"m": 0.9335730075836182
},
{
"p": 0.01994394138455391,
"m": 0.753889799118042
},
{
"p": 0.1431875377893448,
"m": 1.0
},
{
"p": 0.0955427810549736,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 46,
"train_loss": 1.2962547540664673,
"val_loss": 1.1633801460266113,
"acc": 60.87,
"time": 249.75025208573788,
"param": [
{
"p": 0.10328104346990585,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04048782214522362,
"m": 1.0
},
{
"p": 0.0,
"m": 0.4866865277290344
},
{
"p": 0.0,
"m": 0.9669348001480103
},
{
"p": 0.0029557221569120884,
"m": 0.9873547554016113
},
{
"p": 0.07298172265291214,
"m": 0.23805391788482666
},
{
"p": 0.009348825551569462,
"m": 1.0
},
{
"p": 0.42205682396888733,
"m": 0.2957197427749634
},
{
"p": 0.09908636659383774,
"m": 0.9438268542289734
},
{
"p": 0.017846539616584778,
"m": 0.7547334432601929
},
{
"p": 0.1395668089389801,
"m": 1.0
},
{
"p": 0.09238829463720322,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 47,
"train_loss": 1.4603772163391113,
"val_loss": 1.1551036834716797,
"acc": 60.54,
"time": 251.89672484993935,
"param": [
{
"p": 0.10543053597211838,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03556210920214653,
"m": 1.0
},
{
"p": 0.0,
"m": 0.47797396779060364
},
{
"p": 0.0,
"m": 0.9899570941925049
},
{
"p": 0.0,
"m": 0.9937845468521118
},
{
"p": 0.07072317600250244,
"m": 0.22142541408538818
},
{
"p": 0.0,
"m": 0.9945183396339417
},
{
"p": 0.4587237536907196,
"m": 0.3057430684566498
},
{
"p": 0.09876886010169983,
"m": 0.9273806810379028
},
{
"p": 0.0036181623581796885,
"m": 0.7611993551254272
},
{
"p": 0.13701003789901733,
"m": 0.9992137551307678
},
{
"p": 0.09016337245702744,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 48,
"train_loss": 1.7742332220077515,
"val_loss": 1.1086665391921997,
"acc": 60.45,
"time": 254.27640585508198,
"param": [
{
"p": 0.10851908475160599,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0319821834564209,
"m": 1.0
},
{
"p": 0.0,
"m": 0.4809977114200592
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 0.9903314113616943
},
{
"p": 0.05920373275876045,
"m": 0.2364618480205536
},
{
"p": 0.0056905061937868595,
"m": 0.996293842792511
},
{
"p": 0.48020726442337036,
"m": 0.3415512144565582
},
{
"p": 0.09790651500225067,
"m": 0.9116666316986084
},
{
"p": 0.00019230185716878623,
"m": 0.767417848110199
},
{
"p": 0.13319823145866394,
"m": 1.0
},
{
"p": 0.08310019224882126,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 49,
"train_loss": 1.413332462310791,
"val_loss": 1.1094310283660889,
"acc": 60.0,
"time": 251.14319343306124,
"param": [
{
"p": 0.11119281500577927,
"m": 1.0
},
{
"p": 0.009041398763656616,
"m": 1.0
},
{
"p": 0.052408453077077866,
"m": 1.0
},
{
"p": 0.011076074093580246,
"m": 0.4601278603076935
},
{
"p": 0.0015133257256820798,
"m": 1.0
},
{
"p": 0.0007689240155741572,
"m": 0.9731317162513733
},
{
"p": 0.05960387736558914,
"m": 0.25775718688964844
},
{
"p": 0.02362518571317196,
"m": 0.993987500667572
},
{
"p": 0.4059603810310364,
"m": 0.3561258614063263
},
{
"p": 0.09798818826675415,
"m": 0.9118152260780334
},
{
"p": 0.02180388569831848,
"m": 0.783523678779602
},
{
"p": 0.12100731581449509,
"m": 1.0
},
{
"p": 0.08252840489149094,
"m": 1.0
},
{
"p": 0.0014818016206845641,
"m": 1.0
}
]
},
{
"epoch": 50,
"train_loss": 1.4069344997406006,
"val_loss": 1.021069049835205,
"acc": 61.3,
"time": 254.84402742795646,
"param": [
{
"p": 0.11950552463531494,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05172737315297127,
"m": 1.0
},
{
"p": 0.018355831503868103,
"m": 0.436892032623291
},
{
"p": 0.0,
"m": 0.9926232099533081
},
{
"p": 0.0,
"m": 0.9791868925094604
},
{
"p": 0.06300364434719086,
"m": 0.2730434536933899
},
{
"p": 0.018612632527947426,
"m": 0.9690978527069092
},
{
"p": 0.4070694148540497,
"m": 0.36589688062667847
},
{
"p": 0.09748277068138123,
"m": 0.9228892922401428
},
{
"p": 0.01810041069984436,
"m": 0.7966284155845642
},
{
"p": 0.12217535823583603,
"m": 1.0
},
{
"p": 0.0817762240767479,
"m": 1.0
},
{
"p": 0.0021908145863562822,
"m": 1.0
}
]
},
{
"epoch": 51,
"train_loss": 1.3335998058319092,
"val_loss": 1.2708905935287476,
"acc": 59.41,
"time": 252.61772908922285,
"param": [
{
"p": 0.11954470723867416,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.058420829474925995,
"m": 1.0
},
{
"p": 0.013837606646120548,
"m": 0.41772231459617615
},
{
"p": 0.001775917480699718,
"m": 0.9974543452262878
},
{
"p": 0.0,
"m": 0.9841713905334473
},
{
"p": 0.06555046886205673,
"m": 0.2898065149784088
},
{
"p": 0.01516440138220787,
"m": 0.9663857817649841
},
{
"p": 0.4023594558238983,
"m": 0.3688940107822418
},
{
"p": 0.10066138207912445,
"m": 0.9071231484413147
},
{
"p": 0.008602525107562542,
"m": 0.8066104054450989
},
{
"p": 0.12407717108726501,
"m": 1.0
},
{
"p": 0.087805837392807,
"m": 1.0
},
{
"p": 0.0021995999850332737,
"m": 1.0
}
]
},
{
"epoch": 52,
"train_loss": 1.4246556758880615,
"val_loss": 1.0275651216506958,
"acc": 61.65,
"time": 251.92993087600917,
"param": [
{
"p": 0.1183016374707222,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06336317956447601,
"m": 1.0
},
{
"p": 0.015829194337129593,
"m": 0.41476523876190186
},
{
"p": 0.0032496675848960876,
"m": 0.9928181767463684
},
{
"p": 0.0,
"m": 0.9756612181663513
},
{
"p": 0.072104811668396,
"m": 0.2818698585033417
},
{
"p": 0.003409134689718485,
"m": 0.9471646547317505
},
{
"p": 0.3908054232597351,
"m": 0.3806511461734772
},
{
"p": 0.11596113443374634,
"m": 0.9272639751434326
},
{
"p": 0.0036343412939459085,
"m": 0.8221882581710815
},
{
"p": 0.12158288806676865,
"m": 1.0
},
{
"p": 0.09175863862037659,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 53,
"train_loss": 1.7028053998947144,
"val_loss": 1.1436185836791992,
"acc": 62.48,
"time": 252.116585529875,
"param": [
{
"p": 0.11636050045490265,
"m": 1.0
},
{
"p": 0.000717559305485338,
"m": 1.0
},
{
"p": 0.0590922012925148,
"m": 1.0
},
{
"p": 0.01809883490204811,
"m": 0.4044119119644165
},
{
"p": 2.3088821762939915e-05,
"m": 0.986892580986023
},
{
"p": 0.0013927763793617487,
"m": 0.9745970964431763
},
{
"p": 0.07456076890230179,
"m": 0.25004759430885315
},
{
"p": 0.0020004597026854753,
"m": 0.9295514225959778
},
{
"p": 0.38652876019477844,
"m": 0.37459179759025574
},
{
"p": 0.12245424091815948,
"m": 0.9274306893348694
},
{
"p": 0.0057314722798764706,
"m": 0.8338229656219482
},
{
"p": 0.11019851267337799,
"m": 1.0
},
{
"p": 0.10023763030767441,
"m": 1.0
},
{
"p": 0.002603098750114441,
"m": 1.0
}
]
},
{
"epoch": 54,
"train_loss": 1.2666369676589966,
"val_loss": 1.1324777603149414,
"acc": 63.53,
"time": 253.92488442501053,
"param": [
{
"p": 0.11144939064979553,
"m": 1.0
},
{
"p": 0.0003850885550491512,
"m": 1.0
},
{
"p": 0.0747380182147026,
"m": 1.0
},
{
"p": 0.024468321353197098,
"m": 0.3920391798019409
},
{
"p": 0.004288403317332268,
"m": 0.9616443514823914
},
{
"p": 0.013839523307979107,
"m": 0.9758661389350891
},
{
"p": 0.07604822516441345,
"m": 0.22665509581565857
},
{
"p": 0.0030232600402086973,
"m": 0.9184496402740479
},
{
"p": 0.328693151473999,
"m": 0.37405556440353394
},
{
"p": 0.1231401339173317,
"m": 0.9192320704460144
},
{
"p": 0.03548944368958473,
"m": 0.8575307130813599
},
{
"p": 0.10439755767583847,
"m": 1.0
},
{
"p": 0.09165199100971222,
"m": 1.0
},
{
"p": 0.008387533016502857,
"m": 1.0
}
]
},
{
"epoch": 55,
"train_loss": 1.0800753831863403,
"val_loss": 1.022665023803711,
"acc": 62.32,
"time": 251.30251054186374,
"param": [
{
"p": 0.11300715804100037,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0790707990527153,
"m": 1.0
},
{
"p": 0.010973690077662468,
"m": 0.3613816797733307
},
{
"p": 0.008368466049432755,
"m": 0.9436438083648682
},
{
"p": 0.0052214618772268295,
"m": 0.9824142456054688
},
{
"p": 0.07620768249034882,
"m": 0.16979993879795074
},
{
"p": 0.0,
"m": 0.9164367318153381
},
{
"p": 0.3326009213924408,
"m": 0.3597887456417084
},
{
"p": 0.1258116364479065,
"m": 0.9075500965118408
},
{
"p": 0.05041815713047981,
"m": 0.869106650352478
},
{
"p": 0.10992482304573059,
"m": 1.0
},
{
"p": 0.08839518576860428,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 56,
"train_loss": 1.2831017971038818,
"val_loss": 1.0479685068130493,
"acc": 62.98,
"time": 253.6617459091358,
"param": [
{
"p": 0.1184360459446907,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06419070065021515,
"m": 1.0
},
{
"p": 0.0,
"m": 0.32881733775138855
},
{
"p": 0.0,
"m": 0.9105547070503235
},
{
"p": 0.0,
"m": 0.9661241769790649
},
{
"p": 0.0606868676841259,
"m": 0.12547661364078522
},
{
"p": 0.0,
"m": 0.9144560098648071
},
{
"p": 0.40417852997779846,
"m": 0.3308704197406769
},
{
"p": 0.1274956911802292,
"m": 0.9056127071380615
},
{
"p": 0.0372285470366478,
"m": 0.8690485954284668
},
{
"p": 0.10125759989023209,
"m": 1.0
},
{
"p": 0.08652592450380325,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 57,
"train_loss": 1.1958857774734497,
"val_loss": 1.067182183265686,
"acc": 63.52,
"time": 249.98805536981672,
"param": [
{
"p": 0.1254076063632965,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0531475655734539,
"m": 1.0
},
{
"p": 0.0,
"m": 0.3241496980190277
},
{
"p": 0.0,
"m": 0.8848475813865662
},
{
"p": 0.0,
"m": 0.9327306151390076
},
{
"p": 0.053459253162145615,
"m": 0.09573967009782791
},
{
"p": 0.0,
"m": 0.9158787131309509
},
{
"p": 0.444684237241745,
"m": 0.30604246258735657
},
{
"p": 0.11684451252222061,
"m": 0.9110572338104248
},
{
"p": 0.026132432743906975,
"m": 0.8617787957191467
},
{
"p": 0.0906808078289032,
"m": 1.0
},
{
"p": 0.08964363485574722,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 58,
"train_loss": 1.4564182758331299,
"val_loss": 0.9217181205749512,
"acc": 63.31,
"time": 251.75806969916448,
"param": [
{
"p": 0.13169312477111816,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03607488051056862,
"m": 1.0
},
{
"p": 0.00021597319573629647,
"m": 0.2819253206253052
},
{
"p": 0.0015880161663517356,
"m": 0.8792926669120789
},
{
"p": 0.007459788583219051,
"m": 0.9207268953323364
},
{
"p": 0.05744612589478493,
"m": 0.05947841703891754
},
{
"p": 0.009311631321907043,
"m": 0.9093220829963684
},
{
"p": 0.4615322947502136,
"m": 0.24981045722961426
},
{
"p": 0.10098661482334137,
"m": 0.9238253235816956
},
{
"p": 0.028461555019021034,
"m": 0.8530961871147156
},
{
"p": 0.07739272713661194,
"m": 1.0
},
{
"p": 0.0878373309969902,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 59,
"train_loss": 1.4816094636917114,
"val_loss": 1.042639136314392,
"acc": 62.53,
"time": 251.33838351489976,
"param": [
{
"p": 0.13590918481349945,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.025901440531015396,
"m": 1.0
},
{
"p": 0.0009559844038449228,
"m": 0.24734742939472198
},
{
"p": 0.002460154239088297,
"m": 0.8689736127853394
},
{
"p": 0.008983205072581768,
"m": 0.9249961972236633
},
{
"p": 0.06316668540239334,
"m": 0.06139010190963745
},
{
"p": 0.019871322438120842,
"m": 0.9231694340705872
},
{
"p": 0.4512326121330261,
"m": 0.22089417278766632
},
{
"p": 0.0782427191734314,
"m": 0.9399861097335815
},
{
"p": 0.039721813052892685,
"m": 0.8534557819366455
},
{
"p": 0.07424012571573257,
"m": 1.0
},
{
"p": 0.09931472688913345,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 60,
"train_loss": 1.6782002449035645,
"val_loss": 1.0672149658203125,
"acc": 63.64,
"time": 252.9342916100286,
"param": [
{
"p": 0.1349363625049591,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.023419620469212532,
"m": 1.0
},
{
"p": 0.0008248129161074758,
"m": 0.2299163043498993
},
{
"p": 0.00041301161400042474,
"m": 0.8624099493026733
},
{
"p": 0.015014314092695713,
"m": 0.9229896068572998
},
{
"p": 0.0662635788321495,
"m": 0.016224050894379616
},
{
"p": 0.015759771689772606,
"m": 0.9070330858230591
},
{
"p": 0.4447959065437317,
"m": 0.21210281550884247
},
{
"p": 0.059450913220644,
"m": 0.9465495944023132
},
{
"p": 0.05050235986709595,
"m": 0.8472185134887695
},
{
"p": 0.07297050207853317,
"m": 1.0
},
{
"p": 0.11564890295267105,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 61,
"train_loss": 1.5278908014297485,
"val_loss": 1.0509387254714966,
"acc": 63.49,
"time": 251.35236513614655,
"param": [
{
"p": 0.13455712795257568,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.018424373120069504,
"m": 1.0
},
{
"p": 0.010595445521175861,
"m": 0.22673971951007843
},
{
"p": 0.0,
"m": 0.8580222129821777
},
{
"p": 0.012379529885947704,
"m": 0.9382846355438232
},
{
"p": 0.07363570481538773,
"m": 0.0
},
{
"p": 0.019300254061818123,
"m": 0.8853715658187866
},
{
"p": 0.4502086639404297,
"m": 0.22801515460014343
},
{
"p": 0.05176074430346489,
"m": 0.9298039674758911
},
{
"p": 0.048277437686920166,
"m": 0.8541624546051025
},
{
"p": 0.06130322813987732,
"m": 1.0
},
{
"p": 0.11955741792917252,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 62,
"train_loss": 1.3477346897125244,
"val_loss": 0.9376251101493835,
"acc": 63.91,
"time": 249.69768376694992,
"param": [
{
"p": 0.13807372748851776,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.004962863866239786,
"m": 1.0
},
{
"p": 0.02745739184319973,
"m": 0.22101017832756042
},
{
"p": 0.0,
"m": 0.8706424236297607
},
{
"p": 0.007990757003426552,
"m": 0.9530898928642273
},
{
"p": 0.08187050372362137,
"m": 0.0009936952264979482
},
{
"p": 0.02316231094300747,
"m": 0.8835659623146057
},
{
"p": 0.46314364671707153,
"m": 0.2517175078392029
},
{
"p": 0.0430833138525486,
"m": 0.9098501801490784
},
{
"p": 0.04265521839261055,
"m": 0.8678865432739258
},
{
"p": 0.05297118052840233,
"m": 1.0
},
{
"p": 0.11462901532649994,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 63,
"train_loss": 1.4185354709625244,
"val_loss": 0.9818095564842224,
"acc": 64.06,
"time": 251.59408810036257,
"param": [
{
"p": 0.1295904815196991,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0028949470724910498,
"m": 1.0
},
{
"p": 0.042245835065841675,
"m": 0.2023550271987915
},
{
"p": 0.0027980422601103783,
"m": 0.876489520072937
},
{
"p": 0.0189923457801342,
"m": 0.946647047996521
},
{
"p": 0.07277685403823853,
"m": 0.0
},
{
"p": 0.018201414495706558,
"m": 0.8921586871147156
},
{
"p": 0.473190039396286,
"m": 0.27663296461105347
},
{
"p": 0.04444074630737305,
"m": 0.8894643187522888
},
{
"p": 0.038466256111860275,
"m": 0.8842440247535706
},
{
"p": 0.04282970353960991,
"m": 1.0
},
{
"p": 0.11357332766056061,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 64,
"train_loss": 1.259524941444397,
"val_loss": 1.0391428470611572,
"acc": 63.64,
"time": 251.50007654121146,
"param": [
{
"p": 0.11703813821077347,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05500435456633568,
"m": 0.15742503106594086
},
{
"p": 0.004331046249717474,
"m": 0.8581756353378296
},
{
"p": 0.0396985225379467,
"m": 0.9343957901000977
},
{
"p": 0.05914498120546341,
"m": 0.00010029732220573351
},
{
"p": 0.009189113043248653,
"m": 0.8966160416603088
},
{
"p": 0.46793079376220703,
"m": 0.2921992540359497
},
{
"p": 0.05922685191035271,
"m": 0.8804544806480408
},
{
"p": 0.04068383201956749,
"m": 0.8893807530403137
},
{
"p": 0.03355591744184494,
"m": 1.0
},
{
"p": 0.11041684448719025,
"m": 1.0
},
{
"p": 0.003779629711061716,
"m": 1.0
}
]
},
{
"epoch": 65,
"train_loss": 1.3681451082229614,
"val_loss": 1.1808369159698486,
"acc": 63.14,
"time": 255.56968695530668,
"param": [
{
"p": 0.09699944406747818,
"m": 1.0
},
{
"p": 0.001708957483060658,
"m": 1.0
},
{
"p": 0.0015478405402973294,
"m": 1.0
},
{
"p": 0.05496928468346596,
"m": 0.1191633939743042
},
{
"p": 0.007179879583418369,
"m": 0.8716922998428345
},
{
"p": 0.07120447605848312,
"m": 0.9439226984977722
},
{
"p": 0.054303787648677826,
"m": 0.0
},
{
"p": 0.010213605128228664,
"m": 0.8830680251121521
},
{
"p": 0.44660472869873047,
"m": 0.3004591763019562
},
{
"p": 0.06374785304069519,
"m": 0.8853355050086975
},
{
"p": 0.034210190176963806,
"m": 0.8835321068763733
},
{
"p": 0.045413557440042496,
"m": 1.0
},
{
"p": 0.10881087929010391,
"m": 1.0
},
{
"p": 0.003085633972659707,
"m": 1.0
}
]
},
{
"epoch": 66,
"train_loss": 1.262547492980957,
"val_loss": 0.9697040319442749,
"acc": 64.45,
"time": 250.17659178515896,
"param": [
{
"p": 0.08791366964578629,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.009997808374464512,
"m": 1.0
},
{
"p": 0.04972930997610092,
"m": 0.05631812661886215
},
{
"p": 0.0,
"m": 0.8809238076210022
},
{
"p": 0.09371678531169891,
"m": 0.937652051448822
},
{
"p": 0.04025304317474365,
"m": 0.0
},
{
"p": 0.003578545991331339,
"m": 0.8659528493881226
},
{
"p": 0.468169629573822,
"m": 0.29614678025245667
},
{
"p": 0.05528750270605087,
"m": 0.8859977722167969
},
{
"p": 0.022969059646129608,
"m": 0.8691470623016357
},
{
"p": 0.05953589454293251,
"m": 1.0
},
{
"p": 0.10884880274534225,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 67,
"train_loss": 1.6238198280334473,
"val_loss": 1.2361061573028564,
"acc": 62.96,
"time": 254.0940529932268,
"param": [
{
"p": 0.08525583148002625,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.015804870054125786,
"m": 1.0
},
{
"p": 0.0463060587644577,
"m": 0.0
},
{
"p": 0.0,
"m": 0.9082305431365967
},
{
"p": 0.10115092992782593,
"m": 0.9391680359840393
},
{
"p": 0.02685737982392311,
"m": 0.002309935400262475
},
{
"p": 0.0,
"m": 0.8703427910804749
},
{
"p": 0.48045814037323,
"m": 0.28285297751426697
},
{
"p": 0.046274591237306595,
"m": 0.878671407699585
},
{
"p": 0.02225547842681408,
"m": 0.8738653659820557
},
{
"p": 0.06309723109006882,
"m": 1.0
},
{
"p": 0.11253943294286728,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 68,
"train_loss": 1.477561354637146,
"val_loss": 1.024402379989624,
"acc": 65.07,
"time": 251.00237727398053,
"param": [
{
"p": 0.07866852730512619,
"m": 1.0
},
{
"p": 0.004444847349077463,
"m": 1.0
},
{
"p": 0.03371201828122139,
"m": 1.0
},
{
"p": 0.04703032970428467,
"m": 0.0
},
{
"p": 0.00018921802984550595,
"m": 0.9312217831611633
},
{
"p": 0.09708954393863678,
"m": 0.9790092706680298
},
{
"p": 0.029766585677862167,
"m": 0.0
},
{
"p": 0.01073022373020649,
"m": 0.853564977645874
},
{
"p": 0.4404847323894501,
"m": 0.2824759781360626
},
{
"p": 0.03941652178764343,
"m": 0.8787879943847656
},
{
"p": 0.03330022841691971,
"m": 0.8777328133583069
},
{
"p": 0.07062732428312302,
"m": 1.0
},
{
"p": 0.11453991383314133,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 69,
"train_loss": 1.5175116062164307,
"val_loss": 1.005772352218628,
"acc": 64.99,
"time": 251.2954435767606,
"param": [
{
"p": 0.08072438836097717,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03875049576163292,
"m": 1.0
},
{
"p": 0.04670078679919243,
"m": 0.0009546991786919534
},
{
"p": 0.0,
"m": 0.9265184998512268
},
{
"p": 0.09874194115400314,
"m": 0.9921631217002869
},
{
"p": 0.04441547393798828,
"m": 0.0011454630875959992
},
{
"p": 0.019432011991739273,
"m": 0.8123285174369812
},
{
"p": 0.4202413558959961,
"m": 0.28113842010498047
},
{
"p": 0.02745869569480419,
"m": 0.8947122693061829
},
{
"p": 0.03680005297064781,
"m": 0.8905077576637268
},
{
"p": 0.07203742861747742,
"m": 1.0
},
{
"p": 0.1146974116563797,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 70,
"train_loss": 1.3438128232955933,
"val_loss": 1.0795272588729858,
"acc": 65.44,
"time": 251.31246427679434,
"param": [
{
"p": 0.07599387317895889,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04871230944991112,
"m": 1.0
},
{
"p": 0.05265173316001892,
"m": 0.0
},
{
"p": 0.0,
"m": 0.9209762811660767
},
{
"p": 0.097846120595932,
"m": 0.998008131980896
},
{
"p": 0.04802623763680458,
"m": 0.00923080276697874
},
{
"p": 0.016184424981474876,
"m": 0.8159147500991821
},
{
"p": 0.40531498193740845,
"m": 0.272559255361557
},
{
"p": 0.01803123764693737,
"m": 0.9261969923973083
},
{
"p": 0.034673042595386505,
"m": 0.8853262066841125
},
{
"p": 0.07693994790315628,
"m": 1.0
},
{
"p": 0.1252908855676651,
"m": 1.0
},
{
"p": 0.0003352345374878496,
"m": 1.0
}
]
},
{
"epoch": 71,
"train_loss": 1.3182132244110107,
"val_loss": 1.0352880954742432,
"acc": 64.5,
"time": 251.14697982696816,
"param": [
{
"p": 0.06927590072154999,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.039376452565193176,
"m": 1.0
},
{
"p": 0.054800938814878464,
"m": 0.0
},
{
"p": 0.0,
"m": 0.9120430946350098
},
{
"p": 0.09014637023210526,
"m": 0.9896374940872192
},
{
"p": 0.05384043976664543,
"m": 0.04655512049794197
},
{
"p": 0.008327031508088112,
"m": 0.811242938041687
},
{
"p": 0.4133410155773163,
"m": 0.27227333188056946
},
{
"p": 0.018894445151090622,
"m": 0.9297500848770142
},
{
"p": 0.02996087819337845,
"m": 0.8846968412399292
},
{
"p": 0.08082535117864609,
"m": 1.0
},
{
"p": 0.13789403438568115,
"m": 1.0
},
{
"p": 0.0033171994145959616,
"m": 1.0
}
]
},
{
"epoch": 72,
"train_loss": 1.2558900117874146,
"val_loss": 1.0680147409439087,
"acc": 64.77,
"time": 253.4677518811077,
"param": [
{
"p": 0.06048724800348282,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.023327656090259552,
"m": 1.0
},
{
"p": 0.052173368632793427,
"m": 0.0
},
{
"p": 0.0,
"m": 0.8795810341835022
},
{
"p": 0.07972998917102814,
"m": 0.9825693964958191
},
{
"p": 0.05967574194073677,
"m": 0.06846629828214645
},
{
"p": 0.0,
"m": 0.7988623976707458
},
{
"p": 0.44259414076805115,
"m": 0.27846935391426086
},
{
"p": 0.025464190170168877,
"m": 0.9335514903068542
},
{
"p": 0.030113613232970238,
"m": 0.8989444375038147
},
{
"p": 0.08304757624864578,
"m": 1.0
},
{
"p": 0.14338643848896027,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 73,
"train_loss": 1.1482627391815186,
"val_loss": 1.0273735523223877,
"acc": 65.84,
"time": 252.0154616353102,
"param": [
{
"p": 0.06279196590185165,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.005050285253673792,
"m": 1.0
},
{
"p": 0.048855096101760864,
"m": 0.0
},
{
"p": 0.0,
"m": 0.8540397882461548
},
{
"p": 0.07652049511671066,
"m": 0.9976086616516113
},
{
"p": 0.057069722563028336,
"m": 0.07454182952642441
},
{
"p": 0.0,
"m": 0.8025232553482056
},
{
"p": 0.4695013761520386,
"m": 0.2910647392272949
},
{
"p": 0.02266712486743927,
"m": 0.9393560886383057
},
{
"p": 0.03147649019956589,
"m": 0.9151793122291565
},
{
"p": 0.08352994173765182,
"m": 1.0
},
{
"p": 0.14253747463226318,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 74,
"train_loss": 1.391655683517456,
"val_loss": 0.9466825723648071,
"acc": 64.78,
"time": 251.52306961780414,
"param": [
{
"p": 0.07153234630823135,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.004617239814251661,
"m": 1.0
},
{
"p": 0.057356853038072586,
"m": 0.0
},
{
"p": 0.0,
"m": 0.8644689917564392
},
{
"p": 0.06943372637033463,
"m": 1.0
},
{
"p": 0.05463522672653198,
"m": 0.07383416593074799
},
{
"p": 0.0,
"m": 0.8119860291481018
},
{
"p": 0.4748081564903259,
"m": 0.3007206320762634
},
{
"p": 0.016872979700565338,
"m": 0.9395762085914612
},
{
"p": 0.030811898410320282,
"m": 0.9299273490905762
},
{
"p": 0.07902637869119644,
"m": 1.0
},
{
"p": 0.1409052461385727,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 75,
"train_loss": 1.5779697895050049,
"val_loss": 1.0053240060806274,
"acc": 65.97,
"time": 251.4988556969911,
"param": [
{
"p": 0.06639374047517776,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0010659442050382495,
"m": 1.0
},
{
"p": 0.05914247781038284,
"m": 0.00033928832272067666
},
{
"p": 0.0,
"m": 0.9121428728103638
},
{
"p": 0.06417550146579742,
"m": 0.9937858581542969
},
{
"p": 0.05157313495874405,
"m": 0.06986886262893677
},
{
"p": 0.00019914633594453335,
"m": 0.7942541837692261
},
{
"p": 0.49813637137413025,
"m": 0.30562737584114075
},
{
"p": 0.01600685901939869,
"m": 0.9449687004089355
},
{
"p": 0.03371739387512207,
"m": 0.9554504752159119
},
{
"p": 0.060648344457149506,
"m": 1.0
},
{
"p": 0.14894109964370728,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 76,
"train_loss": 1.467110514640808,
"val_loss": 0.9946584701538086,
"acc": 65.47,
"time": 254.2506266888231,
"param": [
{
"p": 0.052771832793951035,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05892982333898544,
"m": 0.0
},
{
"p": 0.0,
"m": 0.9439461827278137
},
{
"p": 0.07121455669403076,
"m": 0.9903943538665771
},
{
"p": 0.04447607323527336,
"m": 0.045135874301195145
},
{
"p": 0.00039328279672190547,
"m": 0.776716411113739
},
{
"p": 0.5348671674728394,
"m": 0.29889991879463196
},
{
"p": 0.019317466765642166,
"m": 0.9599469900131226
},
{
"p": 0.022970573976635933,
"m": 0.9512097239494324
},
{
"p": 0.04177476465702057,
"m": 1.0
},
{
"p": 0.1532844752073288,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 77,
"train_loss": 1.1834651231765747,
"val_loss": 1.1005221605300903,
"acc": 64.64,
"time": 253.8604115601629,
"param": [
{
"p": 0.03639773651957512,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 2.489013240847271e-05,
"m": 1.0
},
{
"p": 0.057829998433589935,
"m": 0.0
},
{
"p": 0.0016587449936196208,
"m": 0.9544124603271484
},
{
"p": 0.07694072276353836,
"m": 1.0
},
{
"p": 0.040423434227705,
"m": 0.012444362044334412
},
{
"p": 0.0016400964232161641,
"m": 0.7602403163909912
},
{
"p": 0.5663098692893982,
"m": 0.2813718914985657
},
{
"p": 0.02971263974905014,
"m": 0.9772666692733765
},
{
"p": 0.001211771508678794,
"m": 0.9422457218170166
},
{
"p": 0.02674553357064724,
"m": 1.0
},
{
"p": 0.16110454499721527,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 78,
"train_loss": 1.2263695001602173,
"val_loss": 0.9829145669937134,
"acc": 66.33,
"time": 249.0249357703142,
"param": [
{
"p": 0.01924966834485531,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04542279615998268,
"m": 0.0
},
{
"p": 0.0,
"m": 0.9454797506332397
},
{
"p": 0.06445493549108505,
"m": 0.9994739890098572
},
{
"p": 0.027587609365582466,
"m": 0.0
},
{
"p": 0.0,
"m": 0.7389014959335327
},
{
"p": 0.6178435683250427,
"m": 0.27064231038093567
},
{
"p": 0.03886093944311142,
"m": 0.9865319728851318
},
{
"p": 0.0,
"m": 0.9413573741912842
},
{
"p": 0.01864982396364212,
"m": 1.0
},
{
"p": 0.16793058812618256,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 79,
"train_loss": 1.5632942914962769,
"val_loss": 0.9373918771743774,
"acc": 65.75,
"time": 251.93730248790234,
"param": [
{
"p": 0.006121671758592129,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0003274444898124784,
"m": 1.0
},
{
"p": 0.032096974551677704,
"m": 0.005064975470304489
},
{
"p": 0.0,
"m": 0.9352095127105713
},
{
"p": 0.0542072094976902,
"m": 1.0
},
{
"p": 0.016752202063798904,
"m": 0.0
},
{
"p": 0.0,
"m": 0.7096223831176758
},
{
"p": 0.6806041598320007,
"m": 0.24263669550418854
},
{
"p": 0.040414828807115555,
"m": 0.992757260799408
},
{
"p": 0.0,
"m": 0.9391512870788574
},
{
"p": 0.008910136297345161,
"m": 1.0
},
{
"p": 0.1605653613805771,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 80,
"train_loss": 1.1910847425460815,
"val_loss": 0.9892565608024597,
"acc": 65.08,
"time": 248.97883725399151,
"param": [
{
"p": 0.01838458515703678,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0010113411117345095,
"m": 1.0
},
{
"p": 0.029825769364833832,
"m": 3.235092663089745e-05
},
{
"p": 0.0,
"m": 0.9590134620666504
},
{
"p": 0.061901140958070755,
"m": 0.9886375069618225
},
{
"p": 0.011341653764247894,
"m": 0.030977142974734306
},
{
"p": 0.0003834727394860238,
"m": 0.6790665984153748
},
{
"p": 0.6793071627616882,
"m": 0.20280352234840393
},
{
"p": 0.04821377620100975,
"m": 0.9989510774612427
},
{
"p": 0.0,
"m": 0.9226762056350708
},
{
"p": 0.007574152667075396,
"m": 1.0
},
{
"p": 0.13871552050113678,
"m": 1.0
},
{
"p": 0.003341441508382559,
"m": 1.0
}
]
},
{
"epoch": 81,
"train_loss": 1.2884513139724731,
"val_loss": 1.0685724020004272,
"acc": 65.33,
"time": 251.46676809713244,
"param": [
{
"p": 0.029960984364151955,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.014476103708148003,
"m": 1.0
},
{
"p": 0.03081340529024601,
"m": 0.0
},
{
"p": 0.0,
"m": 0.9723629355430603
},
{
"p": 0.06324301660060883,
"m": 0.981737494468689
},
{
"p": 0.02762029506266117,
"m": 0.06074143946170807
},
{
"p": 0.017193062230944633,
"m": 0.6489284634590149
},
{
"p": 0.6090965867042542,
"m": 0.21549470722675323
},
{
"p": 0.055547378957271576,
"m": 0.9944517612457275
},
{
"p": 0.002623122651129961,
"m": 0.9204972386360168
},
{
"p": 0.01983571983873844,
"m": 1.0
},
{
"p": 0.12096533924341202,
"m": 1.0
},
{
"p": 0.008625012822449207,
"m": 1.0
}
]
},
{
"epoch": 82,
"train_loss": 1.31067955493927,
"val_loss": 0.9389156699180603,
"acc": 65.33,
"time": 249.24033550173044,
"param": [
{
"p": 0.031216491013765335,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0014301934279501438,
"m": 1.0
},
{
"p": 0.02515285275876522,
"m": 0.0
},
{
"p": 0.0,
"m": 0.964232861995697
},
{
"p": 0.061481673270463943,
"m": 0.9753646850585938
},
{
"p": 0.030695702880620956,
"m": 0.03288818523287773
},
{
"p": 0.01681579276919365,
"m": 0.6250115036964417
},
{
"p": 0.6474142670631409,
"m": 0.22132040560245514
},
{
"p": 0.05381656065583229,
"m": 0.9657655358314514
},
{
"p": 0.0,
"m": 0.9182855486869812
},
{
"p": 0.018363207578659058,
"m": 1.0
},
{
"p": 0.11334116756916046,
"m": 1.0
},
{
"p": 0.0002720697084441781,
"m": 1.0
}
]
},
{
"epoch": 83,
"train_loss": 1.2084102630615234,
"val_loss": 1.1516560316085815,
"acc": 65.42,
"time": 251.39808101998642,
"param": [
{
"p": 0.046351831406354904,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.022213710471987724,
"m": 1.0
},
{
"p": 0.04293493181467056,
"m": 0.0
},
{
"p": 0.004714665003120899,
"m": 0.9541845917701721
},
{
"p": 0.05404156073927879,
"m": 0.9875301122665405
},
{
"p": 0.05534965544939041,
"m": 0.035964999347925186
},
{
"p": 0.02112066186964512,
"m": 0.6365941762924194
},
{
"p": 0.5616406798362732,
"m": 0.23709866404533386
},
{
"p": 0.05746562033891678,
"m": 0.9477910399436951
},
{
"p": 0.002210997510701418,
"m": 0.9247636198997498
},
{
"p": 0.03571484610438347,
"m": 1.0
},
{
"p": 0.09540588408708572,
"m": 1.0
},
{
"p": 0.0008349796989932656,
"m": 1.0
}
]
},
{
"epoch": 84,
"train_loss": 1.294036865234375,
"val_loss": 1.0799092054367065,
"acc": 65.63,
"time": 253.16755775967613,
"param": [
{
"p": 0.06298967450857162,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0331096351146698,
"m": 1.0
},
{
"p": 0.05788571015000343,
"m": 0.0
},
{
"p": 0.0103983823210001,
"m": 0.9506877064704895
},
{
"p": 0.07629669457674026,
"m": 0.9715259075164795
},
{
"p": 0.061770688742399216,
"m": 0.016462137922644615
},
{
"p": 0.012840405106544495,
"m": 0.6070839762687683
},
{
"p": 0.49820107221603394,
"m": 0.23717419803142548
},
{
"p": 0.043482065200805664,
"m": 0.9349232912063599
},
{
"p": 0.006752637680619955,
"m": 0.9287387132644653
},
{
"p": 0.05840500071644783,
"m": 1.0
},
{
"p": 0.07786808907985687,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 85,
"train_loss": 1.2873667478561401,
"val_loss": 1.0708457231521606,
"acc": 66.0,
"time": 252.01459902571514,
"param": [
{
"p": 0.07111338526010513,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.020033331587910652,
"m": 1.0
},
{
"p": 0.06477544456720352,
"m": 0.0
},
{
"p": 0.009696663357317448,
"m": 0.9106739163398743
},
{
"p": 0.10171820223331451,
"m": 0.9728261232376099
},
{
"p": 0.05907263606786728,
"m": 0.0
},
{
"p": 0.0,
"m": 0.6028518080711365
},
{
"p": 0.5028184652328491,
"m": 0.23118649423122406
},
{
"p": 0.03302871435880661,
"m": 0.9327325224876404
},
{
"p": 0.006387906149029732,
"m": 0.9295364022254944
},
{
"p": 0.06560757011175156,
"m": 1.0
},
{
"p": 0.06574759632349014,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 86,
"train_loss": 1.2982754707336426,
"val_loss": 1.032430648803711,
"acc": 66.01,
"time": 253.81075891060755,
"param": [
{
"p": 0.07490944117307663,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.014307752251625061,
"m": 1.0
},
{
"p": 0.06587468087673187,
"m": 0.000662780599668622
},
{
"p": 0.0,
"m": 0.9023557305335999
},
{
"p": 0.10709384083747864,
"m": 0.9886108040809631
},
{
"p": 0.06491188704967499,
"m": 0.003975107800215483
},
{
"p": 0.0,
"m": 0.5755170583724976
},
{
"p": 0.5438925623893738,
"m": 0.23331335186958313
},
{
"p": 0.005923382472246885,
"m": 0.9291285276412964
},
{
"p": 0.0,
"m": 0.9236003756523132
},
{
"p": 0.07114938646554947,
"m": 1.0
},
{
"p": 0.051937103271484375,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 87,
"train_loss": 0.9979307055473328,
"val_loss": 0.9375685453414917,
"acc": 66.69,
"time": 251.18693110113963,
"param": [
{
"p": 0.08195997774600983,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0039801886305212975,
"m": 1.0
},
{
"p": 0.06202945113182068,
"m": 0.014175144024193287
},
{
"p": 0.004035510588437319,
"m": 0.9057952761650085
},
{
"p": 0.09593802690505981,
"m": 0.9787923097610474
},
{
"p": 0.0638677254319191,
"m": 0.0006153707508929074
},
{
"p": 0.0,
"m": 0.5431824326515198
},
{
"p": 0.5906683206558228,
"m": 0.23314863443374634
},
{
"p": 0.0,
"m": 0.9304798245429993
},
{
"p": 0.0,
"m": 0.9222253561019897
},
{
"p": 0.05915336310863495,
"m": 1.0
},
{
"p": 0.03836748003959656,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 88,
"train_loss": 1.1219985485076904,
"val_loss": 0.9968292713165283,
"acc": 65.74,
"time": 251.39582143817097,
"param": [
{
"p": 0.08319906890392303,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0077984449453651905,
"m": 1.0
},
{
"p": 0.0649430900812149,
"m": 0.0
},
{
"p": 0.0,
"m": 0.9075284004211426
},
{
"p": 0.08483736217021942,
"m": 0.9871072173118591
},
{
"p": 0.0732954740524292,
"m": 0.0
},
{
"p": 0.0014436265919357538,
"m": 0.5693827867507935
},
{
"p": 0.618286669254303,
"m": 0.21612520515918732
},
{
"p": 0.0026604216545820236,
"m": 0.9298240542411804
},
{
"p": 0.0006493751425296068,
"m": 0.9224473237991333
},
{
"p": 0.03632373735308647,
"m": 1.0
},
{
"p": 0.026562800630927086,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 89,
"train_loss": 1.3476197719573975,
"val_loss": 0.8809546828269958,
"acc": 66.67,
"time": 250.07308311294764,
"param": [
{
"p": 0.0787150114774704,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03318406268954277,
"m": 1.0
},
{
"p": 0.07427086681127548,
"m": 0.0
},
{
"p": 0.00130364834330976,
"m": 0.8863375782966614
},
{
"p": 0.06971059739589691,
"m": 1.0
},
{
"p": 0.0885227844119072,
"m": 0.0
},
{
"p": 0.02246790938079357,
"m": 0.5753273963928223
},
{
"p": 0.519020140171051,
"m": 0.21936850249767303
},
{
"p": 0.018391629680991173,
"m": 0.9312542676925659
},
{
"p": 0.013506785966455936,
"m": 0.9336228370666504
},
{
"p": 0.03985699266195297,
"m": 1.0
},
{
"p": 0.041049595922231674,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 90,
"train_loss": 1.4930840730667114,
"val_loss": 0.9137231707572937,
"acc": 67.1,
"time": 250.23414198169485,
"param": [
{
"p": 0.0753808543086052,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04091503098607063,
"m": 1.0
},
{
"p": 0.0704244002699852,
"m": 0.0008245019125752151
},
{
"p": 0.0,
"m": 0.8524304032325745
},
{
"p": 0.06828340888023376,
"m": 0.9949673414230347
},
{
"p": 0.1003725677728653,
"m": 0.03484376519918442
},
{
"p": 0.03733745962381363,
"m": 0.5921736359596252
},
{
"p": 0.4640231728553772,
"m": 0.19433926045894623
},
{
"p": 0.030270373448729515,
"m": 0.9345544576644897
},
{
"p": 0.019553473219275475,
"m": 0.929939329624176
},
{
"p": 0.045817967504262924,
"m": 1.0
},
{
"p": 0.04443421959877014,
"m": 1.0
},
{
"p": 0.0031871171668171883,
"m": 1.0
}
]
},
{
"epoch": 91,
"train_loss": 1.6214171648025513,
"val_loss": 1.126288890838623,
"acc": 66.1,
"time": 252.20524503896013,
"param": [
{
"p": 0.06349659711122513,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.046077221632003784,
"m": 1.0
},
{
"p": 0.07238686084747314,
"m": 0.0003703326510731131
},
{
"p": 0.0,
"m": 0.8282878994941711
},
{
"p": 0.06078106909990311,
"m": 0.9590214490890503
},
{
"p": 0.10907644778490067,
"m": 0.03852414712309837
},
{
"p": 0.04310184717178345,
"m": 0.6191332936286926
},
{
"p": 0.45713862776756287,
"m": 0.16666045784950256
},
{
"p": 0.03950530290603638,
"m": 0.9506053328514099
},
{
"p": 0.02310115098953247,
"m": 0.9228964447975159
},
{
"p": 0.03964291885495186,
"m": 1.0
},
{
"p": 0.045691944658756256,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 92,
"train_loss": 1.3183077573776245,
"val_loss": 0.967033326625824,
"acc": 66.56,
"time": 251.46131648262963,
"param": [
{
"p": 0.050072986632585526,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03558293357491493,
"m": 1.0
},
{
"p": 0.08695869892835617,
"m": 0.00306966551579535
},
{
"p": 0.0,
"m": 0.8037804365158081
},
{
"p": 0.04097921401262283,
"m": 0.9343093037605286
},
{
"p": 0.11065753549337387,
"m": 0.0
},
{
"p": 0.038089923560619354,
"m": 0.6341367959976196
},
{
"p": 0.5324897170066833,
"m": 0.20063792169094086
},
{
"p": 0.031032422557473183,
"m": 0.973420262336731
},
{
"p": 0.0031701240222901106,
"m": 0.9258385896682739
},
{
"p": 0.025970173999667168,
"m": 1.0
},
{
"p": 0.044996291399002075,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 93,
"train_loss": 1.3635942935943604,
"val_loss": 0.949722409248352,
"acc": 66.54,
"time": 253.10135880392045,
"param": [
{
"p": 0.04417526349425316,
"m": 1.0
},
{
"p": 0.0003920462622772902,
"m": 1.0
},
{
"p": 0.03710962459445,
"m": 1.0
},
{
"p": 0.08872303366661072,
"m": 0.0
},
{
"p": 0.006313930731266737,
"m": 0.769393801689148
},
{
"p": 0.03737955912947655,
"m": 0.9309152364730835
},
{
"p": 0.10277549922466278,
"m": 0.0
},
{
"p": 0.007302673999220133,
"m": 0.6108964085578918
},
{
"p": 0.5502080321311951,
"m": 0.23306624591350555
},
{
"p": 0.03462788462638855,
"m": 0.9782475829124451
},
{
"p": 0.005612812004983425,
"m": 0.9232067465782166
},
{
"p": 0.03791835904121399,
"m": 1.0
},
{
"p": 0.04048984870314598,
"m": 1.0
},
{
"p": 0.006971456576138735,
"m": 1.0
}
]
},
{
"epoch": 94,
"train_loss": 1.165037751197815,
"val_loss": 0.9928098320960999,
"acc": 65.79,
"time": 251.3830010490492,
"param": [
{
"p": 0.036880284547805786,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04493415355682373,
"m": 1.0
},
{
"p": 0.08125858008861542,
"m": 0.0
},
{
"p": 0.018276847898960114,
"m": 0.7190955281257629
},
{
"p": 0.04223785549402237,
"m": 0.9333123564720154
},
{
"p": 0.08967607468366623,
"m": 0.0
},
{
"p": 0.009912918321788311,
"m": 0.5578193664550781
},
{
"p": 0.4703540802001953,
"m": 0.22712676227092743
},
{
"p": 0.0556243471801281,
"m": 0.9784243702888489
},
{
"p": 0.03662502020597458,
"m": 0.9157214760780334
},
{
"p": 0.0592837892472744,
"m": 1.0
},
{
"p": 0.04378773272037506,
"m": 1.0
},
{
"p": 0.011148369871079922,
"m": 1.0
}
]
},
{
"epoch": 95,
"train_loss": 1.3997591733932495,
"val_loss": 1.0182158946990967,
"acc": 66.09,
"time": 253.42180476430804,
"param": [
{
"p": 0.019893987104296684,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03914046287536621,
"m": 1.0
},
{
"p": 0.06989798694849014,
"m": 0.0
},
{
"p": 0.02026301622390747,
"m": 0.6939408779144287
},
{
"p": 0.024700554087758064,
"m": 0.9012091755867004
},
{
"p": 0.07716140151023865,
"m": 0.0
},
{
"p": 0.02185521088540554,
"m": 0.5214195251464844
},
{
"p": 0.461983323097229,
"m": 0.22765277326107025
},
{
"p": 0.07097026705741882,
"m": 0.9668951034545898
},
{
"p": 0.05249256640672684,
"m": 0.9104344844818115
},
{
"p": 0.07655036449432373,
"m": 1.0
},
{
"p": 0.0540289543569088,
"m": 1.0
},
{
"p": 0.011061948724091053,
"m": 1.0
}
]
},
{
"epoch": 96,
"train_loss": 1.184631586074829,
"val_loss": 0.8864859938621521,
"acc": 67.27,
"time": 255.07883816072717,
"param": [
{
"p": 0.006048090290278196,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03516589477658272,
"m": 1.0
},
{
"p": 0.05360369756817818,
"m": 0.002575682010501623
},
{
"p": 0.027173880487680435,
"m": 0.6814467906951904
},
{
"p": 0.017515486106276512,
"m": 0.9171295762062073
},
{
"p": 0.08647296577692032,
"m": 0.0
},
{
"p": 0.018113290891051292,
"m": 0.5337569117546082
},
{
"p": 0.4632348120212555,
"m": 0.21080613136291504
},
{
"p": 0.08696188777685165,
"m": 0.966633677482605
},
{
"p": 0.05207765847444534,
"m": 0.8962734341621399
},
{
"p": 0.08545298129320145,
"m": 1.0
},
{
"p": 0.06327077001333237,
"m": 1.0
},
{
"p": 0.004908511880785227,
"m": 1.0
}
]
},
{
"epoch": 97,
"train_loss": 1.1483263969421387,
"val_loss": 0.9502949714660645,
"acc": 67.21,
"time": 251.2837213599123,
"param": [
{
"p": 0.005918749608099461,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04399970918893814,
"m": 1.0
},
{
"p": 0.045221514999866486,
"m": 0.0
},
{
"p": 0.019357843324542046,
"m": 0.6478202939033508
},
{
"p": 0.01311421301215887,
"m": 0.9328978061676025
},
{
"p": 0.0972033366560936,
"m": 0.0
},
{
"p": 0.008265070617198944,
"m": 0.5402316451072693
},
{
"p": 0.45170333981513977,
"m": 0.2052231729030609
},
{
"p": 0.09029689431190491,
"m": 0.966523289680481
},
{
"p": 0.05655966326594353,
"m": 0.8971099257469177
},
{
"p": 0.09462951123714447,
"m": 1.0
},
{
"p": 0.07373013347387314,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 98,
"train_loss": 1.3260509967803955,
"val_loss": 0.9998055100440979,
"acc": 66.45,
"time": 251.23423714889213,
"param": [
{
"p": 0.005516332108527422,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04924030229449272,
"m": 1.0
},
{
"p": 0.04109799489378929,
"m": 0.0
},
{
"p": 0.007801261730492115,
"m": 0.5988856554031372
},
{
"p": 0.0202633086591959,
"m": 0.9453011155128479
},
{
"p": 0.09431205689907074,
"m": 0.0
},
{
"p": 0.013899699784815311,
"m": 0.5816939473152161
},
{
"p": 0.45207738876342773,
"m": 0.177241712808609
},
{
"p": 0.08522698283195496,
"m": 0.9605187177658081
},
{
"p": 0.050935178995132446,
"m": 0.9036321640014648
},
{
"p": 0.09933706372976303,
"m": 1.0
},
{
"p": 0.07755398750305176,
"m": 1.0
},
{
"p": 0.002738447394222021,
"m": 1.0
}
]
},
{
"epoch": 99,
"train_loss": 1.6003278493881226,
"val_loss": 0.9631963968276978,
"acc": 67.3,
"time": 252.62149830069393,
"param": [
{
"p": 0.012077338993549347,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05091535300016403,
"m": 1.0
},
{
"p": 0.031371042132377625,
"m": 0.00041708751814439893
},
{
"p": 0.0,
"m": 0.6000791788101196
},
{
"p": 0.022810140624642372,
"m": 0.9327968955039978
},
{
"p": 0.10958536714315414,
"m": 0.0
},
{
"p": 0.016251778230071068,
"m": 0.5903473496437073
},
{
"p": 0.4656783640384674,
"m": 0.1673424392938614
},
{
"p": 0.07975912094116211,
"m": 0.9523647427558899
},
{
"p": 0.040646784007549286,
"m": 0.894181489944458
},
{
"p": 0.0911385640501976,
"m": 1.0
},
{
"p": 0.07299001514911652,
"m": 1.0
},
{
"p": 0.006776211783289909,
"m": 1.0
}
]
},
{
"epoch": 100,
"train_loss": 1.1661711931228638,
"val_loss": 0.9278702139854431,
"acc": 66.51,
"time": 250.610978087876,
"param": [
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05429787561297417,
"m": 1.0
},
{
"p": 0.010929957032203674,
"m": 0.0
},
{
"p": 0.0,
"m": 0.5472339987754822
},
{
"p": 0.02591797709465027,
"m": 0.9047062397003174
},
{
"p": 0.11176212877035141,
"m": 0.0
},
{
"p": 0.0026613196823745966,
"m": 0.6043403744697571
},
{
"p": 0.5398246645927429,
"m": 0.1711149364709854
},
{
"p": 0.06825124472379684,
"m": 0.9646100997924805
},
{
"p": 0.01844114251434803,
"m": 0.8813007473945618
},
{
"p": 0.09992602467536926,
"m": 1.0
},
{
"p": 0.06393803656101227,
"m": 1.0
},
{
"p": 0.0040495740249753,
"m": 1.0
}
]
},
{
"epoch": 101,
"train_loss": 1.0748505592346191,
"val_loss": 0.8837721943855286,
"acc": 67.16,
"time": 250.3240697849542,
"param": [
{
"p": 0.010206145234405994,
"m": 1.0
},
{
"p": 0.014729851856827736,
"m": 1.0
},
{
"p": 0.05828084424138069,
"m": 1.0
},
{
"p": 0.014989391900599003,
"m": 0.0
},
{
"p": 0.004532225895673037,
"m": 0.5321388244628906
},
{
"p": 0.03345208242535591,
"m": 0.8772259950637817
},
{
"p": 0.10207495838403702,
"m": 0.0
},
{
"p": 0.000795797270257026,
"m": 0.5931820273399353
},
{
"p": 0.5044049024581909,
"m": 0.14878495037555695
},
{
"p": 0.06742759793996811,
"m": 0.9545995593070984
},
{
"p": 0.032438624650239944,
"m": 0.8830155730247498
},
{
"p": 0.09990520030260086,
"m": 1.0
},
{
"p": 0.054689448326826096,
"m": 1.0
},
{
"p": 0.0020729410462081432,
"m": 1.0
}
]
},
{
"epoch": 102,
"train_loss": 1.181550145149231,
"val_loss": 1.090876817703247,
"acc": 67.55,
"time": 252.73738906392828,
"param": [
{
"p": 0.017597032710909843,
"m": 1.0
},
{
"p": 0.022786639630794525,
"m": 1.0
},
{
"p": 0.06272676587104797,
"m": 1.0
},
{
"p": 0.0313996784389019,
"m": 0.0
},
{
"p": 0.00047194596845656633,
"m": 0.5440762639045715
},
{
"p": 0.030766233801841736,
"m": 0.8562065958976746
},
{
"p": 0.10191123932600021,
"m": 0.0
},
{
"p": 0.006679909769445658,
"m": 0.5924883484840393
},
{
"p": 0.480849027633667,
"m": 0.09390643239021301
},
{
"p": 0.07501956820487976,
"m": 0.9595779180526733
},
{
"p": 0.03693799674510956,
"m": 0.879572868347168
},
{
"p": 0.09110100567340851,
"m": 1.0
},
{
"p": 0.0406547412276268,
"m": 1.0
},
{
"p": 0.0010982411913573742,
"m": 1.0
}
]
},
{
"epoch": 103,
"train_loss": 1.558316946029663,
"val_loss": 1.0688285827636719,
"acc": 67.24,
"time": 250.12158460076898,
"param": [
{
"p": 0.02840077504515648,
"m": 1.0
},
{
"p": 0.023990891873836517,
"m": 1.0
},
{
"p": 0.07469011098146439,
"m": 1.0
},
{
"p": 0.030228491872549057,
"m": 0.0
},
{
"p": 0.011514579877257347,
"m": 0.5811122059822083
},
{
"p": 0.023701384663581848,
"m": 0.823577344417572
},
{
"p": 0.09045843034982681,
"m": 0.009622722864151001
},
{
"p": 0.018069187179207802,
"m": 0.5621986985206604
},
{
"p": 0.46598270535469055,
"m": 0.04527685046195984
},
{
"p": 0.07736353576183319,
"m": 0.9418298006057739
},
{
"p": 0.03705371916294098,
"m": 0.8650277853012085
},
{
"p": 0.07615190744400024,
"m": 1.0
},
{
"p": 0.029445625841617584,
"m": 1.0
},
{
"p": 0.012948654592037201,
"m": 1.0
}
]
},
{
"epoch": 104,
"train_loss": 1.410697340965271,
"val_loss": 1.033126711845398,
"acc": 66.31,
"time": 255.15188503498212,
"param": [
{
"p": 0.023281849920749664,
"m": 1.0
},
{
"p": 0.008674796670675278,
"m": 1.0
},
{
"p": 0.09478989988565445,
"m": 1.0
},
{
"p": 0.029665334150195122,
"m": 0.0
},
{
"p": 0.019236285239458084,
"m": 0.6156491637229919
},
{
"p": 0.016057467088103294,
"m": 0.8027794361114502
},
{
"p": 0.07851788401603699,
"m": 0.0
},
{
"p": 0.03265637159347534,
"m": 0.5459300875663757
},
{
"p": 0.45444467663764954,
"m": 0.05571465566754341
},
{
"p": 0.08143626153469086,
"m": 0.934100866317749
},
{
"p": 0.048572245985269547,
"m": 0.8748130202293396
},
{
"p": 0.06826650351285934,
"m": 1.0
},
{
"p": 0.02223837375640869,
"m": 1.0
},
{
"p": 0.022162072360515594,
"m": 1.0
}
]
},
{
"epoch": 105,
"train_loss": 1.2312376499176025,
"val_loss": 1.0044360160827637,
"acc": 67.03,
"time": 252.39073506882414,
"param": [
{
"p": 0.01851068250834942,
"m": 1.0
},
{
"p": 0.0010004622163251042,
"m": 1.0
},
{
"p": 0.0949549600481987,
"m": 1.0
},
{
"p": 0.041209008544683456,
"m": 0.0175772812217474
},
{
"p": 0.022635795176029205,
"m": 0.6169692873954773
},
{
"p": 0.0342022068798542,
"m": 0.7854045033454895
},
{
"p": 0.08571846783161163,
"m": 0.0
},
{
"p": 0.03504425659775734,
"m": 0.5572614669799805
},
{
"p": 0.41081690788269043,
"m": 0.06927181035280228
},
{
"p": 0.0790322870016098,
"m": 0.9167946577072144
},
{
"p": 0.054725468158721924,
"m": 0.9071109890937805
},
{
"p": 0.06641894578933716,
"m": 1.0
},
{
"p": 0.03535972163081169,
"m": 1.0
},
{
"p": 0.0203708428889513,
"m": 1.0
}
]
},
{
"epoch": 106,
"train_loss": 1.483683705329895,
"val_loss": 1.098068118095398,
"acc": 68.55,
"time": 252.35380154987797,
"param": [
{
"p": 0.002974381670355797,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09108902513980865,
"m": 1.0
},
{
"p": 0.048009708523750305,
"m": 0.002184799173846841
},
{
"p": 0.02343711443245411,
"m": 0.659711480140686
},
{
"p": 0.05367300286889076,
"m": 0.7458438873291016
},
{
"p": 0.0884099006652832,
"m": 0.0
},
{
"p": 0.042938027530908585,
"m": 0.5689876675605774
},
{
"p": 0.3899424374103546,
"m": 0.06143660470843315
},
{
"p": 0.07124485075473785,
"m": 0.9203934669494629
},
{
"p": 0.054048940539360046,
"m": 0.9291819930076599
},
{
"p": 0.07104698568582535,
"m": 1.0
},
{
"p": 0.046923428773880005,
"m": 1.0
},
{
"p": 0.016262294724583626,
"m": 1.0
}
]
},
{
"epoch": 107,
"train_loss": 1.2261747121810913,
"val_loss": 0.9009337425231934,
"acc": 67.49,
"time": 254.06834114715457,
"param": [
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09211785346269608,
"m": 1.0
},
{
"p": 0.04018193110823631,
"m": 0.0031826565973460674
},
{
"p": 0.027672505006194115,
"m": 0.6596928238868713
},
{
"p": 0.07337187230587006,
"m": 0.6867482662200928
},
{
"p": 0.09109129011631012,
"m": 0.0
},
{
"p": 0.045496270060539246,
"m": 0.5666632652282715
},
{
"p": 0.3792354464530945,
"m": 0.0
},
{
"p": 0.0646798387169838,
"m": 0.9102961421012878
},
{
"p": 0.04575071111321449,
"m": 0.916864275932312
},
{
"p": 0.07605159282684326,
"m": 1.0
},
{
"p": 0.0502108670771122,
"m": 1.0
},
{
"p": 0.014139752835035324,
"m": 1.0
}
]
},
{
"epoch": 108,
"train_loss": 1.5999789237976074,
"val_loss": 1.0346391201019287,
"acc": 67.96,
"time": 253.31841310905293,
"param": [
{
"p": 0.018649911507964134,
"m": 1.0
},
{
"p": 0.004322318825870752,
"m": 1.0
},
{
"p": 0.09029187262058258,
"m": 1.0
},
{
"p": 0.04305046796798706,
"m": 0.0
},
{
"p": 0.03380865231156349,
"m": 0.6622326970100403
},
{
"p": 0.07757768034934998,
"m": 0.6593708395957947
},
{
"p": 0.09193934500217438,
"m": 0.0
},
{
"p": 0.0483417883515358,
"m": 0.553196370601654
},
{
"p": 0.3147618770599365,
"m": 0.0
},
{
"p": 0.06202995032072067,
"m": 0.9225771427154541
},
{
"p": 0.04862843081355095,
"m": 0.9175976514816284
},
{
"p": 0.0771762877702713,
"m": 1.0
},
{
"p": 0.05065598338842392,
"m": 1.0
},
{
"p": 0.03876553848385811,
"m": 1.0
}
]
},
{
"epoch": 109,
"train_loss": 1.533591628074646,
"val_loss": 0.9358549118041992,
"acc": 67.61,
"time": 255.80268201837316,
"param": [
{
"p": 0.03873935341835022,
"m": 1.0
},
{
"p": 0.006183757446706295,
"m": 1.0
},
{
"p": 0.09390220046043396,
"m": 1.0
},
{
"p": 0.046311572194099426,
"m": 0.0
},
{
"p": 0.021793685853481293,
"m": 0.6582759022712708
},
{
"p": 0.0758555456995964,
"m": 0.6809896230697632
},
{
"p": 0.09550327062606812,
"m": 0.01329450961202383
},
{
"p": 0.039970457553863525,
"m": 0.5131938457489014
},
{
"p": 0.3015803396701813,
"m": 0.0
},
{
"p": 0.05794087424874306,
"m": 0.9249051809310913
},
{
"p": 0.05459834635257721,
"m": 0.8981682062149048
},
{
"p": 0.08099842071533203,
"m": 1.0
},
{
"p": 0.04167453944683075,
"m": 1.0
},
{
"p": 0.04494767263531685,
"m": 1.0
}
]
},
{
"epoch": 110,
"train_loss": 1.614124059677124,
"val_loss": 0.8670679330825806,
"acc": 66.34,
"time": 254.95607567206025,
"param": [
{
"p": 0.046453461050987244,
"m": 1.0
},
{
"p": 0.004330301191657782,
"m": 1.0
},
{
"p": 0.1061735674738884,
"m": 1.0
},
{
"p": 0.04435465484857559,
"m": 0.00044759141746908426
},
{
"p": 0.005002172663807869,
"m": 0.6630843281745911
},
{
"p": 0.08035258948802948,
"m": 0.6751854419708252
},
{
"p": 0.0923599973320961,
"m": 0.009237105026841164
},
{
"p": 0.02901901677250862,
"m": 0.4738711714744568
},
{
"p": 0.31737449765205383,
"m": 0.0
},
{
"p": 0.06658492982387543,
"m": 0.9019584059715271
},
{
"p": 0.047557681798934937,
"m": 0.8751681447029114
},
{
"p": 0.08334094285964966,
"m": 1.0
},
{
"p": 0.032155584543943405,
"m": 1.0
},
{
"p": 0.04494057223200798,
"m": 1.0
}
]
},
{
"epoch": 111,
"train_loss": 1.2965530157089233,
"val_loss": 0.9313872456550598,
"acc": 68.27,
"time": 253.31357112899423,
"param": [
{
"p": 0.034184642136096954,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11043664813041687,
"m": 1.0
},
{
"p": 0.03302934393286705,
"m": 0.0
},
{
"p": 0.0,
"m": 0.6382847428321838
},
{
"p": 0.08383059501647949,
"m": 0.6803521513938904
},
{
"p": 0.08525162190198898,
"m": 0.0
},
{
"p": 0.0,
"m": 0.4614560306072235
},
{
"p": 0.37638014554977417,
"m": 0.0
},
{
"p": 0.07236187905073166,
"m": 0.8785156607627869
},
{
"p": 0.04926484823226929,
"m": 0.855310320854187
},
{
"p": 0.08804158866405487,
"m": 1.0
},
{
"p": 0.026357194408774376,
"m": 1.0
},
{
"p": 0.040861573070287704,
"m": 1.0
}
]
},
{
"epoch": 112,
"train_loss": 1.8056278228759766,
"val_loss": 0.9573912620544434,
"acc": 68.48,
"time": 251.80185809824616,
"param": [
{
"p": 0.021070122718811035,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10303308069705963,
"m": 1.0
},
{
"p": 0.0131746931001544,
"m": 0.0
},
{
"p": 0.0,
"m": 0.6292501091957092
},
{
"p": 0.08184240758419037,
"m": 0.6836652159690857
},
{
"p": 0.07577206939458847,
"m": 0.0
},
{
"p": 0.0,
"m": 0.4719972610473633
},
{
"p": 0.45249760150909424,
"m": 0.0
},
{
"p": 0.06543116271495819,
"m": 0.8499307632446289
},
{
"p": 0.04519258067011833,
"m": 0.8424170017242432
},
{
"p": 0.09653053432703018,
"m": 1.0
},
{
"p": 0.01476758997887373,
"m": 1.0
},
{
"p": 0.03068814054131508,
"m": 1.0
}
]
},
{
"epoch": 113,
"train_loss": 1.8219094276428223,
"val_loss": 1.0068652629852295,
"acc": 66.82,
"time": 250.90851558092982,
"param": [
{
"p": 0.002602245891466737,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1017647460103035,
"m": 1.0
},
{
"p": 0.014244694262742996,
"m": 0.0
},
{
"p": 0.0,
"m": 0.634411633014679
},
{
"p": 0.08500419557094574,
"m": 0.6995018124580383
},
{
"p": 0.058778874576091766,
"m": 0.0037701085675507784
},
{
"p": 0.0,
"m": 0.48858004808425903
},
{
"p": 0.533943772315979,
"m": 0.0027026855386793613
},
{
"p": 0.060485973954200745,
"m": 0.8649783730506897
},
{
"p": 0.04239552468061447,
"m": 0.8306292295455933
},
{
"p": 0.09214357286691666,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.008636401034891605,
"m": 1.0
}
]
},
{
"epoch": 114,
"train_loss": 1.6113349199295044,
"val_loss": 0.9696144461631775,
"acc": 67.16,
"time": 252.4509989451617,
"param": [
{
"p": 0.003841123078018427,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09788573533296585,
"m": 1.0
},
{
"p": 0.034660033881664276,
"m": 0.0
},
{
"p": 0.0,
"m": 0.6391242742538452
},
{
"p": 0.07660090923309326,
"m": 0.6935051083564758
},
{
"p": 0.05368304252624512,
"m": 0.018544239923357964
},
{
"p": 0.012097232975065708,
"m": 0.48890450596809387
},
{
"p": 0.5486875772476196,
"m": 0.0
},
{
"p": 0.049711428582668304,
"m": 0.9016602039337158
},
{
"p": 0.0387299470603466,
"m": 0.8248725533485413
},
{
"p": 0.08199027925729752,
"m": 1.0
},
{
"p": 0.0012198917102068663,
"m": 1.0
},
{
"p": 0.0008928866591304541,
"m": 1.0
}
]
},
{
"epoch": 115,
"train_loss": 1.7380672693252563,
"val_loss": 1.0325593948364258,
"acc": 66.82,
"time": 250.47483242489398,
"param": [
{
"p": 0.03106442652642727,
"m": 1.0
},
{
"p": 0.00530602503567934,
"m": 1.0
},
{
"p": 0.08430662751197815,
"m": 1.0
},
{
"p": 0.060776498168706894,
"m": 0.011133919470012188
},
{
"p": 0.0037200446240603924,
"m": 0.6160805225372314
},
{
"p": 0.0836629644036293,
"m": 0.6411572694778442
},
{
"p": 0.03731057792901993,
"m": 0.0035995931830257177
},
{
"p": 0.02676115557551384,
"m": 0.4701646566390991
},
{
"p": 0.48656269907951355,
"m": 0.0
},
{
"p": 0.04208321124315262,
"m": 0.9305109977722168
},
{
"p": 0.04035739228129387,
"m": 0.8177237510681152
},
{
"p": 0.06984784454107285,
"m": 1.0
},
{
"p": 0.013988870196044445,
"m": 1.0
},
{
"p": 0.0142516503110528,
"m": 1.0
}
]
},
{
"epoch": 116,
"train_loss": 1.5017483234405518,
"val_loss": 0.7777777910232544,
"acc": 67.77,
"time": 252.46354421507567,
"param": [
{
"p": 0.06459414958953857,
"m": 1.0
},
{
"p": 0.01479848101735115,
"m": 1.0
},
{
"p": 0.06981008499860764,
"m": 1.0
},
{
"p": 0.05240682139992714,
"m": 0.0
},
{
"p": 0.009351557120680809,
"m": 0.5819954872131348
},
{
"p": 0.07743531465530396,
"m": 0.5756003856658936
},
{
"p": 0.029074139893054962,
"m": 0.0
},
{
"p": 0.04575391486287117,
"m": 0.427869975566864
},
{
"p": 0.41303274035453796,
"m": 0.0
},
{
"p": 0.04611610621213913,
"m": 0.9424736499786377
},
{
"p": 0.04530920833349228,
"m": 0.8070095777511597
},
{
"p": 0.06390786916017532,
"m": 1.0
},
{
"p": 0.02916974201798439,
"m": 1.0
},
{
"p": 0.03923987224698067,
"m": 1.0
}
]
},
{
"epoch": 117,
"train_loss": 1.4853899478912354,
"val_loss": 0.991135835647583,
"acc": 67.79,
"time": 250.67493539582938,
"param": [
{
"p": 0.07356872409582138,
"m": 1.0
},
{
"p": 0.008431626483798027,
"m": 1.0
},
{
"p": 0.06292656809091568,
"m": 1.0
},
{
"p": 0.04111839830875397,
"m": 0.0
},
{
"p": 0.0,
"m": 0.5464257001876831
},
{
"p": 0.06243053078651428,
"m": 0.5606541037559509
},
{
"p": 0.02897130511701107,
"m": 0.0
},
{
"p": 0.04859328269958496,
"m": 0.36760956048965454
},
{
"p": 0.43813133239746094,
"m": 0.0
},
{
"p": 0.050727494060993195,
"m": 0.9526014924049377
},
{
"p": 0.042781174182891846,
"m": 0.7841532826423645
},
{
"p": 0.06515073776245117,
"m": 1.0
},
{
"p": 0.027556419372558594,
"m": 1.0
},
{
"p": 0.04961236193776131,
"m": 1.0
}
]
},
{
"epoch": 118,
"train_loss": 1.294127345085144,
"val_loss": 0.8974425196647644,
"acc": 67.16,
"time": 254.75608595693484,
"param": [
{
"p": 0.06314071267843246,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06278834491968155,
"m": 1.0
},
{
"p": 0.03506642207503319,
"m": 0.0
},
{
"p": 0.0,
"m": 0.507776141166687
},
{
"p": 0.0459672212600708,
"m": 0.506462037563324
},
{
"p": 0.022866830229759216,
"m": 0.001211047638207674
},
{
"p": 0.03586698696017265,
"m": 0.3002406656742096
},
{
"p": 0.5194289684295654,
"m": 0.002367772161960602
},
{
"p": 0.05569633096456528,
"m": 0.9408727884292603
},
{
"p": 0.03691190108656883,
"m": 0.7660556435585022
},
{
"p": 0.056532829999923706,
"m": 1.0
},
{
"p": 0.016074039041996002,
"m": 1.0
},
{
"p": 0.049659281969070435,
"m": 1.0
}
]
},
{
"epoch": 119,
"train_loss": 1.3495640754699707,
"val_loss": 0.917253315448761,
"acc": 67.18,
"time": 251.8006370109506,
"param": [
{
"p": 0.04312484711408615,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0652131512761116,
"m": 1.0
},
{
"p": 0.018819887191057205,
"m": 0.0
},
{
"p": 0.0,
"m": 0.4388510584831238
},
{
"p": 0.02324015647172928,
"m": 0.47514572739601135
},
{
"p": 0.002532991347834468,
"m": 0.0
},
{
"p": 0.007203323766589165,
"m": 0.24859584867954254
},
{
"p": 0.674662709236145,
"m": 0.02203727699816227
},
{
"p": 0.06682523339986801,
"m": 0.9342480301856995
},
{
"p": 0.013440612703561783,
"m": 0.7480894923210144
},
{
"p": 0.04596146568655968,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0389755554497242,
"m": 1.0
}
]
},
{
"epoch": 120,
"train_loss": 1.9186257123947144,
"val_loss": 0.9795344471931458,
"acc": 67.38,
"time": 255.53703043982387,
"param": [
{
"p": 0.028165966272354126,
"m": 1.0
},
{
"p": 0.0008117566467262805,
"m": 1.0
},
{
"p": 0.07898600399494171,
"m": 1.0
},
{
"p": 0.01759309694170952,
"m": 0.0
},
{
"p": 0.00746258394792676,
"m": 0.362959086894989
},
{
"p": 0.009147219359874725,
"m": 0.43492573499679565
},
{
"p": 0.01424346026033163,
"m": 0.0
},
{
"p": 0.0,
"m": 0.21354986727237701
},
{
"p": 0.633632242679596,
"m": 0.004274733830243349
},
{
"p": 0.07922709733247757,
"m": 0.935882568359375
},
{
"p": 0.028127647936344147,
"m": 0.744733452796936
},
{
"p": 0.04069732874631882,
"m": 1.0
},
{
"p": 0.0021138715092092752,
"m": 1.0
},
{
"p": 0.05979171395301819,
"m": 1.0
}
]
},
{
"epoch": 121,
"train_loss": 1.3168307542800903,
"val_loss": 1.0178980827331543,
"acc": 67.57,
"time": 252.54770427616313,
"param": [
{
"p": 0.03444492816925049,
"m": 1.0
},
{
"p": 0.02034076675772667,
"m": 1.0
},
{
"p": 0.07780606299638748,
"m": 1.0
},
{
"p": 0.04162471368908882,
"m": 0.0
},
{
"p": 0.00861368514597416,
"m": 0.3084758222103119
},
{
"p": 0.009316476993262768,
"m": 0.403080016374588
},
{
"p": 0.046491462737321854,
"m": 0.0
},
{
"p": 0.011827344074845314,
"m": 0.16059823334217072
},
{
"p": 0.4869109094142914,
"m": 0.0
},
{
"p": 0.07451167702674866,
"m": 0.939738929271698
},
{
"p": 0.03387419506907463,
"m": 0.7272498607635498
},
{
"p": 0.05661768466234207,
"m": 1.0
},
{
"p": 0.022475970908999443,
"m": 1.0
},
{
"p": 0.07514406740665436,
"m": 1.0
}
]
},
{
"epoch": 122,
"train_loss": 1.2434338331222534,
"val_loss": 0.9439085721969604,
"acc": 67.5,
"time": 253.81933626066893,
"param": [
{
"p": 0.04421404004096985,
"m": 1.0
},
{
"p": 0.037900928407907486,
"m": 1.0
},
{
"p": 0.09876136481761932,
"m": 1.0
},
{
"p": 0.05055702105164528,
"m": 0.0
},
{
"p": 0.0,
"m": 0.2190861701965332
},
{
"p": 0.010973027907311916,
"m": 0.35559943318367004
},
{
"p": 0.05912087857723236,
"m": 0.0
},
{
"p": 0.035754136741161346,
"m": 0.11674736440181732
},
{
"p": 0.40417957305908203,
"m": 0.0
},
{
"p": 0.06107176095247269,
"m": 0.9590820670127869
},
{
"p": 0.0362757109105587,
"m": 0.7113118171691895
},
{
"p": 0.05363956838846207,
"m": 1.0
},
{
"p": 0.032515749335289,
"m": 1.0
},
{
"p": 0.0750361904501915,
"m": 1.0
}
]
},
{
"epoch": 123,
"train_loss": 1.6433993577957153,
"val_loss": 1.0057324171066284,
"acc": 67.89,
"time": 255.0954572018236,
"param": [
{
"p": 0.0405275896191597,
"m": 1.0
},
{
"p": 0.048723652958869934,
"m": 1.0
},
{
"p": 0.11918354779481888,
"m": 1.0
},
{
"p": 0.054286036640405655,
"m": 0.0
},
{
"p": 0.0,
"m": 0.1509411484003067
},
{
"p": 0.014594611711800098,
"m": 0.31625112891197205
},
{
"p": 0.05952693149447441,
"m": 0.0
},
{
"p": 0.03177327662706375,
"m": 0.08152957260608673
},
{
"p": 0.3719943165779114,
"m": 0.0
},
{
"p": 0.050968464463949203,
"m": 0.9810504913330078
},
{
"p": 0.033288754522800446,
"m": 0.7230186462402344
},
{
"p": 0.06241995096206665,
"m": 1.0
},
{
"p": 0.04239436611533165,
"m": 1.0
},
{
"p": 0.07031846791505814,
"m": 1.0
}
]
},
{
"epoch": 124,
"train_loss": 1.7905439138412476,
"val_loss": 1.0207628011703491,
"acc": 66.84,
"time": 253.7478466150351,
"param": [
{
"p": 0.031060701236128807,
"m": 1.0
},
{
"p": 0.04335574805736542,
"m": 1.0
},
{
"p": 0.14307978749275208,
"m": 1.0
},
{
"p": 0.04546545445919037,
"m": 0.0
},
{
"p": 0.0,
"m": 0.06092524155974388
},
{
"p": 0.0,
"m": 0.2723615765571594
},
{
"p": 0.05148474872112274,
"m": 0.0
},
{
"p": 0.03512399271130562,
"m": 0.09042231738567352
},
{
"p": 0.4318045675754547,
"m": 0.017896736040711403
},
{
"p": 0.04254382476210594,
"m": 1.0
},
{
"p": 0.007444292772561312,
"m": 0.7178641557693481
},
{
"p": 0.03834846615791321,
"m": 1.0
},
{
"p": 0.05381496995687485,
"m": 1.0
},
{
"p": 0.07647339254617691,
"m": 1.0
}
]
},
{
"epoch": 125,
"train_loss": 1.2887133359909058,
"val_loss": 1.0924012660980225,
"acc": 67.47,
"time": 255.1764798099175,
"param": [
{
"p": 0.018867209553718567,
"m": 1.0
},
{
"p": 0.04170128330588341,
"m": 1.0
},
{
"p": 0.15631166100502014,
"m": 1.0
},
{
"p": 0.039038967341184616,
"m": 0.0
},
{
"p": 0.0007550819427706301,
"m": 0.0
},
{
"p": 0.0009888962376862764,
"m": 0.20636770129203796
},
{
"p": 0.03318813815712929,
"m": 0.0
},
{
"p": 0.021837174892425537,
"m": 0.09138894081115723
},
{
"p": 0.48159605264663696,
"m": 0.0225401371717453
},
{
"p": 0.05156278610229492,
"m": 0.9982302188873291
},
{
"p": 0.0063033862970769405,
"m": 0.7150444388389587
},
{
"p": 0.016859401017427444,
"m": 1.0
},
{
"p": 0.051252834498882294,
"m": 1.0
},
{
"p": 0.0797371044754982,
"m": 1.0
}
]
},
{
"epoch": 126,
"train_loss": 1.4464178085327148,
"val_loss": 0.9154037237167358,
"acc": 67.25,
"time": 254.27999593084678,
"param": [
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03602195903658867,
"m": 1.0
},
{
"p": 0.15368926525115967,
"m": 1.0
},
{
"p": 0.030088528990745544,
"m": 0.0
},
{
"p": 0.010159100405871868,
"m": 0.005921850446611643
},
{
"p": 0.013088029809296131,
"m": 0.14428579807281494
},
{
"p": 0.008312464691698551,
"m": 0.0
},
{
"p": 0.0004278979613445699,
"m": 0.04727867618203163
},
{
"p": 0.5244402885437012,
"m": 0.0
},
{
"p": 0.05894441530108452,
"m": 0.9829257130622864
},
{
"p": 0.013660673052072525,
"m": 0.7098153233528137
},
{
"p": 0.011111649684607983,
"m": 1.0
},
{
"p": 0.045016974210739136,
"m": 1.0
},
{
"p": 0.09503871202468872,
"m": 1.0
}
]
},
{
"epoch": 127,
"train_loss": 1.3722448348999023,
"val_loss": 0.9632564783096313,
"acc": 66.58,
"time": 254.92549424991012,
"param": [
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.023631704971194267,
"m": 1.0
},
{
"p": 0.13225768506526947,
"m": 1.0
},
{
"p": 0.026673253625631332,
"m": 0.0
},
{
"p": 0.02070566825568676,
"m": 0.012984381057322025
},
{
"p": 0.016331585124135017,
"m": 0.12746980786323547
},
{
"p": 0.00033498890115879476,
"m": 0.0
},
{
"p": 0.002936086617410183,
"m": 0.007272649556398392
},
{
"p": 0.5399205088615417,
"m": 0.0
},
{
"p": 0.05691970884799957,
"m": 0.9531677961349487
},
{
"p": 0.02517741546034813,
"m": 0.7067495584487915
},
{
"p": 0.01884111389517784,
"m": 1.0
},
{
"p": 0.0365636833012104,
"m": 1.0
},
{
"p": 0.09970664978027344,
"m": 1.0
}
]
},
{
"epoch": 128,
"train_loss": 1.7332615852355957,
"val_loss": 0.9156293272972107,
"acc": 67.85,
"time": 257.24378046486527,
"param": [
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.02337297610938549,
"m": 1.0
},
{
"p": 0.11031712591648102,
"m": 1.0
},
{
"p": 0.027553774416446686,
"m": 0.00013206993753556162
},
{
"p": 0.026617644354701042,
"m": 0.006799614988267422
},
{
"p": 0.001652784296311438,
"m": 0.1278146356344223
},
{
"p": 0.009229163639247417,
"m": 0.010337810032069683
},
{
"p": 0.013868692331016064,
"m": 0.0
},
{
"p": 0.536350667476654,
"m": 0.0
},
{
"p": 0.05937676504254341,
"m": 0.9233188033103943
},
{
"p": 0.024576548486948013,
"m": 0.6938288807868958
},
{
"p": 0.040878940373659134,
"m": 1.0
},
{
"p": 0.03163182735443115,
"m": 1.0
},
{
"p": 0.09457306563854218,
"m": 1.0
}
]
},
{
"epoch": 129,
"train_loss": 1.3856754302978516,
"val_loss": 0.9146605134010315,
"acc": 67.45,
"time": 258.18293573288247,
"param": [
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03797931596636772,
"m": 1.0
},
{
"p": 0.0866566151380539,
"m": 1.0
},
{
"p": 0.03429744392633438,
"m": 0.0
},
{
"p": 0.027802396565675735,
"m": 0.052137091755867004
},
{
"p": 0.010391399264335632,
"m": 0.1340242177248001
},
{
"p": 0.02212580107152462,
"m": 0.015244501642882824
},
{
"p": 0.028379635885357857,
"m": 0.0035346420481801033
},
{
"p": 0.5047658085823059,
"m": 0.01139755453914404
},
{
"p": 0.06929682940244675,
"m": 0.9054617881774902
},
{
"p": 0.009070783853530884,
"m": 0.6726479530334473
},
{
"p": 0.05139178782701492,
"m": 1.0
},
{
"p": 0.017308438196778297,
"m": 1.0
},
{
"p": 0.10053372383117676,
"m": 1.0
}
]
},
{
"epoch": 130,
"train_loss": 1.0924689769744873,
"val_loss": 1.0368106365203857,
"acc": 67.92,
"time": 256.06728172302246,
"param": [
{
"p": 0.00020536013471428305,
"m": 1.0
},
{
"p": 0.04492277652025223,
"m": 1.0
},
{
"p": 0.07141689956188202,
"m": 1.0
},
{
"p": 0.033352330327034,
"m": 0.0
},
{
"p": 0.02203172817826271,
"m": 0.07300814986228943
},
{
"p": 0.02192818932235241,
"m": 0.12808679044246674
},
{
"p": 0.03896714001893997,
"m": 0.0
},
{
"p": 0.048829615116119385,
"m": 0.0
},
{
"p": 0.4817162752151489,
"m": 0.02187618799507618
},
{
"p": 0.06895367056131363,
"m": 0.8737208843231201
},
{
"p": 0.0,
"m": 0.6531471014022827
},
{
"p": 0.05114120617508888,
"m": 1.0
},
{
"p": 0.015869583934545517,
"m": 1.0
},
{
"p": 0.10066520422697067,
"m": 1.0
}
]
},
{
"epoch": 131,
"train_loss": 1.3981704711914062,
"val_loss": 0.8922243714332581,
"acc": 67.25,
"time": 253.49756140541285,
"param": [
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03666640818119049,
"m": 1.0
},
{
"p": 0.06449520587921143,
"m": 1.0
},
{
"p": 0.04334798455238342,
"m": 0.0
},
{
"p": 0.026800556108355522,
"m": 0.06703406572341919
},
{
"p": 0.03197861835360527,
"m": 0.07559238374233246
},
{
"p": 0.050750769674777985,
"m": 0.0
},
{
"p": 0.04812806472182274,
"m": 0.0
},
{
"p": 0.47297558188438416,
"m": 0.021464070305228233
},
{
"p": 0.07736087590456009,
"m": 0.8482674956321716
},
{
"p": 0.0030179028399288654,
"m": 0.6515529155731201
},
{
"p": 0.03523179143667221,
"m": 1.0
},
{
"p": 0.011142752133309841,
"m": 1.0
},
{
"p": 0.09810350835323334,
"m": 1.0
}
]
},
{
"epoch": 132,
"train_loss": 1.3075863122940063,
"val_loss": 1.0530917644500732,
"acc": 67.45,
"time": 256.0133507051505,
"param": [
{
"p": 0.02089077979326248,
"m": 1.0
},
{
"p": 0.035808026790618896,
"m": 1.0
},
{
"p": 0.06520907580852509,
"m": 1.0
},
{
"p": 0.0340333916246891,
"m": 0.0
},
{
"p": 0.0383191853761673,
"m": 0.08839397877454758
},
{
"p": 0.04447219893336296,
"m": 0.0
},
{
"p": 0.0492367222905159,
"m": 0.0
},
{
"p": 0.04705283045768738,
"m": 0.0007703261799179018
},
{
"p": 0.41615548729896545,
"m": 0.0
},
{
"p": 0.08214499056339264,
"m": 0.8391446471214294
},
{
"p": 0.014872854575514793,
"m": 0.6602669358253479
},
{
"p": 0.03409126400947571,
"m": 1.0
},
{
"p": 0.027413260191679,
"m": 1.0
},
{
"p": 0.09029994904994965,
"m": 1.0
}
]
},
{
"epoch": 133,
"train_loss": 1.0761759281158447,
"val_loss": 1.2394490242004395,
"acc": 67.51,
"time": 255.1231782482937,
"param": [
{
"p": 0.030342642217874527,
"m": 1.0
},
{
"p": 0.034546367824077606,
"m": 1.0
},
{
"p": 0.07336488366127014,
"m": 1.0
},
{
"p": 0.0036050856579095125,
"m": 0.0
},
{
"p": 0.0428813099861145,
"m": 0.024403942748904228
},
{
"p": 0.04640870541334152,
"m": 0.0
},
{
"p": 0.04829341545701027,
"m": 0.0
},
{
"p": 0.044184427708387375,
"m": 0.0
},
{
"p": 0.3720559775829315,
"m": 0.0
},
{
"p": 0.09085191041231155,
"m": 0.813739001750946
},
{
"p": 0.026690687984228134,
"m": 0.658923327922821
},
{
"p": 0.04214699566364288,
"m": 1.0
},
{
"p": 0.05035870149731636,
"m": 1.0
},
{
"p": 0.09426877647638321,
"m": 1.0
}
]
},
{
"epoch": 134,
"train_loss": 1.2941292524337769,
"val_loss": 0.9935404658317566,
"acc": 67.26,
"time": 257.99935632618144,
"param": [
{
"p": 0.06140383705496788,
"m": 1.0
},
{
"p": 0.0542198084294796,
"m": 1.0
},
{
"p": 0.07973740994930267,
"m": 1.0
},
{
"p": 0.009280809201300144,
"m": 0.001171997282654047
},
{
"p": 0.03216494619846344,
"m": 0.0
},
{
"p": 0.033907633274793625,
"m": 0.0
},
{
"p": 0.0387260839343071,
"m": 0.0031352394726127386
},
{
"p": 0.04798443615436554,
"m": 0.011328105814754963
},
{
"p": 0.3173060715198517,
"m": 0.0
},
{
"p": 0.0766836479306221,
"m": 0.8377548456192017
},
{
"p": 0.04102921858429909,
"m": 0.6707762479782104
},
{
"p": 0.05692591890692711,
"m": 1.0
},
{
"p": 0.04645553231239319,
"m": 1.0
},
{
"p": 0.10417459905147552,
"m": 1.0
}
]
},
{
"epoch": 135,
"train_loss": 1.1259675025939941,
"val_loss": 1.0944818258285522,
"acc": 66.92,
"time": 256.9048466500826,
"param": [
{
"p": 0.07454477995634079,
"m": 1.0
},
{
"p": 0.06448032706975937,
"m": 1.0
},
{
"p": 0.10305840522050858,
"m": 1.0
},
{
"p": 0.0030335108749568462,
"m": 0.0
},
{
"p": 0.032123517245054245,
"m": 0.0
},
{
"p": 0.013636995106935501,
"m": 0.0
},
{
"p": 0.02429150976240635,
"m": 0.0
},
{
"p": 0.04940641298890114,
"m": 0.0
},
{
"p": 0.3310464322566986,
"m": 0.0
},
{
"p": 0.05652526766061783,
"m": 0.8058900833129883
},
{
"p": 0.040031831711530685,
"m": 0.6807897090911865
},
{
"p": 0.05532976984977722,
"m": 1.0
},
{
"p": 0.03205437213182449,
"m": 1.0
},
{
"p": 0.12043683975934982,
"m": 1.0
}
]
},
{
"epoch": 136,
"train_loss": 1.4743086099624634,
"val_loss": 1.0491206645965576,
"acc": 67.0,
"time": 256.80121321603656,
"param": [
{
"p": 0.06776410341262817,
"m": 1.0
},
{
"p": 0.05224571377038956,
"m": 1.0
},
{
"p": 0.1350288838148117,
"m": 1.0
},
{
"p": 0.0,
"m": 0.0
},
{
"p": 0.03330567106604576,
"m": 0.01809132844209671
},
{
"p": 0.0,
"m": 0.0007809833623468876
},
{
"p": 0.010257047601044178,
"m": 0.0
},
{
"p": 0.036159783601760864,
"m": 0.0
},
{
"p": 0.44607192277908325,
"m": 0.0016247332096099854
},
{
"p": 0.02325054444372654,
"m": 0.7802857160568237
},
{
"p": 0.012341907247900963,
"m": 0.6596668362617493
},
{
"p": 0.03149799630045891,
"m": 0.997151792049408
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1520763784646988,
"m": 1.0
}
]
},
{
"epoch": 137,
"train_loss": 1.2742582559585571,
"val_loss": 1.1451725959777832,
"acc": 66.66,
"time": 255.23706608824432,
"param": [
{
"p": 0.04648444801568985,
"m": 1.0
},
{
"p": 0.048511382192373276,
"m": 1.0
},
{
"p": 0.13902439177036285,
"m": 1.0
},
{
"p": 0.0,
"m": 0.0
},
{
"p": 0.029167447239160538,
"m": 0.01597367785871029
},
{
"p": 0.0,
"m": 0.06466365605592728
},
{
"p": 0.0,
"m": 0.0017304187640547752
},
{
"p": 0.01295972615480423,
"m": 0.0
},
{
"p": 0.558548092842102,
"m": 0.0
},
{
"p": 0.0,
"m": 0.7729906439781189
},
{
"p": 0.0,
"m": 0.6286199688911438
},
{
"p": 0.0,
"m": 0.9802776575088501
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.16530457139015198,
"m": 1.0
}
]
},
{
"epoch": 138,
"train_loss": 1.4028055667877197,
"val_loss": 0.9639505743980408,
"acc": 66.06,
"time": 256.5499644600786,
"param": [
{
"p": 0.031240098178386688,
"m": 1.0
},
{
"p": 0.04605240374803543,
"m": 1.0
},
{
"p": 0.13227128982543945,
"m": 1.0
},
{
"p": 0.0,
"m": 0.0
},
{
"p": 0.019494440406560898,
"m": 0.0
},
{
"p": 0.003475995035842061,
"m": 0.10044141113758087
},
{
"p": 0.0,
"m": 0.0
},
{
"p": 0.0,
"m": 0.0
},
{
"p": 0.6191700100898743,
"m": 0.016382087022066116
},
{
"p": 0.0007074985769577324,
"m": 0.7567516565322876
},
{
"p": 0.0,
"m": 0.601630449295044
},
{
"p": 0.0010407015215605497,
"m": 0.9695907235145569
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.14654754102230072,
"m": 1.0
}
]
},
{
"epoch": 139,
"train_loss": 1.3231220245361328,
"val_loss": 1.1453083753585815,
"acc": 66.59,
"time": 253.66455800179392,
"param": [
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04601819068193436,
"m": 1.0
},
{
"p": 0.12439630925655365,
"m": 1.0
},
{
"p": 0.0,
"m": 0.0
},
{
"p": 0.004189381375908852,
"m": 0.0
},
{
"p": 0.003936133813112974,
"m": 0.08864172548055649
},
{
"p": 0.0,
"m": 0.0
},
{
"p": 0.0,
"m": 0.0
},
{
"p": 0.6683212518692017,
"m": 0.026291588321328163
},
{
"p": 0.005272270645946264,
"m": 0.7455562353134155
},
{
"p": 8.862303366186097e-05,
"m": 0.5674097537994385
},
{
"p": 0.0,
"m": 0.9768113493919373
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.14777781069278717,
"m": 1.0
}
]
},
{
"epoch": 140,
"train_loss": 1.7881832122802734,
"val_loss": 1.046522855758667,
"acc": 66.07,
"time": 255.37273593898863,
"param": [
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04291222617030144,
"m": 1.0
},
{
"p": 0.11740850657224655,
"m": 1.0
},
{
"p": 0.0,
"m": 0.0
},
{
"p": 0.0,
"m": 0.0
},
{
"p": 0.0,
"m": 0.05000033229589462
},
{
"p": 0.0,
"m": 0.0
},
{
"p": 0.0007784334593452513,
"m": 0.0
},
{
"p": 0.7001760601997375,
"m": 0.03417166322469711
},
{
"p": 0.0026709502562880516,
"m": 0.7387881278991699
},
{
"p": 0.0,
"m": 0.5245960354804993
},
{
"p": 1.4601913790102117e-05,
"m": 0.9967080354690552
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.13603921234607697,
"m": 1.0
}
]
},
{
"epoch": 141,
"train_loss": 1.104453444480896,
"val_loss": 0.9510508179664612,
"acc": 65.67,
"time": 255.04136985586956,
"param": [
{
"p": 0.0006616043392568827,
"m": 1.0
},
{
"p": 0.034382935613393784,
"m": 1.0
},
{
"p": 0.11960675567388535,
"m": 1.0
},
{
"p": 0.0,
"m": 0.0
},
{
"p": 0.0011449346784502268,
"m": 0.0
},
{
"p": 0.01423413772135973,
"m": 0.03877114877104759
},
{
"p": 0.00777951767668128,
"m": 0.0
},
{
"p": 0.0164650809019804,
"m": 0.0
},
{
"p": 0.6590744853019714,
"m": 0.03641115128993988
},
{
"p": 0.027855567634105682,
"m": 0.7397946119308472
},
{
"p": 0.010404824279248714,
"m": 0.4971117675304413
},
{
"p": 0.0014750009868294,
"m": 1.0
},
{
"p": 0.004535294603556395,
"m": 1.0
},
{
"p": 0.10237991064786911,
"m": 1.0
}
]
},
{
"epoch": 142,
"train_loss": 1.4027750492095947,
"val_loss": 1.0978248119354248,
"acc": 66.15,
"time": 252.71572326822206,
"param": [
{
"p": 0.014130781404674053,
"m": 1.0
},
{
"p": 0.03793331980705261,
"m": 1.0
},
{
"p": 0.1107393428683281,
"m": 1.0
},
{
"p": 0.004133477807044983,
"m": 0.01914401724934578
},
{
"p": 0.019322648644447327,
"m": 0.0
},
{
"p": 0.02018805965781212,
"m": 0.020571405068039894
},
{
"p": 0.0,
"m": 0.0
},
{
"p": 0.03664422035217285,
"m": 0.0
},
{
"p": 0.5971980690956116,
"m": 0.02623806707561016
},
{
"p": 0.03993235528469086,
"m": 0.7609444856643677
},
{
"p": 0.002649187808856368,
"m": 0.4775809943675995
},
{
"p": 0.008123411796987057,
"m": 1.0
},
{
"p": 0.009594476781785488,
"m": 1.0
},
{
"p": 0.09941066056489944,
"m": 1.0
}
]
},
{
"epoch": 143,
"train_loss": 1.673823356628418,
"val_loss": 1.117685317993164,
"acc": 66.65,
"time": 253.35861399583519,
"param": [
{
"p": 0.032478027045726776,
"m": 1.0
},
{
"p": 0.04829906299710274,
"m": 1.0
},
{
"p": 0.09840322285890579,
"m": 1.0
},
{
"p": 0.0,
"m": 0.05011191964149475
},
{
"p": 0.02015281841158867,
"m": 0.0
},
{
"p": 0.039330389350652695,
"m": 0.0
},
{
"p": 0.0,
"m": 0.02846919372677803
},
{
"p": 0.030074467882514,
"m": 0.0
},
{
"p": 0.577919065952301,
"m": 0.002658885670825839
},
{
"p": 0.0382639616727829,
"m": 0.7895116806030273
},
{
"p": 0.0,
"m": 0.4504900276660919
},
{
"p": 0.0,
"m": 0.9994699954986572
},
{
"p": 0.004255497828125954,
"m": 1.0
},
{
"p": 0.11082346737384796,
"m": 1.0
}
]
},
{
"epoch": 144,
"train_loss": 1.2351757287979126,
"val_loss": 1.003156304359436,
"acc": 67.18,
"time": 254.1303016296588,
"param": [
{
"p": 0.029476769268512726,
"m": 1.0
},
{
"p": 0.0638926774263382,
"m": 1.0
},
{
"p": 0.07073995471000671,
"m": 1.0
},
{
"p": 0.0,
"m": 0.08613612502813339
},
{
"p": 0.01440247893333435,
"m": 0.0
},
{
"p": 0.061853017657995224,
"m": 0.0
},
{
"p": 0.0,
"m": 0.07093212008476257
},
{
"p": 0.0357288233935833,
"m": 0.011186670511960983
},
{
"p": 0.5620485544204712,
"m": 0.0
},
{
"p": 0.03814021870493889,
"m": 0.779979944229126
},
{
"p": 0.0,
"m": 0.4073922336101532
},
{
"p": 0.0,
"m": 0.9861062169075012
},
{
"p": 0.011009128764271736,
"m": 1.0
},
{
"p": 0.11270835250616074,
"m": 1.0
}
]
},
{
"epoch": 145,
"train_loss": 1.245949625968933,
"val_loss": 0.9587270617485046,
"acc": 66.59,
"time": 254.99581580096856,
"param": [
{
"p": 0.036074522882699966,
"m": 1.0
},
{
"p": 0.08680550009012222,
"m": 1.0
},
{
"p": 0.053901854902505875,
"m": 1.0
},
{
"p": 0.0009245327673852444,
"m": 0.08229845017194748
},
{
"p": 0.01775245927274227,
"m": 0.0
},
{
"p": 0.0709095373749733,
"m": 0.0
},
{
"p": 0.0,
"m": 0.06675776839256287
},
{
"p": 0.03730495646595955,
"m": 0.022770145907998085
},
{
"p": 0.5247125029563904,
"m": 0.0
},
{
"p": 0.038984254002571106,
"m": 0.7566525936126709
},
{
"p": 0.0,
"m": 0.37153124809265137
},
{
"p": 0.0,
"m": 0.9838274121284485
},
{
"p": 0.021599290892481804,
"m": 1.0
},
{
"p": 0.11103065311908722,
"m": 1.0
}
]
},
{
"epoch": 146,
"train_loss": 1.2759288549423218,
"val_loss": 1.073056697845459,
"acc": 65.22,
"time": 253.42910635611042,
"param": [
{
"p": 0.040867239236831665,
"m": 1.0
},
{
"p": 0.11748304218053818,
"m": 1.0
},
{
"p": 0.06197799742221832,
"m": 1.0
},
{
"p": 0.0,
"m": 0.0529458150267601
},
{
"p": 0.01707693748176098,
"m": 0.0
},
{
"p": 0.06991744786500931,
"m": 0.0
},
{
"p": 0.0,
"m": 0.06678623706102371
},
{
"p": 0.01953865960240364,
"m": 0.05103030800819397
},
{
"p": 0.5156881213188171,
"m": 0.0
},
{
"p": 0.03307488188147545,
"m": 0.7389118075370789
},
{
"p": 0.0,
"m": 0.3391073942184448
},
{
"p": 0.0,
"m": 0.9835987091064453
},
{
"p": 0.011215128935873508,
"m": 1.0
},
{
"p": 0.11316055059432983,
"m": 1.0
}
]
},
{
"epoch": 147,
"train_loss": 1.2638567686080933,
"val_loss": 0.9268646240234375,
"acc": 64.88,
"time": 252.48407455300912,
"param": [
{
"p": 0.03413405269384384,
"m": 1.0
},
{
"p": 0.13838212192058563,
"m": 1.0
},
{
"p": 0.07421456277370453,
"m": 1.0
},
{
"p": 4.6230878069764e-05,
"m": 0.003350292332470417
},
{
"p": 0.02039634995162487,
"m": 0.0
},
{
"p": 0.06166795268654823,
"m": 0.0
},
{
"p": 0.0,
"m": 0.06600027531385422
},
{
"p": 0.0014456616481766105,
"m": 0.048990096896886826
},
{
"p": 0.5006043314933777,
"m": 0.0
},
{
"p": 0.03924580663442612,
"m": 0.712083101272583
},
{
"p": 0.0,
"m": 0.29719945788383484
},
{
"p": 0.014186830259859562,
"m": 0.9964103698730469
},
{
"p": 0.003519299905747175,
"m": 1.0
},
{
"p": 0.11215671896934509,
"m": 1.0
}
]
},
{
"epoch": 148,
"train_loss": 1.4345959424972534,
"val_loss": 0.9266780614852905,
"acc": 67.15,
"time": 255.1578142279759,
"param": [
{
"p": 0.04142281413078308,
"m": 1.0
},
{
"p": 0.1278541535139084,
"m": 1.0
},
{
"p": 0.08791336417198181,
"m": 1.0
},
{
"p": 7.059934887365671e-06,
"m": 0.0
},
{
"p": 0.024264037609100342,
"m": 0.0
},
{
"p": 0.044123582541942596,
"m": 0.0057787406258285046
},
{
"p": 0.0006122236372902989,
"m": 0.04383605346083641
},
{
"p": 0.0021921424195170403,
"m": 0.029507281258702278
},
{
"p": 0.4828796684741974,
"m": 0.0
},
{
"p": 0.04222545772790909,
"m": 0.6880232691764832
},
{
"p": 0.001291661406867206,
"m": 0.28431031107902527
},
{
"p": 0.037423811852931976,
"m": 1.0
},
{
"p": 0.012061608955264091,
"m": 1.0
},
{
"p": 0.09572844952344894,
"m": 1.0
}
]
},
{
"epoch": 149,
"train_loss": 1.031341791152954,
"val_loss": 1.1874760389328003,
"acc": 65.98,
"time": 254.13724819896743,
"param": [
{
"p": 0.044216353446245193,
"m": 1.0
},
{
"p": 0.10114305466413498,
"m": 1.0
},
{
"p": 0.07941525429487228,
"m": 1.0
},
{
"p": 0.0023621933069080114,
"m": 0.0
},
{
"p": 0.048311758786439896,
"m": 0.00019501372298691422
},
{
"p": 0.014851123094558716,
"m": 0.029964637011289597
},
{
"p": 0.014428306370973587,
"m": 0.0183719415217638
},
{
"p": 0.0,
"m": 0.0192603450268507
},
{
"p": 0.48811742663383484,
"m": 0.013513541780412197
},
{
"p": 0.04124079644680023,
"m": 0.6887683868408203
},
{
"p": 0.0,
"m": 0.27262625098228455
},
{
"p": 0.06018674746155739,
"m": 1.0
},
{
"p": 0.018324993550777435,
"m": 1.0
},
{
"p": 0.08740191906690598,
"m": 1.0
}
]
},
{
"epoch": 150,
"train_loss": 1.5819555521011353,
"val_loss": 1.037574052810669,
"acc": 66.47,
"time": 256.2909802333452,
"param": [
{
"p": 0.03808710351586342,
"m": 1.0
},
{
"p": 0.07786857336759567,
"m": 1.0
},
{
"p": 0.07885635644197464,
"m": 1.0
},
{
"p": 0.0,
"m": 0.0
},
{
"p": 0.06543691456317902,
"m": 0.004549008794128895
},
{
"p": 0.0,
"m": 0.04098436236381531
},
{
"p": 0.017309298738837242,
"m": 0.0
},
{
"p": 0.0,
"m": 0.0
},
{
"p": 0.5373026132583618,
"m": 0.0
},
{
"p": 0.041007474064826965,
"m": 0.6941389441490173
},
{
"p": 0.005161833018064499,
"m": 0.24798621237277985
},
{
"p": 0.062304724007844925,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07666509598493576,
"m": 1.0
}
]
}
]
}
Reference in a new issue View git blame Copy permalink