AntoineH/smart_augmentation
1
0
Fork 0
mirror of https://github.com/AntoineHX/smart_augmentation.git synced 2025-05-05 04:30:45 +02:00
Code Issues Projects Releases Packages Wiki Activity
smart_augmentation/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx3-Mag)-LeNet)-150epochs(dataug:0)-10in_it-2.json

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

{
"Accuracy": 70.57,
"Time": [
568.3085926772623,
380.59662848874495
],
"Device": "Graphics Device",
"Param_names": [
"Identity",
"FlipUD",
"FlipLR",
"Rotate",
"TranslateX",
"TranslateY",
"ShearX",
"ShearY",
"Contrast",
"Color",
"Brightness",
"Sharpness",
"Posterize",
"Solarize"
],
"Log": [
{
"epoch": 1,
"train_loss": 2.298752784729004,
"val_loss": 2.2914321422576904,
"acc": 14.07,
"time": 239.48986629303545,
"param": [
{
"p": 0.03848448023200035,
"m": 1.0
},
{
"p": 0.091938816010952,
"m": 1.0
},
{
"p": 0.058367229998111725,
"m": 1.0
},
{
"p": 0.06682848185300827,
"m": 0.9978342056274414
},
{
"p": 0.09018974751234055,
"m": 0.9553554058074951
},
{
"p": 0.07510260492563248,
"m": 0.9879038333892822
},
{
"p": 0.07346512377262115,
"m": 0.995903730392456
},
{
"p": 0.08985312283039093,
"m": 0.997032105922699
},
{
"p": 0.08402615040540695,
"m": 1.0
},
{
"p": 0.06505993753671646,
"m": 1.0
},
{
"p": 0.06995262205600739,
"m": 1.0
},
{
"p": 0.08370072394609451,
"m": 1.0
},
{
"p": 0.05591071397066116,
"m": 1.0
},
{
"p": 0.05712023749947548,
"m": 1.0
}
]
},
{
"epoch": 2,
"train_loss": 2.209770679473877,
"val_loss": 2.112276315689087,
"acc": 20.13,
"time": 235.24333240184933,
"param": [
{
"p": 0.04417833685874939,
"m": 1.0
},
{
"p": 0.08328892290592194,
"m": 1.0
},
{
"p": 0.07358530163764954,
"m": 1.0
},
{
"p": 0.07483819127082825,
"m": 0.9572418928146362
},
{
"p": 0.08772873133420944,
"m": 0.944264829158783
},
{
"p": 0.0660858228802681,
"m": 0.9809733629226685
},
{
"p": 0.07463061809539795,
"m": 0.9825615882873535
},
{
"p": 0.08202803134918213,
"m": 0.9629436135292053
},
{
"p": 0.07453085482120514,
"m": 0.9934893846511841
},
{
"p": 0.059662219136953354,
"m": 1.0
},
{
"p": 0.07771452516317368,
"m": 0.9921491146087646
},
{
"p": 0.09433240443468094,
"m": 1.0
},
{
"p": 0.060063526034355164,
"m": 1.0
},
{
"p": 0.04733250290155411,
"m": 1.0
}
]
},
{
"epoch": 3,
"train_loss": 2.148371458053589,
"val_loss": 2.0262062549591064,
"acc": 26.78,
"time": 239.18073927494697,
"param": [
{
"p": 0.06380888819694519,
"m": 1.0
},
{
"p": 0.05656550079584122,
"m": 1.0
},
{
"p": 0.07323207706212997,
"m": 1.0
},
{
"p": 0.08343417942523956,
"m": 0.903161883354187
},
{
"p": 0.10925646871328354,
"m": 0.9267054796218872
},
{
"p": 0.038955092430114746,
"m": 0.9406468868255615
},
{
"p": 0.1156511977314949,
"m": 0.9800249934196472
},
{
"p": 0.09819550067186356,
"m": 0.9374257326126099
},
{
"p": 0.06410497426986694,
"m": 0.9930683374404907
},
{
"p": 0.04580157250165939,
"m": 0.9816049933433533
},
{
"p": 0.058781739324331284,
"m": 0.9996945858001709
},
{
"p": 0.08969622105360031,
"m": 1.0
},
{
"p": 0.08170431107282639,
"m": 1.0
},
{
"p": 0.020812159404158592,
"m": 1.0
}
]
},
{
"epoch": 4,
"train_loss": 2.027186155319214,
"val_loss": 1.9365614652633667,
"acc": 30.03,
"time": 236.40781975910068,
"param": [
{
"p": 0.08359967172145844,
"m": 1.0
},
{
"p": 0.02533870004117489,
"m": 1.0
},
{
"p": 0.08003849536180496,
"m": 1.0
},
{
"p": 0.09547118842601776,
"m": 0.8458762764930725
},
{
"p": 0.1069173738360405,
"m": 0.9191317558288574
},
{
"p": 0.03428681194782257,
"m": 0.916153609752655
},
{
"p": 0.1374691277742386,
"m": 0.9731109738349915
},
{
"p": 0.11958885937929153,
"m": 0.8795076012611389
},
{
"p": 0.07874267548322678,
"m": 0.9854740500450134
},
{
"p": 0.023689694702625275,
"m": 0.9677835702896118
},
{
"p": 0.0387122705578804,
"m": 0.984743058681488
},
{
"p": 0.0828091949224472,
"m": 0.9964231252670288
},
{
"p": 0.09333596378564835,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 5,
"train_loss": 2.102799654006958,
"val_loss": 1.8220419883728027,
"acc": 35.54,
"time": 236.82383313588798,
"param": [
{
"p": 0.10451272875070572,
"m": 1.0
},
{
"p": 0.005399863701313734,
"m": 1.0
},
{
"p": 0.08490747213363647,
"m": 1.0
},
{
"p": 0.08944704383611679,
"m": 0.8151558041572571
},
{
"p": 0.11015612632036209,
"m": 0.9072490930557251
},
{
"p": 0.0006184341618791223,
"m": 0.9303343892097473
},
{
"p": 0.1538117229938507,
"m": 0.9528074860572815
},
{
"p": 0.1380624622106552,
"m": 0.8194204568862915
},
{
"p": 0.07137595117092133,
"m": 0.9584167003631592
},
{
"p": 0.023677567020058632,
"m": 0.9684367179870605
},
{
"p": 0.027038538828492165,
"m": 0.964748203754425
},
{
"p": 0.08890333026647568,
"m": 0.9789415597915649
},
{
"p": 0.10208883881568909,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 6,
"train_loss": 1.983303427696228,
"val_loss": 1.7466140985488892,
"acc": 37.67,
"time": 231.5953927889932,
"param": [
{
"p": 0.10694831609725952,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08910483866930008,
"m": 1.0
},
{
"p": 0.08318646252155304,
"m": 0.8207043409347534
},
{
"p": 0.09969132393598557,
"m": 0.9110394716262817
},
{
"p": 0.0,
"m": 0.968116283416748
},
{
"p": 0.16086852550506592,
"m": 0.9678230285644531
},
{
"p": 0.12941966950893402,
"m": 0.7836776971817017
},
{
"p": 0.06945932656526566,
"m": 0.9301638007164001
},
{
"p": 0.02886962704360485,
"m": 0.9571436643600464
},
{
"p": 0.03396530821919441,
"m": 0.9544930458068848
},
{
"p": 0.09792095422744751,
"m": 0.971025824546814
},
{
"p": 0.10056574642658234,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 7,
"train_loss": 1.7733150720596313,
"val_loss": 1.6785582304000854,
"acc": 39.55,
"time": 235.75626987195574,
"param": [
{
"p": 0.11716258525848389,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09348942339420319,
"m": 1.0
},
{
"p": 0.08124521374702454,
"m": 0.8317946195602417
},
{
"p": 0.09122714400291443,
"m": 0.9541816711425781
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.16663241386413574,
"m": 1.0
},
{
"p": 0.12309946119785309,
"m": 0.7283027768135071
},
{
"p": 0.07081043720245361,
"m": 0.9166901707649231
},
{
"p": 0.03136328607797623,
"m": 0.943572461605072
},
{
"p": 0.047214191406965256,
"m": 0.9353840351104736
},
{
"p": 0.08311674743890762,
"m": 0.9557960629463196
},
{
"p": 0.09463907033205032,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 8,
"train_loss": 2.0167577266693115,
"val_loss": 1.7513617277145386,
"acc": 38.52,
"time": 229.5113748330623,
"param": [
{
"p": 0.1170898973941803,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11482609808444977,
"m": 1.0
},
{
"p": 0.09242331981658936,
"m": 0.8315885066986084
},
{
"p": 0.07290594279766083,
"m": 1.0
},
{
"p": 0.0,
"m": 0.9966527819633484
},
{
"p": 0.15821632742881775,
"m": 0.9766731858253479
},
{
"p": 0.12311670184135437,
"m": 0.6813744306564331
},
{
"p": 0.06232486665248871,
"m": 0.9050167798995972
},
{
"p": 0.03965793177485466,
"m": 0.9257531762123108
},
{
"p": 0.07007583975791931,
"m": 0.9144143462181091
},
{
"p": 0.064107246696949,
"m": 0.9664900302886963
},
{
"p": 0.08525578677654266,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 9,
"train_loss": 1.8591026067733765,
"val_loss": 1.5724799633026123,
"acc": 41.4,
"time": 225.13028843700886,
"param": [
{
"p": 0.12589874863624573,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.13973362743854523,
"m": 1.0
},
{
"p": 0.09709343314170837,
"m": 0.8441166877746582
},
{
"p": 0.05599876865744591,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.16942360997200012,
"m": 0.9611443281173706
},
{
"p": 0.1313059777021408,
"m": 0.669901967048645
},
{
"p": 0.046461090445518494,
"m": 0.8692445158958435
},
{
"p": 0.023528292775154114,
"m": 0.9194235801696777
},
{
"p": 0.0809764713048935,
"m": 0.8961052298545837
},
{
"p": 0.04659590497612953,
"m": 0.9635629057884216
},
{
"p": 0.08298405259847641,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 10,
"train_loss": 1.748826503753662,
"val_loss": 1.577420949935913,
"acc": 44.1,
"time": 219.1116941580549,
"param": [
{
"p": 0.1282428503036499,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.16462434828281403,
"m": 1.0
},
{
"p": 0.08580282330513,
"m": 0.9005994200706482
},
{
"p": 0.0409667082130909,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.17576903104782104,
"m": 0.9326122999191284
},
{
"p": 0.13769158720970154,
"m": 0.6893636584281921
},
{
"p": 0.033365171402692795,
"m": 0.8366614580154419
},
{
"p": 0.01644979976117611,
"m": 0.9130709767341614
},
{
"p": 0.08815965801477432,
"m": 0.8567925095558167
},
{
"p": 0.04765646159648895,
"m": 0.9698511362075806
},
{
"p": 0.08127162605524063,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 11,
"train_loss": 1.650960087776184,
"val_loss": 1.4795302152633667,
"acc": 46.42,
"time": 226.08072696486488,
"param": [
{
"p": 0.1271672397851944,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.17876273393630981,
"m": 1.0
},
{
"p": 0.06789278239011765,
"m": 0.8672600984573364
},
{
"p": 0.016130544245243073,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.16583634912967682,
"m": 0.8581255078315735
},
{
"p": 0.12598362565040588,
"m": 0.7066200971603394
},
{
"p": 0.03104928694665432,
"m": 0.8140695095062256
},
{
"p": 0.024186067283153534,
"m": 0.907067596912384
},
{
"p": 0.10116328299045563,
"m": 0.8217941522598267
},
{
"p": 0.06490762531757355,
"m": 0.9906145334243774
},
{
"p": 0.09393024444580078,
"m": 1.0
},
{
"p": 0.002990277949720621,
"m": 1.0
}
]
},
{
"epoch": 12,
"train_loss": 1.7824755907058716,
"val_loss": 1.5129508972167969,
"acc": 46.7,
"time": 222.14447024813853,
"param": [
{
"p": 0.10626166313886642,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.167019322514534,
"m": 1.0
},
{
"p": 0.062266405671834946,
"m": 0.8403104543685913
},
{
"p": 0.014560200273990631,
"m": 1.0
},
{
"p": 0.0,
"m": 0.9981067776679993
},
{
"p": 0.14860667288303375,
"m": 0.8037509322166443
},
{
"p": 0.11706433445215225,
"m": 0.7400522232055664
},
{
"p": 0.04714040085673332,
"m": 0.8094770908355713
},
{
"p": 0.050906743854284286,
"m": 0.8787740468978882
},
{
"p": 0.11160324513912201,
"m": 0.8130975961685181
},
{
"p": 0.07370971143245697,
"m": 1.0
},
{
"p": 0.10086139291524887,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 13,
"train_loss": 1.781224012374878,
"val_loss": 1.4675999879837036,
"acc": 48.1,
"time": 223.0748210598249,
"param": [
{
"p": 0.08407647907733917,
"m": 1.0
},
{
"p": 0.014403051696717739,
"m": 1.0
},
{
"p": 0.15279321372509003,
"m": 1.0
},
{
"p": 0.056923650205135345,
"m": 0.8204569816589355
},
{
"p": 0.03913408890366554,
"m": 0.9984314441680908
},
{
"p": 0.00608544796705246,
"m": 1.0
},
{
"p": 0.11191891133785248,
"m": 0.7520824670791626
},
{
"p": 0.09421900659799576,
"m": 0.7263214588165283
},
{
"p": 0.05956977978348732,
"m": 0.7947326302528381
},
{
"p": 0.07430190593004227,
"m": 0.8582584261894226
},
{
"p": 0.11764705926179886,
"m": 0.8001430034637451
},
{
"p": 0.08188723027706146,
"m": 0.9707927107810974
},
{
"p": 0.10704018175601959,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 14,
"train_loss": 1.6492583751678467,
"val_loss": 1.4188810586929321,
"acc": 48.81,
"time": 221.2868347109761,
"param": [
{
"p": 0.07443471252918243,
"m": 1.0
},
{
"p": 0.005765364971011877,
"m": 1.0
},
{
"p": 0.16058878600597382,
"m": 1.0
},
{
"p": 0.04659586399793625,
"m": 0.8014122843742371
},
{
"p": 0.0452992245554924,
"m": 0.9999696612358093
},
{
"p": 0.013331105001270771,
"m": 0.9935920834541321
},
{
"p": 0.09128446877002716,
"m": 0.7355365753173828
},
{
"p": 0.06593689322471619,
"m": 0.725350558757782
},
{
"p": 0.06670154631137848,
"m": 0.7632995843887329
},
{
"p": 0.09463921189308167,
"m": 0.8165163993835449
},
{
"p": 0.12130709737539291,
"m": 0.7832887768745422
},
{
"p": 0.0938357561826706,
"m": 0.98215651512146
},
{
"p": 0.12028002738952637,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 15,
"train_loss": 1.7586420774459839,
"val_loss": 1.4271336793899536,
"acc": 47.61,
"time": 220.43591559608467,
"param": [
{
"p": 0.07538280636072159,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.181998610496521,
"m": 1.0
},
{
"p": 0.019820375367999077,
"m": 0.7532315850257874
},
{
"p": 0.037084899842739105,
"m": 0.9815214276313782
},
{
"p": 0.018817760050296783,
"m": 0.9722444415092468
},
{
"p": 0.07795820385217667,
"m": 0.6984519362449646
},
{
"p": 0.028852760791778564,
"m": 0.729263424873352
},
{
"p": 0.07308122515678406,
"m": 0.7297883033752441
},
{
"p": 0.11591429263353348,
"m": 0.8111199140548706
},
{
"p": 0.13244472444057465,
"m": 0.7648229002952576
},
{
"p": 0.09931515157222748,
"m": 1.0
},
{
"p": 0.13932926952838898,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 16,
"train_loss": 1.6879867315292358,
"val_loss": 1.427375316619873,
"acc": 50.94,
"time": 221.5277313129045,
"param": [
{
"p": 0.0898200273513794,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1905984878540039,
"m": 1.0
},
{
"p": 0.02949097752571106,
"m": 0.7260766625404358
},
{
"p": 0.03514936566352844,
"m": 0.9648098349571228
},
{
"p": 0.03286604583263397,
"m": 0.9504224061965942
},
{
"p": 0.07814028114080429,
"m": 0.6449422836303711
},
{
"p": 0.011478729546070099,
"m": 0.7420198917388916
},
{
"p": 0.07369235903024673,
"m": 0.7350863814353943
},
{
"p": 0.11527272313833237,
"m": 0.7980747222900391
},
{
"p": 0.1251802146434784,
"m": 0.7413361668586731
},
{
"p": 0.07916797697544098,
"m": 1.0
},
{
"p": 0.13914281129837036,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 17,
"train_loss": 1.7325665950775146,
"val_loss": 1.3999607563018799,
"acc": 50.61,
"time": 223.1843414111063,
"param": [
{
"p": 0.10157528519630432,
"m": 1.0
},
{
"p": 0.000411917339079082,
"m": 1.0
},
{
"p": 0.1825416535139084,
"m": 1.0
},
{
"p": 0.04042376950383186,
"m": 0.7423142194747925
},
{
"p": 0.036125585436820984,
"m": 0.9844533205032349
},
{
"p": 0.028983701020479202,
"m": 0.9539846777915955
},
{
"p": 0.08734848350286484,
"m": 0.6336244940757751
},
{
"p": 0.0154075613245368,
"m": 0.7460652589797974
},
{
"p": 0.07765737920999527,
"m": 0.7410606145858765
},
{
"p": 0.10974240303039551,
"m": 0.771969199180603
},
{
"p": 0.11511491239070892,
"m": 0.7479718327522278
},
{
"p": 0.07633360475301743,
"m": 1.0
},
{
"p": 0.12833373248577118,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 18,
"train_loss": 1.4593756198883057,
"val_loss": 1.3834446668624878,
"acc": 51.24,
"time": 220.87179035996087,
"param": [
{
"p": 0.10723604261875153,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.17900383472442627,
"m": 1.0
},
{
"p": 0.04184950515627861,
"m": 0.7596855163574219
},
{
"p": 0.022055746987462044,
"m": 1.0
},
{
"p": 0.01999141275882721,
"m": 0.9538363814353943
},
{
"p": 0.09202681481838226,
"m": 0.633688747882843
},
{
"p": 0.02324014902114868,
"m": 0.7618577480316162
},
{
"p": 0.09108713269233704,
"m": 0.7536646723747253
},
{
"p": 0.10559918731451035,
"m": 0.7479025721549988
},
{
"p": 0.10557613521814346,
"m": 0.7534882426261902
},
{
"p": 0.08024798333644867,
"m": 1.0
},
{
"p": 0.13208599388599396,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 19,
"train_loss": 1.8034847974777222,
"val_loss": 1.3551534414291382,
"acc": 51.91,
"time": 225.741988372989,
"param": [
{
"p": 0.11063043028116226,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.17729400098323822,
"m": 1.0
},
{
"p": 0.044223539531230927,
"m": 0.7834298610687256
},
{
"p": 0.00670768553391099,
"m": 1.0
},
{
"p": 0.015329455025494099,
"m": 0.9408246874809265
},
{
"p": 0.09470178186893463,
"m": 0.6353603005409241
},
{
"p": 0.024752384051680565,
"m": 0.791438102722168
},
{
"p": 0.10239814966917038,
"m": 0.7675753831863403
},
{
"p": 0.10619064420461655,
"m": 0.7379902005195618
},
{
"p": 0.10971508920192719,
"m": 0.7678342461585999
},
{
"p": 0.08090142160654068,
"m": 1.0
},
{
"p": 0.1271553784608841,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 20,
"train_loss": 1.4988950490951538,
"val_loss": 1.4270025491714478,
"acc": 52.12,
"time": 231.24355727201328,
"param": [
{
"p": 0.126545712351799,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1805822104215622,
"m": 1.0
},
{
"p": 0.04213636368513107,
"m": 0.780510425567627
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 0.9482158422470093
},
{
"p": 0.08725010603666306,
"m": 0.676857054233551
},
{
"p": 0.022590480744838715,
"m": 0.8265763521194458
},
{
"p": 0.1011701226234436,
"m": 0.7530213594436646
},
{
"p": 0.1169542744755745,
"m": 0.7550678253173828
},
{
"p": 0.12881311774253845,
"m": 0.7813674211502075
},
{
"p": 0.07132391631603241,
"m": 1.0
},
{
"p": 0.1226336807012558,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 21,
"train_loss": 1.6305983066558838,
"val_loss": 1.3951585292816162,
"acc": 52.9,
"time": 232.19216867303476,
"param": [
{
"p": 0.11791424453258514,
"m": 1.0
},
{
"p": 0.00602885615080595,
"m": 1.0
},
{
"p": 0.18326574563980103,
"m": 1.0
},
{
"p": 0.053679805248975754,
"m": 0.8016465306282043
},
{
"p": 0.0008095945231616497,
"m": 0.9999630451202393
},
{
"p": 0.00512752216309309,
"m": 0.973224401473999
},
{
"p": 0.08722765743732452,
"m": 0.7113328576087952
},
{
"p": 0.029072081670165062,
"m": 0.8459451794624329
},
{
"p": 0.09202256053686142,
"m": 0.7434261441230774
},
{
"p": 0.11575660854578018,
"m": 0.7694060802459717
},
{
"p": 0.12795647978782654,
"m": 0.8022809028625488
},
{
"p": 0.06742500513792038,
"m": 1.0
},
{
"p": 0.10825073719024658,
"m": 1.0
},
{
"p": 0.005463124718517065,
"m": 1.0
}
]
},
{
"epoch": 22,
"train_loss": 1.5381344556808472,
"val_loss": 1.382968544960022,
"acc": 53.94,
"time": 234.55139374895953,
"param": [
{
"p": 0.11082656681537628,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.19680479168891907,
"m": 1.0
},
{
"p": 0.04718365892767906,
"m": 0.7681448459625244
},
{
"p": 0.0,
"m": 0.9989182949066162
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10229609161615372,
"m": 0.6996539831161499
},
{
"p": 0.017765847966074944,
"m": 0.8705803751945496
},
{
"p": 0.09494781494140625,
"m": 0.7271131873130798
},
{
"p": 0.11499985307455063,
"m": 0.7720515131950378
},
{
"p": 0.13753943145275116,
"m": 0.8191423416137695
},
{
"p": 0.06516703963279724,
"m": 1.0
},
{
"p": 0.09988148510456085,
"m": 1.0
},
{
"p": 0.012587455101311207,
"m": 1.0
}
]
},
{
"epoch": 23,
"train_loss": 1.4405016899108887,
"val_loss": 1.3178807497024536,
"acc": 53.53,
"time": 223.65215874183923,
"param": [
{
"p": 0.1141904816031456,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.24216940999031067,
"m": 1.0
},
{
"p": 0.01751122996211052,
"m": 0.7377551198005676
},
{
"p": 0.0,
"m": 0.9843490719795227
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1035648062825203,
"m": 0.6891476511955261
},
{
"p": 0.0,
"m": 0.8711534738540649
},
{
"p": 0.09846870601177216,
"m": 0.6724244356155396
},
{
"p": 0.10909491777420044,
"m": 0.7769090533256531
},
{
"p": 0.14906413853168488,
"m": 0.8042673468589783
},
{
"p": 0.0578632652759552,
"m": 1.0
},
{
"p": 0.10807297378778458,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 24,
"train_loss": 1.6926854848861694,
"val_loss": 1.1532784700393677,
"acc": 56.96,
"time": 231.79109845100902,
"param": [
{
"p": 0.10543612390756607,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.3027096390724182,
"m": 1.0
},
{
"p": 0.0,
"m": 0.7072989344596863
},
{
"p": 0.0,
"m": 0.9947107434272766
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09299180656671524,
"m": 0.6406203508377075
},
{
"p": 0.0,
"m": 0.844153106212616
},
{
"p": 0.10195834189653397,
"m": 0.642983615398407
},
{
"p": 0.1040484681725502,
"m": 0.8017839789390564
},
{
"p": 0.15758173167705536,
"m": 0.7636814713478088
},
{
"p": 0.042776986956596375,
"m": 1.0
},
{
"p": 0.09249687194824219,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 25,
"train_loss": 1.712432861328125,
"val_loss": 1.235164761543274,
"acc": 52.18,
"time": 231.02220380608924,
"param": [
{
"p": 0.10552860051393509,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.3704011142253876,
"m": 1.0
},
{
"p": 0.0,
"m": 0.673660397529602
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0684637799859047,
"m": 0.5939970016479492
},
{
"p": 0.0,
"m": 0.8305253386497498
},
{
"p": 0.10124044865369797,
"m": 0.6155036091804504
},
{
"p": 0.0928395688533783,
"m": 0.8202182650566101
},
{
"p": 0.1613941639661789,
"m": 0.7173565626144409
},
{
"p": 0.018607450649142265,
"m": 1.0
},
{
"p": 0.08152485638856888,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 26,
"train_loss": 1.3772213459014893,
"val_loss": 1.2406078577041626,
"acc": 55.97,
"time": 223.06331155006774,
"param": [
{
"p": 0.09764362871646881,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.40792402625083923,
"m": 1.0
},
{
"p": 0.0,
"m": 0.6307590007781982
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0004838125023525208,
"m": 1.0
},
{
"p": 0.043473370373249054,
"m": 0.5494316220283508
},
{
"p": 0.0,
"m": 0.8259307742118835
},
{
"p": 0.11798278987407684,
"m": 0.6122761368751526
},
{
"p": 0.07895614951848984,
"m": 0.8318015336990356
},
{
"p": 0.16680724918842316,
"m": 0.6690914630889893
},
{
"p": 0.00899526197463274,
"m": 1.0
},
{
"p": 0.07773365080356598,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 27,
"train_loss": 1.366257905960083,
"val_loss": 1.2622562646865845,
"acc": 54.5,
"time": 219.730832970934,
"param": [
{
"p": 0.08628712594509125,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.4248325526714325,
"m": 1.0
},
{
"p": 0.0,
"m": 0.5982193946838379
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03257528319954872,
"m": 0.5132285952568054
},
{
"p": 0.0014013152103871107,
"m": 0.8409101366996765
},
{
"p": 0.13122017681598663,
"m": 0.6066714525222778
},
{
"p": 0.07914367318153381,
"m": 0.8274492025375366
},
{
"p": 0.15374864637851715,
"m": 0.6071605086326599
},
{
"p": 0.0055168489925563335,
"m": 1.0
},
{
"p": 0.08527441322803497,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 28,
"train_loss": 1.6769546270370483,
"val_loss": 1.394169807434082,
"acc": 56.73,
"time": 219.02211404801346,
"param": [
{
"p": 0.08143068104982376,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.44185200333595276,
"m": 1.0
},
{
"p": 0.0009639490745030344,
"m": 0.5698889493942261
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.033618051558732986,
"m": 0.4958004951477051
},
{
"p": 0.0002970126806758344,
"m": 0.8597421646118164
},
{
"p": 0.13111625611782074,
"m": 0.6064558029174805
},
{
"p": 0.07930121570825577,
"m": 0.8140024542808533
},
{
"p": 0.13895158469676971,
"m": 0.5713751316070557
},
{
"p": 0.011412473395466805,
"m": 1.0
},
{
"p": 0.08105672895908356,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 29,
"train_loss": 1.2908657789230347,
"val_loss": 1.23675537109375,
"acc": 57.06,
"time": 220.13632123405114,
"param": [
{
"p": 0.08594157546758652,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.46274927258491516,
"m": 1.0
},
{
"p": 0.0,
"m": 0.5371148586273193
},
{
"p": 0.0,
"m": 0.9870156049728394
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.026451751589775085,
"m": 0.4684005379676819
},
{
"p": 0.003188435221090913,
"m": 0.8683650493621826
},
{
"p": 0.13133639097213745,
"m": 0.5982154011726379
},
{
"p": 0.08154109120368958,
"m": 0.8012990355491638
},
{
"p": 0.1247105598449707,
"m": 0.5382093191146851
},
{
"p": 0.009938412345945835,
"m": 1.0
},
{
"p": 0.07414259016513824,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 30,
"train_loss": 1.2531896829605103,
"val_loss": 1.1271108388900757,
"acc": 56.87,
"time": 241.22321138787083,
"param": [
{
"p": 0.08374262601137161,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.4649493098258972,
"m": 1.0
},
{
"p": 0.005478858482092619,
"m": 0.5066878795623779
},
{
"p": 0.0027376210782676935,
"m": 0.9639384150505066
},
{
"p": 0.0010874916333705187,
"m": 0.9931949377059937
},
{
"p": 0.013195562176406384,
"m": 0.44156551361083984
},
{
"p": 0.012464677914977074,
"m": 0.849414587020874
},
{
"p": 0.13588212430477142,
"m": 0.5930423736572266
},
{
"p": 0.07699047774076462,
"m": 0.806458055973053
},
{
"p": 0.12014208734035492,
"m": 0.5184747576713562
},
{
"p": 0.01450418122112751,
"m": 1.0
},
{
"p": 0.06882503628730774,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 31,
"train_loss": 1.4697107076644897,
"val_loss": 1.2264196872711182,
"acc": 58.77,
"time": 234.2214005640708,
"param": [
{
"p": 0.08762717247009277,
"m": 1.0
},
{
"p": 0.0014662537723779678,
"m": 1.0
},
{
"p": 0.3696671724319458,
"m": 1.0
},
{
"p": 0.01964643783867359,
"m": 0.4946093261241913
},
{
"p": 0.012713257223367691,
"m": 0.9628669023513794
},
{
"p": 0.015420125797390938,
"m": 0.9655338525772095
},
{
"p": 0.023056823760271072,
"m": 0.41386890411376953
},
{
"p": 0.028932200744748116,
"m": 0.8169072866439819
},
{
"p": 0.13433776795864105,
"m": 0.6058638691902161
},
{
"p": 0.07918523997068405,
"m": 0.7978878617286682
},
{
"p": 0.11191337555646896,
"m": 0.5351715087890625
},
{
"p": 0.04232991859316826,
"m": 1.0
},
{
"p": 0.06864163279533386,
"m": 1.0
},
{
"p": 0.00506256427615881,
"m": 1.0
}
]
},
{
"epoch": 32,
"train_loss": 1.4744038581848145,
"val_loss": 1.0507475137710571,
"acc": 59.83,
"time": 222.63804433587939,
"param": [
{
"p": 0.09132522344589233,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.31935831904411316,
"m": 1.0
},
{
"p": 0.02161969244480133,
"m": 0.42274895310401917
},
{
"p": 0.012393295764923096,
"m": 0.9738074541091919
},
{
"p": 0.025975380092859268,
"m": 0.9522917866706848
},
{
"p": 0.026412852108478546,
"m": 0.37555554509162903
},
{
"p": 0.03382306918501854,
"m": 0.7638297080993652
},
{
"p": 0.1332254558801651,
"m": 0.6010507345199585
},
{
"p": 0.07674326002597809,
"m": 0.8120684623718262
},
{
"p": 0.10632849484682083,
"m": 0.5341211557388306
},
{
"p": 0.06128004938364029,
"m": 1.0
},
{
"p": 0.08280842006206512,
"m": 1.0
},
{
"p": 0.00870659202337265,
"m": 1.0
}
]
},
{
"epoch": 33,
"train_loss": 1.3661696910858154,
"val_loss": 1.1071611642837524,
"acc": 60.62,
"time": 233.02335759205744,
"param": [
{
"p": 0.1003013625741005,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.28873419761657715,
"m": 1.0
},
{
"p": 0.019942177459597588,
"m": 0.38003045320510864
},
{
"p": 0.010471061803400517,
"m": 0.9732249975204468
},
{
"p": 0.03242284432053566,
"m": 0.955643355846405
},
{
"p": 0.03362966328859329,
"m": 0.37171128392219543
},
{
"p": 0.04363726079463959,
"m": 0.7347041964530945
},
{
"p": 0.1250685304403305,
"m": 0.6018068790435791
},
{
"p": 0.07866435497999191,
"m": 0.8256263136863708
},
{
"p": 0.1050780639052391,
"m": 0.5327569246292114
},
{
"p": 0.061748240143060684,
"m": 1.0
},
{
"p": 0.09468721598386765,
"m": 1.0
},
{
"p": 0.005615007597953081,
"m": 1.0
}
]
},
{
"epoch": 34,
"train_loss": 1.4667047262191772,
"val_loss": 1.1769509315490723,
"acc": 60.99,
"time": 223.65742279193364,
"param": [
{
"p": 0.10774625837802887,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.3007892966270447,
"m": 1.0
},
{
"p": 0.013229112140834332,
"m": 0.3684505522251129
},
{
"p": 0.0,
"m": 0.9763379096984863
},
{
"p": 0.028214741498231888,
"m": 0.9449648857116699
},
{
"p": 0.04201924055814743,
"m": 0.352007657289505
},
{
"p": 0.046957001090049744,
"m": 0.7373285889625549
},
{
"p": 0.11855746805667877,
"m": 0.5943812727928162
},
{
"p": 0.08287056535482407,
"m": 0.8373119235038757
},
{
"p": 0.10451549291610718,
"m": 0.5364466905593872
},
{
"p": 0.055064719170331955,
"m": 1.0
},
{
"p": 0.09683344513177872,
"m": 1.0
},
{
"p": 0.003202646505087614,
"m": 1.0
}
]
},
{
"epoch": 35,
"train_loss": 1.6555254459381104,
"val_loss": 1.1670953035354614,
"acc": 58.68,
"time": 218.18006652686745,
"param": [
{
"p": 0.11288350820541382,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.2988120913505554,
"m": 1.0
},
{
"p": 0.012564984150230885,
"m": 0.3680940568447113
},
{
"p": 0.0,
"m": 0.9691312909126282
},
{
"p": 0.01391402818262577,
"m": 0.9585199952125549
},
{
"p": 0.048993345350027084,
"m": 0.31163397431373596
},
{
"p": 0.03009759448468685,
"m": 0.7461265921592712
},
{
"p": 0.12296387553215027,
"m": 0.580005407333374
},
{
"p": 0.08279421925544739,
"m": 0.8627018928527832
},
{
"p": 0.10990800708532333,
"m": 0.544479250907898
},
{
"p": 0.05795065686106682,
"m": 0.9982198476791382
},
{
"p": 0.1075408011674881,
"m": 1.0
},
{
"p": 0.001576869050040841,
"m": 1.0
}
]
},
{
"epoch": 36,
"train_loss": 1.1609995365142822,
"val_loss": 0.9935585856437683,
"acc": 60.9,
"time": 237.67900033388287,
"param": [
{
"p": 0.1152135357260704,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.27273011207580566,
"m": 1.0
},
{
"p": 0.024238016456365585,
"m": 0.35498046875
},
{
"p": 0.0,
"m": 0.9605331420898438
},
{
"p": 0.000129922031192109,
"m": 0.9659990668296814
},
{
"p": 0.045401304960250854,
"m": 0.29185032844543457
},
{
"p": 0.027184482663869858,
"m": 0.7377966046333313
},
{
"p": 0.1313610076904297,
"m": 0.6019173860549927
},
{
"p": 0.08435355871915817,
"m": 0.8530951142311096
},
{
"p": 0.10583105683326721,
"m": 0.5537819266319275
},
{
"p": 0.07222767919301987,
"m": 1.0
},
{
"p": 0.12132930010557175,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 37,
"train_loss": 1.6669652462005615,
"val_loss": 1.1259281635284424,
"acc": 59.96,
"time": 233.8275605570525,
"param": [
{
"p": 0.11751080304384232,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.2524343729019165,
"m": 1.0
},
{
"p": 0.03251471370458603,
"m": 0.35366347432136536
},
{
"p": 0.0024193604476749897,
"m": 0.9266325235366821
},
{
"p": 2.249216595373582e-05,
"m": 0.9595975875854492
},
{
"p": 0.044630058109760284,
"m": 0.28317636251449585
},
{
"p": 0.02734672650694847,
"m": 0.7480238080024719
},
{
"p": 0.12705110013484955,
"m": 0.615840494632721
},
{
"p": 0.08385119587182999,
"m": 0.8446647524833679
},
{
"p": 0.09689706563949585,
"m": 0.5591462254524231
},
{
"p": 0.08467304706573486,
"m": 1.0
},
{
"p": 0.12630707025527954,
"m": 1.0
},
{
"p": 0.004342097323387861,
"m": 1.0
}
]
},
{
"epoch": 38,
"train_loss": 1.370589256286621,
"val_loss": 0.9758082032203674,
"acc": 60.83,
"time": 218.3009785739705,
"param": [
{
"p": 0.09746114909648895,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.20338226854801178,
"m": 1.0
},
{
"p": 0.04476865008473396,
"m": 0.3572598397731781
},
{
"p": 0.020272819325327873,
"m": 0.9292632937431335
},
{
"p": 0.008360725827515125,
"m": 0.9492917656898499
},
{
"p": 0.04926387593150139,
"m": 0.28260931372642517
},
{
"p": 0.04223060607910156,
"m": 0.74018794298172
},
{
"p": 0.13102658092975616,
"m": 0.629069983959198
},
{
"p": 0.0823020190000534,
"m": 0.8093792200088501
},
{
"p": 0.09304256737232208,
"m": 0.5703866481781006
},
{
"p": 0.08937127888202667,
"m": 1.0
},
{
"p": 0.1163492500782013,
"m": 1.0
},
{
"p": 0.022168267518281937,
"m": 1.0
}
]
},
{
"epoch": 39,
"train_loss": 1.4558221101760864,
"val_loss": 1.0793508291244507,
"acc": 61.08,
"time": 221.1968109421432,
"param": [
{
"p": 0.08679932355880737,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.16776630282402039,
"m": 1.0
},
{
"p": 0.056122343987226486,
"m": 0.35755088925361633
},
{
"p": 0.018377507105469704,
"m": 0.9489810466766357
},
{
"p": 0.022441886365413666,
"m": 0.9600117206573486
},
{
"p": 0.06287926435470581,
"m": 0.3053467869758606
},
{
"p": 0.05448156222701073,
"m": 0.7294798493385315
},
{
"p": 0.13335810601711273,
"m": 0.6592555046081543
},
{
"p": 0.08529048413038254,
"m": 0.7766165733337402
},
{
"p": 0.08420493453741074,
"m": 0.5865232944488525
},
{
"p": 0.103081114590168,
"m": 1.0
},
{
"p": 0.09811735898256302,
"m": 1.0
},
{
"p": 0.02707984670996666,
"m": 1.0
}
]
},
{
"epoch": 40,
"train_loss": 1.3296184539794922,
"val_loss": 1.0527669191360474,
"acc": 62.22,
"time": 224.47416285797954,
"param": [
{
"p": 0.08505760133266449,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1359068900346756,
"m": 1.0
},
{
"p": 0.06530863791704178,
"m": 0.33892664313316345
},
{
"p": 0.022386685013771057,
"m": 0.9614508152008057
},
{
"p": 0.04176381230354309,
"m": 0.9774603247642517
},
{
"p": 0.07757717370986938,
"m": 0.3063429892063141
},
{
"p": 0.06356974691152573,
"m": 0.7157012820243835
},
{
"p": 0.11715582013130188,
"m": 0.6764389276504517
},
{
"p": 0.08576105535030365,
"m": 0.7464678287506104
},
{
"p": 0.08396370708942413,
"m": 0.6105276942253113
},
{
"p": 0.10143648087978363,
"m": 1.0
},
{
"p": 0.08627524226903915,
"m": 1.0
},
{
"p": 0.03383713960647583,
"m": 1.0
}
]
},
{
"epoch": 41,
"train_loss": 1.3236864805221558,
"val_loss": 0.9564455151557922,
"acc": 63.25,
"time": 238.12398899858817,
"param": [
{
"p": 0.08809349685907364,
"m": 1.0
},
{
"p": 0.0036521179135888815,
"m": 1.0
},
{
"p": 0.12614460289478302,
"m": 1.0
},
{
"p": 0.05734434723854065,
"m": 0.30519694089889526
},
{
"p": 0.02694091759622097,
"m": 0.9979724884033203
},
{
"p": 0.04603084176778793,
"m": 0.9955968856811523
},
{
"p": 0.06770264357328415,
"m": 0.2947145104408264
},
{
"p": 0.07397107034921646,
"m": 0.7193623185157776
},
{
"p": 0.10632448643445969,
"m": 0.6816121339797974
},
{
"p": 0.0907609686255455,
"m": 0.7154338359832764
},
{
"p": 0.09027884155511856,
"m": 0.63600093126297
},
{
"p": 0.10041538625955582,
"m": 1.0
},
{
"p": 0.09356904774904251,
"m": 1.0
},
{
"p": 0.0287712924182415,
"m": 1.0
}
]
},
{
"epoch": 42,
"train_loss": 1.2541658878326416,
"val_loss": 1.1545275449752808,
"acc": 63.04,
"time": 235.67139308527112,
"param": [
{
"p": 0.08879828453063965,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1240539699792862,
"m": 1.0
},
{
"p": 0.05630281940102577,
"m": 0.27901527285575867
},
{
"p": 0.03448716923594475,
"m": 1.0
},
{
"p": 0.043991390615701675,
"m": 1.0
},
{
"p": 0.0622076541185379,
"m": 0.29219385981559753
},
{
"p": 0.08250325173139572,
"m": 0.7441654801368713
},
{
"p": 0.10017596930265427,
"m": 0.6744659543037415
},
{
"p": 0.09788508713245392,
"m": 0.6827993988990784
},
{
"p": 0.09740184992551804,
"m": 0.6618846654891968
},
{
"p": 0.1083122119307518,
"m": 1.0
},
{
"p": 0.09784519672393799,
"m": 1.0
},
{
"p": 0.006035143975168467,
"m": 1.0
}
]
},
{
"epoch": 43,
"train_loss": 1.4820787906646729,
"val_loss": 1.015923261642456,
"acc": 63.85,
"time": 237.48242471087724,
"param": [
{
"p": 0.08444308489561081,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1222449243068695,
"m": 1.0
},
{
"p": 0.05597805231809616,
"m": 0.24801453948020935
},
{
"p": 0.028466081246733665,
"m": 0.9957728385925293
},
{
"p": 0.047957777976989746,
"m": 0.9852152466773987
},
{
"p": 0.06519624590873718,
"m": 0.3234371840953827
},
{
"p": 0.0824863538146019,
"m": 0.7442418336868286
},
{
"p": 0.10146142542362213,
"m": 0.6766500473022461
},
{
"p": 0.1063074842095375,
"m": 0.6551883816719055
},
{
"p": 0.10024821758270264,
"m": 0.6818581819534302
},
{
"p": 0.11110226064920425,
"m": 1.0
},
{
"p": 0.09410803020000458,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 44,
"train_loss": 1.340590476989746,
"val_loss": 1.1050468683242798,
"acc": 63.42,
"time": 238.1127941212617,
"param": [
{
"p": 0.07422788441181183,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12011675536632538,
"m": 1.0
},
{
"p": 0.05523689091205597,
"m": 0.21671205759048462
},
{
"p": 0.020583927631378174,
"m": 0.978985607624054
},
{
"p": 0.051587726920843124,
"m": 0.9506586790084839
},
{
"p": 0.06239752843976021,
"m": 0.3565521836280823
},
{
"p": 0.08517066389322281,
"m": 0.7170146107673645
},
{
"p": 0.10830666869878769,
"m": 0.6760091185569763
},
{
"p": 0.1105322316288948,
"m": 0.6610680222511292
},
{
"p": 0.1033346951007843,
"m": 0.6858809590339661
},
{
"p": 0.1158561110496521,
"m": 1.0
},
{
"p": 0.092648945748806,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 45,
"train_loss": 1.1054171323776245,
"val_loss": 0.9934610724449158,
"acc": 63.57,
"time": 238.29452815884724,
"param": [
{
"p": 0.05634099990129471,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11648406088352203,
"m": 1.0
},
{
"p": 0.06116510555148125,
"m": 0.21872279047966003
},
{
"p": 0.0038775294087827206,
"m": 0.9718163013458252
},
{
"p": 0.0518033504486084,
"m": 0.9182823300361633
},
{
"p": 0.04882363975048065,
"m": 0.40166446566581726
},
{
"p": 0.08205204457044601,
"m": 0.6936190724372864
},
{
"p": 0.11587198823690414,
"m": 0.6614862084388733
},
{
"p": 0.1292126178741455,
"m": 0.6671168804168701
},
{
"p": 0.10755082219839096,
"m": 0.6670606136322021
},
{
"p": 0.12183453142642975,
"m": 1.0
},
{
"p": 0.10498324781656265,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 46,
"train_loss": 1.391768455505371,
"val_loss": 0.9339033961296082,
"acc": 63.33,
"time": 238.78656900208443,
"param": [
{
"p": 0.042656492441892624,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10917981714010239,
"m": 1.0
},
{
"p": 0.06709478795528412,
"m": 0.2447349578142166
},
{
"p": 0.0,
"m": 0.9464256763458252
},
{
"p": 0.04892919585108757,
"m": 0.8857953548431396
},
{
"p": 0.048602521419525146,
"m": 0.4183075726032257
},
{
"p": 0.06829008460044861,
"m": 0.6880245804786682
},
{
"p": 0.11702772229909897,
"m": 0.6359632015228271
},
{
"p": 0.1483629196882248,
"m": 0.6964306831359863
},
{
"p": 0.10830692946910858,
"m": 0.6345556974411011
},
{
"p": 0.12847858667373657,
"m": 1.0
},
{
"p": 0.11307090520858765,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 47,
"train_loss": 1.218936562538147,
"val_loss": 0.999532163143158,
"acc": 64.81,
"time": 239.48045436432585,
"param": [
{
"p": 0.03520488366484642,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10821212828159332,
"m": 1.0
},
{
"p": 0.07115449011325836,
"m": 0.24440264701843262
},
{
"p": 0.0,
"m": 0.9158607721328735
},
{
"p": 0.04719638451933861,
"m": 0.8532111048698425
},
{
"p": 0.05261147394776344,
"m": 0.4401029944419861
},
{
"p": 0.046982865780591965,
"m": 0.648513913154602
},
{
"p": 0.11645015329122543,
"m": 0.6164336800575256
},
{
"p": 0.1622575968503952,
"m": 0.7152672410011292
},
{
"p": 0.11039277166128159,
"m": 0.618067741394043
},
{
"p": 0.12454614788293839,
"m": 1.0
},
{
"p": 0.12499108165502548,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 48,
"train_loss": 1.0585081577301025,
"val_loss": 0.9826057553291321,
"acc": 64.11,
"time": 237.73427079524845,
"param": [
{
"p": 0.021429218351840973,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11499505490064621,
"m": 1.0
},
{
"p": 0.08156467229127884,
"m": 0.24187330901622772
},
{
"p": 0.00018704157264437526,
"m": 0.8924305438995361
},
{
"p": 0.032132238149642944,
"m": 0.8507055640220642
},
{
"p": 0.057091258466243744,
"m": 0.4555094838142395
},
{
"p": 0.03146051988005638,
"m": 0.6321450471878052
},
{
"p": 0.11967498809099197,
"m": 0.6058212518692017
},
{
"p": 0.1757507622241974,
"m": 0.7084605097770691
},
{
"p": 0.11047093570232391,
"m": 0.5954523682594299
},
{
"p": 0.12669707834720612,
"m": 1.0
},
{
"p": 0.12854619324207306,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 49,
"train_loss": 1.133068561553955,
"val_loss": 1.0069986581802368,
"acc": 64.25,
"time": 236.42150716716424,
"param": [
{
"p": 0.016810327768325806,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12939441204071045,
"m": 1.0
},
{
"p": 0.07306202501058578,
"m": 0.25127726793289185
},
{
"p": 0.0,
"m": 0.8869655132293701
},
{
"p": 0.0077889892272651196,
"m": 0.8549343347549438
},
{
"p": 0.07012400031089783,
"m": 0.42510730028152466
},
{
"p": 0.02596171945333481,
"m": 0.6298210024833679
},
{
"p": 0.12764805555343628,
"m": 0.6118878722190857
},
{
"p": 0.18636195361614227,
"m": 0.7151705026626587
},
{
"p": 0.11118503659963608,
"m": 0.5677425861358643
},
{
"p": 0.11955337226390839,
"m": 1.0
},
{
"p": 0.13211002945899963,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 50,
"train_loss": 1.1787188053131104,
"val_loss": 0.8789339661598206,
"acc": 65.64,
"time": 236.92581767495722,
"param": [
{
"p": 0.01963060162961483,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.14851215481758118,
"m": 1.0
},
{
"p": 0.051094669848680496,
"m": 0.2193906158208847
},
{
"p": 0.0,
"m": 0.8700916171073914
},
{
"p": 0.0,
"m": 0.8428475260734558
},
{
"p": 0.07394247502088547,
"m": 0.41674157977104187
},
{
"p": 0.019861066713929176,
"m": 0.6438636183738708
},
{
"p": 0.1356314867734909,
"m": 0.6058068871498108
},
{
"p": 0.19591110944747925,
"m": 0.7459350228309631
},
{
"p": 0.11421341449022293,
"m": 0.5561100840568542
},
{
"p": 0.11339108645915985,
"m": 1.0
},
{
"p": 0.1278119534254074,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 51,
"train_loss": 1.3132574558258057,
"val_loss": 0.8571394085884094,
"acc": 65.26,
"time": 240.26414201641455,
"param": [
{
"p": 0.03028874285519123,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.16142429411411285,
"m": 1.0
},
{
"p": 0.02765509858727455,
"m": 0.18162621557712555
},
{
"p": 0.0,
"m": 0.8905315399169922
},
{
"p": 0.0,
"m": 0.8389602303504944
},
{
"p": 0.06338123977184296,
"m": 0.3770381808280945
},
{
"p": 0.015072767622768879,
"m": 0.6659802794456482
},
{
"p": 0.131168395280838,
"m": 0.5732676982879639
},
{
"p": 0.20970426499843597,
"m": 0.7927564978599548
},
{
"p": 0.12712462246418,
"m": 0.5462616086006165
},
{
"p": 0.10347175598144531,
"m": 1.0
},
{
"p": 0.13070887327194214,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 52,
"train_loss": 1.1090680360794067,
"val_loss": 0.9033939838409424,
"acc": 65.87,
"time": 240.3720720326528,
"param": [
{
"p": 0.027011040598154068,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.15574268996715546,
"m": 1.0
},
{
"p": 0.009467083029448986,
"m": 0.1486825942993164
},
{
"p": 0.006338625214993954,
"m": 0.9169962406158447
},
{
"p": 0.0020019826479256153,
"m": 0.8188325762748718
},
{
"p": 0.056263409554958344,
"m": 0.3347305655479431
},
{
"p": 0.013164705596864223,
"m": 0.6538983583450317
},
{
"p": 0.13893480598926544,
"m": 0.5514503717422485
},
{
"p": 0.2240496128797531,
"m": 0.8574818968772888
},
{
"p": 0.12489647418260574,
"m": 0.5078902840614319
},
{
"p": 0.10267099738121033,
"m": 1.0
},
{
"p": 0.13945861160755157,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 53,
"train_loss": 1.2712310552597046,
"val_loss": 0.9293545484542847,
"acc": 65.83,
"time": 329.6268372363411,
"param": [
{
"p": 0.030078252777457237,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.14865559339523315,
"m": 1.0
},
{
"p": 0.0,
"m": 0.11983916163444519
},
{
"p": 0.007122811395674944,
"m": 0.9603196978569031
},
{
"p": 0.0,
"m": 0.7728866934776306
},
{
"p": 0.07213829457759857,
"m": 0.2927197813987732
},
{
"p": 0.013924581930041313,
"m": 0.6370849609375
},
{
"p": 0.14432820677757263,
"m": 0.556530773639679
},
{
"p": 0.22493945062160492,
"m": 0.9020663499832153
},
{
"p": 0.11083362996578217,
"m": 0.4941072165966034
},
{
"p": 0.10731115192174911,
"m": 1.0
},
{
"p": 0.14066798985004425,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 54,
"train_loss": 1.1640561819076538,
"val_loss": 0.9063052535057068,
"acc": 65.82,
"time": 613.7267210721038,
"param": [
{
"p": 0.02419106476008892,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1552596241235733,
"m": 1.0
},
{
"p": 0.0,
"m": 0.08121322840452194
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.00012536019494291395,
"m": 0.7612985372543335
},
{
"p": 0.07927825301885605,
"m": 0.2687292695045471
},
{
"p": 0.00794521626085043,
"m": 0.6434629559516907
},
{
"p": 0.14907169342041016,
"m": 0.5595763325691223
},
{
"p": 0.2278420478105545,
"m": 0.9326258897781372
},
{
"p": 0.09859724342823029,
"m": 0.5007560849189758
},
{
"p": 0.10793232172727585,
"m": 1.0
},
{
"p": 0.1497572362422943,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 55,
"train_loss": 1.2718547582626343,
"val_loss": 1.0786430835723877,
"acc": 64.78,
"time": 219.1292188987136,
"param": [
{
"p": 0.021492691710591316,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1531767100095749,
"m": 1.0
},
{
"p": 0.0,
"m": 0.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0057340385392308235,
"m": 0.7633419632911682
},
{
"p": 0.07358924299478531,
"m": 0.23097267746925354
},
{
"p": 0.007917694747447968,
"m": 0.6674831509590149
},
{
"p": 0.15054306387901306,
"m": 0.5603862404823303
},
{
"p": 0.23973989486694336,
"m": 0.9374966025352478
},
{
"p": 0.09301722794771194,
"m": 0.5085998177528381
},
{
"p": 0.10591032356023788,
"m": 1.0
},
{
"p": 0.1488790363073349,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 56,
"train_loss": 1.20023775100708,
"val_loss": 0.8800708651542664,
"acc": 65.49,
"time": 219.92936844471842,
"param": [
{
"p": 0.025073181837797165,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.14832553267478943,
"m": 1.0
},
{
"p": 0.014172160066664219,
"m": 0.0
},
{
"p": 0.014431829564273357,
"m": 0.9931091070175171
},
{
"p": 0.014081627130508423,
"m": 0.7650561332702637
},
{
"p": 0.06863816827535629,
"m": 0.1739749312400818
},
{
"p": 0.0,
"m": 0.6773680448532104
},
{
"p": 0.14962731301784515,
"m": 0.5579982399940491
},
{
"p": 0.2365444004535675,
"m": 0.9324798583984375
},
{
"p": 0.08447757363319397,
"m": 0.49157774448394775
},
{
"p": 0.10044968128204346,
"m": 1.0
},
{
"p": 0.14417850971221924,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 57,
"train_loss": 1.2824548482894897,
"val_loss": 1.019139051437378,
"acc": 64.6,
"time": 271.71012255130336,
"param": [
{
"p": 0.041066624224185944,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.14259183406829834,
"m": 1.0
},
{
"p": 0.031527578830718994,
"m": 0.0
},
{
"p": 0.03522622212767601,
"m": 0.9784878492355347
},
{
"p": 0.0195295549929142,
"m": 0.7620406746864319
},
{
"p": 0.07262860983610153,
"m": 0.1364840269088745
},
{
"p": 0.007450114469975233,
"m": 0.6776686906814575
},
{
"p": 0.14480863511562347,
"m": 0.5529958605766296
},
{
"p": 0.21801286935806274,
"m": 0.9245575070381165
},
{
"p": 0.08006502687931061,
"m": 0.47767773270606995
},
{
"p": 0.085444875061512,
"m": 1.0
},
{
"p": 0.12164799124002457,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 58,
"train_loss": 1.4103389978408813,
"val_loss": 0.9426655173301697,
"acc": 65.86,
"time": 884.6212697527371,
"param": [
{
"p": 0.04772976413369179,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.13640691339969635,
"m": 1.0
},
{
"p": 0.04811612144112587,
"m": 0.0
},
{
"p": 0.03782973811030388,
"m": 0.9560273885726929
},
{
"p": 0.030003253370523453,
"m": 0.7670943140983582
},
{
"p": 0.07311110198497772,
"m": 0.0861128717660904
},
{
"p": 0.021798988804221153,
"m": 0.6986362934112549
},
{
"p": 0.13699302077293396,
"m": 0.5598382353782654
},
{
"p": 0.20139600336551666,
"m": 0.9026220440864563
},
{
"p": 0.08168338984251022,
"m": 0.4830562472343445
},
{
"p": 0.0681559294462204,
"m": 1.0
},
{
"p": 0.116775743663311,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 59,
"train_loss": 1.2625951766967773,
"val_loss": 0.9382769465446472,
"acc": 66.91,
"time": 947.1567812631838,
"param": [
{
"p": 0.06200690194964409,
"m": 1.0
},
{
"p": 0.004293040372431278,
"m": 1.0
},
{
"p": 0.12125413864850998,
"m": 1.0
},
{
"p": 0.06719749420881271,
"m": 0.0
},
{
"p": 0.039455149322748184,
"m": 0.9382185935974121
},
{
"p": 0.036662548780441284,
"m": 0.7748797535896301
},
{
"p": 0.0661531537771225,
"m": 0.074538454413414
},
{
"p": 0.03413737565279007,
"m": 0.7221538424491882
},
{
"p": 0.13937923312187195,
"m": 0.5866845846176147
},
{
"p": 0.1813686639070511,
"m": 0.8702158331871033
},
{
"p": 0.09362221509218216,
"m": 0.48763081431388855
},
{
"p": 0.0493103563785553,
"m": 0.9982494115829468
},
{
"p": 0.10175028443336487,
"m": 1.0
},
{
"p": 0.003409462282434106,
"m": 1.0
}
]
},
{
"epoch": 60,
"train_loss": 1.0153862237930298,
"val_loss": 1.0375442504882812,
"acc": 66.07,
"time": 966.7694757049903,
"param": [
{
"p": 0.06391768902540207,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1060623899102211,
"m": 1.0
},
{
"p": 0.08507221192121506,
"m": 0.0
},
{
"p": 0.03537139669060707,
"m": 0.9214644432067871
},
{
"p": 0.04388874024152756,
"m": 0.7750962972640991
},
{
"p": 0.06585875153541565,
"m": 0.06786483526229858
},
{
"p": 0.05481506511569023,
"m": 0.7237772345542908
},
{
"p": 0.1324583888053894,
"m": 0.5974388122558594
},
{
"p": 0.16281099617481232,
"m": 0.8593862652778625
},
{
"p": 0.1049744188785553,
"m": 0.505102276802063
},
{
"p": 0.0481683723628521,
"m": 1.0
},
{
"p": 0.08778788894414902,
"m": 1.0
},
{
"p": 0.00881372019648552,
"m": 1.0
}
]
},
{
"epoch": 61,
"train_loss": 1.1730093955993652,
"val_loss": 0.9987459182739258,
"acc": 66.45,
"time": 956.1227396340109,
"param": [
{
"p": 0.055595699697732925,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10131770372390747,
"m": 1.0
},
{
"p": 0.09765730053186417,
"m": 0.0
},
{
"p": 0.026479100808501244,
"m": 0.9097044467926025
},
{
"p": 0.05057805776596069,
"m": 0.8219058513641357
},
{
"p": 0.0706252008676529,
"m": 0.06552129983901978
},
{
"p": 0.06356348097324371,
"m": 0.7159360647201538
},
{
"p": 0.13227130472660065,
"m": 0.6057817339897156
},
{
"p": 0.1531425267457962,
"m": 0.8602839708328247
},
{
"p": 0.11047988384962082,
"m": 0.5102760791778564
},
{
"p": 0.04625147953629494,
"m": 1.0
},
{
"p": 0.08615279197692871,
"m": 1.0
},
{
"p": 0.005885484162718058,
"m": 1.0
}
]
},
{
"epoch": 62,
"train_loss": 1.3225998878479004,
"val_loss": 0.8890367746353149,
"acc": 67.31,
"time": 959.1706178192981,
"param": [
{
"p": 0.06605147570371628,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0930323675274849,
"m": 1.0
},
{
"p": 0.10607264935970306,
"m": 7.658336835447699e-05
},
{
"p": 0.011783167719841003,
"m": 0.9129270315170288
},
{
"p": 0.061732880771160126,
"m": 0.8806977272033691
},
{
"p": 0.07055496424436569,
"m": 0.0461936891078949
},
{
"p": 0.07166454941034317,
"m": 0.718673825263977
},
{
"p": 0.12482114136219025,
"m": 0.6143773794174194
},
{
"p": 0.15198133885860443,
"m": 0.8650174140930176
},
{
"p": 0.10060326755046844,
"m": 0.5033751130104065
},
{
"p": 0.05940137058496475,
"m": 1.0
},
{
"p": 0.08230078220367432,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 63,
"train_loss": 1.1098014116287231,
"val_loss": 1.0376687049865723,
"acc": 67.01,
"time": 960.9599914122373,
"param": [
{
"p": 0.0803801491856575,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08461115509271622,
"m": 1.0
},
{
"p": 0.1051720455288887,
"m": 0.0
},
{
"p": 0.010725882835686207,
"m": 0.9166824817657471
},
{
"p": 0.06039023399353027,
"m": 0.896685004234314
},
{
"p": 0.05995011702179909,
"m": 0.0
},
{
"p": 0.07715143263339996,
"m": 0.7138885855674744
},
{
"p": 0.11443815380334854,
"m": 0.6108927130699158
},
{
"p": 0.14197470247745514,
"m": 0.8623846769332886
},
{
"p": 0.09063325077295303,
"m": 0.48678985238075256
},
{
"p": 0.08076117187738419,
"m": 1.0
},
{
"p": 0.08655446022748947,
"m": 1.0
},
{
"p": 0.007257241755723953,
"m": 1.0
}
]
},
{
"epoch": 64,
"train_loss": 1.3105013370513916,
"val_loss": 0.7911785840988159,
"acc": 67.39,
"time": 962.724363273941,
"param": [
{
"p": 0.08503731340169907,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07132860273122787,
"m": 1.0
},
{
"p": 0.1034044697880745,
"m": 0.0021352344192564487
},
{
"p": 0.008370603434741497,
"m": 0.895573616027832
},
{
"p": 0.05126681551337242,
"m": 0.8821209669113159
},
{
"p": 0.061853159219026566,
"m": 0.0
},
{
"p": 0.07675139605998993,
"m": 0.7225030660629272
},
{
"p": 0.11730090528726578,
"m": 0.6181487441062927
},
{
"p": 0.14548149704933167,
"m": 0.8592095971107483
},
{
"p": 0.08413392305374146,
"m": 0.46948808431625366
},
{
"p": 0.08704110234975815,
"m": 1.0
},
{
"p": 0.08722597360610962,
"m": 1.0
},
{
"p": 0.02080419659614563,
"m": 1.0
}
]
},
{
"epoch": 65,
"train_loss": 1.1100776195526123,
"val_loss": 0.899146318435669,
"acc": 66.44,
"time": 855.4124246747233,
"param": [
{
"p": 0.08455947041511536,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06711242347955704,
"m": 1.0
},
{
"p": 0.11643878370523453,
"m": 0.010082505643367767
},
{
"p": 0.0,
"m": 0.9051259756088257
},
{
"p": 0.04516008123755455,
"m": 0.8720903992652893
},
{
"p": 0.05413816496729851,
"m": 0.0
},
{
"p": 0.0798472911119461,
"m": 0.7197258472442627
},
{
"p": 0.1280275285243988,
"m": 0.6112936735153198
},
{
"p": 0.1521512269973755,
"m": 0.8622294664382935
},
{
"p": 0.07116903364658356,
"m": 0.4457555115222931
},
{
"p": 0.09489370137453079,
"m": 1.0
},
{
"p": 0.07748439908027649,
"m": 1.0
},
{
"p": 0.029017798602581024,
"m": 1.0
}
]
},
{
"epoch": 66,
"train_loss": 1.0057063102722168,
"val_loss": 0.9458890557289124,
"acc": 67.14,
"time": 960.2752929008566,
"param": [
{
"p": 0.08169965445995331,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05208583548665047,
"m": 1.0
},
{
"p": 0.14830270409584045,
"m": 0.0
},
{
"p": 0.0,
"m": 0.9008111953735352
},
{
"p": 0.030895091593265533,
"m": 0.9046918749809265
},
{
"p": 0.04796718806028366,
"m": 0.0
},
{
"p": 0.07583798468112946,
"m": 0.6895533800125122
},
{
"p": 0.14332370460033417,
"m": 0.5879679322242737
},
{
"p": 0.1619718372821808,
"m": 0.887826681137085
},
{
"p": 0.06151857599616051,
"m": 0.42903563380241394
},
{
"p": 0.09434789419174194,
"m": 1.0
},
{
"p": 0.08189260214567184,
"m": 1.0
},
{
"p": 0.020156919956207275,
"m": 1.0
}
]
},
{
"epoch": 67,
"train_loss": 1.1852926015853882,
"val_loss": 0.9255422353744507,
"acc": 67.72,
"time": 966.2309809918515,
"param": [
{
"p": 0.0913466215133667,
"m": 1.0
},
{
"p": 0.0002019085513893515,
"m": 1.0
},
{
"p": 0.05434831976890564,
"m": 1.0
},
{
"p": 0.15068556368350983,
"m": 0.0
},
{
"p": 0.009312614798545837,
"m": 0.9131444096565247
},
{
"p": 0.021404169499874115,
"m": 0.9140837788581848
},
{
"p": 0.06378424167633057,
"m": 0.028746245428919792
},
{
"p": 0.08291918784379959,
"m": 0.7108198404312134
},
{
"p": 0.13244366645812988,
"m": 0.5819874405860901
},
{
"p": 0.16191042959690094,
"m": 0.8741844296455383
},
{
"p": 0.041645120829343796,
"m": 0.42492756247520447
},
{
"p": 0.09208685904741287,
"m": 1.0
},
{
"p": 0.09047700464725494,
"m": 1.0
},
{
"p": 0.007434273138642311,
"m": 1.0
}
]
},
{
"epoch": 68,
"train_loss": 1.1827083826065063,
"val_loss": 0.903270423412323,
"acc": 66.76,
"time": 964.4672443661839,
"param": [
{
"p": 0.09420742094516754,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0625060647726059,
"m": 1.0
},
{
"p": 0.1440802961587906,
"m": 0.0
},
{
"p": 0.03587232157588005,
"m": 0.9636496305465698
},
{
"p": 0.007891654968261719,
"m": 0.8762590289115906
},
{
"p": 0.07018458843231201,
"m": 0.0
},
{
"p": 0.08401405811309814,
"m": 0.7169210910797119
},
{
"p": 0.11828315258026123,
"m": 0.5916486978530884
},
{
"p": 0.15325763821601868,
"m": 0.8679128289222717
},
{
"p": 0.03856724128127098,
"m": 0.42909303307533264
},
{
"p": 0.10181312263011932,
"m": 0.9978508949279785
},
{
"p": 0.08932232856750488,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 69,
"train_loss": 1.087538480758667,
"val_loss": 0.8787006735801697,
"acc": 67.43,
"time": 952.3097566631623,
"param": [
{
"p": 0.09804017841815948,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05775200203061104,
"m": 1.0
},
{
"p": 0.14251133799552917,
"m": 0.000679500459227711
},
{
"p": 0.0442514531314373,
"m": 0.9772573113441467
},
{
"p": 0.0,
"m": 0.8362851738929749
},
{
"p": 0.07337432354688644,
"m": 0.0
},
{
"p": 0.07813043147325516,
"m": 0.6682354211807251
},
{
"p": 0.11653600633144379,
"m": 0.6195173263549805
},
{
"p": 0.15147367119789124,
"m": 0.8737694621086121
},
{
"p": 0.029191695153713226,
"m": 0.4369346797466278
},
{
"p": 0.11584538221359253,
"m": 0.999858558177948
},
{
"p": 0.09289352595806122,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 70,
"train_loss": 1.0543373823165894,
"val_loss": 0.9204202890396118,
"acc": 67.52,
"time": 948.751384833362,
"param": [
{
"p": 0.10241962224245071,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04686862230300903,
"m": 1.0
},
{
"p": 0.15160827338695526,
"m": 0.0
},
{
"p": 0.039405349642038345,
"m": 1.0
},
{
"p": 0.0,
"m": 0.8365322947502136
},
{
"p": 0.0782574713230133,
"m": 0.016688942909240723
},
{
"p": 0.06441736221313477,
"m": 0.6007729172706604
},
{
"p": 0.12819576263427734,
"m": 0.6280355453491211
},
{
"p": 0.1627892255783081,
"m": 0.8946909308433533
},
{
"p": 0.005105786491185427,
"m": 0.4347265064716339
},
{
"p": 0.13210368156433105,
"m": 1.0
},
{
"p": 0.08867421746253967,
"m": 1.0
},
{
"p": 0.00015454903768841177,
"m": 1.0
}
]
},
{
"epoch": 71,
"train_loss": 1.1389492750167847,
"val_loss": 0.7796335816383362,
"acc": 68.07,
"time": 965.329538686201,
"param": [
{
"p": 0.10295610874891281,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03331023454666138,
"m": 1.0
},
{
"p": 0.14781276881694794,
"m": 0.0
},
{
"p": 0.036714550107717514,
"m": 0.9933546781539917
},
{
"p": 0.00012019614223390818,
"m": 0.8285757899284363
},
{
"p": 0.07242053002119064,
"m": 0.0
},
{
"p": 0.059871867299079895,
"m": 0.5704573392868042
},
{
"p": 0.13502468168735504,
"m": 0.6427578926086426
},
{
"p": 0.1618717908859253,
"m": 0.8965822458267212
},
{
"p": 0.014588513411581516,
"m": 0.43557801842689514
},
{
"p": 0.13178160786628723,
"m": 1.0
},
{
"p": 0.09217093139886856,
"m": 1.0
},
{
"p": 0.011356277391314507,
"m": 1.0
}
]
},
{
"epoch": 72,
"train_loss": 0.9866231083869934,
"val_loss": 0.9085893630981445,
"acc": 68.79,
"time": 968.01456995029,
"param": [
{
"p": 0.10447156429290771,
"m": 1.0
},
{
"p": 0.0010767420753836632,
"m": 1.0
},
{
"p": 0.03442557528614998,
"m": 1.0
},
{
"p": 0.14893074333667755,
"m": 0.033800411969423294
},
{
"p": 0.036727942526340485,
"m": 0.9769430756568909
},
{
"p": 0.004956407938152552,
"m": 0.8225185871124268
},
{
"p": 0.05582581087946892,
"m": 0.0
},
{
"p": 0.04772838577628136,
"m": 0.5825766921043396
},
{
"p": 0.13467948138713837,
"m": 0.6543101072311401
},
{
"p": 0.15162914991378784,
"m": 0.9014047384262085
},
{
"p": 0.031154204159975052,
"m": 0.4370982050895691
},
{
"p": 0.1255846917629242,
"m": 1.0
},
{
"p": 0.08940067142248154,
"m": 1.0
},
{
"p": 0.033408574759960175,
"m": 1.0
}
]
},
{
"epoch": 73,
"train_loss": 1.0196406841278076,
"val_loss": 0.8919939994812012,
"acc": 68.65,
"time": 866.5027916822582,
"param": [
{
"p": 0.10953355580568314,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04962737113237381,
"m": 1.0
},
{
"p": 0.14732785522937775,
"m": 0.021227236837148666
},
{
"p": 0.04263732209801674,
"m": 0.9592072367668152
},
{
"p": 0.008501194417476654,
"m": 0.8374229073524475
},
{
"p": 0.04631144925951958,
"m": 0.0
},
{
"p": 0.04390681907534599,
"m": 0.5615965723991394
},
{
"p": 0.12613773345947266,
"m": 0.6470766067504883
},
{
"p": 0.13875740766525269,
"m": 0.9000257849693298
},
{
"p": 0.03440024331212044,
"m": 0.4368038475513458
},
{
"p": 0.12183447927236557,
"m": 0.9998438358306885
},
{
"p": 0.07891473174095154,
"m": 1.0
},
{
"p": 0.0521097294986248,
"m": 1.0
}
]
},
{
"epoch": 74,
"train_loss": 1.1289043426513672,
"val_loss": 0.9987931847572327,
"acc": 68.53,
"time": 275.37178106978536,
"param": [
{
"p": 0.10664231330156326,
"m": 1.0
},
{
"p": 0.002045890549197793,
"m": 1.0
},
{
"p": 0.04926170036196709,
"m": 1.0
},
{
"p": 0.1397833377122879,
"m": 0.0
},
{
"p": 0.046360280364751816,
"m": 0.9571343064308167
},
{
"p": 0.023740878328680992,
"m": 0.8577765822410583
},
{
"p": 0.053761497139930725,
"m": 0.0
},
{
"p": 0.05357455089688301,
"m": 0.5273129343986511
},
{
"p": 0.11830832809209824,
"m": 0.6428003311157227
},
{
"p": 0.13031482696533203,
"m": 0.897497296333313
},
{
"p": 0.04427342489361763,
"m": 0.45648014545440674
},
{
"p": 0.0987289696931839,
"m": 1.0
},
{
"p": 0.0756504088640213,
"m": 1.0
},
{
"p": 0.05755360424518585,
"m": 1.0
}
]
},
{
"epoch": 75,
"train_loss": 0.9844450354576111,
"val_loss": 0.8028760552406311,
"acc": 68.61,
"time": 223.20861503202468,
"param": [
{
"p": 0.10368268936872482,
"m": 1.0
},
{
"p": 0.0009691756567917764,
"m": 1.0
},
{
"p": 0.04207729920744896,
"m": 1.0
},
{
"p": 0.12988770008087158,
"m": 0.0
},
{
"p": 0.05531932786107063,
"m": 0.9345108866691589
},
{
"p": 0.031031206250190735,
"m": 0.8618727326393127
},
{
"p": 0.06077536195516586,
"m": 0.00029273953987285495
},
{
"p": 0.0628441721200943,
"m": 0.5053698420524597
},
{
"p": 0.1138167679309845,
"m": 0.6488956212997437
},
{
"p": 0.11744409799575806,
"m": 0.9074398279190063
},
{
"p": 0.05710035189986229,
"m": 0.4679403603076935
},
{
"p": 0.07813107967376709,
"m": 1.0
},
{
"p": 0.08660991489887238,
"m": 1.0
},
{
"p": 0.06031084805727005,
"m": 1.0
}
]
},
{
"epoch": 76,
"train_loss": 1.22904372215271,
"val_loss": 0.8970128297805786,
"acc": 67.93,
"time": 221.4231059369631,
"param": [
{
"p": 0.10523977875709534,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.029368175193667412,
"m": 1.0
},
{
"p": 0.129814013838768,
"m": 0.0
},
{
"p": 0.06495364010334015,
"m": 0.9354630708694458
},
{
"p": 0.03090040385723114,
"m": 0.8503847718238831
},
{
"p": 0.05234355106949806,
"m": 0.0
},
{
"p": 0.0631050318479538,
"m": 0.46141424775123596
},
{
"p": 0.1187044084072113,
"m": 0.6600286960601807
},
{
"p": 0.11285914480686188,
"m": 0.9078020453453064
},
{
"p": 0.058038294315338135,
"m": 0.45980313420295715
},
{
"p": 0.0689544826745987,
"m": 1.0
},
{
"p": 0.10164724290370941,
"m": 1.0
},
{
"p": 0.06407182663679123,
"m": 1.0
}
]
},
{
"epoch": 77,
"train_loss": 1.1171320676803589,
"val_loss": 0.828730046749115,
"acc": 67.64,
"time": 220.8801872539334,
"param": [
{
"p": 0.10487209260463715,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03959883004426956,
"m": 1.0
},
{
"p": 0.12070316821336746,
"m": 0.0
},
{
"p": 0.06693200021982193,
"m": 0.9232682585716248
},
{
"p": 0.03868965432047844,
"m": 0.8323631882667542
},
{
"p": 0.053046319633722305,
"m": 0.0
},
{
"p": 0.06383172422647476,
"m": 0.44784045219421387
},
{
"p": 0.11208663135766983,
"m": 0.6612463593482971
},
{
"p": 0.10203496366739273,
"m": 0.9110778570175171
},
{
"p": 0.06579048186540604,
"m": 0.46224215626716614
},
{
"p": 0.07037576287984848,
"m": 1.0
},
{
"p": 0.10534314066171646,
"m": 1.0
},
{
"p": 0.05669523403048515,
"m": 1.0
}
]
},
{
"epoch": 78,
"train_loss": 1.1469001770019531,
"val_loss": 0.8656789660453796,
"acc": 69.79,
"time": 222.77205012878403,
"param": [
{
"p": 0.11082184314727783,
"m": 1.0
},
{
"p": 0.0005684283096343279,
"m": 1.0
},
{
"p": 0.051078129559755325,
"m": 1.0
},
{
"p": 0.10307725518941879,
"m": 0.0
},
{
"p": 0.07083147019147873,
"m": 0.9228823184967041
},
{
"p": 0.04628381505608559,
"m": 0.8415060639381409
},
{
"p": 0.05174942687153816,
"m": 0.00014038106019143015
},
{
"p": 0.06384456157684326,
"m": 0.43766120076179504
},
{
"p": 0.11026763916015625,
"m": 0.6642480492591858
},
{
"p": 0.09313658624887466,
"m": 0.9130898714065552
},
{
"p": 0.06714674085378647,
"m": 0.4530455768108368
},
{
"p": 0.07449910789728165,
"m": 1.0
},
{
"p": 0.10867490619421005,
"m": 1.0
},
{
"p": 0.048020124435424805,
"m": 1.0
}
]
},
{
"epoch": 79,
"train_loss": 1.1739280223846436,
"val_loss": 0.910672128200531,
"acc": 68.06,
"time": 223.61810303013772,
"param": [
{
"p": 0.10718294978141785,
"m": 1.0
},
{
"p": 0.012608041986823082,
"m": 1.0
},
{
"p": 0.06397927552461624,
"m": 1.0
},
{
"p": 0.08432647585868835,
"m": 0.0
},
{
"p": 0.07890956848859787,
"m": 0.894913375377655
},
{
"p": 0.043833326548337936,
"m": 0.8422598242759705
},
{
"p": 0.06057789549231529,
"m": 0.0013300838181748986
},
{
"p": 0.05538998916745186,
"m": 0.44233405590057373
},
{
"p": 0.10745329409837723,
"m": 0.6650421023368835
},
{
"p": 0.08882775157690048,
"m": 0.9321092963218689
},
{
"p": 0.07040582597255707,
"m": 0.44900915026664734
},
{
"p": 0.07930470257997513,
"m": 1.0
},
{
"p": 0.09658259153366089,
"m": 1.0
},
{
"p": 0.05061832442879677,
"m": 1.0
}
]
},
{
"epoch": 80,
"train_loss": 1.2599045038223267,
"val_loss": 1.0425339937210083,
"acc": 67.82,
"time": 222.06483753304929,
"param": [
{
"p": 0.11038177460432053,
"m": 1.0
},
{
"p": 0.01988508366048336,
"m": 1.0
},
{
"p": 0.06649021059274673,
"m": 1.0
},
{
"p": 0.07032275944948196,
"m": 0.0
},
{
"p": 0.079823337495327,
"m": 0.9150230884552002
},
{
"p": 0.04335720092058182,
"m": 0.8300189971923828
},
{
"p": 0.073344886302948,
"m": 0.0
},
{
"p": 0.04747959226369858,
"m": 0.4670763909816742
},
{
"p": 0.10194983333349228,
"m": 0.6812162399291992
},
{
"p": 0.08136757463216782,
"m": 0.9427286982536316
},
{
"p": 0.07536475360393524,
"m": 0.4628802239894867
},
{
"p": 0.08460956811904907,
"m": 1.0
},
{
"p": 0.09247295558452606,
"m": 1.0
},
{
"p": 0.0531504824757576,
"m": 1.0
}
]
},
{
"epoch": 81,
"train_loss": 1.129050374031067,
"val_loss": 0.8360627293586731,
"acc": 68.36,
"time": 221.55221750820056,
"param": [
{
"p": 0.13076439499855042,
"m": 1.0
},
{
"p": 0.020754368975758553,
"m": 1.0
},
{
"p": 0.058824170380830765,
"m": 1.0
},
{
"p": 0.0649082288146019,
"m": 0.0086628133431077
},
{
"p": 0.08122370392084122,
"m": 0.9183346033096313
},
{
"p": 0.041599418967962265,
"m": 0.7834504842758179
},
{
"p": 0.07559255510568619,
"m": 0.000151832660776563
},
{
"p": 0.03394730016589165,
"m": 0.4987826943397522
},
{
"p": 0.1066269725561142,
"m": 0.6602707505226135
},
{
"p": 0.07581745833158493,
"m": 0.954915463924408
},
{
"p": 0.07127679139375687,
"m": 0.4562000334262848
},
{
"p": 0.09521469473838806,
"m": 1.0
},
{
"p": 0.09243116527795792,
"m": 1.0
},
{
"p": 0.051018767058849335,
"m": 1.0
}
]
},
{
"epoch": 82,
"train_loss": 1.0567981004714966,
"val_loss": 0.9478381276130676,
"acc": 68.85,
"time": 223.74132703524083,
"param": [
{
"p": 0.13306884467601776,
"m": 1.0
},
{
"p": 0.024232782423496246,
"m": 1.0
},
{
"p": 0.05536758527159691,
"m": 1.0
},
{
"p": 0.05423182249069214,
"m": 0.01223149336874485
},
{
"p": 0.08936101943254471,
"m": 0.9315648078918457
},
{
"p": 0.05136452242732048,
"m": 0.761604368686676
},
{
"p": 0.07046473026275635,
"m": 0.03202052041888237
},
{
"p": 0.04715779051184654,
"m": 0.47654882073402405
},
{
"p": 0.0942792147397995,
"m": 0.6465373635292053
},
{
"p": 0.08616214245557785,
"m": 0.9654021859169006
},
{
"p": 0.06923490017652512,
"m": 0.45128047466278076
},
{
"p": 0.08962438255548477,
"m": 1.0
},
{
"p": 0.07997304201126099,
"m": 1.0
},
{
"p": 0.055477216839790344,
"m": 1.0
}
]
},
{
"epoch": 83,
"train_loss": 1.0343812704086304,
"val_loss": 0.8842889666557312,
"acc": 69.18,
"time": 223.07969339517877,
"param": [
{
"p": 0.1547379493713379,
"m": 1.0
},
{
"p": 0.009349251165986061,
"m": 1.0
},
{
"p": 0.05576012656092644,
"m": 1.0
},
{
"p": 0.047103799879550934,
"m": 0.0
},
{
"p": 0.0959094688296318,
"m": 0.958017110824585
},
{
"p": 0.07086728513240814,
"m": 0.7397796511650085
},
{
"p": 0.07251888513565063,
"m": 0.015937194228172302
},
{
"p": 0.0730561763048172,
"m": 0.45703572034835815
},
{
"p": 0.08315934985876083,
"m": 0.64085853099823
},
{
"p": 0.09099257737398148,
"m": 0.973997950553894
},
{
"p": 0.05620124563574791,
"m": 0.43601980805397034
},
{
"p": 0.07341478765010834,
"m": 1.0
},
{
"p": 0.06364278495311737,
"m": 1.0
},
{
"p": 0.05328627675771713,
"m": 1.0
}
]
},
{
"epoch": 84,
"train_loss": 0.9669836759567261,
"val_loss": 0.8360414505004883,
"acc": 69.13,
"time": 223.92514418810606,
"param": [
{
"p": 0.19059263169765472,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05225434526801109,
"m": 1.0
},
{
"p": 0.033549174666404724,
"m": 0.0
},
{
"p": 0.10570687800645828,
"m": 0.9519959688186646
},
{
"p": 0.08996719866991043,
"m": 0.7438864707946777
},
{
"p": 0.07337144762277603,
"m": 0.026102056726813316
},
{
"p": 0.08663461357355118,
"m": 0.42504605650901794
},
{
"p": 0.07252640277147293,
"m": 0.6374232172966003
},
{
"p": 0.09367118030786514,
"m": 0.9842694401741028
},
{
"p": 0.04290798678994179,
"m": 0.41068196296691895
},
{
"p": 0.049672771245241165,
"m": 1.0
},
{
"p": 0.05334886536002159,
"m": 1.0
},
{
"p": 0.05579647794365883,
"m": 1.0
}
]
},
{
"epoch": 85,
"train_loss": 1.1878095865249634,
"val_loss": 0.8266604542732239,
"acc": 69.05,
"time": 222.37832094728947,
"param": [
{
"p": 0.2018117606639862,
"m": 1.0
},
{
"p": 0.0010215630754828453,
"m": 1.0
},
{
"p": 0.06136637181043625,
"m": 1.0
},
{
"p": 0.039506763219833374,
"m": 0.0
},
{
"p": 0.09384515136480331,
"m": 0.9139381051063538
},
{
"p": 0.11370878666639328,
"m": 0.767180860042572
},
{
"p": 0.07253144681453705,
"m": 0.007017262279987335
},
{
"p": 0.07770752161741257,
"m": 0.4042620360851288
},
{
"p": 0.0610036700963974,
"m": 0.6258695721626282
},
{
"p": 0.10143764317035675,
"m": 0.9948281049728394
},
{
"p": 0.03385108709335327,
"m": 0.389886736869812
},
{
"p": 0.03750539943575859,
"m": 1.0
},
{
"p": 0.05049366503953934,
"m": 1.0
},
{
"p": 0.05420926585793495,
"m": 1.0
}
]
},
{
"epoch": 86,
"train_loss": 1.0582395792007446,
"val_loss": 0.8360394835472107,
"acc": 69.2,
"time": 227.59030129713938,
"param": [
{
"p": 0.2052243947982788,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06107710674405098,
"m": 1.0
},
{
"p": 0.0505506806075573,
"m": 0.0026384214870631695
},
{
"p": 0.07378970831632614,
"m": 0.9043246507644653
},
{
"p": 0.11492541432380676,
"m": 0.7478716373443604
},
{
"p": 0.07837244123220444,
"m": 0.0
},
{
"p": 0.07788662612438202,
"m": 0.3946220576763153
},
{
"p": 0.05574912205338478,
"m": 0.6162152886390686
},
{
"p": 0.12067827582359314,
"m": 1.0
},
{
"p": 0.027381734922528267,
"m": 0.3937433958053589
},
{
"p": 0.030631715431809425,
"m": 0.9955947399139404
},
{
"p": 0.05881680175662041,
"m": 1.0
},
{
"p": 0.04491599276661873,
"m": 1.0
}
]
},
{
"epoch": 87,
"train_loss": 1.1672643423080444,
"val_loss": 0.834096372127533,
"acc": 69.91,
"time": 224.0304056252353,
"param": [
{
"p": 0.20408819615840912,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07083902508020401,
"m": 1.0
},
{
"p": 0.053268421441316605,
"m": 0.0
},
{
"p": 0.0532979853451252,
"m": 0.9033131003379822
},
{
"p": 0.10161499679088593,
"m": 0.7064663171768188
},
{
"p": 0.08420633524656296,
"m": 0.0021005228627473116
},
{
"p": 0.06925150752067566,
"m": 0.421442449092865
},
{
"p": 0.07091829180717468,
"m": 0.6328417062759399
},
{
"p": 0.11954329162836075,
"m": 0.9969619512557983
},
{
"p": 0.051103029400110245,
"m": 0.42091649770736694
},
{
"p": 0.021527504548430443,
"m": 1.0
},
{
"p": 0.07140638679265976,
"m": 1.0
},
{
"p": 0.028935059905052185,
"m": 1.0
}
]
},
{
"epoch": 88,
"train_loss": 0.9597055315971375,
"val_loss": 0.7575255632400513,
"acc": 69.32,
"time": 224.21457472117618,
"param": [
{
"p": 0.23469382524490356,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07579647749662399,
"m": 1.0
},
{
"p": 0.05125715583562851,
"m": 0.0
},
{
"p": 0.031781382858753204,
"m": 0.8739014267921448
},
{
"p": 0.09413940459489822,
"m": 0.6428738236427307
},
{
"p": 0.08548663556575775,
"m": 0.012623491697013378
},
{
"p": 0.06005382165312767,
"m": 0.40998539328575134
},
{
"p": 0.07751739025115967,
"m": 0.6285726428031921
},
{
"p": 0.12035610526800156,
"m": 0.9806671142578125
},
{
"p": 0.07316296547651291,
"m": 0.42291370034217834
},
{
"p": 0.0100868446752429,
"m": 1.0
},
{
"p": 0.07552237808704376,
"m": 1.0
},
{
"p": 0.01014559157192707,
"m": 1.0
}
]
},
{
"epoch": 89,
"train_loss": 0.9798458814620972,
"val_loss": 0.7999323010444641,
"acc": 68.37,
"time": 223.83538911491632,
"param": [
{
"p": 0.2647832930088043,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06476107984781265,
"m": 1.0
},
{
"p": 0.051367584615945816,
"m": 0.0
},
{
"p": 0.0022776545956730843,
"m": 0.8050536513328552
},
{
"p": 0.07971705496311188,
"m": 0.563226580619812
},
{
"p": 0.087508425116539,
"m": 0.02784990519285202
},
{
"p": 0.05855376645922661,
"m": 0.4232932925224304
},
{
"p": 0.1016945019364357,
"m": 0.6397683620452881
},
{
"p": 0.11670965701341629,
"m": 0.9687365293502808
},
{
"p": 0.08149633556604385,
"m": 0.4007095992565155
},
{
"p": 0.0052455333061516285,
"m": 0.9992784261703491
},
{
"p": 0.08151035755872726,
"m": 1.0
},
{
"p": 0.0043748109601438046,
"m": 1.0
}
]
},
{
"epoch": 90,
"train_loss": 0.888586699962616,
"val_loss": 0.8307658433914185,
"acc": 69.67,
"time": 221.73268914688379,
"param": [
{
"p": 0.2871580421924591,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05392146483063698,
"m": 1.0
},
{
"p": 0.05682966113090515,
"m": 0.005649284925311804
},
{
"p": 0.0,
"m": 0.7464559674263
},
{
"p": 0.06422477960586548,
"m": 0.4889850616455078
},
{
"p": 0.06892208009958267,
"m": 0.01080196164548397
},
{
"p": 0.05707520991563797,
"m": 0.45678842067718506
},
{
"p": 0.11055061966180801,
"m": 0.649370551109314
},
{
"p": 0.10879667848348618,
"m": 0.9434826970100403
},
{
"p": 0.1082126721739769,
"m": 0.3979112505912781
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07844949513673782,
"m": 1.0
},
{
"p": 0.0058592562563717365,
"m": 1.0
}
]
},
{
"epoch": 91,
"train_loss": 0.6035754084587097,
"val_loss": 0.8264614939689636,
"acc": 69.46,
"time": 223.39204852795228,
"param": [
{
"p": 0.30434831976890564,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03354501351714134,
"m": 1.0
},
{
"p": 0.06835328042507172,
"m": 0.0
},
{
"p": 0.0009094365523196757,
"m": 0.7010972499847412
},
{
"p": 0.0511384941637516,
"m": 0.40455910563468933
},
{
"p": 0.05800960958003998,
"m": 0.0
},
{
"p": 0.052002713084220886,
"m": 0.4354821443557739
},
{
"p": 0.1222090944647789,
"m": 0.6473701000213623
},
{
"p": 0.09581989049911499,
"m": 0.9221845865249634
},
{
"p": 0.1268731653690338,
"m": 0.388778418302536
},
{
"p": 0.0011619742726907134,
"m": 0.9996514320373535
},
{
"p": 0.07877784967422485,
"m": 1.0
},
{
"p": 0.0068511380814015865,
"m": 1.0
}
]
},
{
"epoch": 92,
"train_loss": 0.8275040984153748,
"val_loss": 0.8458934426307678,
"acc": 70.01,
"time": 220.8434506189078,
"param": [
{
"p": 0.2745651304721832,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.047615598887205124,
"m": 1.0
},
{
"p": 0.0737079381942749,
"m": 0.0
},
{
"p": 0.013033771887421608,
"m": 0.637640118598938
},
{
"p": 0.05655013024806976,
"m": 0.34684866666793823
},
{
"p": 0.06108539178967476,
"m": 0.0
},
{
"p": 0.02673177421092987,
"m": 0.3778429329395294
},
{
"p": 0.1206616461277008,
"m": 0.660800576210022
},
{
"p": 0.08605379611253738,
"m": 0.9231662154197693
},
{
"p": 0.1319606900215149,
"m": 0.368164598941803
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07834306359291077,
"m": 1.0
},
{
"p": 0.02969115786254406,
"m": 1.0
}
]
},
{
"epoch": 93,
"train_loss": 0.9146078824996948,
"val_loss": 0.9085797071456909,
"acc": 70.15,
"time": 219.12209232524037,
"param": [
{
"p": 0.2676522135734558,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06259004026651382,
"m": 1.0
},
{
"p": 0.07560496032238007,
"m": 0.0
},
{
"p": 0.008098794147372246,
"m": 0.5731525421142578
},
{
"p": 0.057169269770383835,
"m": 0.3119407296180725
},
{
"p": 0.060298532247543335,
"m": 0.010265796445310116
},
{
"p": 0.008524886332452297,
"m": 0.3708834946155548
},
{
"p": 0.1165778785943985,
"m": 0.6428626179695129
},
{
"p": 0.07397490739822388,
"m": 0.9326130747795105
},
{
"p": 0.14100100100040436,
"m": 0.3514651954174042
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08691810071468353,
"m": 1.0
},
{
"p": 0.04158947616815567,
"m": 1.0
}
]
},
{
"epoch": 94,
"train_loss": 0.908101499080658,
"val_loss": 0.7302619814872742,
"acc": 69.55,
"time": 224.98509255610406,
"param": [
{
"p": 0.24934864044189453,
"m": 1.0
},
{
"p": 0.0007005739025771618,
"m": 1.0
},
{
"p": 0.06364113092422485,
"m": 1.0
},
{
"p": 0.06603329628705978,
"m": 0.0
},
{
"p": 0.01720055751502514,
"m": 0.5335162878036499
},
{
"p": 0.05675952881574631,
"m": 0.2691236734390259
},
{
"p": 0.06801453977823257,
"m": 0.045617781579494476
},
{
"p": 0.008359991945326328,
"m": 0.39213570952415466
},
{
"p": 0.123017318546772,
"m": 0.6396282315254211
},
{
"p": 0.0558980256319046,
"m": 0.930195152759552
},
{
"p": 0.14007584750652313,
"m": 0.3481915593147278
},
{
"p": 0.00802550744265318,
"m": 1.0
},
{
"p": 0.08770696818828583,
"m": 1.0
},
{
"p": 0.05521812662482262,
"m": 1.0
}
]
},
{
"epoch": 95,
"train_loss": 0.6863047480583191,
"val_loss": 0.830637514591217,
"acc": 69.57,
"time": 222.02295200899243,
"param": [
{
"p": 0.2595750093460083,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05327337235212326,
"m": 1.0
},
{
"p": 0.07261266559362411,
"m": 0.0
},
{
"p": 0.04222096502780914,
"m": 0.5149989128112793
},
{
"p": 0.03584052622318268,
"m": 0.2692126929759979
},
{
"p": 0.07416586577892303,
"m": 0.026483841240406036
},
{
"p": 0.012962290085852146,
"m": 0.3960367441177368
},
{
"p": 0.13727541267871857,
"m": 0.6247999668121338
},
{
"p": 0.028493352234363556,
"m": 0.9177406430244446
},
{
"p": 0.13623090088367462,
"m": 0.2971324622631073
},
{
"p": 0.015430265106260777,
"m": 1.0
},
{
"p": 0.08968589454889297,
"m": 1.0
},
{
"p": 0.04223348945379257,
"m": 1.0
}
]
},
{
"epoch": 96,
"train_loss": 0.9395979046821594,
"val_loss": 0.9672657251358032,
"acc": 69.75,
"time": 231.07793289329857,
"param": [
{
"p": 0.2589154839515686,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04147384688258171,
"m": 1.0
},
{
"p": 0.07279178500175476,
"m": 0.0011417621280997992
},
{
"p": 0.060921527445316315,
"m": 0.5091222524642944
},
{
"p": 0.030349578708410263,
"m": 0.24828915297985077
},
{
"p": 0.06494248658418655,
"m": 0.0
},
{
"p": 0.020584823563694954,
"m": 0.40761885046958923
},
{
"p": 0.14511947333812714,
"m": 0.6352499127388
},
{
"p": 0.01789942756295204,
"m": 0.9032462239265442
},
{
"p": 0.13211561739444733,
"m": 0.275492399930954
},
{
"p": 0.025386331602931023,
"m": 0.9991159439086914
},
{
"p": 0.0925019159913063,
"m": 1.0
},
{
"p": 0.03699767217040062,
"m": 1.0
}
]
},
{
"epoch": 97,
"train_loss": 0.7422338724136353,
"val_loss": 0.9197709560394287,
"acc": 69.68,
"time": 227.80012559937313,
"param": [
{
"p": 0.2877974808216095,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.025129012763500214,
"m": 1.0
},
{
"p": 0.06798858195543289,
"m": 0.0
},
{
"p": 0.07181472331285477,
"m": 0.45887964963912964
},
{
"p": 0.029917100444436073,
"m": 0.2058245837688446
},
{
"p": 0.04936368018388748,
"m": 0.0
},
{
"p": 0.01943308860063553,
"m": 0.41403546929359436
},
{
"p": 0.15886755287647247,
"m": 0.6211157441139221
},
{
"p": 0.013948538340628147,
"m": 0.8931689858436584
},
{
"p": 0.13410592079162598,
"m": 0.23837463557720184
},
{
"p": 0.022916220128536224,
"m": 1.0
},
{
"p": 0.08434232324361801,
"m": 1.0
},
{
"p": 0.0343758650124073,
"m": 1.0
}
]
},
{
"epoch": 98,
"train_loss": 0.7932235598564148,
"val_loss": 0.8862234950065613,
"acc": 70.57,
"time": 224.11794156907126,
"param": [
{
"p": 0.2640143632888794,
"m": 1.0
},
{
"p": 0.007499226834625006,
"m": 1.0
},
{
"p": 0.04496913030743599,
"m": 1.0
},
{
"p": 0.07602870464324951,
"m": 0.0
},
{
"p": 0.07712069898843765,
"m": 0.4046808183193207
},
{
"p": 0.03938697651028633,
"m": 0.15437382459640503
},
{
"p": 0.03405445069074631,
"m": 0.0
},
{
"p": 0.020864194259047508,
"m": 0.43771740794181824
},
{
"p": 0.15372131764888763,
"m": 0.5966314077377319
},
{
"p": 0.012025782838463783,
"m": 0.8902913928031921
},
{
"p": 0.12205955386161804,
"m": 0.18145251274108887
},
{
"p": 0.027766825631260872,
"m": 1.0
},
{
"p": 0.077019602060318,
"m": 1.0
},
{
"p": 0.04346902668476105,
"m": 1.0
}
]
},
{
"epoch": 99,
"train_loss": 0.9533512592315674,
"val_loss": 0.9069665670394897,
"acc": 70.11,
"time": 223.60663662292063,
"param": [
{
"p": 0.24331337213516235,
"m": 1.0
},
{
"p": 0.00908587221056223,
"m": 1.0
},
{
"p": 0.0572381392121315,
"m": 1.0
},
{
"p": 0.0817502960562706,
"m": 0.0
},
{
"p": 0.0782608836889267,
"m": 0.3254118263721466
},
{
"p": 0.0396454818546772,
"m": 0.10258638113737106
},
{
"p": 0.028926001861691475,
"m": 0.0
},
{
"p": 0.024116437882184982,
"m": 0.4437331557273865
},
{
"p": 0.15424638986587524,
"m": 0.5834881067276001
},
{
"p": 0.0119241364300251,
"m": 0.8910543918609619
},
{
"p": 0.12864547967910767,
"m": 0.1711503118276596
},
{
"p": 0.027197575196623802,
"m": 1.0
},
{
"p": 0.0763811245560646,
"m": 1.0
},
{
"p": 0.03926889970898628,
"m": 1.0
}
]
},
{
"epoch": 100,
"train_loss": 0.796902596950531,
"val_loss": 0.913989245891571,
"acc": 69.96,
"time": 438.0047461842187,
"param": [
{
"p": 0.2113029956817627,
"m": 1.0
},
{
"p": 0.028958046808838844,
"m": 1.0
},
{
"p": 0.08243156969547272,
"m": 1.0
},
{
"p": 0.06927996128797531,
"m": 0.0
},
{
"p": 0.07942952960729599,
"m": 0.24508601427078247
},
{
"p": 0.03213983029127121,
"m": 0.10440057516098022
},
{
"p": 0.04051423445343971,
"m": 0.0
},
{
"p": 0.022089511156082153,
"m": 0.42355242371559143
},
{
"p": 0.14601479470729828,
"m": 0.5681468844413757
},
{
"p": 0.025444529950618744,
"m": 0.8995895981788635
},
{
"p": 0.11891726404428482,
"m": 0.2055913805961609
},
{
"p": 0.03042631410062313,
"m": 1.0
},
{
"p": 0.0702456459403038,
"m": 1.0
},
{
"p": 0.04280577972531319,
"m": 1.0
}
]
},
{
"epoch": 101,
"train_loss": 0.7932538986206055,
"val_loss": 0.9294734001159668,
"acc": 68.99,
"time": 414.3453388819471,
"param": [
{
"p": 0.19335250556468964,
"m": 1.0
},
{
"p": 0.051163267344236374,
"m": 1.0
},
{
"p": 0.0946975126862526,
"m": 1.0
},
{
"p": 0.06425856053829193,
"m": 0.0
},
{
"p": 0.06537541002035141,
"m": 0.16630442440509796
},
{
"p": 0.026232885196805,
"m": 0.11425650864839554
},
{
"p": 0.058171216398477554,
"m": 0.0
},
{
"p": 0.008332640863955021,
"m": 0.4003623127937317
},
{
"p": 0.13693533837795258,
"m": 0.5367701649665833
},
{
"p": 0.036852091550827026,
"m": 0.8896799087524414
},
{
"p": 0.10031593590974808,
"m": 0.20654892921447754
},
{
"p": 0.03550528362393379,
"m": 1.0
},
{
"p": 0.07524485141038895,
"m": 1.0
},
{
"p": 0.05356265604496002,
"m": 1.0
}
]
},
{
"epoch": 102,
"train_loss": 0.8702175617218018,
"val_loss": 1.0745025873184204,
"acc": 70.06,
"time": 752.4707261864096,
"param": [
{
"p": 0.17574788630008698,
"m": 1.0
},
{
"p": 0.047274719923734665,
"m": 1.0
},
{
"p": 0.08304953575134277,
"m": 1.0
},
{
"p": 0.06088447570800781,
"m": 0.024275794625282288
},
{
"p": 0.060588154941797256,
"m": 0.0923864096403122
},
{
"p": 0.03651385009288788,
"m": 0.08201056718826294
},
{
"p": 0.06705210357904434,
"m": 0.0037656391505151987
},
{
"p": 7.653098145965487e-05,
"m": 0.37868186831474304
},
{
"p": 0.13627304136753082,
"m": 0.5393654108047485
},
{
"p": 0.05277580767869949,
"m": 0.8877124190330505
},
{
"p": 0.08757849037647247,
"m": 0.1814436912536621
},
{
"p": 0.034934137016534805,
"m": 0.990082323551178
},
{
"p": 0.08118927478790283,
"m": 1.0
},
{
"p": 0.07606206834316254,
"m": 1.0
}
]
},
{
"epoch": 103,
"train_loss": 0.8477972149848938,
"val_loss": 0.9306061863899231,
"acc": 69.85,
"time": 984.2749116597697,
"param": [
{
"p": 0.15729618072509766,
"m": 1.0
},
{
"p": 0.043011777102947235,
"m": 1.0
},
{
"p": 0.0697559118270874,
"m": 1.0
},
{
"p": 0.06475146114826202,
"m": 0.032432179898023605
},
{
"p": 0.042419202625751495,
"m": 0.04588102549314499
},
{
"p": 0.054336067289114,
"m": 0.03455131873488426
},
{
"p": 0.06974206864833832,
"m": 0.0
},
{
"p": 0.010298539884388447,
"m": 0.33892467617988586
},
{
"p": 0.13610140979290009,
"m": 0.531226634979248
},
{
"p": 0.048805832862854004,
"m": 0.8842073082923889
},
{
"p": 0.08836951851844788,
"m": 0.1546097993850708
},
{
"p": 0.0386044904589653,
"m": 0.9825566411018372
},
{
"p": 0.07851972430944443,
"m": 1.0
},
{
"p": 0.09798786789178848,
"m": 1.0
}
]
},
{
"epoch": 104,
"train_loss": 0.7323430180549622,
"val_loss": 1.050764560699463,
"acc": 69.48,
"time": 1004.5093766232021,
"param": [
{
"p": 0.158390074968338,
"m": 1.0
},
{
"p": 0.035635512322187424,
"m": 1.0
},
{
"p": 0.0692877322435379,
"m": 1.0
},
{
"p": 0.0686260238289833,
"m": 0.0
},
{
"p": 0.013447937555611134,
"m": 0.017749717459082603
},
{
"p": 0.04456765204668045,
"m": 0.0
},
{
"p": 0.07423561811447144,
"m": 0.0
},
{
"p": 0.014062497764825821,
"m": 0.31285932660102844
},
{
"p": 0.15416119992733002,
"m": 0.4808904528617859
},
{
"p": 0.03766537830233574,
"m": 0.8751513361930847
},
{
"p": 0.09788413345813751,
"m": 0.12194442003965378
},
{
"p": 0.03770818933844566,
"m": 0.9701985120773315
},
{
"p": 0.06823978573083878,
"m": 1.0
},
{
"p": 0.12608826160430908,
"m": 1.0
}
]
},
{
"epoch": 105,
"train_loss": 0.6713665723800659,
"val_loss": 0.8895077109336853,
"acc": 68.9,
"time": 1002.7268565646373,
"param": [
{
"p": 0.16602730751037598,
"m": 1.0
},
{
"p": 0.03164243698120117,
"m": 1.0
},
{
"p": 0.06446151435375214,
"m": 1.0
},
{
"p": 0.07098031789064407,
"m": 0.013924877159297466
},
{
"p": 0.0,
"m": 0.0
},
{
"p": 0.02103879675269127,
"m": 0.004593910649418831
},
{
"p": 0.06399653851985931,
"m": 0.0
},
{
"p": 0.022062674164772034,
"m": 0.3169058859348297
},
{
"p": 0.17701613903045654,
"m": 0.4295644760131836
},
{
"p": 0.03881879150867462,
"m": 0.8797723054885864
},
{
"p": 0.10926865041255951,
"m": 0.09744179993867874
},
{
"p": 0.01802869327366352,
"m": 0.9535033106803894
},
{
"p": 0.06064335256814957,
"m": 1.0
},
{
"p": 0.15601475536823273,
"m": 1.0
}
]
},
{
"epoch": 106,
"train_loss": 0.8807708621025085,
"val_loss": 0.9097115993499756,
"acc": 69.36,
"time": 1029.8022874589078,
"param": [
{
"p": 0.17678579688072205,
"m": 1.0
},
{
"p": 0.024349607527256012,
"m": 1.0
},
{
"p": 0.05074101313948631,
"m": 1.0
},
{
"p": 0.07645002752542496,
"m": 0.0
},
{
"p": 0.0,
"m": 0.0
},
{
"p": 0.0,
"m": 0.019113413989543915
},
{
"p": 0.050890468060970306,
"m": 0.0
},
{
"p": 0.022861165925860405,
"m": 0.33663010597229004
},
{
"p": 0.19963829219341278,
"m": 0.3586365580558777
},
{
"p": 0.04186008870601654,
"m": 0.8674249053001404
},
{
"p": 0.12444758415222168,
"m": 0.1050654724240303
},
{
"p": 0.011847162619233131,
"m": 0.9541746377944946
},
{
"p": 0.039110083132982254,
"m": 1.0
},
{
"p": 0.18101873993873596,
"m": 1.0
}
]
},
{
"epoch": 107,
"train_loss": 0.8123051524162292,
"val_loss": 0.8852332830429077,
"acc": 68.95,
"time": 1040.7880846848711,
"param": [
{
"p": 0.1899164468050003,
"m": 1.0
},
{
"p": 0.00607403926551342,
"m": 1.0
},
{
"p": 0.03523382917046547,
"m": 1.0
},
{
"p": 0.08316520601511002,
"m": 0.0
},
{
"p": 0.0,
"m": 0.0
},
{
"p": 0.0,
"m": 0.04287039488554001
},
{
"p": 0.045388344675302505,
"m": 0.0
},
{
"p": 0.014862174168229103,
"m": 0.3451048731803894
},
{
"p": 0.22652392089366913,
"m": 0.35065948963165283
},
{
"p": 0.03626364469528198,
"m": 0.8470014333724976
},
{
"p": 0.12197462469339371,
"m": 0.14215800166130066
},
{
"p": 0.017019834369421005,
"m": 0.9652004241943359
},
{
"p": 0.014364614151418209,
"m": 1.0
},
{
"p": 0.2092132717370987,
"m": 1.0
}
]
},
{
"epoch": 108,
"train_loss": 0.7266232371330261,
"val_loss": 1.1778615713119507,
"acc": 68.36,
"time": 1045.8921762872487,
"param": [
{
"p": 0.19716788828372955,
"m": 1.0
},
{
"p": 0.008060078136622906,
"m": 1.0
},
{
"p": 0.020391304045915604,
"m": 1.0
},
{
"p": 0.09339728206396103,
"m": 0.01438229065388441
},
{
"p": 0.0013318879064172506,
"m": 0.0
},
{
"p": 0.0,
"m": 0.030081775039434433
},
{
"p": 0.05298729985952377,
"m": 0.0
},
{
"p": 0.0039380998350679874,
"m": 0.3451407849788666
},
{
"p": 0.24582606554031372,
"m": 0.3533300757408142
},
{
"p": 0.0200739037245512,
"m": 0.853437066078186
},
{
"p": 0.09569655358791351,
"m": 0.20325279235839844
},
{
"p": 0.030769290402531624,
"m": 0.9525352716445923
},
{
"p": 0.0031111259013414383,
"m": 1.0
},
{
"p": 0.22724920511245728,
"m": 1.0
}
]
},
{
"epoch": 109,
"train_loss": 0.8412809371948242,
"val_loss": 0.9688708782196045,
"acc": 69.08,
"time": 923.3420804962516,
"param": [
{
"p": 0.18444404006004333,
"m": 1.0
},
{
"p": 0.021792694926261902,
"m": 1.0
},
{
"p": 0.03497282788157463,
"m": 1.0
},
{
"p": 0.09628280997276306,
"m": 0.0
},
{
"p": 0.015426581725478172,
"m": 0.0
},
{
"p": 5.1312235882505774e-05,
"m": 0.0
},
{
"p": 0.06824250519275665,
"m": 0.0
},
{
"p": 0.0025530445855110884,
"m": 0.3334754407405853
},
{
"p": 0.23708093166351318,
"m": 0.35516682267189026
},
{
"p": 0.021414080634713173,
"m": 0.8659862875938416
},
{
"p": 0.05021200701594353,
"m": 0.24774169921875
},
{
"p": 0.03991563245654106,
"m": 0.9389925003051758
},
{
"p": 0.01564640924334526,
"m": 1.0
},
{
"p": 0.2119651585817337,
"m": 1.0
}
]
},
{
"epoch": 110,
"train_loss": 1.1175514459609985,
"val_loss": 0.7322012186050415,
"acc": 69.62,
"time": 1038.6329045370221,
"param": [
{
"p": 0.17372576892375946,
"m": 1.0
},
{
"p": 0.023341229185461998,
"m": 1.0
},
{
"p": 0.04554146155714989,
"m": 1.0
},
{
"p": 0.0905449315905571,
"m": 0.002070512156933546
},
{
"p": 0.014613229781389236,
"m": 0.0
},
{
"p": 0.0010028606047853827,
"m": 0.0004677457036450505
},
{
"p": 0.0697162076830864,
"m": 0.0
},
{
"p": 0.0,
"m": 0.3121432662010193
},
{
"p": 0.25776049494743347,
"m": 0.33595219254493713
},
{
"p": 0.03704173490405083,
"m": 0.861606240272522
},
{
"p": 0.01637655310332775,
"m": 0.2767846882343292
},
{
"p": 0.029429830610752106,
"m": 0.9561216235160828
},
{
"p": 0.02475465089082718,
"m": 1.0
},
{
"p": 0.21615123748779297,
"m": 1.0
}
]
},
{
"epoch": 111,
"train_loss": 0.9372627139091492,
"val_loss": 0.8272603750228882,
"acc": 69.11,
"time": 1049.6248783711344,
"param": [
{
"p": 0.1622268706560135,
"m": 1.0
},
{
"p": 0.028628230094909668,
"m": 1.0
},
{
"p": 0.06668310612440109,
"m": 1.0
},
{
"p": 0.06617624312639236,
"m": 0.0
},
{
"p": 0.0032057096250355244,
"m": 0.0
},
{
"p": 0.015227491036057472,
"m": 0.0
},
{
"p": 0.06890600174665451,
"m": 0.0018846214516088367
},
{
"p": 0.0,
"m": 0.2897108495235443
},
{
"p": 0.24678051471710205,
"m": 0.30420127511024475
},
{
"p": 0.056242842227220535,
"m": 0.855812668800354
},
{
"p": 0.006180763244628906,
"m": 0.3060825765132904
},
{
"p": 0.035551413893699646,
"m": 0.9739649891853333
},
{
"p": 0.032955508679151535,
"m": 1.0
},
{
"p": 0.21123524010181427,
"m": 1.0
}
]
},
{
"epoch": 112,
"train_loss": 0.8316452503204346,
"val_loss": 0.9542469382286072,
"acc": 69.35,
"time": 1039.6273666429333,
"param": [
{
"p": 0.1592206209897995,
"m": 1.0
},
{
"p": 0.04067806527018547,
"m": 1.0
},
{
"p": 0.09987073391675949,
"m": 1.0
},
{
"p": 0.031961750239133835,
"m": 0.0
},
{
"p": 0.0,
"m": 0.0
},
{
"p": 0.01308408286422491,
"m": 0.0
},
{
"p": 0.05872287228703499,
"m": 0.031734004616737366
},
{
"p": 0.0,
"m": 0.2603033781051636
},
{
"p": 0.2425568699836731,
"m": 0.2725886106491089
},
{
"p": 0.06485570222139359,
"m": 0.8507499098777771
},
{
"p": 0.0,
"m": 0.33191266655921936
},
{
"p": 0.03377873823046684,
"m": 0.9727330207824707
},
{
"p": 0.03314657509326935,
"m": 1.0
},
{
"p": 0.22212404012680054,
"m": 1.0
}
]
},
{
"epoch": 113,
"train_loss": 0.8522980809211731,
"val_loss": 0.9966036081314087,
"acc": 69.11,
"time": 1043.9931936222129,
"param": [
{
"p": 0.1563897430896759,
"m": 1.0
},
{
"p": 0.04240860044956207,
"m": 1.0
},
{
"p": 0.1258702129125595,
"m": 1.0
},
{
"p": 0.007577953394502401,
"m": 0.0
},
{
"p": 0.0,
"m": 0.0
},
{
"p": 0.0,
"m": 0.0041901241056621075
},
{
"p": 0.041222333908081055,
"m": 0.0
},
{
"p": 0.0,
"m": 0.238595113158226
},
{
"p": 0.2626182734966278,
"m": 0.24433903396129608
},
{
"p": 0.061195258051157,
"m": 0.841342568397522
},
{
"p": 0.0,
"m": 0.34283915162086487
},
{
"p": 0.03215448558330536,
"m": 0.9757562279701233
},
{
"p": 0.02629239298403263,
"m": 1.0
},
{
"p": 0.24427072703838348,
"m": 1.0
}
]
},
{
"epoch": 114,
"train_loss": 0.70132976770401,
"val_loss": 0.9075894951820374,
"acc": 68.74,
"time": 1067.6536274561659,
"param": [
{
"p": 0.15091371536254883,
"m": 1.0
},
{
"p": 0.04650503024458885,
"m": 1.0
},
{
"p": 0.12579256296157837,
"m": 1.0
},
{
"p": 0.004809776321053505,
"m": 0.017622852697968483
},
{
"p": 0.008984839543700218,
"m": 0.0007757204002700746
},
{
"p": 0.0,
"m": 0.0
},
{
"p": 0.03521012142300606,
"m": 0.0
},
{
"p": 0.0014485495630651712,
"m": 0.27002206444740295
},
{
"p": 0.27191445231437683,
"m": 0.22317779064178467
},
{
"p": 0.05899180844426155,
"m": 0.8484042882919312
},
{
"p": 0.0,
"m": 0.3363630771636963
},
{
"p": 0.032714828848838806,
"m": 0.961601972579956
},
{
"p": 0.018151704221963882,
"m": 1.0
},
{
"p": 0.24456271529197693,
"m": 1.0
}
]
},
{
"epoch": 115,
"train_loss": 0.5053917765617371,
"val_loss": 1.102982759475708,
"acc": 69.26,
"time": 1044.8808186817914,
"param": [
{
"p": 0.12852099537849426,
"m": 1.0
},
{
"p": 0.05502710118889809,
"m": 1.0
},
{
"p": 0.12088733166456223,
"m": 1.0
},
{
"p": 0.01845971867442131,
"m": 0.0383588932454586
},
{
"p": 0.02973148599267006,
"m": 0.006669565569609404
},
{
"p": 0.022002002224326134,
"m": 0.0
},
{
"p": 0.039495669305324554,
"m": 0.0
},
{
"p": 0.0028663475532084703,
"m": 0.2731055021286011
},
{
"p": 0.22648312151432037,
"m": 0.25114724040031433
},
{
"p": 0.05344098433852196,
"m": 0.8555848002433777
},
{
"p": 0.02270904742181301,
"m": 0.3362788259983063
},
{
"p": 0.04586642235517502,
"m": 0.9629889726638794
},
{
"p": 0.03258751332759857,
"m": 1.0
},
{
"p": 0.20192216336727142,
"m": 1.0
}
]
},
{
"epoch": 116,
"train_loss": 0.8458934426307678,
"val_loss": 0.8658260703086853,
"acc": 69.0,
"time": 938.7538979733363,
"param": [
{
"p": 0.10342299193143845,
"m": 1.0
},
{
"p": 0.08013299852609634,
"m": 1.0
},
{
"p": 0.1309221386909485,
"m": 1.0
},
{
"p": 0.013379398733377457,
"m": 0.04808775708079338
},
{
"p": 0.03011769987642765,
"m": 0.03491687402129173
},
{
"p": 0.02308822050690651,
"m": 0.0
},
{
"p": 0.025799812749028206,
"m": 0.0
},
{
"p": 0.0,
"m": 0.28165167570114136
},
{
"p": 0.22023434937000275,
"m": 0.2775441110134125
},
{
"p": 0.039312943816185,
"m": 0.8726979494094849
},
{
"p": 0.04821270331740379,
"m": 0.342056542634964
},
{
"p": 0.05388626456260681,
"m": 0.9386677145957947
},
{
"p": 0.043910153210163116,
"m": 1.0
},
{
"p": 0.18758028745651245,
"m": 1.0
}
]
},
{
"epoch": 117,
"train_loss": 0.6618800163269043,
"val_loss": 1.0064274072647095,
"acc": 68.31,
"time": 1030.7663125339895,
"param": [
{
"p": 0.06900673359632492,
"m": 1.0
},
{
"p": 0.08667141944169998,
"m": 1.0
},
{
"p": 0.1342957466840744,
"m": 1.0
},
{
"p": 0.023659968748688698,
"m": 0.01682160794734955
},
{
"p": 0.03263281658291817,
"m": 0.0746229812502861
},
{
"p": 0.028964264318346977,
"m": 0.0
},
{
"p": 0.005209893919527531,
"m": 0.006747017614543438
},
{
"p": 0.004302211571484804,
"m": 0.3057713508605957
},
{
"p": 0.21571825444698334,
"m": 0.25981006026268005
},
{
"p": 0.045037731528282166,
"m": 0.860499382019043
},
{
"p": 0.05610686168074608,
"m": 0.3405477702617645
},
{
"p": 0.06205194070935249,
"m": 0.9456477165222168
},
{
"p": 0.04412857070565224,
"m": 1.0
},
{
"p": 0.19221356511116028,
"m": 1.0
}
]
},
{
"epoch": 118,
"train_loss": 0.8404666185379028,
"val_loss": 1.0602049827575684,
"acc": 69.44,
"time": 899.7561212508008,
"param": [
{
"p": 0.04754034802317619,
"m": 1.0
},
{
"p": 0.08659406006336212,
"m": 1.0
},
{
"p": 0.1531088948249817,
"m": 1.0
},
{
"p": 0.027311887592077255,
"m": 0.0
},
{
"p": 0.03667237237095833,
"m": 0.061260052025318146
},
{
"p": 0.02796163782477379,
"m": 0.010888401418924332
},
{
"p": 0.0,
"m": 0.00329078477807343
},
{
"p": 0.011214354075491428,
"m": 0.3427087068557739
},
{
"p": 0.21273531019687653,
"m": 0.1943357139825821
},
{
"p": 0.04313047230243683,
"m": 0.8419413566589355
},
{
"p": 0.053352732211351395,
"m": 0.3292714059352875
},
{
"p": 0.07228033989667892,
"m": 0.9680109024047852
},
{
"p": 0.026363199576735497,
"m": 1.0
},
{
"p": 0.20173434913158417,
"m": 1.0
}
]
},
{
"epoch": 119,
"train_loss": 0.747458279132843,
"val_loss": 0.872210681438446,
"acc": 68.6,
"time": 1037.7792366859503,
"param": [
{
"p": 0.0330277755856514,
"m": 1.0
},
{
"p": 0.0840035006403923,
"m": 1.0
},
{
"p": 0.16189682483673096,
"m": 1.0
},
{
"p": 0.030224634334445,
"m": 0.0
},
{
"p": 0.05781769007444382,
"m": 0.06982338428497314
},
{
"p": 0.038390982896089554,
"m": 0.04199788346886635
},
{
"p": 0.0003936966822948307,
"m": 0.02943802811205387
},
{
"p": 0.025698192417621613,
"m": 0.38462504744529724
},
{
"p": 0.19270487129688263,
"m": 0.1508246809244156
},
{
"p": 0.047749828547239304,
"m": 0.8215306401252747
},
{
"p": 0.054219916462898254,
"m": 0.31195250153541565
},
{
"p": 0.06936812400817871,
"m": 0.9036539196968079
},
{
"p": 0.019880378618836403,
"m": 1.0
},
{
"p": 0.18462352454662323,
"m": 1.0
}
]
},
{
"epoch": 120,
"train_loss": 0.7412617206573486,
"val_loss": 1.084068775177002,
"acc": 68.31,
"time": 1025.8324380819686,
"param": [
{
"p": 0.010599586181342602,
"m": 1.0
},
{
"p": 0.08818191289901733,
"m": 1.0
},
{
"p": 0.17787060141563416,
"m": 1.0
},
{
"p": 0.021366454660892487,
"m": 0.0006137824384495616
},
{
"p": 0.05875048413872719,
"m": 0.07394329458475113
},
{
"p": 0.048256125301122665,
"m": 0.08982387185096741
},
{
"p": 0.0,
"m": 0.04995444044470787
},
{
"p": 0.03153643384575844,
"m": 0.3990318179130554
},
{
"p": 0.19648276269435883,
"m": 0.13200445473194122
},
{
"p": 0.042282916605472565,
"m": 0.8139309883117676
},
{
"p": 0.060430858284235,
"m": 0.29308462142944336
},
{
"p": 0.06337210536003113,
"m": 0.8702003359794617
},
{
"p": 0.015303892083466053,
"m": 1.0
},
{
"p": 0.1855657994747162,
"m": 1.0
}
]
},
{
"epoch": 121,
"train_loss": 0.861029326915741,
"val_loss": 1.011132836341858,
"acc": 67.37,
"time": 1039.3902548858896,
"param": [
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09731384366750717,
"m": 1.0
},
{
"p": 0.18840394914150238,
"m": 1.0
},
{
"p": 0.011877801269292831,
"m": 0.0
},
{
"p": 0.05163826793432236,
"m": 0.03968263417482376
},
{
"p": 0.06091295927762985,
"m": 0.11493146419525146
},
{
"p": 0.0,
"m": 0.0445801317691803
},
{
"p": 0.022681323811411858,
"m": 0.41261547803878784
},
{
"p": 0.21305419504642487,
"m": 0.1622498631477356
},
{
"p": 0.029161810874938965,
"m": 0.8240523338317871
},
{
"p": 0.06171801686286926,
"m": 0.3129752278327942
},
{
"p": 0.058593377470970154,
"m": 0.8893293738365173
},
{
"p": 0.007692241575568914,
"m": 1.0
},
{
"p": 0.1969521939754486,
"m": 1.0
}
]
},
{
"epoch": 122,
"train_loss": 0.8547338843345642,
"val_loss": 0.9306799173355103,
"acc": 68.97,
"time": 1045.2458321102895,
"param": [
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11134070158004761,
"m": 1.0
},
{
"p": 0.22126524150371552,
"m": 1.0
},
{
"p": 0.0,
"m": 0.0
},
{
"p": 0.06057112291455269,
"m": 0.02978774905204773
},
{
"p": 0.044889986515045166,
"m": 0.056942444294691086
},
{
"p": 0.0,
"m": 0.018344135954976082
},
{
"p": 0.014993678778409958,
"m": 0.37070325016975403
},
{
"p": 0.22790251672267914,
"m": 0.22224213182926178
},
{
"p": 0.012952093034982681,
"m": 0.8477829694747925
},
{
"p": 0.03886030614376068,
"m": 0.34783655405044556
},
{
"p": 0.05084564536809921,
"m": 0.9444226622581482
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.21637870371341705,
"m": 1.0
}
]
},
{
"epoch": 123,
"train_loss": 0.7291828989982605,
"val_loss": 1.0331255197525024,
"acc": 68.11,
"time": 1050.643508693669,
"param": [
{
"p": 0.015032630413770676,
"m": 1.0
},
{
"p": 0.11103226989507675,
"m": 1.0
},
{
"p": 0.2308548539876938,
"m": 1.0
},
{
"p": 0.013134920038282871,
"m": 0.00015048608474899083
},
{
"p": 0.06421753019094467,
"m": 0.05146794766187668
},
{
"p": 0.019163602963089943,
"m": 0.010437197051942348
},
{
"p": 0.008647304028272629,
"m": 0.029298458248376846
},
{
"p": 0.02935943752527237,
"m": 0.3337736129760742
},
{
"p": 0.21431614458560944,
"m": 0.22442612051963806
},
{
"p": 0.0,
"m": 0.8672338724136353
},
{
"p": 0.03565790876746178,
"m": 0.3755912184715271
},
{
"p": 0.045602165162563324,
"m": 0.9650097489356995
},
{
"p": 0.00039588482468388975,
"m": 1.0
},
{
"p": 0.21258540451526642,
"m": 1.0
}
]
},
{
"epoch": 124,
"train_loss": 0.9669593572616577,
"val_loss": 0.881788432598114,
"acc": 68.72,
"time": 1011.4114537816495,
"param": [
{
"p": 0.02869074046611786,
"m": 1.0
},
{
"p": 0.11153420805931091,
"m": 1.0
},
{
"p": 0.2393781840801239,
"m": 1.0
},
{
"p": 0.019256137311458588,
"m": 0.003925819881260395
},
{
"p": 0.06462948024272919,
"m": 0.02395252138376236
},
{
"p": 0.0,
"m": 0.022549226880073547
},
{
"p": 0.0025064002256840467,
"m": 0.03591151162981987
},
{
"p": 0.04975878819823265,
"m": 0.317555695772171
},
{
"p": 0.19855110347270966,
"m": 0.21884837746620178
},
{
"p": 0.0,
"m": 0.8805527687072754
},
{
"p": 0.02945856936275959,
"m": 0.380531907081604
},
{
"p": 0.04430101811885834,
"m": 0.9723974466323853
},
{
"p": 0.0035598634276539087,
"m": 1.0
},
{
"p": 0.20837555825710297,
"m": 1.0
}
]
},
{
"epoch": 125,
"train_loss": 0.934283435344696,
"val_loss": 0.9765259623527527,
"acc": 68.89,
"time": 958.530320208054,
"param": [
{
"p": 0.04494965076446533,
"m": 1.0
},
{
"p": 0.10342710465192795,
"m": 1.0
},
{
"p": 0.23414069414138794,
"m": 1.0
},
{
"p": 0.010715147480368614,
"m": 0.0
},
{
"p": 0.054451823234558105,
"m": 0.0
},
{
"p": 0.004356939345598221,
"m": 0.03152797743678093
},
{
"p": 4.641474151867442e-05,
"m": 0.007966486737132072
},
{
"p": 0.0691436231136322,
"m": 0.28238534927368164
},
{
"p": 0.18937796354293823,
"m": 0.19420373439788818
},
{
"p": 0.00328114558942616,
"m": 0.8843333125114441
},
{
"p": 0.025744538754224777,
"m": 0.36514371633529663
},
{
"p": 0.05149790644645691,
"m": 1.0
},
{
"p": 0.014379329048097134,
"m": 1.0
},
{
"p": 0.19448766112327576,
"m": 1.0
}
]
},
{
"epoch": 126,
"train_loss": 0.7137374877929688,
"val_loss": 1.0555976629257202,
"acc": 68.95,
"time": 1038.3172782268375,
"param": [
{
"p": 0.05579863488674164,
"m": 1.0
},
{
"p": 0.08962662518024445,
"m": 1.0
},
{
"p": 0.2242523431777954,
"m": 1.0
},
{
"p": 0.0049877529963850975,
"m": 0.0
},
{
"p": 0.04380999505519867,
"m": 0.0074731349013745785
},
{
"p": 0.0,
"m": 0.039263926446437836
},
{
"p": 0.0017686046194285154,
"m": 0.021669751033186913
},
{
"p": 0.08773333579301834,
"m": 0.2742214798927307
},
{
"p": 0.18357719480991364,
"m": 0.15891383588314056
},
{
"p": 0.001553129288367927,
"m": 0.872186005115509
},
{
"p": 0.024567503482103348,
"m": 0.341483473777771
},
{
"p": 0.0545511357486248,
"m": 1.0
},
{
"p": 0.023744333535432816,
"m": 1.0
},
{
"p": 0.204029381275177,
"m": 1.0
}
]
},
{
"epoch": 127,
"train_loss": 0.9831029772758484,
"val_loss": 0.9421547055244446,
"acc": 68.89,
"time": 1049.7172462409362,
"param": [
{
"p": 0.05411962419748306,
"m": 1.0
},
{
"p": 0.08286026120185852,
"m": 1.0
},
{
"p": 0.2141665667295456,
"m": 1.0
},
{
"p": 0.01606096141040325,
"m": 0.0
},
{
"p": 0.03768952563405037,
"m": 0.0
},
{
"p": 0.0,
"m": 0.06337014585733414
},
{
"p": 0.0008187180501408875,
"m": 0.0213868860155344
},
{
"p": 0.09716103225946426,
"m": 0.34287071228027344
},
{
"p": 0.180216446518898,
"m": 0.12103737890720367
},
{
"p": 0.007012813352048397,
"m": 0.8568273186683655
},
{
"p": 0.026350367814302444,
"m": 0.31149619817733765
},
{
"p": 0.04018430784344673,
"m": 0.9933688044548035
},
{
"p": 0.01716870442032814,
"m": 1.0
},
{
"p": 0.22619065642356873,
"m": 1.0
}
]
},
{
"epoch": 128,
"train_loss": 1.1083605289459229,
"val_loss": 0.8951094150543213,
"acc": 67.7,
"time": 1054.6545157381333,
"param": [
{
"p": 0.055267609655857086,
"m": 1.0
},
{
"p": 0.07438106089830399,
"m": 1.0
},
{
"p": 0.20310458540916443,
"m": 1.0
},
{
"p": 0.030943846330046654,
"m": 0.0
},
{
"p": 0.031892821192741394,
"m": 0.0
},
{
"p": 0.002532191341742873,
"m": 0.07518137246370316
},
{
"p": 0.0034131966531276703,
"m": 0.01177770271897316
},
{
"p": 0.086347296833992,
"m": 0.3650890588760376
},
{
"p": 0.18436752259731293,
"m": 0.024384478107094765
},
{
"p": 0.020964739844202995,
"m": 0.8461701273918152
},
{
"p": 0.023464513942599297,
"m": 0.2731221318244934
},
{
"p": 0.04583273455500603,
"m": 0.9947047233581543
},
{
"p": 0.004531885497272015,
"m": 1.0
},
{
"p": 0.2329559475183487,
"m": 1.0
}
]
},
{
"epoch": 129,
"train_loss": 0.809489369392395,
"val_loss": 1.14253568649292,
"acc": 68.37,
"time": 1042.6616593003273,
"param": [
{
"p": 0.06059360131621361,
"m": 1.0
},
{
"p": 0.06376289576292038,
"m": 1.0
},
{
"p": 0.18280988931655884,
"m": 1.0
},
{
"p": 0.04144725576043129,
"m": 0.012076575309038162
},
{
"p": 0.035228606313467026,
"m": 0.0
},
{
"p": 0.0032716956920921803,
"m": 0.07161280512809753
},
{
"p": 0.02140066958963871,
"m": 0.01114651095122099
},
{
"p": 0.07864292711019516,
"m": 0.34180861711502075
},
{
"p": 0.1646612584590912,
"m": 0.07025700062513351
},
{
"p": 0.04198267683386803,
"m": 0.8351731300354004
},
{
"p": 0.014543686993420124,
"m": 0.2446068823337555
},
{
"p": 0.056680478155612946,
"m": 1.0
},
{
"p": 0.005849631503224373,
"m": 1.0
},
{
"p": 0.22912469506263733,
"m": 1.0
}
]
},
{
"epoch": 130,
"train_loss": 0.9271737933158875,
"val_loss": 0.8824367523193359,
"acc": 69.26,
"time": 1061.6095188241452,
"param": [
{
"p": 0.050661828368902206,
"m": 1.0
},
{
"p": 0.0599072091281414,
"m": 1.0
},
{
"p": 0.18145747482776642,
"m": 1.0
},
{
"p": 0.02552897110581398,
"m": 0.004760676994919777
},
{
"p": 0.029304612427949905,
"m": 0.0
},
{
"p": 0.0,
"m": 0.06035006046295166
},
{
"p": 0.020929960533976555,
"m": 0.025135044008493423
},
{
"p": 0.07637795060873032,
"m": 0.32918787002563477
},
{
"p": 0.1518552154302597,
"m": 0.13404622673988342
},
{
"p": 0.05342795327305794,
"m": 0.835727334022522
},
{
"p": 0.0,
"m": 0.24014951288700104
},
{
"p": 0.07398602366447449,
"m": 1.0
},
{
"p": 0.0059044682420790195,
"m": 1.0
},
{
"p": 0.27065834403038025,
"m": 1.0
}
]
},
{
"epoch": 131,
"train_loss": 0.7832270860671997,
"val_loss": 0.9417555928230286,
"acc": 68.47,
"time": 965.27026750613,
"param": [
{
"p": 0.045296620577573776,
"m": 1.0
},
{
"p": 0.05800831690430641,
"m": 1.0
},
{
"p": 0.16662323474884033,
"m": 1.0
},
{
"p": 0.014712006784975529,
"m": 0.0015978484880179167
},
{
"p": 0.03566700965166092,
"m": 0.022964540868997574
},
{
"p": 0.0033109444193542004,
"m": 0.061207208782434464
},
{
"p": 0.030586503446102142,
"m": 0.05486902594566345
},
{
"p": 0.06687724590301514,
"m": 0.3286774456501007
},
{
"p": 0.14776593446731567,
"m": 0.1508050411939621
},
{
"p": 0.06423342227935791,
"m": 0.8267183899879456
},
{
"p": 0.009745793417096138,
"m": 0.24168650805950165
},
{
"p": 0.08364703506231308,
"m": 0.9922053217887878
},
{
"p": 0.018560223281383514,
"m": 1.0
},
{
"p": 0.2549656629562378,
"m": 1.0
}
]
},
{
"epoch": 132,
"train_loss": 0.8331945538520813,
"val_loss": 0.8265388607978821,
"acc": 69.59,
"time": 1063.5473689520732,
"param": [
{
"p": 0.05197986215353012,
"m": 1.0
},
{
"p": 0.0479828342795372,
"m": 1.0
},
{
"p": 0.17033419013023376,
"m": 1.0
},
{
"p": 0.0054808566346764565,
"m": 0.0
},
{
"p": 0.03520439937710762,
"m": 0.07177771627902985
},
{
"p": 0.0,
"m": 0.05639798194169998
},
{
"p": 0.040391165763139725,
"m": 0.0555894672870636
},
{
"p": 0.05945488065481186,
"m": 0.2532493472099304
},
{
"p": 0.1297416239976883,
"m": 0.18956618010997772
},
{
"p": 0.07620284706354141,
"m": 0.8071289658546448
},
{
"p": 0.0,
"m": 0.2800362706184387
},
{
"p": 0.09025612473487854,
"m": 1.0
},
{
"p": 0.03109498880803585,
"m": 1.0
},
{
"p": 0.26187628507614136,
"m": 1.0
}
]
},
{
"epoch": 133,
"train_loss": 0.8802428841590881,
"val_loss": 1.0384951829910278,
"acc": 69.5,
"time": 922.4050924726762,
"param": [
{
"p": 0.056225813925266266,
"m": 1.0
},
{
"p": 0.045667052268981934,
"m": 1.0
},
{
"p": 0.15644149482250214,
"m": 1.0
},
{
"p": 0.0038897499907761812,
"m": 0.0
},
{
"p": 0.03652919456362724,
"m": 0.08884448558092117
},
{
"p": 0.012610710225999355,
"m": 0.04516202583909035
},
{
"p": 0.0481843538582325,
"m": 0.0433073528110981
},
{
"p": 0.05677912011742592,
"m": 0.19927184283733368
},
{
"p": 0.11168413609266281,
"m": 0.2292826771736145
},
{
"p": 0.0817326232790947,
"m": 0.7826321125030518
},
{
"p": 0.0006082390900701284,
"m": 0.30490437150001526
},
{
"p": 0.08472049981355667,
"m": 0.9877349138259888
},
{
"p": 0.046181537210941315,
"m": 1.0
},
{
"p": 0.2587454617023468,
"m": 1.0
}
]
},
{
"epoch": 134,
"train_loss": 0.5928530097007751,
"val_loss": 1.0284802913665771,
"acc": 68.84,
"time": 1067.7211528299376,
"param": [
{
"p": 0.05745907872915268,
"m": 1.0
},
{
"p": 0.05647774040699005,
"m": 1.0
},
{
"p": 0.1410387009382248,
"m": 1.0
},
{
"p": 0.0,
"m": 0.012930500321090221
},
{
"p": 0.03868383169174194,
"m": 0.09074593335390091
},
{
"p": 0.019388308748602867,
"m": 0.026935311034321785
},
{
"p": 0.04507482796907425,
"m": 0.02896127663552761
},
{
"p": 0.06019330769777298,
"m": 0.15271709859371185
},
{
"p": 0.10478727519512177,
"m": 0.25747206807136536
},
{
"p": 0.08364926278591156,
"m": 0.7672468423843384
},
{
"p": 0.0,
"m": 0.3189510703086853
},
{
"p": 0.07848649471998215,
"m": 0.9629861116409302
},
{
"p": 0.049005892127752304,
"m": 1.0
},
{
"p": 0.265755295753479,
"m": 1.0
}
]
},
{
"epoch": 135,
"train_loss": 0.7728898525238037,
"val_loss": 0.9084560871124268,
"acc": 69.8,
"time": 1057.1451023509726,
"param": [
{
"p": 0.06513284146785736,
"m": 1.0
},
{
"p": 0.08165604621171951,
"m": 1.0
},
{
"p": 0.1314307153224945,
"m": 1.0
},
{
"p": 0.003658642992377281,
"m": 0.03963053598999977
},
{
"p": 0.03715008869767189,
"m": 0.06772921234369278
},
{
"p": 0.034449830651283264,
"m": 0.015872199088335037
},
{
"p": 0.04725467786192894,
"m": 0.02083098515868187
},
{
"p": 0.05372340977191925,
"m": 0.1389417201280594
},
{
"p": 0.10055023431777954,
"m": 0.2808546721935272
},
{
"p": 0.08098442107439041,
"m": 0.7452805638313293
},
{
"p": 0.014862422831356525,
"m": 0.32584863901138306
},
{
"p": 0.05874163657426834,
"m": 0.9583745002746582
},
{
"p": 0.046589989215135574,
"m": 1.0
},
{
"p": 0.24381501972675323,
"m": 1.0
}
]
},
{
"epoch": 136,
"train_loss": 0.6739147901535034,
"val_loss": 0.8397449254989624,
"acc": 69.27,
"time": 1057.7156601599418,
"param": [
{
"p": 0.05328208953142166,
"m": 1.0
},
{
"p": 0.08144194632768631,
"m": 1.0
},
{
"p": 0.12769687175750732,
"m": 1.0
},
{
"p": 0.008948728442192078,
"m": 0.06443571299314499
},
{
"p": 0.04054972156882286,
"m": 0.05861971527338028
},
{
"p": 0.05043001100420952,
"m": 0.030428163707256317
},
{
"p": 0.060110751539468765,
"m": 0.02428118884563446
},
{
"p": 0.04866829514503479,
"m": 0.13082514703273773
},
{
"p": 0.10285799950361252,
"m": 0.2830447554588318
},
{
"p": 0.07688478380441666,
"m": 0.7264881730079651
},
{
"p": 0.05043734610080719,
"m": 0.3179134130477905
},
{
"p": 0.04376447573304176,
"m": 0.9452345967292786
},
{
"p": 0.05461389571428299,
"m": 1.0
},
{
"p": 0.20031306147575378,
"m": 1.0
}
]
},
{
"epoch": 137,
"train_loss": 0.49773967266082764,
"val_loss": 1.0412930250167847,
"acc": 69.99,
"time": 1047.7720581828617,
"param": [
{
"p": 0.02575712837278843,
"m": 1.0
},
{
"p": 0.07934728264808655,
"m": 1.0
},
{
"p": 0.14332088828086853,
"m": 1.0
},
{
"p": 0.022297553718090057,
"m": 0.05111538618803024
},
{
"p": 0.03684229776263237,
"m": 0.04088668152689934
},
{
"p": 0.05582349747419357,
"m": 0.03558577597141266
},
{
"p": 0.07419580221176147,
"m": 0.02445734106004238
},
{
"p": 0.04005968198180199,
"m": 0.10665123164653778
},
{
"p": 0.0968577116727829,
"m": 0.28311195969581604
},
{
"p": 0.07029746472835541,
"m": 0.7195233106613159
},
{
"p": 0.0696307048201561,
"m": 0.3123715817928314
},
{
"p": 0.033355485647916794,
"m": 0.929451048374176
},
{
"p": 0.057071808725595474,
"m": 1.0
},
{
"p": 0.19514267146587372,
"m": 1.0
}
]
},
{
"epoch": 138,
"train_loss": 0.8407249450683594,
"val_loss": 0.7673046588897705,
"acc": 69.38,
"time": 1048.224665991962,
"param": [
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09028483927249908,
"m": 1.0
},
{
"p": 0.1871497631072998,
"m": 1.0
},
{
"p": 0.01461100298911333,
"m": 0.002918726298958063
},
{
"p": 0.023303477093577385,
"m": 0.0
},
{
"p": 0.04404183104634285,
"m": 0.044973280280828476
},
{
"p": 0.06651224195957184,
"m": 0.0
},
{
"p": 0.035882558673620224,
"m": 0.13372856378555298
},
{
"p": 0.09696736931800842,
"m": 0.2717798948287964
},
{
"p": 0.05604075640439987,
"m": 0.73550945520401
},
{
"p": 0.0734141618013382,
"m": 0.28311148285865784
},
{
"p": 0.0,
"m": 0.9214463233947754
},
{
"p": 0.07169117778539658,
"m": 1.0
},
{
"p": 0.24010083079338074,
"m": 1.0
}
]
},
{
"epoch": 139,
"train_loss": 0.6699551939964294,
"val_loss": 1.0326087474822998,
"acc": 68.99,
"time": 1065.4301325120032,
"param": [
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09144824743270874,
"m": 1.0
},
{
"p": 0.20301367342472076,
"m": 1.0
},
{
"p": 0.017918122932314873,
"m": 0.0006638079648837447
},
{
"p": 0.02663799561560154,
"m": 0.0
},
{
"p": 0.03111139126121998,
"m": 0.025944532826542854
},
{
"p": 0.062241729348897934,
"m": 0.006530308164656162
},
{
"p": 0.029381336644291878,
"m": 0.15559916198253632
},
{
"p": 0.10798978805541992,
"m": 0.2597801089286804
},
{
"p": 0.06638272106647491,
"m": 0.7423290610313416
},
{
"p": 0.076261967420578,
"m": 0.2579534649848938
},
{
"p": 0.0,
"m": 0.9331680536270142
},
{
"p": 0.05145427957177162,
"m": 1.0
},
{
"p": 0.23615877330303192,
"m": 1.0
}
]
},
{
"epoch": 140,
"train_loss": 0.7013378739356995,
"val_loss": 1.070478081703186,
"acc": 69.25,
"time": 948.4322440037504,
"param": [
{
"p": 0.006442378740757704,
"m": 1.0
},
{
"p": 0.09425761550664902,
"m": 1.0
},
{
"p": 0.19130273163318634,
"m": 1.0
},
{
"p": 0.03215796872973442,
"m": 0.0
},
{
"p": 0.04076671972870827,
"m": 0.0
},
{
"p": 0.04096538946032524,
"m": 0.02556428126990795
},
{
"p": 0.054323066025972366,
"m": 0.020599836483597755
},
{
"p": 0.016734402626752853,
"m": 0.15492086112499237
},
{
"p": 0.11558692157268524,
"m": 0.23902982473373413
},
{
"p": 0.0762980654835701,
"m": 0.7558532357215881
},
{
"p": 0.08823546767234802,
"m": 0.24073074758052826
},
{
"p": 0.008482016623020172,
"m": 0.9236814379692078
},
{
"p": 0.025891434401273727,
"m": 1.0
},
{
"p": 0.2085556983947754,
"m": 1.0
}
]
},
{
"epoch": 141,
"train_loss": 0.7530539631843567,
"val_loss": 0.8740331530570984,
"acc": 69.55,
"time": 1042.8192584188655,
"param": [
{
"p": 0.026211710646748543,
"m": 1.0
},
{
"p": 0.08990952372550964,
"m": 1.0
},
{
"p": 0.18701167404651642,
"m": 1.0
},
{
"p": 0.0584835521876812,
"m": 0.0037566882092505693
},
{
"p": 0.02598562464118004,
"m": 0.0
},
{
"p": 0.03607400506734848,
"m": 0.032283343374729156
},
{
"p": 0.0443042628467083,
"m": 0.0
},
{
"p": 0.010495726019144058,
"m": 0.10132238268852234
},
{
"p": 0.129130020737648,
"m": 0.22928154468536377
},
{
"p": 0.07627478241920471,
"m": 0.7497478127479553
},
{
"p": 0.10576870292425156,
"m": 0.217182457447052
},
{
"p": 0.009902344085276127,
"m": 0.918046236038208
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.20044808089733124,
"m": 1.0
}
]
},
{
"epoch": 142,
"train_loss": 0.9136762022972107,
"val_loss": 0.9426625967025757,
"acc": 68.39,
"time": 1043.9866129062138,
"param": [
{
"p": 0.04068092629313469,
"m": 1.0
},
{
"p": 0.05783198028802872,
"m": 1.0
},
{
"p": 0.19966377317905426,
"m": 1.0
},
{
"p": 0.059400975704193115,
"m": 0.0
},
{
"p": 0.006883913651108742,
"m": 0.0
},
{
"p": 0.005486668553203344,
"m": 0.003689561039209366
},
{
"p": 0.023331042379140854,
"m": 0.0
},
{
"p": 0.00599233852699399,
"m": 0.07368455082178116
},
{
"p": 0.1531502604484558,
"m": 0.23319323360919952
},
{
"p": 0.08127494901418686,
"m": 0.750745415687561
},
{
"p": 0.13120587170124054,
"m": 0.2502826452255249
},
{
"p": 0.0,
"m": 0.928565502166748
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.23509733378887177,
"m": 1.0
}
]
},
{
"epoch": 143,
"train_loss": 0.8300613760948181,
"val_loss": 0.959885835647583,
"acc": 69.68,
"time": 1041.828200807795,
"param": [
{
"p": 0.04696359857916832,
"m": 1.0
},
{
"p": 0.03525172173976898,
"m": 1.0
},
{
"p": 0.18086878955364227,
"m": 1.0
},
{
"p": 0.043173741549253464,
"m": 0.020450210198760033
},
{
"p": 0.030979273840785027,
"m": 0.008269030600786209
},
{
"p": 0.0,
"m": 0.0
},
{
"p": 0.014478468336164951,
"m": 0.027205701917409897
},
{
"p": 0.009039020165801048,
"m": 0.027562014758586884
},
{
"p": 0.17121553421020508,
"m": 0.207611083984375
},
{
"p": 0.07612913846969604,
"m": 0.7609142661094666
},
{
"p": 0.1531061977148056,
"m": 0.23205682635307312
},
{
"p": 0.0007070297724567354,
"m": 0.9210837483406067
},
{
"p": 0.010340477339923382,
"m": 1.0
},
{
"p": 0.22774693369865417,
"m": 1.0
}
]
},
{
"epoch": 144,
"train_loss": 0.6785366535186768,
"val_loss": 1.1181479692459106,
"acc": 69.17,
"time": 1048.9431057912298,
"param": [
{
"p": 0.047329604625701904,
"m": 1.0
},
{
"p": 0.040001481771469116,
"m": 1.0
},
{
"p": 0.16120707988739014,
"m": 1.0
},
{
"p": 0.02774239517748356,
"m": 0.030549772083759308
},
{
"p": 0.052856508642435074,
"m": 0.0
},
{
"p": 0.0,
"m": 0.0001383549242746085
},
{
"p": 0.014024727046489716,
"m": 0.04403345286846161
},
{
"p": 0.006642217747867107,
"m": 0.024883149191737175
},
{
"p": 0.1709366887807846,
"m": 0.19992442429065704
},
{
"p": 0.07028619199991226,
"m": 0.7924555540084839
},
{
"p": 0.1609550565481186,
"m": 0.22241419553756714
},
{
"p": 0.0030066443141549826,
"m": 0.9170151948928833
},
{
"p": 0.030123787000775337,
"m": 1.0
},
{
"p": 0.21488764882087708,
"m": 1.0
}
]
},
{
"epoch": 145,
"train_loss": 0.8360969424247742,
"val_loss": 0.890404999256134,
"acc": 67.59,
"time": 1050.7640702780336,
"param": [
{
"p": 0.025133483111858368,
"m": 1.0
},
{
"p": 0.047786686569452286,
"m": 1.0
},
{
"p": 0.15794193744659424,
"m": 1.0
},
{
"p": 0.009614614769816399,
"m": 0.02989024855196476
},
{
"p": 0.05108882486820221,
"m": 0.0
},
{
"p": 0.0,
"m": 0.020731700584292412
},
{
"p": 0.0,
"m": 0.02489439956843853
},
{
"p": 0.0,
"m": 0.10347893089056015
},
{
"p": 0.2054835855960846,
"m": 0.18159127235412598
},
{
"p": 0.047636728733778,
"m": 0.7981545925140381
},
{
"p": 0.2026553899049759,
"m": 0.13981321454048157
},
{
"p": 0.0,
"m": 0.9121969938278198
},
{
"p": 0.02333146706223488,
"m": 1.0
},
{
"p": 0.2293272614479065,
"m": 1.0
}
]
},
{
"epoch": 146,
"train_loss": 0.7501168847084045,
"val_loss": 1.2515455484390259,
"acc": 68.71,
"time": 1051.3983259587549,
"param": [
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.033918119966983795,
"m": 1.0
},
{
"p": 0.17713426053524017,
"m": 1.0
},
{
"p": 0.0,
"m": 0.004374580457806587
},
{
"p": 0.0363636277616024,
"m": 0.0016888945829123259
},
{
"p": 0.0,
"m": 0.0
},
{
"p": 0.0,
"m": 0.01253985334187746
},
{
"p": 0.0,
"m": 0.1272905319929123
},
{
"p": 0.23358376324176788,
"m": 0.19035260379314423
},
{
"p": 0.01183068472892046,
"m": 0.8053322434425354
},
{
"p": 0.24576951563358307,
"m": 0.16322609782218933
},
{
"p": 0.0,
"m": 0.9412261247634888
},
{
"p": 0.015348839573562145,
"m": 1.0
},
{
"p": 0.2460511177778244,
"m": 1.0
}
]
},
{
"epoch": 147,
"train_loss": 0.8859307765960693,
"val_loss": 1.1900391578674316,
"acc": 68.74,
"time": 949.2675794279203,
"param": [
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.02819417044520378,
"m": 1.0
},
{
"p": 0.18830135464668274,
"m": 1.0
},
{
"p": 0.0,
"m": 0.0
},
{
"p": 0.01781790889799595,
"m": 0.0011715468717738986
},
{
"p": 0.0,
"m": 0.006384063977748156
},
{
"p": 0.0,
"m": 0.022593118250370026
},
{
"p": 0.0,
"m": 0.12515078485012054
},
{
"p": 0.2449217587709427,
"m": 0.18506568670272827
},
{
"p": 0.0,
"m": 0.8001217842102051
},
{
"p": 0.26753488183021545,
"m": 0.1480025351047516
},
{
"p": 0.0,
"m": 0.9561448693275452
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.25322994589805603,
"m": 1.0
}
]
},
{
"epoch": 148,
"train_loss": 0.4988876283168793,
"val_loss": 1.0846399068832397,
"acc": 67.84,
"time": 997.3681317823939,
"param": [
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0260076392441988,
"m": 1.0
},
{
"p": 0.20056715607643127,
"m": 1.0
},
{
"p": 0.0,
"m": 0.00369349610991776
},
{
"p": 0.0,
"m": 0.0
},
{
"p": 0.0,
"m": 0.0
},
{
"p": 0.0,
"m": 0.010084344074130058
},
{
"p": 0.0006094948039390147,
"m": 0.09679677337408066
},
{
"p": 0.23947003483772278,
"m": 0.21608871221542358
},
{
"p": 0.023071065545082092,
"m": 0.7907821536064148
},
{
"p": 0.2598896920681,
"m": 0.2384023517370224
},
{
"p": 0.0023738157469779253,
"m": 0.9545997381210327
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.24801115691661835,
"m": 1.0
}
]
},
{
"epoch": 149,
"train_loss": 0.4904812276363373,
"val_loss": 1.1170772314071655,
"acc": 68.31,
"time": 962.7824159222655,
"param": [
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.01439404021948576,
"m": 1.0
},
{
"p": 0.2101053148508072,
"m": 1.0
},
{
"p": 0.0,
"m": 0.017221715301275253
},
{
"p": 0.0,
"m": 0.0
},
{
"p": 0.0025538993068039417,
"m": 0.000518312503118068
},
{
"p": 0.0,
"m": 0.0
},
{
"p": 9.047224739333615e-05,
"m": 0.06275741755962372
},
{
"p": 0.23641353845596313,
"m": 0.2227623164653778
},
{
"p": 0.04646351560950279,
"m": 0.7929245233535767
},
{
"p": 0.25738102197647095,
"m": 0.2845142185688019
},
{
"p": 0.0,
"m": 0.9628305435180664
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.2325982302427292,
"m": 1.0
}
]
},
{
"epoch": 150,
"train_loss": 0.7691953182220459,
"val_loss": 1.040513277053833,
"acc": 67.71,
"time": 1041.403608882334,
"param": [
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0184045247733593,
"m": 1.0
},
{
"p": 0.2089749574661255,
"m": 1.0
},
{
"p": 0.0,
"m": 0.06396541744470596
},
{
"p": 0.00013672678323928267,
"m": 0.03856299817562103
},
{
"p": 0.002120369579643011,
"m": 0.03418727219104767
},
{
"p": 0.0,
"m": 0.002723313169553876
},
{
"p": 0.0025226648431271315,
"m": 0.05306055396795273
},
{
"p": 0.23579025268554688,
"m": 0.21587470173835754
},
{
"p": 0.04503779485821724,
"m": 0.788363516330719
},
{
"p": 0.2505719065666199,
"m": 0.28806790709495544
},
{
"p": 0.0,
"m": 0.9597794413566589
},
{
"p": 0.017973992973566055,
"m": 1.0
},
{
"p": 0.21846678853034973,
"m": 1.0
}
]
}
]
}
Reference in a new issue View git blame Copy permalink