AntoineH/smart_augmentation
1
0
Fork 0
mirror of https://github.com/AntoineHX/smart_augmentation.git synced 2025-05-04 04:00:46 +02:00
Code Issues Projects Releases Packages Wiki Activity
smart_augmentation/higher/res/HPsearch/log/Aug_mod(Data_augV5(Mix1.0-14TFx2-Mag)-ResNet)-200 epochs (dataug:0)- 1 in_it-1.json
Harle, Antoine (Contracteur) 4166922c34 Rangement
2020-02-28 16:46:37 -05:00

13038 lines
No EOL
215 KiB
JSON
Executable file
Raw Blame History

{
"Accuracy": 73.84,
"Time": [
245.9089357180844,
5.679327613185729,
49332.78866156505
],
"Optimizer": {
"Meta": {
"optim": "Adam",
"lr": 0.01
},
"Inner": {
"optim": "SGD",
"lr": 0.01,
"momentum": 0.9
}
},
"Device": "Graphics Device",
"Param_names": [
"Identity",
"FlipUD",
"FlipLR",
"Rotate",
"TranslateX",
"TranslateY",
"ShearX",
"ShearY",
"Contrast",
"Color",
"Brightness",
"Sharpness",
"Posterize",
"Solarize"
],
"Log": [
{
"epoch": 1,
"train_loss": 4.311856269836426,
"val_loss": 2.0637011528015137,
"acc": 22.16,
"time": 237.9438447720022,
"param": [
{
"p": 0.07708484679460526,
"m": 0.5
},
{
"p": 0.0649370476603508,
"m": 0.5
},
{
"p": 0.12144647538661957,
"m": 0.5
},
{
"p": 0.037772614508867264,
"m": 0.684794545173645
},
{
"p": 0.05975665897130966,
"m": 0.557775616645813
},
{
"p": 0.06746512651443481,
"m": 0.41358691453933716
},
{
"p": 0.09158197045326233,
"m": 0.703259289264679
},
{
"p": 0.0652812197804451,
"m": 0.829637348651886
},
{
"p": 0.06258322298526764,
"m": 0.6593827605247498
},
{
"p": 0.07336407154798508,
"m": 0.9762222766876221
},
{
"p": 0.08204710483551025,
"m": 0.6163370013237
},
{
"p": 0.027454257011413574,
"m": 0.9131476879119873
},
{
"p": 0.1066792830824852,
"m": 0.5
},
{
"p": 0.06254613399505615,
"m": 0.5
}
]
},
{
"epoch": 2,
"train_loss": 3.87003231048584,
"val_loss": 2.0829527378082275,
"acc": 29.21,
"time": 253.9046692639822,
"param": [
{
"p": 0.06649742275476456,
"m": 0.5
},
{
"p": 0.008073818869888783,
"m": 0.5
},
{
"p": 0.17164310812950134,
"m": 0.5
},
{
"p": 0.02166762761771679,
"m": 0.7797069549560547
},
{
"p": 0.06610162556171417,
"m": 0.6232525706291199
},
{
"p": 0.028223197907209396,
"m": 0.7087475657463074
},
{
"p": 0.09872738271951675,
"m": 0.7803901433944702
},
{
"p": 0.02632990851998329,
"m": 0.79937344789505
},
{
"p": 0.061922673135995865,
"m": 0.7363950610160828
},
{
"p": 0.11804124712944031,
"m": 1.0
},
{
"p": 0.07194351404905319,
"m": 0.6626920104026794
},
{
"p": 0.02039765939116478,
"m": 1.0
},
{
"p": 0.14308986067771912,
"m": 0.5
},
{
"p": 0.09734096378087997,
"m": 0.5
}
]
},
{
"epoch": 3,
"train_loss": 3.7034504413604736,
"val_loss": 1.6759878396987915,
"acc": 41.9,
"time": 252.57641950401012,
"param": [
{
"p": 0.06538539379835129,
"m": 0.5
},
{
"p": 0.09461583942174911,
"m": 0.5
},
{
"p": 0.12582163512706757,
"m": 0.5
},
{
"p": 0.0192249845713377,
"m": 0.9227813482284546
},
{
"p": 0.05081972852349281,
"m": 0.6201793551445007
},
{
"p": 0.099161796271801,
"m": 0.5465237498283386
},
{
"p": 0.06399989128112793,
"m": 0.7881262302398682
},
{
"p": 0.04208504408597946,
"m": 0.6938746571540833
},
{
"p": 0.06858470290899277,
"m": 0.6743072867393494
},
{
"p": 0.04821351170539856,
"m": 0.9807354807853699
},
{
"p": 0.10615558177232742,
"m": 0.6692081689834595
},
{
"p": 0.018130015581846237,
"m": 0.9760379195213318
},
{
"p": 0.13516566157341003,
"m": 0.5
},
{
"p": 0.06263620406389236,
"m": 0.5
}
]
},
{
"epoch": 4,
"train_loss": 3.2701268196105957,
"val_loss": 1.5763463973999023,
"acc": 43.03,
"time": 245.30124223802704,
"param": [
{
"p": 0.06830120086669922,
"m": 0.5
},
{
"p": 0.07990451157093048,
"m": 0.5
},
{
"p": 0.14842648804187775,
"m": 0.5
},
{
"p": 0.014710543677210808,
"m": 0.8563434481620789
},
{
"p": 0.09199772775173187,
"m": 0.6096821427345276
},
{
"p": 0.0877918228507042,
"m": 0.6481428742408752
},
{
"p": 0.11006946861743927,
"m": 0.8341400623321533
},
{
"p": 0.012306040152907372,
"m": 0.7436429262161255
},
{
"p": 0.035609759390354156,
"m": 0.7290315628051758
},
{
"p": 0.1206672415137291,
"m": 0.9873995780944824
},
{
"p": 0.06506722420454025,
"m": 0.6240081191062927
},
{
"p": 0.014079341664910316,
"m": 0.9950253367424011
},
{
"p": 0.12564338743686676,
"m": 0.5
},
{
"p": 0.025425320491194725,
"m": 0.5
}
]
},
{
"epoch": 5,
"train_loss": 3.327929973602295,
"val_loss": 1.5097371339797974,
"acc": 46.36,
"time": 248.52800790802576,
"param": [
{
"p": 0.11406148225069046,
"m": 0.5
},
{
"p": 0.028024528175592422,
"m": 0.5
},
{
"p": 0.14321380853652954,
"m": 0.5
},
{
"p": 0.0007121578091755509,
"m": 0.8414061665534973
},
{
"p": 0.05293402820825577,
"m": 0.46299776434898376
},
{
"p": 0.04085860401391983,
"m": 0.7209330797195435
},
{
"p": 0.11547230184078217,
"m": 0.8634247183799744
},
{
"p": 0.09277546405792236,
"m": 0.8653116226196289
},
{
"p": 0.07708430290222168,
"m": 0.7532054781913757
},
{
"p": 0.06633884459733963,
"m": 0.9917800426483154
},
{
"p": 0.10740206390619278,
"m": 0.6838380694389343
},
{
"p": 0.015444011427462101,
"m": 1.0
},
{
"p": 0.1123170405626297,
"m": 0.5
},
{
"p": 0.03336126729846001,
"m": 0.5
}
]
},
{
"epoch": 6,
"train_loss": 3.019641876220703,
"val_loss": 1.5336750745773315,
"acc": 52.08,
"time": 256.1857899649767,
"param": [
{
"p": 0.13055028021335602,
"m": 0.5
},
{
"p": 0.01793205738067627,
"m": 0.5
},
{
"p": 0.15173186361789703,
"m": 0.5
},
{
"p": 0.028781604021787643,
"m": 0.8719322085380554
},
{
"p": 0.052206262946128845,
"m": 0.38677841424942017
},
{
"p": 0.030074642971158028,
"m": 0.7034763097763062
},
{
"p": 0.10167836397886276,
"m": 0.8819292187690735
},
{
"p": 0.08593019843101501,
"m": 0.8133215308189392
},
{
"p": 0.054379913955926895,
"m": 0.7816812992095947
},
{
"p": 0.047776609659194946,
"m": 1.0
},
{
"p": 0.06920471042394638,
"m": 0.6962670087814331
},
{
"p": 0.01918080821633339,
"m": 0.9909960627555847
},
{
"p": 0.16574305295944214,
"m": 0.5
},
{
"p": 0.044829607009887695,
"m": 0.5
}
]
},
{
"epoch": 7,
"train_loss": 2.866215229034424,
"val_loss": 1.313847303390503,
"acc": 52.23,
"time": 250.50624688895186,
"param": [
{
"p": 0.11585128307342529,
"m": 0.5
},
{
"p": 0.02079440839588642,
"m": 0.5
},
{
"p": 0.15080326795578003,
"m": 0.5
},
{
"p": 0.0194481760263443,
"m": 0.9015134572982788
},
{
"p": 0.047201938927173615,
"m": 0.410094290971756
},
{
"p": 0.02007027342915535,
"m": 0.8055423498153687
},
{
"p": 0.12530991435050964,
"m": 0.9341168403625488
},
{
"p": 0.07631418108940125,
"m": 0.8626855611801147
},
{
"p": 0.050204385071992874,
"m": 0.7426125407218933
},
{
"p": 0.03675488382577896,
"m": 0.9852474927902222
},
{
"p": 0.12776605784893036,
"m": 0.7158157825469971
},
{
"p": 0.013807205483317375,
"m": 0.958084762096405
},
{
"p": 0.17124728858470917,
"m": 0.5
},
{
"p": 0.024426767602562904,
"m": 0.5
}
]
},
{
"epoch": 8,
"train_loss": 2.7200188636779785,
"val_loss": 1.3616384267807007,
"acc": 53.74,
"time": 244.34337988699554,
"param": [
{
"p": 0.10363731533288956,
"m": 0.5
},
{
"p": 0.017308300361037254,
"m": 0.5
},
{
"p": 0.12136662751436234,
"m": 0.5
},
{
"p": 0.01368592120707035,
"m": 0.8696654438972473
},
{
"p": 0.04007267579436302,
"m": 0.4773159921169281
},
{
"p": 0.014432450756430626,
"m": 0.7877320647239685
},
{
"p": 0.11034779995679855,
"m": 0.8794069290161133
},
{
"p": 0.07576043903827667,
"m": 0.9268428683280945
},
{
"p": 0.07567674666643143,
"m": 0.8216383457183838
},
{
"p": 0.017598405480384827,
"m": 0.8423128724098206
},
{
"p": 0.10169249027967453,
"m": 0.7035061717033386
},
{
"p": 0.01568496972322464,
"m": 1.0
},
{
"p": 0.14224958419799805,
"m": 0.5
},
{
"p": 0.15048623085021973,
"m": 0.5
}
]
},
{
"epoch": 9,
"train_loss": 3.0136070251464844,
"val_loss": 1.2748874425888062,
"acc": 54.68,
"time": 248.78388388699386,
"param": [
{
"p": 0.11531620472669601,
"m": 0.5
},
{
"p": 0.04604139178991318,
"m": 0.5
},
{
"p": 0.1331663578748703,
"m": 0.5
},
{
"p": 0.01513149868696928,
"m": 0.8385002613067627
},
{
"p": 0.03591378405690193,
"m": 0.45991000533103943
},
{
"p": 0.008452215231955051,
"m": 0.8141816854476929
},
{
"p": 0.1367378532886505,
"m": 0.7703536748886108
},
{
"p": 0.058369822800159454,
"m": 0.7891150116920471
},
{
"p": 0.062280040234327316,
"m": 0.8410529494285583
},
{
"p": 0.02093866467475891,
"m": 0.8621826767921448
},
{
"p": 0.10173842310905457,
"m": 0.7158572673797607
},
{
"p": 0.019453218206763268,
"m": 1.0
},
{
"p": 0.15942366421222687,
"m": 0.5
},
{
"p": 0.08703688532114029,
"m": 0.5
}
]
},
{
"epoch": 10,
"train_loss": 2.909278631210327,
"val_loss": 1.1516920328140259,
"acc": 56.06,
"time": 244.89966057200218,
"param": [
{
"p": 0.125148206949234,
"m": 0.5
},
{
"p": 0.020384185016155243,
"m": 0.5
},
{
"p": 0.10596255958080292,
"m": 0.5
},
{
"p": 0.005346418358385563,
"m": 0.8258373737335205
},
{
"p": 0.03868547081947327,
"m": 0.4463471472263336
},
{
"p": 0.057160016149282455,
"m": 0.8693713545799255
},
{
"p": 0.1321341097354889,
"m": 0.804307222366333
},
{
"p": 0.09973210096359253,
"m": 0.9171725511550903
},
{
"p": 0.06901179999113083,
"m": 0.8150359988212585
},
{
"p": 0.01939309574663639,
"m": 0.9264698624610901
},
{
"p": 0.12086378782987595,
"m": 0.6699774265289307
},
{
"p": 0.017623212188482285,
"m": 0.9664855003356934
},
{
"p": 0.1414509415626526,
"m": 0.5
},
{
"p": 0.04710417613387108,
"m": 0.5
}
]
},
{
"epoch": 11,
"train_loss": 2.6770801544189453,
"val_loss": 1.142466425895691,
"acc": 56.39,
"time": 245.31249659101013,
"param": [
{
"p": 0.1293974220752716,
"m": 0.5
},
{
"p": 0.02094024047255516,
"m": 0.5
},
{
"p": 0.16142867505550385,
"m": 0.5
},
{
"p": 0.006691770162433386,
"m": 0.876451313495636
},
{
"p": 0.04474335536360741,
"m": 0.46234050393104553
},
{
"p": 0.02727942354977131,
"m": 0.920574963092804
},
{
"p": 0.11212393641471863,
"m": 0.6797988414764404
},
{
"p": 0.11177410185337067,
"m": 0.8766704797744751
},
{
"p": 0.0778418555855751,
"m": 0.83476722240448
},
{
"p": 0.01673274114727974,
"m": 0.9578105807304382
},
{
"p": 0.09859825670719147,
"m": 0.7099582552909851
},
{
"p": 0.014944269321858883,
"m": 0.9531320333480835
},
{
"p": 0.1628924012184143,
"m": 0.5
},
{
"p": 0.014611469581723213,
"m": 0.5
}
]
},
{
"epoch": 12,
"train_loss": 2.4827609062194824,
"val_loss": 1.2486859560012817,
"acc": 57.55,
"time": 247.74565850303043,
"param": [
{
"p": 0.1380142718553543,
"m": 0.5
},
{
"p": 0.023697158321738243,
"m": 0.5
},
{
"p": 0.12893089652061462,
"m": 0.5
},
{
"p": 0.013122574426233768,
"m": 0.8716534972190857
},
{
"p": 0.04812382534146309,
"m": 0.4334547817707062
},
{
"p": 0.008722972124814987,
"m": 0.8920515775680542
},
{
"p": 0.11977285146713257,
"m": 0.7550980448722839
},
{
"p": 0.10075993835926056,
"m": 1.0
},
{
"p": 0.1085376888513565,
"m": 0.8903241157531738
},
{
"p": 0.01822127029299736,
"m": 0.9454465508460999
},
{
"p": 0.11039353162050247,
"m": 0.7418761253356934
},
{
"p": 0.01712348312139511,
"m": 0.9196668267250061
},
{
"p": 0.1516856849193573,
"m": 0.5
},
{
"p": 0.01289382204413414,
"m": 0.5
}
]
},
{
"epoch": 13,
"train_loss": 2.595341920852661,
"val_loss": 1.1665717363357544,
"acc": 60.11,
"time": 246.321236340038,
"param": [
{
"p": 0.11442764103412628,
"m": 0.5
},
{
"p": 0.0391852930188179,
"m": 0.5
},
{
"p": 0.15966838598251343,
"m": 0.5
},
{
"p": 0.011048265732824802,
"m": 0.8778002262115479
},
{
"p": 0.03767266124486923,
"m": 0.4542003571987152
},
{
"p": 0.08167997002601624,
"m": 0.8956843614578247
},
{
"p": 0.09899517148733139,
"m": 0.8667407631874084
},
{
"p": 0.08967804908752441,
"m": 0.9353373646736145
},
{
"p": 0.07420468330383301,
"m": 0.981926441192627
},
{
"p": 0.02283170260488987,
"m": 0.9729723930358887
},
{
"p": 0.1127370297908783,
"m": 0.805899977684021
},
{
"p": 0.004706942476332188,
"m": 0.9426913857460022
},
{
"p": 0.14240024983882904,
"m": 0.5
},
{
"p": 0.010764003731310368,
"m": 0.5
}
]
},
{
"epoch": 14,
"train_loss": 2.3473682403564453,
"val_loss": 1.2344996929168701,
"acc": 59.75,
"time": 259.81142786500277,
"param": [
{
"p": 0.12955307960510254,
"m": 0.5
},
{
"p": 0.012658258900046349,
"m": 0.5
},
{
"p": 0.1490161418914795,
"m": 0.5
},
{
"p": 0.010140721686184406,
"m": 0.8104370832443237
},
{
"p": 0.050938986241817474,
"m": 0.40288305282592773
},
{
"p": 0.03051510825753212,
"m": 1.0
},
{
"p": 0.1389119178056717,
"m": 0.9366943836212158
},
{
"p": 0.09686917811632156,
"m": 0.9383582472801208
},
{
"p": 0.072086863219738,
"m": 0.9698270559310913
},
{
"p": 0.02411777153611183,
"m": 0.963233232498169
},
{
"p": 0.0953427329659462,
"m": 0.7436942458152771
},
{
"p": 0.019293218851089478,
"m": 0.9392688870429993
},
{
"p": 0.15467780828475952,
"m": 0.5
},
{
"p": 0.01587819494307041,
"m": 0.5
}
]
},
{
"epoch": 15,
"train_loss": 2.2926740646362305,
"val_loss": 1.0587129592895508,
"acc": 59.89,
"time": 245.01560319797136,
"param": [
{
"p": 0.13151876628398895,
"m": 0.5
},
{
"p": 0.022103801369667053,
"m": 0.5
},
{
"p": 0.14172035455703735,
"m": 0.5
},
{
"p": 0.00791945680975914,
"m": 0.8361107110977173
},
{
"p": 0.050226788967847824,
"m": 0.2803274691104889
},
{
"p": 0.01749342679977417,
"m": 1.0
},
{
"p": 0.10503868758678436,
"m": 1.0
},
{
"p": 0.10110042989253998,
"m": 0.7290789484977722
},
{
"p": 0.08081916719675064,
"m": 0.8690513968467712
},
{
"p": 0.025285368785262108,
"m": 0.9819955825805664
},
{
"p": 0.12879203259944916,
"m": 0.6437447667121887
},
{
"p": 0.013763651251792908,
"m": 1.0
},
{
"p": 0.15975788235664368,
"m": 0.5
},
{
"p": 0.014460091479122639,
"m": 0.5
}
]
},
{
"epoch": 16,
"train_loss": 2.0281143188476562,
"val_loss": 1.0774182081222534,
"acc": 60.51,
"time": 242.70703314704588,
"param": [
{
"p": 0.1155078336596489,
"m": 0.5
},
{
"p": 0.023153379559516907,
"m": 0.5
},
{
"p": 0.1597309112548828,
"m": 0.5
},
{
"p": 0.026692351326346397,
"m": 0.8722179532051086
},
{
"p": 0.041470225900411606,
"m": 0.3527993857860565
},
{
"p": 0.015336200594902039,
"m": 0.9974040985107422
},
{
"p": 0.10363578796386719,
"m": 0.9498703479766846
},
{
"p": 0.09429048746824265,
"m": 0.859071671962738
},
{
"p": 0.08298870921134949,
"m": 0.9429348707199097
},
{
"p": 0.02458888106048107,
"m": 0.9872660636901855
},
{
"p": 0.128122016787529,
"m": 0.6163354516029358
},
{
"p": 0.019284365698695183,
"m": 0.9731120467185974
},
{
"p": 0.15235371887683868,
"m": 0.5
},
{
"p": 0.012845229357481003,
"m": 0.5
}
]
},
{
"epoch": 17,
"train_loss": 2.0971102714538574,
"val_loss": 1.1784611940383911,
"acc": 62.9,
"time": 246.31213745998684,
"param": [
{
"p": 0.126289963722229,
"m": 0.5
},
{
"p": 0.01396038569509983,
"m": 0.5
},
{
"p": 0.14834332466125488,
"m": 0.5
},
{
"p": 0.009208516217768192,
"m": 0.8612804412841797
},
{
"p": 0.046011924743652344,
"m": 0.3787643313407898
},
{
"p": 0.019261924549937248,
"m": 1.0
},
{
"p": 0.11907455325126648,
"m": 0.9301944971084595
},
{
"p": 0.10517240315675735,
"m": 0.7947866916656494
},
{
"p": 0.08079942315816879,
"m": 0.9390581250190735
},
{
"p": 0.017038926482200623,
"m": 0.963517963886261
},
{
"p": 0.1353999823331833,
"m": 0.7455360293388367
},
{
"p": 0.019634896889328957,
"m": 0.9987494349479675
},
{
"p": 0.14446288347244263,
"m": 0.5
},
{
"p": 0.015340852551162243,
"m": 0.5
}
]
},
{
"epoch": 18,
"train_loss": 2.1799633502960205,
"val_loss": 1.0815068483352661,
"acc": 62.21,
"time": 242.90719252399867,
"param": [
{
"p": 0.12946689128875732,
"m": 0.5
},
{
"p": 0.03217649459838867,
"m": 0.5
},
{
"p": 0.1298520267009735,
"m": 0.5
},
{
"p": 0.0036118074785917997,
"m": 0.9490552544593811
},
{
"p": 0.052352312952280045,
"m": 0.45126107335090637
},
{
"p": 0.017856713384389877,
"m": 1.0
},
{
"p": 0.14054088294506073,
"m": 0.7911533117294312
},
{
"p": 0.09592368453741074,
"m": 0.8235893249511719
},
{
"p": 0.08485908061265945,
"m": 0.965739905834198
},
{
"p": 0.02138211391866207,
"m": 1.0
},
{
"p": 0.13171429932117462,
"m": 0.7735210061073303
},
{
"p": 0.016902174800634384,
"m": 0.9882211089134216
},
{
"p": 0.13104180991649628,
"m": 0.5
},
{
"p": 0.012319640256464481,
"m": 0.5
}
]
},
{
"epoch": 19,
"train_loss": 1.6245083808898926,
"val_loss": 1.0588245391845703,
"acc": 61.56,
"time": 251.54144097102107,
"param": [
{
"p": 0.12239587306976318,
"m": 0.5
},
{
"p": 0.008467240259051323,
"m": 0.5
},
{
"p": 0.15276066958904266,
"m": 0.5
},
{
"p": 0.010725467465817928,
"m": 0.9282627105712891
},
{
"p": 0.04643367603421211,
"m": 0.5105615854263306
},
{
"p": 0.013379143550992012,
"m": 0.927238404750824
},
{
"p": 0.13583748042583466,
"m": 0.8129647970199585
},
{
"p": 0.08670460432767868,
"m": 1.0
},
{
"p": 0.09934579581022263,
"m": 0.99521404504776
},
{
"p": 0.02516213245689869,
"m": 0.9830460548400879
},
{
"p": 0.11648429930210114,
"m": 0.9003817439079285
},
{
"p": 0.021627170965075493,
"m": 1.0
},
{
"p": 0.14523707330226898,
"m": 0.5
},
{
"p": 0.015439349226653576,
"m": 0.5
}
]
},
{
"epoch": 20,
"train_loss": 2.248148202896118,
"val_loss": 1.0005375146865845,
"acc": 62.32,
"time": 253.1931673020008,
"param": [
{
"p": 0.12769505381584167,
"m": 0.5
},
{
"p": 0.09536473453044891,
"m": 0.5
},
{
"p": 0.1539188176393509,
"m": 0.5
},
{
"p": 0.0037390298675745726,
"m": 0.9837393164634705
},
{
"p": 0.03125776723027229,
"m": 0.4226652681827545
},
{
"p": 0.02050675079226494,
"m": 0.9149079918861389
},
{
"p": 0.12438521534204483,
"m": 0.8892443180084229
},
{
"p": 0.0856190100312233,
"m": 0.9628729820251465
},
{
"p": 0.050391580909490585,
"m": 0.9092323184013367
},
{
"p": 0.022741984575986862,
"m": 0.9857537746429443
},
{
"p": 0.10952060669660568,
"m": 0.8984256982803345
},
{
"p": 0.009309226647019386,
"m": 0.9924381375312805
},
{
"p": 0.14923779666423798,
"m": 0.5
},
{
"p": 0.016312433406710625,
"m": 0.5
}
]
},
{
"epoch": 21,
"train_loss": 2.075676202774048,
"val_loss": 1.0699654817581177,
"acc": 63.5,
"time": 248.0244109890191,
"param": [
{
"p": 0.10826557129621506,
"m": 0.5
},
{
"p": 0.013529167510569096,
"m": 0.5
},
{
"p": 0.13041439652442932,
"m": 0.5
},
{
"p": 0.007218219339847565,
"m": 0.9814104437828064
},
{
"p": 0.04542052745819092,
"m": 0.27326151728630066
},
{
"p": 0.1069096177816391,
"m": 0.99483722448349
},
{
"p": 0.1092829778790474,
"m": 0.9229885339736938
},
{
"p": 0.09560760855674744,
"m": 0.9135873317718506
},
{
"p": 0.07727600634098053,
"m": 0.8129867911338806
},
{
"p": 0.02530183456838131,
"m": 0.9541199207305908
},
{
"p": 0.10121176391839981,
"m": 1.0
},
{
"p": 0.017203792929649353,
"m": 1.0
},
{
"p": 0.14360375702381134,
"m": 0.5
},
{
"p": 0.018754638731479645,
"m": 0.5
}
]
},
{
"epoch": 22,
"train_loss": 1.7026751041412354,
"val_loss": 1.1686221361160278,
"acc": 63.52,
"time": 259.62220720399637,
"param": [
{
"p": 0.13460774719715118,
"m": 0.5
},
{
"p": 0.006477995775640011,
"m": 0.5
},
{
"p": 0.13170921802520752,
"m": 0.5
},
{
"p": 0.00932188332080841,
"m": 0.9468433260917664
},
{
"p": 0.06067412719130516,
"m": 0.2807871997356415
},
{
"p": 0.026289887726306915,
"m": 0.8334514498710632
},
{
"p": 0.14772215485572815,
"m": 0.8487492203712463
},
{
"p": 0.10013683885335922,
"m": 0.9678853154182434
},
{
"p": 0.05847613885998726,
"m": 0.8672159314155579
},
{
"p": 0.0278921015560627,
"m": 1.0
},
{
"p": 0.11333892494440079,
"m": 1.0
},
{
"p": 0.015092823654413223,
"m": 0.989782989025116
},
{
"p": 0.14078381657600403,
"m": 0.5
},
{
"p": 0.027476388961076736,
"m": 0.5
}
]
},
{
"epoch": 23,
"train_loss": 1.330108880996704,
"val_loss": 1.057206153869629,
"acc": 63.5,
"time": 235.94215539598372,
"param": [
{
"p": 0.13009105622768402,
"m": 0.5
},
{
"p": 0.0007002498605288565,
"m": 0.5
},
{
"p": 0.14657697081565857,
"m": 0.5
},
{
"p": 0.007477434352040291,
"m": 0.8929280638694763
},
{
"p": 0.05069094896316528,
"m": 0.11395556479692459
},
{
"p": 0.012323617935180664,
"m": 0.863373875617981
},
{
"p": 0.11920055001974106,
"m": 0.8806177377700806
},
{
"p": 0.10734524577856064,
"m": 0.8613879680633545
},
{
"p": 0.09549704194068909,
"m": 0.7861924767494202
},
{
"p": 0.02130286768078804,
"m": 0.9968429207801819
},
{
"p": 0.11769720911979675,
"m": 0.8773938417434692
},
{
"p": 0.02332688681781292,
"m": 0.987504780292511
},
{
"p": 0.14591552317142487,
"m": 0.5
},
{
"p": 0.021854348480701447,
"m": 0.5
}
]
},
{
"epoch": 24,
"train_loss": 2.1118342876434326,
"val_loss": 1.04315185546875,
"acc": 66.27,
"time": 260.5505409509642,
"param": [
{
"p": 0.0991472452878952,
"m": 0.5
},
{
"p": 0.03586819767951965,
"m": 0.5
},
{
"p": 0.1434442102909088,
"m": 0.5
},
{
"p": 0.0015424436423927546,
"m": 0.8407926559448242
},
{
"p": 0.04521236568689346,
"m": 0.10000000149011612
},
{
"p": 0.025946207344532013,
"m": 0.8884382843971252
},
{
"p": 0.13320507109165192,
"m": 0.8645687103271484
},
{
"p": 0.09086746722459793,
"m": 0.8973540663719177
},
{
"p": 0.096465103328228,
"m": 0.8573254346847534
},
{
"p": 0.022849885746836662,
"m": 0.9352160692214966
},
{
"p": 0.12390366196632385,
"m": 0.9759101867675781
},
{
"p": 0.017298901453614235,
"m": 1.0
},
{
"p": 0.13681098818778992,
"m": 0.5
},
{
"p": 0.02743826061487198,
"m": 0.5
}
]
},
{
"epoch": 25,
"train_loss": 1.6721827983856201,
"val_loss": 0.968372642993927,
"acc": 63.72,
"time": 232.88525599095738,
"param": [
{
"p": 0.0842234268784523,
"m": 0.5
},
{
"p": 0.0074333976954221725,
"m": 0.5
},
{
"p": 0.15920116007328033,
"m": 0.5
},
{
"p": 0.03460449352860451,
"m": 0.7948119044303894
},
{
"p": 0.050979189574718475,
"m": 0.10000000149011612
},
{
"p": 0.013171501457691193,
"m": 0.9202920794487
},
{
"p": 0.1222822517156601,
"m": 0.9566217660903931
},
{
"p": 0.11417248845100403,
"m": 0.8881676197052002
},
{
"p": 0.09478166699409485,
"m": 0.9961937665939331
},
{
"p": 0.029031941667199135,
"m": 0.9617671370506287
},
{
"p": 0.11918194591999054,
"m": 0.9404244422912598
},
{
"p": 0.016381168738007545,
"m": 1.0
},
{
"p": 0.14078713953495026,
"m": 0.5
},
{
"p": 0.013768269680440426,
"m": 0.5
}
]
},
{
"epoch": 26,
"train_loss": 1.6363272666931152,
"val_loss": 1.0006206035614014,
"acc": 66.64,
"time": 248.97031394398073,
"param": [
{
"p": 0.11928117275238037,
"m": 0.5
},
{
"p": 0.007767410017549992,
"m": 0.5
},
{
"p": 0.14386087656021118,
"m": 0.5
},
{
"p": 0.01386805810034275,
"m": 0.7103783488273621
},
{
"p": 0.05988011881709099,
"m": 0.22697122395038605
},
{
"p": 0.01744394190609455,
"m": 0.9241951107978821
},
{
"p": 0.13414134085178375,
"m": 0.9322770237922668
},
{
"p": 0.11192413419485092,
"m": 0.8190883994102478
},
{
"p": 0.08555596321821213,
"m": 0.9919930696487427
},
{
"p": 0.03111906908452511,
"m": 0.9053850173950195
},
{
"p": 0.10808008164167404,
"m": 0.9968748688697815
},
{
"p": 0.018918834626674652,
"m": 1.0
},
{
"p": 0.13840365409851074,
"m": 0.5
},
{
"p": 0.009755440056324005,
"m": 0.5
}
]
},
{
"epoch": 27,
"train_loss": 1.5292277336120605,
"val_loss": 1.0762741565704346,
"acc": 65.87,
"time": 244.36445403902326,
"param": [
{
"p": 0.11358270049095154,
"m": 0.5
},
{
"p": 0.0022584309335798025,
"m": 0.5
},
{
"p": 0.1489473432302475,
"m": 0.5
},
{
"p": 0.008182126097381115,
"m": 0.7650156021118164
},
{
"p": 0.05582989752292633,
"m": 0.3149297833442688
},
{
"p": 0.016756322234869003,
"m": 0.9992555975914001
},
{
"p": 0.1288394182920456,
"m": 0.9690982103347778
},
{
"p": 0.09392800182104111,
"m": 0.7919928431510925
},
{
"p": 0.0933939516544342,
"m": 0.9242541193962097
},
{
"p": 0.02784889191389084,
"m": 0.9996973872184753
},
{
"p": 0.11142699420452118,
"m": 0.8586612939834595
},
{
"p": 0.020740291103720665,
"m": 0.9968075752258301
},
{
"p": 0.14349372684955597,
"m": 0.5
},
{
"p": 0.034771837294101715,
"m": 0.5
}
]
},
{
"epoch": 28,
"train_loss": 1.4336111545562744,
"val_loss": 1.0432924032211304,
"acc": 66.54,
"time": 246.8157738330192,
"param": [
{
"p": 0.11532627791166306,
"m": 0.5
},
{
"p": 0.017144208773970604,
"m": 0.5
},
{
"p": 0.136833056807518,
"m": 0.5
},
{
"p": 0.012137338519096375,
"m": 0.8178936839103699
},
{
"p": 0.06440091878175735,
"m": 0.5355684757232666
},
{
"p": 0.012124004773795605,
"m": 0.9887569546699524
},
{
"p": 0.10982850939035416,
"m": 0.950954020023346
},
{
"p": 0.10457926243543625,
"m": 0.802353024482727
},
{
"p": 0.09198799729347229,
"m": 0.9187121987342834
},
{
"p": 0.025753317400813103,
"m": 0.9879535436630249
},
{
"p": 0.11259815096855164,
"m": 0.8433674573898315
},
{
"p": 0.016201328486204147,
"m": 1.0
},
{
"p": 0.1591690182685852,
"m": 0.5
},
{
"p": 0.021916616708040237,
"m": 0.5
}
]
},
{
"epoch": 29,
"train_loss": 1.4769024848937988,
"val_loss": 0.8188053965568542,
"acc": 66.77,
"time": 243.83174019801663,
"param": [
{
"p": 0.12064830213785172,
"m": 0.5
},
{
"p": 0.0030777461361140013,
"m": 0.5
},
{
"p": 0.1563214510679245,
"m": 0.5
},
{
"p": 0.01172302383929491,
"m": 0.9701966047286987
},
{
"p": 0.056313227862119675,
"m": 0.6897850632667542
},
{
"p": 0.007684990298002958,
"m": 0.9575546383857727
},
{
"p": 0.13533851504325867,
"m": 0.9630606770515442
},
{
"p": 0.09674479067325592,
"m": 0.8579935431480408
},
{
"p": 0.08135990053415298,
"m": 0.9323071241378784
},
{
"p": 0.02462485432624817,
"m": 1.0
},
{
"p": 0.10885806381702423,
"m": 0.887047529220581
},
{
"p": 0.01863848976790905,
"m": 0.9556095600128174
},
{
"p": 0.1570931226015091,
"m": 0.5
},
{
"p": 0.021573569625616074,
"m": 0.5
}
]
},
{
"epoch": 30,
"train_loss": 1.9090207815170288,
"val_loss": 0.815200686454773,
"acc": 67.0,
"time": 251.25450986198848,
"param": [
{
"p": 0.11923184990882874,
"m": 0.5
},
{
"p": 0.014838077127933502,
"m": 0.5
},
{
"p": 0.14539900422096252,
"m": 0.5
},
{
"p": 0.009156067855656147,
"m": 1.0
},
{
"p": 0.05368158221244812,
"m": 0.6813638210296631
},
{
"p": 0.017834151163697243,
"m": 0.9182319641113281
},
{
"p": 0.11842720955610275,
"m": 0.990876317024231
},
{
"p": 0.09314887225627899,
"m": 0.7975304126739502
},
{
"p": 0.1041436418890953,
"m": 0.9825250506401062
},
{
"p": 0.022814279422163963,
"m": 1.0
},
{
"p": 0.11514900624752045,
"m": 0.8900246620178223
},
{
"p": 0.012391339056193829,
"m": 1.0
},
{
"p": 0.1491575837135315,
"m": 0.5
},
{
"p": 0.024627314880490303,
"m": 0.5
}
]
},
{
"epoch": 31,
"train_loss": 1.3456518650054932,
"val_loss": 0.8216342329978943,
"acc": 68.15,
"time": 232.6493468399858,
"param": [
{
"p": 0.12675032019615173,
"m": 0.5
},
{
"p": 0.0057110656052827835,
"m": 0.5
},
{
"p": 0.14827300608158112,
"m": 0.5
},
{
"p": 0.012794673442840576,
"m": 1.0
},
{
"p": 0.05541003867983818,
"m": 0.6991477012634277
},
{
"p": 0.000699521042406559,
"m": 0.9484591484069824
},
{
"p": 0.12401241064071655,
"m": 0.9933891892433167
},
{
"p": 0.09507013112306595,
"m": 0.7507426142692566
},
{
"p": 0.09061446785926819,
"m": 0.9391025900840759
},
{
"p": 0.026745229959487915,
"m": 0.9506545662879944
},
{
"p": 0.12003553658723831,
"m": 0.8872989416122437
},
{
"p": 0.0471586138010025,
"m": 1.0
},
{
"p": 0.1224561259150505,
"m": 0.5
},
{
"p": 0.02426890842616558,
"m": 0.5
}
]
},
{
"epoch": 32,
"train_loss": 1.5391035079956055,
"val_loss": 0.8943772912025452,
"acc": 67.62,
"time": 259.1891518049524,
"param": [
{
"p": 0.11715276539325714,
"m": 0.5
},
{
"p": 0.007980584166944027,
"m": 0.5
},
{
"p": 0.1639362871646881,
"m": 0.5
},
{
"p": 0.015372088178992271,
"m": 0.9979450106620789
},
{
"p": 0.05322844162583351,
"m": 0.6390423774719238
},
{
"p": 0.02765786089003086,
"m": 0.944465696811676
},
{
"p": 0.11310233175754547,
"m": 0.9267320036888123
},
{
"p": 0.09885074943304062,
"m": 0.8495112061500549
},
{
"p": 0.09899697452783585,
"m": 0.8701704144477844
},
{
"p": 0.019203614443540573,
"m": 0.9315922856330872
},
{
"p": 0.10662570595741272,
"m": 0.9641650915145874
},
{
"p": 0.013209952972829342,
"m": 1.0
},
{
"p": 0.1380058228969574,
"m": 0.5
},
{
"p": 0.026676762849092484,
"m": 0.5
}
]
},
{
"epoch": 33,
"train_loss": 1.278043270111084,
"val_loss": 0.9312739372253418,
"acc": 67.57,
"time": 244.92291770200245,
"param": [
{
"p": 0.12048463523387909,
"m": 0.5
},
{
"p": 0.008038428612053394,
"m": 0.5
},
{
"p": 0.16332006454467773,
"m": 0.5
},
{
"p": 0.013889875262975693,
"m": 0.9865588545799255
},
{
"p": 0.06805839389562607,
"m": 0.4452455937862396
},
{
"p": 0.00628768652677536,
"m": 0.9077368378639221
},
{
"p": 0.1250947117805481,
"m": 0.8771916627883911
},
{
"p": 0.11079275608062744,
"m": 0.8059859871864319
},
{
"p": 0.10020198673009872,
"m": 0.9584341645240784
},
{
"p": 0.029870735481381416,
"m": 0.958276093006134
},
{
"p": 0.08165442198514938,
"m": 0.943669319152832
},
{
"p": 0.007864092476665974,
"m": 0.9925356507301331
},
{
"p": 0.142892986536026,
"m": 0.5
},
{
"p": 0.021549200639128685,
"m": 0.5
}
]
},
{
"epoch": 34,
"train_loss": 1.4015291929244995,
"val_loss": 0.9644096493721008,
"acc": 68.77,
"time": 246.9523372729891,
"param": [
{
"p": 0.1220618188381195,
"m": 0.5
},
{
"p": 0.013431406579911709,
"m": 0.5
},
{
"p": 0.1453707069158554,
"m": 0.5
},
{
"p": 0.0042783296667039394,
"m": 0.9781440496444702
},
{
"p": 0.0596248134970665,
"m": 0.35663577914237976
},
{
"p": 0.004112894181162119,
"m": 0.8150015473365784
},
{
"p": 0.1120975986123085,
"m": 0.8836234211921692
},
{
"p": 0.12547923624515533,
"m": 0.8374642133712769
},
{
"p": 0.09171855449676514,
"m": 0.9205167293548584
},
{
"p": 0.025794003158807755,
"m": 0.9582428336143494
},
{
"p": 0.11986049264669418,
"m": 0.9982315897941589
},
{
"p": 0.009571130387485027,
"m": 0.983403742313385
},
{
"p": 0.14747078716754913,
"m": 0.5
},
{
"p": 0.01912827044725418,
"m": 0.5
}
]
},
{
"epoch": 35,
"train_loss": 1.399850845336914,
"val_loss": 0.8261333703994751,
"acc": 67.73,
"time": 250.9449192120228,
"param": [
{
"p": 0.1075098067522049,
"m": 0.5
},
{
"p": 0.008541950955986977,
"m": 0.5
},
{
"p": 0.14757010340690613,
"m": 0.5
},
{
"p": 0.03909626230597496,
"m": 0.9902093410491943
},
{
"p": 0.04739551246166229,
"m": 0.22283390164375305
},
{
"p": 0.011123977601528168,
"m": 0.8313054442405701
},
{
"p": 0.11436112225055695,
"m": 0.8919708728790283
},
{
"p": 0.1034759059548378,
"m": 0.8357369899749756
},
{
"p": 0.09989339113235474,
"m": 0.9841782450675964
},
{
"p": 0.021855132654309273,
"m": 0.981877326965332
},
{
"p": 0.11548314988613129,
"m": 0.9450792074203491
},
{
"p": 0.009063606150448322,
"m": 0.9961210489273071
},
{
"p": 0.15014873445034027,
"m": 0.5
},
{
"p": 0.024481313303112984,
"m": 0.5
}
]
},
{
"epoch": 36,
"train_loss": 1.3000699281692505,
"val_loss": 1.028273105621338,
"acc": 67.64,
"time": 242.57105991098797,
"param": [
{
"p": 0.1300193816423416,
"m": 0.5
},
{
"p": 0.006484477315098047,
"m": 0.5
},
{
"p": 0.14472658932209015,
"m": 0.5
},
{
"p": 0.008965597487986088,
"m": 0.9362758994102478
},
{
"p": 0.047455694526433945,
"m": 0.2906704843044281
},
{
"p": 0.013184442184865475,
"m": 0.8851389288902283
},
{
"p": 0.12581026554107666,
"m": 0.7402098178863525
},
{
"p": 0.1025540754199028,
"m": 0.7777919769287109
},
{
"p": 0.0984867587685585,
"m": 0.9610478281974792
},
{
"p": 0.02598424442112446,
"m": 0.9738904237747192
},
{
"p": 0.10454104095697403,
"m": 0.9082233905792236
},
{
"p": 0.009836128912866116,
"m": 1.0
},
{
"p": 0.153337761759758,
"m": 0.5
},
{
"p": 0.028613565489649773,
"m": 0.5
}
]
},
{
"epoch": 37,
"train_loss": 1.19914972782135,
"val_loss": 1.003759741783142,
"acc": 67.84,
"time": 241.869574619981,
"param": [
{
"p": 0.10858893394470215,
"m": 0.5
},
{
"p": 0.008700823411345482,
"m": 0.5
},
{
"p": 0.15710821747779846,
"m": 0.5
},
{
"p": 0.012264980003237724,
"m": 1.0
},
{
"p": 0.05944124609231949,
"m": 0.1261511892080307
},
{
"p": 0.01581891067326069,
"m": 0.8219152688980103
},
{
"p": 0.1263532191514969,
"m": 0.8302122354507446
},
{
"p": 0.11000806838274002,
"m": 0.7245215177536011
},
{
"p": 0.09438394010066986,
"m": 1.0
},
{
"p": 0.0363963320851326,
"m": 1.0
},
{
"p": 0.10030938684940338,
"m": 0.8891032934188843
},
{
"p": 0.010844867676496506,
"m": 0.974609911441803
},
{
"p": 0.13466204702854156,
"m": 0.5
},
{
"p": 0.025118909776210785,
"m": 0.5
}
]
},
{
"epoch": 38,
"train_loss": 1.1709747314453125,
"val_loss": 1.0089207887649536,
"acc": 67.72,
"time": 259.106114558992,
"param": [
{
"p": 0.0954149067401886,
"m": 0.5
},
{
"p": 0.007275371812283993,
"m": 0.5
},
{
"p": 0.14566370844841003,
"m": 0.5
},
{
"p": 0.01658705808222294,
"m": 0.9980964660644531
},
{
"p": 0.061053771525621414,
"m": 0.26691415905952454
},
{
"p": 0.011924060992896557,
"m": 0.786338746547699
},
{
"p": 0.12698374688625336,
"m": 0.7449370622634888
},
{
"p": 0.1092153936624527,
"m": 0.7247568368911743
},
{
"p": 0.08290505409240723,
"m": 1.0
},
{
"p": 0.03417150676250458,
"m": 0.9791810512542725
},
{
"p": 0.10904613137245178,
"m": 0.8871082663536072
},
{
"p": 0.048030126839876175,
"m": 0.9960495829582214
},
{
"p": 0.13228633999824524,
"m": 0.5
},
{
"p": 0.019442792981863022,
"m": 0.5
}
]
},
{
"epoch": 39,
"train_loss": 1.5649837255477905,
"val_loss": 0.9452791213989258,
"acc": 68.28,
"time": 249.9253226389992,
"param": [
{
"p": 0.11841709166765213,
"m": 0.5
},
{
"p": 0.013233738951385021,
"m": 0.5
},
{
"p": 0.12897928059101105,
"m": 0.5
},
{
"p": 0.012020309455692768,
"m": 0.9648385047912598
},
{
"p": 0.06068776920437813,
"m": 0.3614237308502197
},
{
"p": 0.030306825414299965,
"m": 0.5690974593162537
},
{
"p": 0.11594591289758682,
"m": 0.7611662745475769
},
{
"p": 0.10969962179660797,
"m": 0.8043859601020813
},
{
"p": 0.0875307098031044,
"m": 0.9806552529335022
},
{
"p": 0.02430485002696514,
"m": 0.9126117825508118
},
{
"p": 0.12194458395242691,
"m": 0.8948483467102051
},
{
"p": 0.01112688984721899,
"m": 1.0
},
{
"p": 0.13484233617782593,
"m": 0.5
},
{
"p": 0.030960051342844963,
"m": 0.5
}
]
},
{
"epoch": 40,
"train_loss": 1.2438151836395264,
"val_loss": 0.8854548931121826,
"acc": 68.44,
"time": 246.898704775027,
"param": [
{
"p": 0.10009169578552246,
"m": 0.5
},
{
"p": 0.011557970196008682,
"m": 0.5
},
{
"p": 0.1432013362646103,
"m": 0.5
},
{
"p": 0.012767951004207134,
"m": 0.9874281287193298
},
{
"p": 0.04960592836141586,
"m": 0.2948356568813324
},
{
"p": 0.01031587179750204,
"m": 0.49796155095100403
},
{
"p": 0.13433757424354553,
"m": 0.7481608986854553
},
{
"p": 0.10659212619066238,
"m": 0.7352155447006226
},
{
"p": 0.10328944027423859,
"m": 0.9539347887039185
},
{
"p": 0.030316127464175224,
"m": 0.8356448411941528
},
{
"p": 0.11950256675481796,
"m": 0.9624149203300476
},
{
"p": 0.009172003716230392,
"m": 0.955824613571167
},
{
"p": 0.14082080125808716,
"m": 0.5
},
{
"p": 0.02842855639755726,
"m": 0.5
}
]
},
{
"epoch": 41,
"train_loss": 1.2687304019927979,
"val_loss": 0.9640495181083679,
"acc": 69.12,
"time": 243.23091844003648,
"param": [
{
"p": 0.11231031268835068,
"m": 0.5
},
{
"p": 0.014018751680850983,
"m": 0.5
},
{
"p": 0.15054258704185486,
"m": 0.5
},
{
"p": 0.010889522731304169,
"m": 0.9619092345237732
},
{
"p": 0.07237225025892258,
"m": 0.3579457998275757
},
{
"p": 0.011716942302882671,
"m": 0.5135250687599182
},
{
"p": 0.13102325797080994,
"m": 0.7210758924484253
},
{
"p": 0.0932994931936264,
"m": 0.7318179607391357
},
{
"p": 0.08575291186571121,
"m": 0.9934278726577759
},
{
"p": 0.02742433175444603,
"m": 0.8470839858055115
},
{
"p": 0.11016752570867538,
"m": 1.0
},
{
"p": 0.01243816688656807,
"m": 1.0
},
{
"p": 0.13468021154403687,
"m": 0.5
},
{
"p": 0.0333636999130249,
"m": 0.5
}
]
},
{
"epoch": 42,
"train_loss": 1.3040050268173218,
"val_loss": 0.7879053354263306,
"acc": 68.72,
"time": 244.7406574189663,
"param": [
{
"p": 0.1173011064529419,
"m": 0.5
},
{
"p": 0.01053548138588667,
"m": 0.5
},
{
"p": 0.14527466893196106,
"m": 0.5
},
{
"p": 0.01699741743505001,
"m": 0.97250896692276
},
{
"p": 0.07017821073532104,
"m": 0.2305728942155838
},
{
"p": 0.017260171473026276,
"m": 0.4611227810382843
},
{
"p": 0.11280829459428787,
"m": 0.7794294953346252
},
{
"p": 0.1053466647863388,
"m": 0.7004076242446899
},
{
"p": 0.07078993320465088,
"m": 0.9435827136039734
},
{
"p": 0.03348516300320625,
"m": 0.8580188751220703
},
{
"p": 0.11946337670087814,
"m": 0.9868364930152893
},
{
"p": 0.008359077386558056,
"m": 0.9666774868965149
},
{
"p": 0.14558614790439606,
"m": 0.5
},
{
"p": 0.026614300906658173,
"m": 0.5
}
]
},
{
"epoch": 43,
"train_loss": 1.1346372365951538,
"val_loss": 1.0494741201400757,
"acc": 67.73,
"time": 241.88706153800013,
"param": [
{
"p": 0.11415673792362213,
"m": 0.5
},
{
"p": 0.011870535090565681,
"m": 0.5
},
{
"p": 0.15328912436962128,
"m": 0.5
},
{
"p": 0.012075995095074177,
"m": 0.8849371075630188
},
{
"p": 0.055600713938474655,
"m": 0.24319475889205933
},
{
"p": 0.008293147198855877,
"m": 0.31167957186698914
},
{
"p": 0.12437643855810165,
"m": 0.8864210247993469
},
{
"p": 0.10281354188919067,
"m": 0.8054308295249939
},
{
"p": 0.10028399527072906,
"m": 0.9658090472221375
},
{
"p": 0.026757555082440376,
"m": 0.8405910730361938
},
{
"p": 0.13338129222393036,
"m": 0.9715593457221985
},
{
"p": 0.0020141713321208954,
"m": 0.9819287657737732
},
{
"p": 0.13029150664806366,
"m": 0.5
},
{
"p": 0.02479519136250019,
"m": 0.5
}
]
},
{
"epoch": 44,
"train_loss": 0.7978973984718323,
"val_loss": 0.987548828125,
"acc": 67.88,
"time": 248.00082824000856,
"param": [
{
"p": 0.11166127771139145,
"m": 0.5
},
{
"p": 0.00792601052671671,
"m": 0.5
},
{
"p": 0.1704154759645462,
"m": 0.5
},
{
"p": 0.01124668400734663,
"m": 0.9030416011810303
},
{
"p": 0.06593317538499832,
"m": 0.12552519142627716
},
{
"p": 0.016331002116203308,
"m": 0.14620402455329895
},
{
"p": 0.10744789987802505,
"m": 0.8120402693748474
},
{
"p": 0.11026712507009506,
"m": 0.7997087836265564
},
{
"p": 0.08919278532266617,
"m": 0.9124664664268494
},
{
"p": 0.02494303695857525,
"m": 0.8068529963493347
},
{
"p": 0.10986828058958054,
"m": 0.9957494735717773
},
{
"p": 0.014870288781821728,
"m": 1.0
},
{
"p": 0.1355798989534378,
"m": 0.5
},
{
"p": 0.02431696094572544,
"m": 0.5
}
]
},
{
"epoch": 45,
"train_loss": 0.9932913780212402,
"val_loss": 0.9965417385101318,
"acc": 68.33,
"time": 246.26459886401426,
"param": [
{
"p": 0.08413941413164139,
"m": 0.5
},
{
"p": 0.0036588574294000864,
"m": 0.5
},
{
"p": 0.13137605786323547,
"m": 0.5
},
{
"p": 0.004024025518447161,
"m": 0.8902444243431091
},
{
"p": 0.04613897576928139,
"m": 0.10000000149011612
},
{
"p": 0.05376765504479408,
"m": 0.20837852358818054
},
{
"p": 0.1217336505651474,
"m": 0.7704893350601196
},
{
"p": 0.1193198412656784,
"m": 0.6996479034423828
},
{
"p": 0.09564966708421707,
"m": 0.9992373585700989
},
{
"p": 0.07863806188106537,
"m": 0.9109176993370056
},
{
"p": 0.10541237890720367,
"m": 0.9119237065315247
},
{
"p": 0.011581506580114365,
"m": 1.0
},
{
"p": 0.11741366237401962,
"m": 0.5
},
{
"p": 0.027146363630890846,
"m": 0.5
}
]
},
{
"epoch": 46,
"train_loss": 1.109948754310608,
"val_loss": 0.9905681014060974,
"acc": 68.64,
"time": 246.15561071800767,
"param": [
{
"p": 0.10198111832141876,
"m": 0.5
},
{
"p": 0.007882141508162022,
"m": 0.5
},
{
"p": 0.1428917646408081,
"m": 0.5
},
{
"p": 0.014004676602780819,
"m": 0.6566826701164246
},
{
"p": 0.06915444880723953,
"m": 0.11881748586893082
},
{
"p": 0.01121146697551012,
"m": 0.16245418787002563
},
{
"p": 0.12998518347740173,
"m": 0.7995827794075012
},
{
"p": 0.11701780557632446,
"m": 0.7679125666618347
},
{
"p": 0.08727587014436722,
"m": 0.8709759712219238
},
{
"p": 0.013927744701504707,
"m": 0.9769068360328674
},
{
"p": 0.12254185229539871,
"m": 0.928435742855072
},
{
"p": 0.012044536881148815,
"m": 0.9998199343681335
},
{
"p": 0.14135755598545074,
"m": 0.5
},
{
"p": 0.028723837807774544,
"m": 0.5
}
]
},
{
"epoch": 47,
"train_loss": 0.9800266027450562,
"val_loss": 0.8719760775566101,
"acc": 69.87,
"time": 250.12462196400156,
"param": [
{
"p": 0.11694865673780441,
"m": 0.5
},
{
"p": 0.007317244540899992,
"m": 0.5
},
{
"p": 0.1675541251897812,
"m": 0.5
},
{
"p": 0.017988868057727814,
"m": 0.6375144124031067
},
{
"p": 0.058032479137182236,
"m": 0.24734415113925934
},
{
"p": 0.008726959116756916,
"m": 0.10426487028598785
},
{
"p": 0.1410037726163864,
"m": 0.8149932622909546
},
{
"p": 0.09727195650339127,
"m": 0.8434246778488159
},
{
"p": 0.10525252670049667,
"m": 0.9771136045455933
},
{
"p": 0.008756318129599094,
"m": 0.9940494298934937
},
{
"p": 0.10846376419067383,
"m": 0.9027969837188721
},
{
"p": 0.01099374983459711,
"m": 1.0
},
{
"p": 0.1288604438304901,
"m": 0.5
},
{
"p": 0.022829020395874977,
"m": 0.5
}
]
},
{
"epoch": 48,
"train_loss": 0.9016382694244385,
"val_loss": 1.0203415155410767,
"acc": 68.84,
"time": 249.55792214605026,
"param": [
{
"p": 0.11579345166683197,
"m": 0.5
},
{
"p": 0.010256802663207054,
"m": 0.5
},
{
"p": 0.15341544151306152,
"m": 0.5
},
{
"p": 0.011113723739981651,
"m": 0.5880584716796875
},
{
"p": 0.06710176914930344,
"m": 0.31263265013694763
},
{
"p": 0.022522537037730217,
"m": 0.16683430969715118
},
{
"p": 0.12145953625440598,
"m": 0.9798091053962708
},
{
"p": 0.12338131666183472,
"m": 0.9821726679801941
},
{
"p": 0.08824896812438965,
"m": 0.9767792820930481
},
{
"p": 0.0006991365808062255,
"m": 0.9851511716842651
},
{
"p": 0.12459032982587814,
"m": 0.9735242128372192
},
{
"p": 0.013665858656167984,
"m": 0.9974321722984314
},
{
"p": 0.12409941107034683,
"m": 0.5
},
{
"p": 0.023651722818613052,
"m": 0.5
}
]
},
{
"epoch": 49,
"train_loss": 1.3512109518051147,
"val_loss": 0.9602441191673279,
"acc": 70.25,
"time": 241.74089704197831,
"param": [
{
"p": 0.11091496050357819,
"m": 0.5
},
{
"p": 0.012349395081400871,
"m": 0.5
},
{
"p": 0.151213601231575,
"m": 0.5
},
{
"p": 0.002075471915304661,
"m": 0.7757524847984314
},
{
"p": 0.05809542536735535,
"m": 0.3798977732658386
},
{
"p": 0.011557363905012608,
"m": 0.17107205092906952
},
{
"p": 0.1287822723388672,
"m": 0.9673672318458557
},
{
"p": 0.13110922276973724,
"m": 1.0
},
{
"p": 0.08561241626739502,
"m": 0.973048210144043
},
{
"p": 0.013500872068107128,
"m": 1.0
},
{
"p": 0.11790337413549423,
"m": 0.8784099221229553
},
{
"p": 0.008802286349236965,
"m": 0.9893024563789368
},
{
"p": 0.13333441317081451,
"m": 0.5
},
{
"p": 0.03474888205528259,
"m": 0.5
}
]
},
{
"epoch": 50,
"train_loss": 1.2258294820785522,
"val_loss": 0.9812109470367432,
"acc": 69.67,
"time": 246.3507510169875,
"param": [
{
"p": 0.11263469606637955,
"m": 0.5
},
{
"p": 0.013729053549468517,
"m": 0.5
},
{
"p": 0.14797794818878174,
"m": 0.5
},
{
"p": 0.032629191875457764,
"m": 0.5589028000831604
},
{
"p": 0.07189784198999405,
"m": 0.4420020580291748
},
{
"p": 0.004904377739876509,
"m": 0.170220285654068
},
{
"p": 0.12103813141584396,
"m": 0.9667386412620544
},
{
"p": 0.10742039978504181,
"m": 0.9487173557281494
},
{
"p": 0.09386344254016876,
"m": 0.9856309294700623
},
{
"p": 0.010269002057611942,
"m": 0.9996100068092346
},
{
"p": 0.11958128958940506,
"m": 0.9423444867134094
},
{
"p": 0.006305586080998182,
"m": 1.0
},
{
"p": 0.12906821072101593,
"m": 0.5
},
{
"p": 0.028680766001343727,
"m": 0.5
}
]
},
{
"epoch": 51,
"train_loss": 1.199082612991333,
"val_loss": 0.8703325390815735,
"acc": 69.4,
"time": 255.021260138019,
"param": [
{
"p": 0.1356305629014969,
"m": 0.5
},
{
"p": 0.008051821030676365,
"m": 0.5
},
{
"p": 0.13900712132453918,
"m": 0.5
},
{
"p": 0.009196875616908073,
"m": 0.6305966377258301
},
{
"p": 0.07318631559610367,
"m": 0.400343120098114
},
{
"p": 0.013014238327741623,
"m": 0.19464059174060822
},
{
"p": 0.1223062053322792,
"m": 1.0
},
{
"p": 0.09982836246490479,
"m": 0.8529245853424072
},
{
"p": 0.10905537754297256,
"m": 0.9919933080673218
},
{
"p": 0.009045212529599667,
"m": 0.9493655562400818
},
{
"p": 0.11010260134935379,
"m": 0.9246712327003479
},
{
"p": 0.008779769763350487,
"m": 1.0
},
{
"p": 0.12177935987710953,
"m": 0.5
},
{
"p": 0.04101628065109253,
"m": 0.5
}
]
},
{
"epoch": 52,
"train_loss": 1.0353121757507324,
"val_loss": 0.9293437004089355,
"acc": 69.67,
"time": 252.67846331500914,
"param": [
{
"p": 0.13189886510372162,
"m": 0.5
},
{
"p": 0.010842960327863693,
"m": 0.5
},
{
"p": 0.1347464770078659,
"m": 0.5
},
{
"p": 0.011955566704273224,
"m": 0.6999269127845764
},
{
"p": 0.0688038021326065,
"m": 0.4512387812137604
},
{
"p": 0.018438031896948814,
"m": 0.18067148327827454
},
{
"p": 0.14102840423583984,
"m": 0.9576528072357178
},
{
"p": 0.14702923595905304,
"m": 0.7931808233261108
},
{
"p": 0.1054801344871521,
"m": 0.9905860424041748
},
{
"p": 0.011924211867153645,
"m": 0.957878828048706
},
{
"p": 0.11410077661275864,
"m": 0.8632357120513916
},
{
"p": 0.015133368782699108,
"m": 1.0
},
{
"p": 0.0765925869345665,
"m": 0.5
},
{
"p": 0.012025522068142891,
"m": 0.5
}
]
},
{
"epoch": 53,
"train_loss": 1.0627021789550781,
"val_loss": 0.8219777345657349,
"acc": 70.65,
"time": 234.51417441497324,
"param": [
{
"p": 0.11671356856822968,
"m": 0.5
},
{
"p": 0.026834672316908836,
"m": 0.5
},
{
"p": 0.14264889061450958,
"m": 0.5
},
{
"p": 0.008074073120951653,
"m": 0.6929101943969727
},
{
"p": 0.06968509405851364,
"m": 0.4921681880950928
},
{
"p": 0.009629691950976849,
"m": 0.10000000149011612
},
{
"p": 0.13009744882583618,
"m": 0.963053822517395
},
{
"p": 0.09915762394666672,
"m": 0.7771838903427124
},
{
"p": 0.08310643583536148,
"m": 0.9680774807929993
},
{
"p": 0.007946585305035114,
"m": 0.8966601490974426
},
{
"p": 0.11890555173158646,
"m": 0.8149940371513367
},
{
"p": 0.009272657334804535,
"m": 1.0
},
{
"p": 0.14578834176063538,
"m": 0.5
},
{
"p": 0.032139409333467484,
"m": 0.5
}
]
},
{
"epoch": 54,
"train_loss": 0.8781701922416687,
"val_loss": 0.7407969832420349,
"acc": 68.59,
"time": 242.59340082696872,
"param": [
{
"p": 0.1231403797864914,
"m": 0.5
},
{
"p": 0.010322255082428455,
"m": 0.5
},
{
"p": 0.14585904777050018,
"m": 0.5
},
{
"p": 0.010640221647918224,
"m": 0.660789430141449
},
{
"p": 0.07731270790100098,
"m": 0.4629629850387573
},
{
"p": 0.01721111312508583,
"m": 0.14989963173866272
},
{
"p": 0.10825373232364655,
"m": 0.7900856733322144
},
{
"p": 0.11622299253940582,
"m": 0.8522316813468933
},
{
"p": 0.08746329694986343,
"m": 0.9091045260429382
},
{
"p": 0.013513769023120403,
"m": 0.9898535013198853
},
{
"p": 0.10152420401573181,
"m": 0.7667955756187439
},
{
"p": 0.012782140634953976,
"m": 0.985263466835022
},
{
"p": 0.15383560955524445,
"m": 0.5
},
{
"p": 0.021918589249253273,
"m": 0.5
}
]
},
{
"epoch": 55,
"train_loss": 1.086998701095581,
"val_loss": 1.0631781816482544,
"acc": 69.68,
"time": 231.4295201950008,
"param": [
{
"p": 0.12295645475387573,
"m": 0.5
},
{
"p": 0.010516318492591381,
"m": 0.5
},
{
"p": 0.1365005224943161,
"m": 0.5
},
{
"p": 0.008796312846243382,
"m": 0.7189793586730957
},
{
"p": 0.07756561785936356,
"m": 0.47059932351112366
},
{
"p": 0.010843083262443542,
"m": 0.1734142154455185
},
{
"p": 0.10531323403120041,
"m": 0.771658718585968
},
{
"p": 0.09165053069591522,
"m": 0.84129798412323
},
{
"p": 0.10100614279508591,
"m": 0.9843051433563232
},
{
"p": 0.011052568443119526,
"m": 0.9769132137298584
},
{
"p": 0.12440444529056549,
"m": 0.9360346794128418
},
{
"p": 0.010964014567434788,
"m": 0.974365770816803
},
{
"p": 0.15698935091495514,
"m": 0.5
},
{
"p": 0.03144131973385811,
"m": 0.5
}
]
},
{
"epoch": 56,
"train_loss": 1.0954135656356812,
"val_loss": 0.9356558322906494,
"acc": 69.76,
"time": 243.59376766200876,
"param": [
{
"p": 0.11068221181631088,
"m": 0.5
},
{
"p": 0.008226971141994,
"m": 0.5
},
{
"p": 0.15096838772296906,
"m": 0.5
},
{
"p": 0.011000452563166618,
"m": 0.7906354665756226
},
{
"p": 0.0644693672657013,
"m": 0.4909387528896332
},
{
"p": 0.006458036135882139,
"m": 0.21765556931495667
},
{
"p": 0.133738711476326,
"m": 0.7794967293739319
},
{
"p": 0.11190252006053925,
"m": 0.9272783994674683
},
{
"p": 0.1103115901350975,
"m": 1.0
},
{
"p": 0.013639506883919239,
"m": 1.0
},
{
"p": 0.12216605991125107,
"m": 1.0
},
{
"p": 0.010616609826683998,
"m": 1.0
},
{
"p": 0.11626869440078735,
"m": 0.5
},
{
"p": 0.029550820589065552,
"m": 0.5
}
]
},
{
"epoch": 57,
"train_loss": 1.04172682762146,
"val_loss": 0.8673352003097534,
"acc": 70.19,
"time": 246.5386828680057,
"param": [
{
"p": 0.10033935308456421,
"m": 0.5
},
{
"p": 0.03429883345961571,
"m": 0.5
},
{
"p": 0.1422475278377533,
"m": 0.5
},
{
"p": 0.012614401988685131,
"m": 0.8627696633338928
},
{
"p": 0.06404604762792587,
"m": 0.40910789370536804
},
{
"p": 0.009836813434958458,
"m": 0.1802506446838379
},
{
"p": 0.10362840443849564,
"m": 0.754023015499115
},
{
"p": 0.12574277818202972,
"m": 0.797810971736908
},
{
"p": 0.11081255227327347,
"m": 0.9711728692054749
},
{
"p": 0.014883068390190601,
"m": 1.0
},
{
"p": 0.1182762086391449,
"m": 0.9586558938026428
},
{
"p": 0.006872371304780245,
"m": 1.0
},
{
"p": 0.1282067447900772,
"m": 0.5
},
{
"p": 0.0281948521733284,
"m": 0.5
}
]
},
{
"epoch": 58,
"train_loss": 0.9206216931343079,
"val_loss": 0.8511278033256531,
"acc": 70.48,
"time": 254.70727422699565,
"param": [
{
"p": 0.10882845520973206,
"m": 0.5
},
{
"p": 0.016371894627809525,
"m": 0.5
},
{
"p": 0.1590569168329239,
"m": 0.5
},
{
"p": 0.012061712332069874,
"m": 0.8536683917045593
},
{
"p": 0.06637449562549591,
"m": 0.39651253819465637
},
{
"p": 0.012244576588273048,
"m": 0.19419045746326447
},
{
"p": 0.11010068655014038,
"m": 0.7018910646438599
},
{
"p": 0.10997025668621063,
"m": 0.8080283403396606
},
{
"p": 0.11427059024572372,
"m": 0.960915744304657
},
{
"p": 0.013806361705064774,
"m": 0.9999507069587708
},
{
"p": 0.10560964792966843,
"m": 0.9379092454910278
},
{
"p": 0.017611075192689896,
"m": 1.0
},
{
"p": 0.12927749752998352,
"m": 0.5
},
{
"p": 0.024415863677859306,
"m": 0.5
}
]
},
{
"epoch": 59,
"train_loss": 0.8628625273704529,
"val_loss": 0.8178462982177734,
"acc": 70.68,
"time": 249.08729803096503,
"param": [
{
"p": 0.12123271822929382,
"m": 0.5
},
{
"p": 0.005078799091279507,
"m": 0.5
},
{
"p": 0.1420833021402359,
"m": 0.5
},
{
"p": 0.008411618880927563,
"m": 0.8005585074424744
},
{
"p": 0.08148343861103058,
"m": 0.3229081928730011
},
{
"p": 0.013596650213003159,
"m": 0.4111567735671997
},
{
"p": 0.10209863632917404,
"m": 0.6455907821655273
},
{
"p": 0.11965981125831604,
"m": 0.8928369879722595
},
{
"p": 0.08789446204900742,
"m": 0.8510928750038147
},
{
"p": 0.013754215091466904,
"m": 0.9779646992683411
},
{
"p": 0.12251611799001694,
"m": 0.9658664464950562
},
{
"p": 0.016114909201860428,
"m": 0.9841213822364807
},
{
"p": 0.136034294962883,
"m": 0.5
},
{
"p": 0.030041003599762917,
"m": 0.5
}
]
},
{
"epoch": 60,
"train_loss": 0.8657763004302979,
"val_loss": 0.935274600982666,
"acc": 70.89,
"time": 241.80988686101045,
"param": [
{
"p": 0.11328017711639404,
"m": 0.5
},
{
"p": 0.009432883933186531,
"m": 0.5
},
{
"p": 0.14804573357105255,
"m": 0.5
},
{
"p": 0.009720894508063793,
"m": 0.7173499464988708
},
{
"p": 0.06230397894978523,
"m": 0.22401753067970276
},
{
"p": 0.019302131608128548,
"m": 0.45845943689346313
},
{
"p": 0.10781150311231613,
"m": 0.5871276259422302
},
{
"p": 0.13443249464035034,
"m": 0.8838641047477722
},
{
"p": 0.09510072320699692,
"m": 0.9675680994987488
},
{
"p": 0.01775415427982807,
"m": 0.966519296169281
},
{
"p": 0.12307677417993546,
"m": 1.0
},
{
"p": 0.01861748658120632,
"m": 0.971751868724823
},
{
"p": 0.10999166965484619,
"m": 0.5
},
{
"p": 0.031129319220781326,
"m": 0.5
}
]
},
{
"epoch": 61,
"train_loss": 1.2516155242919922,
"val_loss": 1.0935677289962769,
"acc": 69.13,
"time": 248.49841281102272,
"param": [
{
"p": 0.09055233746767044,
"m": 0.5
},
{
"p": 0.009825115092098713,
"m": 0.5
},
{
"p": 0.13618649542331696,
"m": 0.5
},
{
"p": 0.0038232377264648676,
"m": 0.7416884303092957
},
{
"p": 0.07786066830158234,
"m": 0.315591961145401
},
{
"p": 0.012694881297647953,
"m": 0.3848137855529785
},
{
"p": 0.12829554080963135,
"m": 0.6550500392913818
},
{
"p": 0.12273792922496796,
"m": 0.76270592212677
},
{
"p": 0.10735717415809631,
"m": 0.9378409385681152
},
{
"p": 0.01649271696805954,
"m": 1.0
},
{
"p": 0.11474616825580597,
"m": 0.9790787100791931
},
{
"p": 0.009138008579611778,
"m": 1.0
},
{
"p": 0.14758844673633575,
"m": 0.5
},
{
"p": 0.022701306268572807,
"m": 0.5
}
]
},
{
"epoch": 62,
"train_loss": 0.6717608571052551,
"val_loss": 0.9591254591941833,
"acc": 68.9,
"time": 243.4906403950299,
"param": [
{
"p": 0.09336822479963303,
"m": 0.5
},
{
"p": 0.009645440615713596,
"m": 0.5
},
{
"p": 0.15070033073425293,
"m": 0.5
},
{
"p": 0.012608213350176811,
"m": 0.7608550190925598
},
{
"p": 0.06698888540267944,
"m": 0.2653285562992096
},
{
"p": 0.0006948561640456319,
"m": 0.31103864312171936
},
{
"p": 0.10030058771371841,
"m": 0.7208794951438904
},
{
"p": 0.12219139188528061,
"m": 0.8173204660415649
},
{
"p": 0.10247034579515457,
"m": 0.9798721671104431
},
{
"p": 0.01928434707224369,
"m": 0.9211171269416809
},
{
"p": 0.14594358205795288,
"m": 0.9130591154098511
},
{
"p": 0.014880836941301823,
"m": 1.0
},
{
"p": 0.13515625894069672,
"m": 0.5
},
{
"p": 0.025766797363758087,
"m": 0.5
}
]
},
{
"epoch": 63,
"train_loss": 0.9468905329704285,
"val_loss": 0.9614635109901428,
"acc": 69.84,
"time": 234.2048096479848,
"param": [
{
"p": 0.11833658069372177,
"m": 0.5
},
{
"p": 0.01065237820148468,
"m": 0.5
},
{
"p": 0.14857850968837738,
"m": 0.5
},
{
"p": 0.006202538963407278,
"m": 0.8883597254753113
},
{
"p": 0.08756831288337708,
"m": 0.2884558141231537
},
{
"p": 0.01639985479414463,
"m": 0.39099928736686707
},
{
"p": 0.10889487713575363,
"m": 0.723703920841217
},
{
"p": 0.11380479484796524,
"m": 0.8275194764137268
},
{
"p": 0.09708395600318909,
"m": 0.9222103953361511
},
{
"p": 0.010029508732259274,
"m": 0.9018043875694275
},
{
"p": 0.10493911057710648,
"m": 0.8796578049659729
},
{
"p": 0.01643415540456772,
"m": 0.9961651563644409
},
{
"p": 0.12198646366596222,
"m": 0.5
},
{
"p": 0.039088960736989975,
"m": 0.5
}
]
},
{
"epoch": 64,
"train_loss": 1.2040557861328125,
"val_loss": 0.8816565275192261,
"acc": 70.1,
"time": 245.13937062304467,
"param": [
{
"p": 0.11183849722146988,
"m": 0.5
},
{
"p": 0.007945518009364605,
"m": 0.5
},
{
"p": 0.1347750425338745,
"m": 0.5
},
{
"p": 0.009809029288589954,
"m": 0.8247409462928772
},
{
"p": 0.07699422538280487,
"m": 0.3681172728538513
},
{
"p": 0.011097557842731476,
"m": 0.31005173921585083
},
{
"p": 0.1299886256456375,
"m": 0.8868780136108398
},
{
"p": 0.11668135225772858,
"m": 0.7409895658493042
},
{
"p": 0.09445030987262726,
"m": 0.9053762555122375
},
{
"p": 0.009234051220119,
"m": 0.855183482170105
},
{
"p": 0.1033283919095993,
"m": 0.8399197459220886
},
{
"p": 0.014335837215185165,
"m": 0.9291800856590271
},
{
"p": 0.14466597139835358,
"m": 0.5
},
{
"p": 0.03485554829239845,
"m": 0.5
}
]
},
{
"epoch": 65,
"train_loss": 1.074901819229126,
"val_loss": 0.8952247500419617,
"acc": 70.66,
"time": 253.50167021300877,
"param": [
{
"p": 0.11015477031469345,
"m": 0.5
},
{
"p": 0.00958955381065607,
"m": 0.5
},
{
"p": 0.15613040328025818,
"m": 0.5
},
{
"p": 0.008819309063255787,
"m": 0.8741755485534668
},
{
"p": 0.0872708410024643,
"m": 0.49106666445732117
},
{
"p": 0.011715985834598541,
"m": 0.39182156324386597
},
{
"p": 0.1294102817773819,
"m": 0.813602864742279
},
{
"p": 0.13135644793510437,
"m": 0.7899414896965027
},
{
"p": 0.07878378033638,
"m": 0.8896492719650269
},
{
"p": 0.010995258577167988,
"m": 0.9337950348854065
},
{
"p": 0.12209316343069077,
"m": 0.8751367330551147
},
{
"p": 0.015321450307965279,
"m": 0.947575569152832
},
{
"p": 0.10719834268093109,
"m": 0.5
},
{
"p": 0.02116050384938717,
"m": 0.5
}
]
},
{
"epoch": 66,
"train_loss": 0.929768443107605,
"val_loss": 0.9548950791358948,
"acc": 71.42,
"time": 239.44627646898152,
"param": [
{
"p": 0.11156587302684784,
"m": 0.5
},
{
"p": 0.012304764240980148,
"m": 0.5
},
{
"p": 0.13324055075645447,
"m": 0.5
},
{
"p": 0.01476635318249464,
"m": 0.7199807167053223
},
{
"p": 0.05886058509349823,
"m": 0.29400166869163513
},
{
"p": 0.01103399321436882,
"m": 0.4685516655445099
},
{
"p": 0.11525911092758179,
"m": 0.9706339240074158
},
{
"p": 0.1141003668308258,
"m": 0.8552423119544983
},
{
"p": 0.09156571328639984,
"m": 0.8511085510253906
},
{
"p": 0.013171114027500153,
"m": 0.9910812377929688
},
{
"p": 0.13077688217163086,
"m": 0.9628130197525024
},
{
"p": 0.015659654513001442,
"m": 1.0
},
{
"p": 0.14438557624816895,
"m": 0.5
},
{
"p": 0.033309560269117355,
"m": 0.5
}
]
},
{
"epoch": 67,
"train_loss": 1.0083914995193481,
"val_loss": 0.8524664640426636,
"acc": 71.5,
"time": 249.0330813130131,
"param": [
{
"p": 0.1053331196308136,
"m": 0.5
},
{
"p": 0.009882778860628605,
"m": 0.5
},
{
"p": 0.17221181094646454,
"m": 0.5
},
{
"p": 0.0006988535751588643,
"m": 0.7790315747261047
},
{
"p": 0.07949328422546387,
"m": 0.2685643434524536
},
{
"p": 0.008730982430279255,
"m": 0.4113924205303192
},
{
"p": 0.08822902292013168,
"m": 0.9710561633110046
},
{
"p": 0.09185001254081726,
"m": 0.7891956567764282
},
{
"p": 0.106377974152565,
"m": 0.980283260345459
},
{
"p": 0.017361057922244072,
"m": 0.9451736807823181
},
{
"p": 0.1367829293012619,
"m": 1.0
},
{
"p": 0.015817683190107346,
"m": 1.0
},
{
"p": 0.1386510133743286,
"m": 0.5
},
{
"p": 0.028579475358128548,
"m": 0.5
}
]
},
{
"epoch": 68,
"train_loss": 0.954265832901001,
"val_loss": 0.9723812937736511,
"acc": 70.75,
"time": 247.55237684602616,
"param": [
{
"p": 0.1096559464931488,
"m": 0.5
},
{
"p": 0.010246937163174152,
"m": 0.5
},
{
"p": 0.13188427686691284,
"m": 0.5
},
{
"p": 0.013288978487253189,
"m": 0.9058994054794312
},
{
"p": 0.07257714122533798,
"m": 0.15316139161586761
},
{
"p": 0.01170916948467493,
"m": 0.5570195317268372
},
{
"p": 0.12625780701637268,
"m": 0.9589111804962158
},
{
"p": 0.11257880926132202,
"m": 0.6445408463478088
},
{
"p": 0.11522999405860901,
"m": 0.8827822804450989
},
{
"p": 0.014447035267949104,
"m": 1.0
},
{
"p": 0.10920104384422302,
"m": 0.9512839317321777
},
{
"p": 0.0163949616253376,
"m": 1.0
},
{
"p": 0.12596248090267181,
"m": 0.5
},
{
"p": 0.030565468594431877,
"m": 0.5
}
]
},
{
"epoch": 69,
"train_loss": 0.8197383284568787,
"val_loss": 0.9927408695220947,
"acc": 70.38,
"time": 237.06367782101734,
"param": [
{
"p": 0.11706855893135071,
"m": 0.5
},
{
"p": 0.012228883802890778,
"m": 0.5
},
{
"p": 0.13263057172298431,
"m": 0.5
},
{
"p": 0.007038680370897055,
"m": 0.9596905708312988
},
{
"p": 0.0976177528500557,
"m": 0.25665974617004395
},
{
"p": 0.007538133300840855,
"m": 0.5182440876960754
},
{
"p": 0.11312925070524216,
"m": 0.958706259727478
},
{
"p": 0.1198001354932785,
"m": 0.7237131595611572
},
{
"p": 0.10135369002819061,
"m": 0.8473328948020935
},
{
"p": 0.014328529126942158,
"m": 1.0
},
{
"p": 0.12210242450237274,
"m": 0.9789920449256897
},
{
"p": 0.015489278361201286,
"m": 0.9764707684516907
},
{
"p": 0.10776159167289734,
"m": 0.5
},
{
"p": 0.03191251680254936,
"m": 0.5
}
]
},
{
"epoch": 70,
"train_loss": 1.138610601425171,
"val_loss": 0.8689678311347961,
"acc": 70.96,
"time": 242.19982973404694,
"param": [
{
"p": 0.10181199759244919,
"m": 0.5
},
{
"p": 0.010403319261968136,
"m": 0.5
},
{
"p": 0.1466880887746811,
"m": 0.5
},
{
"p": 0.011244447901844978,
"m": 0.9814579486846924
},
{
"p": 0.08379212766885757,
"m": 0.2614938020706177
},
{
"p": 0.010514025576412678,
"m": 0.43641141057014465
},
{
"p": 0.11963485926389694,
"m": 0.8984726667404175
},
{
"p": 0.11983753740787506,
"m": 0.6419069766998291
},
{
"p": 0.09068341553211212,
"m": 0.851640522480011
},
{
"p": 0.017603449523448944,
"m": 0.8925185203552246
},
{
"p": 0.10536766797304153,
"m": 0.9535620212554932
},
{
"p": 0.012983273714780807,
"m": 0.9994826316833496
},
{
"p": 0.12849298119544983,
"m": 0.5
},
{
"p": 0.04094286262989044,
"m": 0.5
}
]
},
{
"epoch": 71,
"train_loss": 0.7799862623214722,
"val_loss": 0.8444674611091614,
"acc": 70.51,
"time": 244.66336407599738,
"param": [
{
"p": 0.12850064039230347,
"m": 0.5
},
{
"p": 0.013172478415071964,
"m": 0.5
},
{
"p": 0.14415326714515686,
"m": 0.5
},
{
"p": 0.009214160963892937,
"m": 0.922840416431427
},
{
"p": 0.06827429682016373,
"m": 0.18162047863006592
},
{
"p": 0.008659305050969124,
"m": 0.35329291224479675
},
{
"p": 0.1370093822479248,
"m": 0.7570875883102417
},
{
"p": 0.1276273876428604,
"m": 0.5303571224212646
},
{
"p": 0.09130725264549255,
"m": 0.7140951752662659
},
{
"p": 0.008494997397065163,
"m": 1.0
},
{
"p": 0.09852322190999985,
"m": 0.9108830094337463
},
{
"p": 0.017416762188076973,
"m": 0.9928371906280518
},
{
"p": 0.10877623409032822,
"m": 0.5
},
{
"p": 0.03887055069208145,
"m": 0.5
}
]
},
{
"epoch": 72,
"train_loss": 0.641717255115509,
"val_loss": 0.9744158983230591,
"acc": 70.7,
"time": 248.38709681597538,
"param": [
{
"p": 0.11638355255126953,
"m": 0.5
},
{
"p": 0.007163960486650467,
"m": 0.5
},
{
"p": 0.15821640193462372,
"m": 0.5
},
{
"p": 0.015581079758703709,
"m": 0.8715682029724121
},
{
"p": 0.07711326330900192,
"m": 0.12239030748605728
},
{
"p": 0.007525752764195204,
"m": 0.5086700320243835
},
{
"p": 0.10948334634304047,
"m": 0.5672135353088379
},
{
"p": 0.12635748088359833,
"m": 0.5493994951248169
},
{
"p": 0.111020527780056,
"m": 0.8436242341995239
},
{
"p": 0.01934427209198475,
"m": 0.8722485303878784
},
{
"p": 0.09454350173473358,
"m": 0.9554142355918884
},
{
"p": 0.01966674067080021,
"m": 1.0
},
{
"p": 0.0997035875916481,
"m": 0.5
},
{
"p": 0.037896402180194855,
"m": 0.5
}
]
},
{
"epoch": 73,
"train_loss": 0.8449641466140747,
"val_loss": 0.9187918305397034,
"acc": 70.73,
"time": 239.74891348398523,
"param": [
{
"p": 0.10687888413667679,
"m": 0.5
},
{
"p": 0.0006794062210246921,
"m": 0.5
},
{
"p": 0.13027898967266083,
"m": 0.5
},
{
"p": 0.0071601890958845615,
"m": 0.9502817392349243
},
{
"p": 0.06451817601919174,
"m": 0.1570800244808197
},
{
"p": 0.019566062837839127,
"m": 0.4554027020931244
},
{
"p": 0.1300530582666397,
"m": 0.6652252078056335
},
{
"p": 0.11237180233001709,
"m": 0.7487724423408508
},
{
"p": 0.10977734625339508,
"m": 0.9974988102912903
},
{
"p": 0.035434987396001816,
"m": 0.9767969846725464
},
{
"p": 0.12761236727237701,
"m": 1.0
},
{
"p": 0.021789630874991417,
"m": 1.0
},
{
"p": 0.09851036965847015,
"m": 0.5
},
{
"p": 0.035368818789720535,
"m": 0.5
}
]
},
{
"epoch": 74,
"train_loss": 0.7378494739532471,
"val_loss": 0.9089875817298889,
"acc": 70.36,
"time": 241.95462364098057,
"param": [
{
"p": 0.10039371997117996,
"m": 0.5
},
{
"p": 0.01190617959946394,
"m": 0.5
},
{
"p": 0.13161589205265045,
"m": 0.5
},
{
"p": 0.009651067666709423,
"m": 0.8164080381393433
},
{
"p": 0.08887816220521927,
"m": 0.2692968547344208
},
{
"p": 0.018837107345461845,
"m": 0.5963159799575806
},
{
"p": 0.13742589950561523,
"m": 0.7990261316299438
},
{
"p": 0.11635798960924149,
"m": 0.5482733845710754
},
{
"p": 0.08914140611886978,
"m": 1.0
},
{
"p": 0.012020484544336796,
"m": 0.985306978225708
},
{
"p": 0.1036609560251236,
"m": 0.9984849095344543
},
{
"p": 0.021599823608994484,
"m": 1.0
},
{
"p": 0.1295931041240692,
"m": 0.5
},
{
"p": 0.028918206691741943,
"m": 0.5
}
]
},
{
"epoch": 75,
"train_loss": 0.7798850536346436,
"val_loss": 1.0589667558670044,
"acc": 70.86,
"time": 245.6287946329685,
"param": [
{
"p": 0.12015563249588013,
"m": 0.5
},
{
"p": 0.010316314175724983,
"m": 0.5
},
{
"p": 0.1303100436925888,
"m": 0.5
},
{
"p": 0.008966621942818165,
"m": 0.7715736627578735
},
{
"p": 0.06360550969839096,
"m": 0.36720213294029236
},
{
"p": 0.010301647707819939,
"m": 0.5018136501312256
},
{
"p": 0.13904313743114471,
"m": 0.8658638000488281
},
{
"p": 0.10989101231098175,
"m": 0.5384566187858582
},
{
"p": 0.10874622315168381,
"m": 0.9979966282844543
},
{
"p": 0.020826803520321846,
"m": 0.9810200929641724
},
{
"p": 0.11828617751598358,
"m": 0.9581401944160461
},
{
"p": 0.021350271999835968,
"m": 0.9998441338539124
},
{
"p": 0.10767542570829391,
"m": 0.5
},
{
"p": 0.030525093898177147,
"m": 0.5
}
]
},
{
"epoch": 76,
"train_loss": 0.9941589832305908,
"val_loss": 1.0915534496307373,
"acc": 70.51,
"time": 252.11541754100472,
"param": [
{
"p": 0.11989852786064148,
"m": 0.5
},
{
"p": 0.009187232702970505,
"m": 0.5
},
{
"p": 0.14609362185001373,
"m": 0.5
},
{
"p": 0.014591267332434654,
"m": 0.8392361402511597
},
{
"p": 0.07749795913696289,
"m": 0.2587185502052307
},
{
"p": 0.00812575500458479,
"m": 0.38981521129608154
},
{
"p": 0.13119061291217804,
"m": 0.8962084054946899
},
{
"p": 0.11293864250183105,
"m": 0.5278161764144897
},
{
"p": 0.07841159403324127,
"m": 1.0
},
{
"p": 0.016110846772789955,
"m": 0.993949294090271
},
{
"p": 0.10645144432783127,
"m": 0.9305845499038696
},
{
"p": 0.010926693677902222,
"m": 0.999652624130249
},
{
"p": 0.1287432610988617,
"m": 0.5
},
{
"p": 0.03983263298869133,
"m": 0.5
}
]
},
{
"epoch": 77,
"train_loss": 0.6707362532615662,
"val_loss": 0.9215026497840881,
"acc": 70.62,
"time": 241.7285150429816,
"param": [
{
"p": 0.12688319385051727,
"m": 0.5
},
{
"p": 0.012284697033464909,
"m": 0.5
},
{
"p": 0.14498557150363922,
"m": 0.5
},
{
"p": 0.0355222225189209,
"m": 0.8996109962463379
},
{
"p": 0.07333118468523026,
"m": 0.21839770674705505
},
{
"p": 0.013671857304871082,
"m": 0.28599318861961365
},
{
"p": 0.11126377433538437,
"m": 0.9244993329048157
},
{
"p": 0.10281748324632645,
"m": 0.5846665501594543
},
{
"p": 0.09023439884185791,
"m": 1.0
},
{
"p": 0.014726108871400356,
"m": 1.0
},
{
"p": 0.10699256509542465,
"m": 0.9366291761398315
},
{
"p": 0.023035243153572083,
"m": 0.9957695603370667
},
{
"p": 0.120589479804039,
"m": 0.5
},
{
"p": 0.0236622653901577,
"m": 0.5
}
]
},
{
"epoch": 78,
"train_loss": 0.8523922562599182,
"val_loss": 1.080345630645752,
"acc": 70.86,
"time": 246.41407335200347,
"param": [
{
"p": 0.11569736897945404,
"m": 0.5
},
{
"p": 0.00929438415914774,
"m": 0.5
},
{
"p": 0.13611246645450592,
"m": 0.5
},
{
"p": 0.003613146720454097,
"m": 0.9880029559135437
},
{
"p": 0.07720410078763962,
"m": 0.22321851551532745
},
{
"p": 0.013967626728117466,
"m": 0.3239293396472931
},
{
"p": 0.13733184337615967,
"m": 0.9349347352981567
},
{
"p": 0.10919754207134247,
"m": 0.6123727560043335
},
{
"p": 0.09275329858064651,
"m": 0.9721115231513977
},
{
"p": 0.009794178418815136,
"m": 1.0
},
{
"p": 0.11020466685295105,
"m": 1.0
},
{
"p": 0.010240133851766586,
"m": 0.997946560382843
},
{
"p": 0.13053274154663086,
"m": 0.5
},
{
"p": 0.044056475162506104,
"m": 0.5
}
]
},
{
"epoch": 79,
"train_loss": 1.074758768081665,
"val_loss": 0.9029222130775452,
"acc": 70.88,
"time": 239.54480946296826,
"param": [
{
"p": 0.13846148550510406,
"m": 0.5
},
{
"p": 0.007651904132217169,
"m": 0.5
},
{
"p": 0.15187887847423553,
"m": 0.5
},
{
"p": 0.01314472034573555,
"m": 0.9838574528694153
},
{
"p": 0.06857585161924362,
"m": 0.13222290575504303
},
{
"p": 0.010417044162750244,
"m": 0.4205338656902313
},
{
"p": 0.11320121586322784,
"m": 0.8470025658607483
},
{
"p": 0.07267627865076065,
"m": 0.6852313876152039
},
{
"p": 0.0877288281917572,
"m": 0.8367322087287903
},
{
"p": 0.021085787564516068,
"m": 0.994064211845398
},
{
"p": 0.129622682929039,
"m": 0.9911441802978516
},
{
"p": 0.0230536088347435,
"m": 1.0
},
{
"p": 0.11624430119991302,
"m": 0.5
},
{
"p": 0.046257421374320984,
"m": 0.5
}
]
},
{
"epoch": 80,
"train_loss": 0.5985479354858398,
"val_loss": 0.9448165893554688,
"acc": 71.43,
"time": 247.61334154201904,
"param": [
{
"p": 0.08534816652536392,
"m": 0.5
},
{
"p": 0.008409104309976101,
"m": 0.5
},
{
"p": 0.15557019412517548,
"m": 0.5
},
{
"p": 0.010343299247324467,
"m": 1.0
},
{
"p": 0.07415344566106796,
"m": 0.11503498256206512
},
{
"p": 0.011082055978477001,
"m": 0.3593611717224121
},
{
"p": 0.11464235186576843,
"m": 0.8018662929534912
},
{
"p": 0.12416986376047134,
"m": 0.5347390174865723
},
{
"p": 0.09698440134525299,
"m": 0.8927387595176697
},
{
"p": 0.01746896095573902,
"m": 1.0
},
{
"p": 0.12245338410139084,
"m": 0.8693169951438904
},
{
"p": 0.018582703545689583,
"m": 1.0
},
{
"p": 0.12556849420070648,
"m": 0.5
},
{
"p": 0.035223592072725296,
"m": 0.5
}
]
},
{
"epoch": 81,
"train_loss": 0.9314672350883484,
"val_loss": 1.0013868808746338,
"acc": 69.18,
"time": 243.2465618290007,
"param": [
{
"p": 0.13008633255958557,
"m": 0.5
},
{
"p": 0.007773674093186855,
"m": 0.5
},
{
"p": 0.12488480657339096,
"m": 0.5
},
{
"p": 0.006071333773434162,
"m": 0.961419939994812
},
{
"p": 0.08769664168357849,
"m": 0.20670560002326965
},
{
"p": 0.008720147423446178,
"m": 0.42305415868759155
},
{
"p": 0.11854463070631027,
"m": 0.6732844710350037
},
{
"p": 0.1104513481259346,
"m": 0.6193578243255615
},
{
"p": 0.09636043012142181,
"m": 0.8836648464202881
},
{
"p": 0.018534012138843536,
"m": 1.0
},
{
"p": 0.11343011260032654,
"m": 0.8455833196640015
},
{
"p": 0.022621003910899162,
"m": 1.0
},
{
"p": 0.11107924580574036,
"m": 0.5
},
{
"p": 0.04374624416232109,
"m": 0.5
}
]
},
{
"epoch": 82,
"train_loss": 0.7002902030944824,
"val_loss": 0.9878138303756714,
"acc": 70.99,
"time": 258.3199294959777,
"param": [
{
"p": 0.12281154841184616,
"m": 0.5
},
{
"p": 0.009355183690786362,
"m": 0.5
},
{
"p": 0.1385168582201004,
"m": 0.5
},
{
"p": 0.011259661056101322,
"m": 0.8394339680671692
},
{
"p": 0.08999288082122803,
"m": 0.27432844042778015
},
{
"p": 0.013240901753306389,
"m": 0.3972455561161041
},
{
"p": 0.10548308491706848,
"m": 0.5499348640441895
},
{
"p": 0.11459378153085709,
"m": 0.604819118976593
},
{
"p": 0.10512358695268631,
"m": 0.9539931416511536
},
{
"p": 0.01611545868217945,
"m": 0.9122452139854431
},
{
"p": 0.10760621726512909,
"m": 0.9130669832229614
},
{
"p": 0.017387062311172485,
"m": 1.0
},
{
"p": 0.10139138251543045,
"m": 0.5
},
{
"p": 0.04712245613336563,
"m": 0.5
}
]
},
{
"epoch": 83,
"train_loss": 1.1226694583892822,
"val_loss": 0.8782936334609985,
"acc": 70.5,
"time": 246.14166308398126,
"param": [
{
"p": 0.107334665954113,
"m": 0.5
},
{
"p": 0.011313755996525288,
"m": 0.5
},
{
"p": 0.10954716056585312,
"m": 0.5
},
{
"p": 0.009808207862079144,
"m": 0.8976978063583374
},
{
"p": 0.08715090155601501,
"m": 0.23411056399345398
},
{
"p": 0.06334032118320465,
"m": 0.4267876446247101
},
{
"p": 0.09833713620901108,
"m": 0.5266701579093933
},
{
"p": 0.12876375019550323,
"m": 0.6705868244171143
},
{
"p": 0.0917142704129219,
"m": 0.8877588510513306
},
{
"p": 0.018477285280823708,
"m": 0.95008784532547
},
{
"p": 0.10402360558509827,
"m": 0.8152745366096497
},
{
"p": 0.007218291983008385,
"m": 1.0
},
{
"p": 0.11234860122203827,
"m": 0.5
},
{
"p": 0.050622016191482544,
"m": 0.5
}
]
},
{
"epoch": 84,
"train_loss": 1.003361463546753,
"val_loss": 0.8568057417869568,
"acc": 70.87,
"time": 236.36780834500678,
"param": [
{
"p": 0.09802521020174026,
"m": 0.5
},
{
"p": 0.034472640603780746,
"m": 0.5
},
{
"p": 0.13943661749362946,
"m": 0.5
},
{
"p": 0.009633843787014484,
"m": 0.867922306060791
},
{
"p": 0.06224321573972702,
"m": 0.17027367651462555
},
{
"p": 0.02030291222035885,
"m": 0.2571934461593628
},
{
"p": 0.10505807399749756,
"m": 0.615147590637207
},
{
"p": 0.11185479909181595,
"m": 0.5742174983024597
},
{
"p": 0.09596642106771469,
"m": 0.9303892254829407
},
{
"p": 0.012437263503670692,
"m": 1.0
},
{
"p": 0.1061643436551094,
"m": 0.825751781463623
},
{
"p": 0.07229408621788025,
"m": 0.9970617890357971
},
{
"p": 0.0932101234793663,
"m": 0.5
},
{
"p": 0.03890042379498482,
"m": 0.5
}
]
},
{
"epoch": 85,
"train_loss": 0.791361927986145,
"val_loss": 0.8674458861351013,
"acc": 71.28,
"time": 244.01370195497293,
"param": [
{
"p": 0.096888467669487,
"m": 0.5
},
{
"p": 0.01386950071901083,
"m": 0.5
},
{
"p": 0.13567623496055603,
"m": 0.5
},
{
"p": 0.008343607187271118,
"m": 0.8379546999931335
},
{
"p": 0.08650999516248703,
"m": 0.18929927051067352
},
{
"p": 0.0066928560845553875,
"m": 0.3740271031856537
},
{
"p": 0.13130661845207214,
"m": 0.8182147145271301
},
{
"p": 0.11148250848054886,
"m": 0.5095952153205872
},
{
"p": 0.10567674040794373,
"m": 0.9586121439933777
},
{
"p": 0.018568381667137146,
"m": 0.8955077528953552
},
{
"p": 0.11487387120723724,
"m": 0.8992089629173279
},
{
"p": 0.0197994913905859,
"m": 0.9993907809257507
},
{
"p": 0.1067461371421814,
"m": 0.5
},
{
"p": 0.0435655377805233,
"m": 0.5
}
]
},
{
"epoch": 86,
"train_loss": 0.8793505430221558,
"val_loss": 0.9643984436988831,
"acc": 71.64,
"time": 251.10373295203317,
"param": [
{
"p": 0.11012085527181625,
"m": 0.5
},
{
"p": 0.014690263196825981,
"m": 0.5
},
{
"p": 0.1228042021393776,
"m": 0.5
},
{
"p": 0.006808175705373287,
"m": 0.7905287146568298
},
{
"p": 0.07598192989826202,
"m": 0.21401651203632355
},
{
"p": 0.01049319189041853,
"m": 0.261342853307724
},
{
"p": 0.13961078226566315,
"m": 0.8793826103210449
},
{
"p": 0.1150272786617279,
"m": 0.6666938662528992
},
{
"p": 0.10599570721387863,
"m": 1.0
},
{
"p": 0.013345068320631981,
"m": 0.8791339993476868
},
{
"p": 0.09773240238428116,
"m": 0.9730910062789917
},
{
"p": 0.02077757567167282,
"m": 1.0
},
{
"p": 0.12651722133159637,
"m": 0.5
},
{
"p": 0.04009528458118439,
"m": 0.5
}
]
},
{
"epoch": 87,
"train_loss": 0.5343673825263977,
"val_loss": 0.8247020244598389,
"acc": 71.36,
"time": 247.6929237319855,
"param": [
{
"p": 0.1249363049864769,
"m": 0.5
},
{
"p": 0.006784014403820038,
"m": 0.5
},
{
"p": 0.10130462795495987,
"m": 0.5
},
{
"p": 0.01369691826403141,
"m": 0.8684917092323303
},
{
"p": 0.10561221837997437,
"m": 0.3810214698314667
},
{
"p": 0.011928969994187355,
"m": 0.26491934061050415
},
{
"p": 0.11749444156885147,
"m": 0.689876914024353
},
{
"p": 0.11115299165248871,
"m": 0.7704371213912964
},
{
"p": 0.07710140198469162,
"m": 0.9216618537902832
},
{
"p": 0.02765544317662716,
"m": 0.9345827698707581
},
{
"p": 0.11678281426429749,
"m": 1.0
},
{
"p": 0.010124532505869865,
"m": 1.0
},
{
"p": 0.13341735303401947,
"m": 0.5
},
{
"p": 0.042007897049188614,
"m": 0.5
}
]
},
{
"epoch": 88,
"train_loss": 0.7640215158462524,
"val_loss": 1.0296623706817627,
"acc": 71.37,
"time": 238.88464720500633,
"param": [
{
"p": 0.0994558036327362,
"m": 0.5
},
{
"p": 0.012116535566747189,
"m": 0.5
},
{
"p": 0.13557803630828857,
"m": 0.5
},
{
"p": 0.011253210715949535,
"m": 0.8261433839797974
},
{
"p": 0.09650632739067078,
"m": 0.24583864212036133
},
{
"p": 0.006928400136530399,
"m": 0.40601590275764465
},
{
"p": 0.11230146139860153,
"m": 0.7561164498329163
},
{
"p": 0.12433498352766037,
"m": 0.7331876754760742
},
{
"p": 0.07933700829744339,
"m": 1.0
},
{
"p": 0.006304979790002108,
"m": 0.9989768862724304
},
{
"p": 0.1053449735045433,
"m": 0.9986845254898071
},
{
"p": 0.037675388157367706,
"m": 0.8814181089401245
},
{
"p": 0.12068796902894974,
"m": 0.5
},
{
"p": 0.05217494070529938,
"m": 0.5
}
]
},
{
"epoch": 89,
"train_loss": 1.2923191785812378,
"val_loss": 0.9384541511535645,
"acc": 71.92,
"time": 239.9671767320251,
"param": [
{
"p": 0.11441749334335327,
"m": 0.5
},
{
"p": 0.019988806918263435,
"m": 0.5
},
{
"p": 0.11536106467247009,
"m": 0.5
},
{
"p": 0.024985147640109062,
"m": 0.8143303990364075
},
{
"p": 0.08123087882995605,
"m": 0.17129595577716827
},
{
"p": 0.06825920939445496,
"m": 0.3318313956260681
},
{
"p": 0.110845185816288,
"m": 0.7616288065910339
},
{
"p": 0.07657522708177567,
"m": 0.7690391540527344
},
{
"p": 0.1065821573138237,
"m": 1.0
},
{
"p": 0.017476730048656464,
"m": 0.9434508681297302
},
{
"p": 0.110108882188797,
"m": 0.9908102750778198
},
{
"p": 0.010976572521030903,
"m": 0.9548177123069763
},
{
"p": 0.08344541490077972,
"m": 0.5
},
{
"p": 0.05974731221795082,
"m": 0.5
}
]
},
{
"epoch": 90,
"train_loss": 0.5354169011116028,
"val_loss": 0.9204280972480774,
"acc": 71.69,
"time": 248.43485947797308,
"param": [
{
"p": 0.11985758692026138,
"m": 0.5
},
{
"p": 0.016265278682112694,
"m": 0.5
},
{
"p": 0.12626008689403534,
"m": 0.5
},
{
"p": 0.005545133259147406,
"m": 0.8875545263290405
},
{
"p": 0.07693073898553848,
"m": 0.1764024794101715
},
{
"p": 0.02181505598127842,
"m": 0.3747028410434723
},
{
"p": 0.11995936930179596,
"m": 0.7527000904083252
},
{
"p": 0.11952328681945801,
"m": 0.7175211906433105
},
{
"p": 0.11721427738666534,
"m": 0.9381605982780457
},
{
"p": 0.018686043098568916,
"m": 0.9958629012107849
},
{
"p": 0.10188731551170349,
"m": 0.8953980803489685
},
{
"p": 0.009791453368961811,
"m": 1.0
},
{
"p": 0.10459922254085541,
"m": 0.5
},
{
"p": 0.041665155440568924,
"m": 0.5
}
]
},
{
"epoch": 91,
"train_loss": 0.5277214050292969,
"val_loss": 0.9402863383293152,
"acc": 71.89,
"time": 251.41729425999802,
"param": [
{
"p": 0.11206036061048508,
"m": 0.5
},
{
"p": 0.0027843050193041563,
"m": 0.5
},
{
"p": 0.12880419194698334,
"m": 0.5
},
{
"p": 0.008498456329107285,
"m": 0.8863430023193359
},
{
"p": 0.06661700457334518,
"m": 0.17845098674297333
},
{
"p": 0.004702144302427769,
"m": 0.4549435079097748
},
{
"p": 0.10926203429698944,
"m": 0.7296981811523438
},
{
"p": 0.1157655119895935,
"m": 0.7522362470626831
},
{
"p": 0.08999212086200714,
"m": 0.8604840040206909
},
{
"p": 0.07057780772447586,
"m": 0.8748478293418884
},
{
"p": 0.1138419583439827,
"m": 0.8608772158622742
},
{
"p": 0.01406714878976345,
"m": 1.0
},
{
"p": 0.11643140763044357,
"m": 0.5
},
{
"p": 0.04659557715058327,
"m": 0.5
}
]
},
{
"epoch": 92,
"train_loss": 0.5034283399581909,
"val_loss": 0.9469007849693298,
"acc": 71.98,
"time": 242.67892523901537,
"param": [
{
"p": 0.13628926873207092,
"m": 0.5
},
{
"p": 0.008373652584850788,
"m": 0.5
},
{
"p": 0.14556172490119934,
"m": 0.5
},
{
"p": 0.013828780502080917,
"m": 0.9871799349784851
},
{
"p": 0.07658129930496216,
"m": 0.1329689621925354
},
{
"p": 0.011119257658720016,
"m": 0.4601098299026489
},
{
"p": 0.1463949829339981,
"m": 0.7099382281303406
},
{
"p": 0.09328557550907135,
"m": 0.7106539607048035
},
{
"p": 0.1106974184513092,
"m": 0.8439323902130127
},
{
"p": 0.021077735349535942,
"m": 1.0
},
{
"p": 0.1100994125008583,
"m": 0.8222940564155579
},
{
"p": 0.007292953785508871,
"m": 0.9985373020172119
},
{
"p": 0.07102157920598984,
"m": 0.5
},
{
"p": 0.048376258462667465,
"m": 0.5
}
]
},
{
"epoch": 93,
"train_loss": 0.6638930439949036,
"val_loss": 1.0047938823699951,
"acc": 71.39,
"time": 238.86399632599205,
"param": [
{
"p": 0.10480964183807373,
"m": 0.5
},
{
"p": 0.006261875852942467,
"m": 0.5
},
{
"p": 0.12032467871904373,
"m": 0.5
},
{
"p": 0.0323568619787693,
"m": 0.827131986618042
},
{
"p": 0.08468228578567505,
"m": 0.12211813032627106
},
{
"p": 0.012880467809736729,
"m": 0.396850049495697
},
{
"p": 0.12466434389352798,
"m": 0.9077839255332947
},
{
"p": 0.11176449805498123,
"m": 0.4913778305053711
},
{
"p": 0.1101934090256691,
"m": 0.8766767978668213
},
{
"p": 0.015927372500300407,
"m": 0.9976881742477417
},
{
"p": 0.11111941933631897,
"m": 0.8066391944885254
},
{
"p": 0.017622090876102448,
"m": 1.0
},
{
"p": 0.10599645972251892,
"m": 0.5
},
{
"p": 0.0413966178894043,
"m": 0.5
}
]
},
{
"epoch": 94,
"train_loss": 0.8420722484588623,
"val_loss": 0.9791603684425354,
"acc": 70.67,
"time": 244.09297171997605,
"param": [
{
"p": 0.07875770330429077,
"m": 0.5
},
{
"p": 0.014222800731658936,
"m": 0.5
},
{
"p": 0.15163928270339966,
"m": 0.5
},
{
"p": 0.00887223705649376,
"m": 0.7993327379226685
},
{
"p": 0.0736892968416214,
"m": 0.1869901418685913
},
{
"p": 0.000699868774972856,
"m": 0.42174431681632996
},
{
"p": 0.13396711647510529,
"m": 0.7191210389137268
},
{
"p": 0.11856045573949814,
"m": 0.551285445690155
},
{
"p": 0.0920819342136383,
"m": 0.9016979932785034
},
{
"p": 0.02195408195257187,
"m": 0.994446873664856
},
{
"p": 0.10575997084379196,
"m": 0.914749801158905
},
{
"p": 0.007912845350801945,
"m": 0.9814633131027222
},
{
"p": 0.13478216528892517,
"m": 0.5
},
{
"p": 0.0571003258228302,
"m": 0.5
}
]
},
{
"epoch": 95,
"train_loss": 0.8685915470123291,
"val_loss": 0.9916373491287231,
"acc": 71.41,
"time": 246.2251421250403,
"param": [
{
"p": 0.12893284857273102,
"m": 0.5
},
{
"p": 0.012114150449633598,
"m": 0.5
},
{
"p": 0.13555733859539032,
"m": 0.5
},
{
"p": 0.008885065093636513,
"m": 0.9610872268676758
},
{
"p": 0.10116039216518402,
"m": 0.21419978141784668
},
{
"p": 0.012062414549291134,
"m": 0.3728291094303131
},
{
"p": 0.11561161279678345,
"m": 0.7346483469009399
},
{
"p": 0.10382524132728577,
"m": 0.6909889578819275
},
{
"p": 0.09749489277601242,
"m": 0.9469472765922546
},
{
"p": 0.02325603924691677,
"m": 1.0
},
{
"p": 0.09741491824388504,
"m": 0.8977354168891907
},
{
"p": 0.0006939918966963887,
"m": 0.9618958830833435
},
{
"p": 0.1076713353395462,
"m": 0.5
},
{
"p": 0.055319804698228836,
"m": 0.5
}
]
},
{
"epoch": 96,
"train_loss": 1.0339245796203613,
"val_loss": 0.9111872911453247,
"acc": 71.23,
"time": 245.61130736902123,
"param": [
{
"p": 0.1387922465801239,
"m": 0.5
},
{
"p": 0.012457559816539288,
"m": 0.5
},
{
"p": 0.11840490996837616,
"m": 0.5
},
{
"p": 0.007499417290091515,
"m": 0.8856343030929565
},
{
"p": 0.09872452169656754,
"m": 0.2421729862689972
},
{
"p": 0.009484284557402134,
"m": 0.3457276225090027
},
{
"p": 0.12200368195772171,
"m": 0.7249440550804138
},
{
"p": 0.1102825403213501,
"m": 0.7833325266838074
},
{
"p": 0.08696947246789932,
"m": 0.9894300699234009
},
{
"p": 0.016178391873836517,
"m": 1.0
},
{
"p": 0.10189377516508102,
"m": 0.8941723108291626
},
{
"p": 0.01009224820882082,
"m": 1.0
},
{
"p": 0.10780132561922073,
"m": 0.5
},
{
"p": 0.05941570922732353,
"m": 0.5
}
]
},
{
"epoch": 97,
"train_loss": 0.8805152177810669,
"val_loss": 0.7224690914154053,
"acc": 71.84,
"time": 247.3082230250002,
"param": [
{
"p": 0.0969262644648552,
"m": 0.5
},
{
"p": 0.011269793845713139,
"m": 0.5
},
{
"p": 0.12096090614795685,
"m": 0.5
},
{
"p": 0.011313960887491703,
"m": 0.788460910320282
},
{
"p": 0.09980279952287674,
"m": 0.3652953803539276
},
{
"p": 0.013203397393226624,
"m": 0.36101800203323364
},
{
"p": 0.1180226281285286,
"m": 0.8837535977363586
},
{
"p": 0.12547947466373444,
"m": 0.90048748254776
},
{
"p": 0.11661514639854431,
"m": 1.0
},
{
"p": 0.01994536817073822,
"m": 0.9574093222618103
},
{
"p": 0.1065848171710968,
"m": 0.9997605681419373
},
{
"p": 0.007274014409631491,
"m": 0.9995803236961365
},
{
"p": 0.1037660464644432,
"m": 0.5
},
{
"p": 0.04883534088730812,
"m": 0.5
}
]
},
{
"epoch": 98,
"train_loss": 0.6811631917953491,
"val_loss": 0.7851223945617676,
"acc": 71.31,
"time": 248.79769996204413,
"param": [
{
"p": 0.11505156755447388,
"m": 0.5
},
{
"p": 0.01871764287352562,
"m": 0.5
},
{
"p": 0.11134139448404312,
"m": 0.5
},
{
"p": 0.010124977678060532,
"m": 0.8408879637718201
},
{
"p": 0.07970918715000153,
"m": 0.29207703471183777
},
{
"p": 0.011589573696255684,
"m": 0.39378830790519714
},
{
"p": 0.12720386683940887,
"m": 0.8345884084701538
},
{
"p": 0.12322858721017838,
"m": 0.8352001905441284
},
{
"p": 0.08487378060817719,
"m": 0.9153681993484497
},
{
"p": 0.01272977888584137,
"m": 0.9940073490142822
},
{
"p": 0.11761808395385742,
"m": 0.8714993000030518
},
{
"p": 0.005801800638437271,
"m": 0.9905290603637695
},
{
"p": 0.13364268839359283,
"m": 0.5
},
{
"p": 0.04836710914969444,
"m": 0.5
}
]
},
{
"epoch": 99,
"train_loss": 0.9657834768295288,
"val_loss": 0.8997552394866943,
"acc": 70.92,
"time": 249.45563246001257,
"param": [
{
"p": 0.13675355911254883,
"m": 0.5
},
{
"p": 0.017711296677589417,
"m": 0.5
},
{
"p": 0.13856056332588196,
"m": 0.5
},
{
"p": 0.008938604034483433,
"m": 0.9046792387962341
},
{
"p": 0.06484439969062805,
"m": 0.31823182106018066
},
{
"p": 0.01096250768750906,
"m": 0.32614606618881226
},
{
"p": 0.07288062572479248,
"m": 0.7759885191917419
},
{
"p": 0.11215706169605255,
"m": 0.8315272331237793
},
{
"p": 0.11419573426246643,
"m": 0.9309394955635071
},
{
"p": 0.026024553924798965,
"m": 0.9959254860877991
},
{
"p": 0.1155945211648941,
"m": 0.933365523815155
},
{
"p": 0.006781334523111582,
"m": 1.0
},
{
"p": 0.10861819982528687,
"m": 0.5
},
{
"p": 0.06597696244716644,
"m": 0.5
}
]
},
{
"epoch": 100,
"train_loss": 0.8150583505630493,
"val_loss": 0.915372371673584,
"acc": 71.87,
"time": 238.9240208310075,
"param": [
{
"p": 0.11028837412595749,
"m": 0.5
},
{
"p": 0.012856805697083473,
"m": 0.5
},
{
"p": 0.12054211646318436,
"m": 0.5
},
{
"p": 0.00809332262724638,
"m": 0.9536176919937134
},
{
"p": 0.0815444067120552,
"m": 0.2197280377149582
},
{
"p": 0.012555778957903385,
"m": 0.38854917883872986
},
{
"p": 0.10842379927635193,
"m": 0.8069466948509216
},
{
"p": 0.11912085115909576,
"m": 0.8502534031867981
},
{
"p": 0.0990767702460289,
"m": 0.813370943069458
},
{
"p": 0.02220461331307888,
"m": 0.9452363848686218
},
{
"p": 0.10629782825708389,
"m": 1.0
},
{
"p": 0.021112436428666115,
"m": 1.0
},
{
"p": 0.1246301457285881,
"m": 0.5
},
{
"p": 0.05325281247496605,
"m": 0.5
}
]
},
{
"epoch": 101,
"train_loss": 1.2435379028320312,
"val_loss": 0.9965476393699646,
"acc": 71.99,
"time": 240.1235749249463,
"param": [
{
"p": 0.13567787408828735,
"m": 0.5
},
{
"p": 0.025822199881076813,
"m": 0.5
},
{
"p": 0.143711656332016,
"m": 0.5
},
{
"p": 0.010110094211995602,
"m": 0.9150547981262207
},
{
"p": 0.06607050448656082,
"m": 0.10521143674850464
},
{
"p": 0.04571918398141861,
"m": 0.3885883688926697
},
{
"p": 0.10593562573194504,
"m": 0.82864910364151
},
{
"p": 0.09893923997879028,
"m": 0.8394776582717896
},
{
"p": 0.08968193084001541,
"m": 0.9155865907669067
},
{
"p": 0.024841507896780968,
"m": 0.9996657967567444
},
{
"p": 0.0843411535024643,
"m": 0.9457257390022278
},
{
"p": 0.006756403483450413,
"m": 0.9657434821128845
},
{
"p": 0.10069924592971802,
"m": 0.5
},
{
"p": 0.06169341504573822,
"m": 0.5
}
]
},
{
"epoch": 102,
"train_loss": 1.0447067022323608,
"val_loss": 0.8752409815788269,
"acc": 71.82,
"time": 247.4081515930011,
"param": [
{
"p": 0.14596344530582428,
"m": 0.5
},
{
"p": 0.016616903245449066,
"m": 0.5
},
{
"p": 0.13837631046772003,
"m": 0.5
},
{
"p": 0.010217319242656231,
"m": 0.9173329472541809
},
{
"p": 0.1005212813615799,
"m": 0.1044684648513794
},
{
"p": 0.013253305107355118,
"m": 0.3306530714035034
},
{
"p": 0.08060550689697266,
"m": 0.7800111770629883
},
{
"p": 0.13537359237670898,
"m": 0.8604305982589722
},
{
"p": 0.09771428257226944,
"m": 0.92390376329422
},
{
"p": 0.030873499810695648,
"m": 1.0
},
{
"p": 0.06279683113098145,
"m": 0.8851221203804016
},
{
"p": 0.0069700744934380054,
"m": 0.9957648515701294
},
{
"p": 0.1053425669670105,
"m": 0.5
},
{
"p": 0.055374979972839355,
"m": 0.5
}
]
},
{
"epoch": 103,
"train_loss": 0.9486736059188843,
"val_loss": 0.884960949420929,
"acc": 71.36,
"time": 253.60445673996583,
"param": [
{
"p": 0.10883083939552307,
"m": 0.5
},
{
"p": 0.029154295101761818,
"m": 0.5
},
{
"p": 0.12527994811534882,
"m": 0.5
},
{
"p": 0.006581686902791262,
"m": 0.8562052845954895
},
{
"p": 0.07672630250453949,
"m": 0.1211511641740799
},
{
"p": 0.01295805536210537,
"m": 0.49562525749206543
},
{
"p": 0.1166810691356659,
"m": 0.8556979894638062
},
{
"p": 0.11193645745515823,
"m": 0.8802223801612854
},
{
"p": 0.10788209736347198,
"m": 1.0
},
{
"p": 0.01515189465135336,
"m": 0.8674201965332031
},
{
"p": 0.09682559967041016,
"m": 0.9239286780357361
},
{
"p": 0.009103634394705296,
"m": 1.0
},
{
"p": 0.13666222989559174,
"m": 0.5
},
{
"p": 0.04622584208846092,
"m": 0.5
}
]
},
{
"epoch": 104,
"train_loss": 0.7606631517410278,
"val_loss": 0.9412500858306885,
"acc": 70.24,
"time": 245.2739278289955,
"param": [
{
"p": 0.07160066813230515,
"m": 0.5
},
{
"p": 0.017158936709165573,
"m": 0.5
},
{
"p": 0.12912826240062714,
"m": 0.5
},
{
"p": 0.009591829031705856,
"m": 0.7323435544967651
},
{
"p": 0.08742333203554153,
"m": 0.16404911875724792
},
{
"p": 0.010603691451251507,
"m": 0.4577515423297882
},
{
"p": 0.11722845584154129,
"m": 0.7700381875038147
},
{
"p": 0.10911303013563156,
"m": 0.8123037219047546
},
{
"p": 0.14321157336235046,
"m": 1.0
},
{
"p": 0.02646561898291111,
"m": 0.8486363291740417
},
{
"p": 0.09325863420963287,
"m": 0.9989023208618164
},
{
"p": 0.006709010805934668,
"m": 0.9666914343833923
},
{
"p": 0.11691821366548538,
"m": 0.5
},
{
"p": 0.06158870458602905,
"m": 0.5
}
]
},
{
"epoch": 105,
"train_loss": 1.0092272758483887,
"val_loss": 0.9396551847457886,
"acc": 72.05,
"time": 244.9754250869737,
"param": [
{
"p": 0.1232115849852562,
"m": 0.5
},
{
"p": 0.015123043209314346,
"m": 0.5
},
{
"p": 0.11373993754386902,
"m": 0.5
},
{
"p": 0.007993843406438828,
"m": 0.5568592548370361
},
{
"p": 0.10704507678747177,
"m": 0.16632676124572754
},
{
"p": 0.011318977922201157,
"m": 0.38480445742607117
},
{
"p": 0.12276877462863922,
"m": 0.6460599899291992
},
{
"p": 0.08936034888029099,
"m": 0.8398187160491943
},
{
"p": 0.08095904439687729,
"m": 1.0
},
{
"p": 0.03169967234134674,
"m": 0.9635680317878723
},
{
"p": 0.11147835850715637,
"m": 1.0
},
{
"p": 0.008923931047320366,
"m": 0.9759625792503357
},
{
"p": 0.1200103834271431,
"m": 0.5
},
{
"p": 0.056367047131061554,
"m": 0.5
}
]
},
{
"epoch": 106,
"train_loss": 0.90904700756073,
"val_loss": 0.8147375583648682,
"acc": 71.88,
"time": 239.83119901898317,
"param": [
{
"p": 0.09840916097164154,
"m": 0.5
},
{
"p": 0.013389941304922104,
"m": 0.5
},
{
"p": 0.11822577565908432,
"m": 0.5
},
{
"p": 0.009355972521007061,
"m": 0.6333263516426086
},
{
"p": 0.10622561722993851,
"m": 0.1659315526485443
},
{
"p": 0.04343166574835777,
"m": 0.487155020236969
},
{
"p": 0.08753113448619843,
"m": 0.7320630550384521
},
{
"p": 0.10273052752017975,
"m": 0.7224523425102234
},
{
"p": 0.10944554209709167,
"m": 1.0
},
{
"p": 0.02037867344915867,
"m": 0.9933187365531921
},
{
"p": 0.10872779041528702,
"m": 1.0
},
{
"p": 0.01831989362835884,
"m": 0.9360749125480652
},
{
"p": 0.11546815186738968,
"m": 0.5
},
{
"p": 0.04836023226380348,
"m": 0.5
}
]
},
{
"epoch": 107,
"train_loss": 0.7635055780410767,
"val_loss": 0.9683565497398376,
"acc": 71.35,
"time": 241.9500989249791,
"param": [
{
"p": 0.09948672354221344,
"m": 0.5
},
{
"p": 0.015720022842288017,
"m": 0.5
},
{
"p": 0.12578991055488586,
"m": 0.5
},
{
"p": 0.014119874686002731,
"m": 0.7258155941963196
},
{
"p": 0.058575589209795,
"m": 0.1089550331234932
},
{
"p": 0.014815837144851685,
"m": 0.4449653625488281
},
{
"p": 0.10838742554187775,
"m": 0.7754305005073547
},
{
"p": 0.09763292223215103,
"m": 0.7447055578231812
},
{
"p": 0.13076327741146088,
"m": 0.9604971408843994
},
{
"p": 0.023918675258755684,
"m": 0.9985153675079346
},
{
"p": 0.12361857295036316,
"m": 1.0
},
{
"p": 0.008504752069711685,
"m": 0.998216986656189
},
{
"p": 0.11152242124080658,
"m": 0.5
},
{
"p": 0.06714406609535217,
"m": 0.5
}
]
},
{
"epoch": 108,
"train_loss": 0.7546863555908203,
"val_loss": 0.8975223302841187,
"acc": 71.51,
"time": 243.85969180002576,
"param": [
{
"p": 0.12704172730445862,
"m": 0.5
},
{
"p": 0.01491608377546072,
"m": 0.5
},
{
"p": 0.11323849111795425,
"m": 0.5
},
{
"p": 0.013008988462388515,
"m": 0.7106072306632996
},
{
"p": 0.09153253585100174,
"m": 0.1568138152360916
},
{
"p": 0.007827109657227993,
"m": 0.46690696477890015
},
{
"p": 0.08180350810289383,
"m": 0.8032736778259277
},
{
"p": 0.1210126131772995,
"m": 0.9631786346435547
},
{
"p": 0.1105518713593483,
"m": 0.9386222958564758
},
{
"p": 0.02349279262125492,
"m": 0.9936424493789673
},
{
"p": 0.10813995450735092,
"m": 0.9325559735298157
},
{
"p": 0.00884472206234932,
"m": 1.0
},
{
"p": 0.12019442766904831,
"m": 0.5
},
{
"p": 0.05839531868696213,
"m": 0.5
}
]
},
{
"epoch": 109,
"train_loss": 0.7868475914001465,
"val_loss": 0.8313777446746826,
"acc": 71.67,
"time": 243.15073967602802,
"param": [
{
"p": 0.09956154972314835,
"m": 0.5
},
{
"p": 0.014885100536048412,
"m": 0.5
},
{
"p": 0.13634701073169708,
"m": 0.5
},
{
"p": 0.01004601176828146,
"m": 0.6724597215652466
},
{
"p": 0.0928388312458992,
"m": 0.2398938238620758
},
{
"p": 0.012155955657362938,
"m": 0.5257812142372131
},
{
"p": 0.1153392642736435,
"m": 0.8266858458518982
},
{
"p": 0.1216188445687294,
"m": 1.0
},
{
"p": 0.09868458658456802,
"m": 1.0
},
{
"p": 0.03488396480679512,
"m": 1.0
},
{
"p": 0.06841560453176498,
"m": 1.0
},
{
"p": 0.00664634769782424,
"m": 0.993395984172821
},
{
"p": 0.12390265613794327,
"m": 0.5
},
{
"p": 0.0646742433309555,
"m": 0.5
}
]
},
{
"epoch": 110,
"train_loss": 0.6024335026741028,
"val_loss": 0.9884113669395447,
"acc": 71.19,
"time": 238.29024174297228,
"param": [
{
"p": 0.13030652701854706,
"m": 0.5
},
{
"p": 0.020240677520632744,
"m": 0.5
},
{
"p": 0.11825227737426758,
"m": 0.5
},
{
"p": 0.00863879919052124,
"m": 0.683228075504303
},
{
"p": 0.09610048681497574,
"m": 0.2566571831703186
},
{
"p": 0.01261222455650568,
"m": 0.4376055896282196
},
{
"p": 0.12366389483213425,
"m": 0.9245336651802063
},
{
"p": 0.13036076724529266,
"m": 0.9561097621917725
},
{
"p": 0.11341347545385361,
"m": 0.9487433433532715
},
{
"p": 0.027459124103188515,
"m": 0.9729791879653931
},
{
"p": 0.04606936126947403,
"m": 0.9801232814788818
},
{
"p": 0.010919696651399136,
"m": 0.9991021156311035
},
{
"p": 0.11242882907390594,
"m": 0.5
},
{
"p": 0.049533843994140625,
"m": 0.5
}
]
},
{
"epoch": 111,
"train_loss": 1.0710750818252563,
"val_loss": 0.8073717951774597,
"acc": 71.51,
"time": 256.6170770089957,
"param": [
{
"p": 0.11441434919834137,
"m": 0.5
},
{
"p": 0.03306596726179123,
"m": 0.5
},
{
"p": 0.11546800285577774,
"m": 0.5
},
{
"p": 0.008420517668128014,
"m": 0.7214424014091492
},
{
"p": 0.08454640209674835,
"m": 0.3289846181869507
},
{
"p": 0.014069792814552784,
"m": 0.5019878149032593
},
{
"p": 0.11212947964668274,
"m": 0.9461450576782227
},
{
"p": 0.10986259579658508,
"m": 0.9093860983848572
},
{
"p": 0.11216329038143158,
"m": 0.9995368123054504
},
{
"p": 0.01867641508579254,
"m": 1.0
},
{
"p": 0.07957281917333603,
"m": 1.0
},
{
"p": 0.008159792050719261,
"m": 0.9942552447319031
},
{
"p": 0.12725578248500824,
"m": 0.5
},
{
"p": 0.062194839119911194,
"m": 0.5
}
]
},
{
"epoch": 112,
"train_loss": 0.8801190853118896,
"val_loss": 0.9287370443344116,
"acc": 72.44,
"time": 240.97236494295066,
"param": [
{
"p": 0.10299739241600037,
"m": 0.5
},
{
"p": 0.020615017041563988,
"m": 0.5
},
{
"p": 0.13817808032035828,
"m": 0.5
},
{
"p": 0.011607471853494644,
"m": 0.6875861287117004
},
{
"p": 0.09195718914270401,
"m": 0.2067084163427353
},
{
"p": 0.014940042980015278,
"m": 0.5323790311813354
},
{
"p": 0.10839886218309402,
"m": 0.9340741038322449
},
{
"p": 0.12202053517103195,
"m": 0.8693616390228271
},
{
"p": 0.09246059507131577,
"m": 1.0
},
{
"p": 0.013672622852027416,
"m": 1.0
},
{
"p": 0.09948678314685822,
"m": 0.9865897297859192
},
{
"p": 0.007067240308970213,
"m": 0.9995015859603882
},
{
"p": 0.11719115078449249,
"m": 0.5
},
{
"p": 0.05940697714686394,
"m": 0.5
}
]
},
{
"epoch": 113,
"train_loss": 1.1609834432601929,
"val_loss": 0.9119327068328857,
"acc": 70.92,
"time": 245.40483682003105,
"param": [
{
"p": 0.12187369167804718,
"m": 0.5
},
{
"p": 0.01289127767086029,
"m": 0.5
},
{
"p": 0.11529528349637985,
"m": 0.5
},
{
"p": 0.01287533063441515,
"m": 0.6826971173286438
},
{
"p": 0.09291872382164001,
"m": 0.16709350049495697
},
{
"p": 0.01618238165974617,
"m": 0.5721101760864258
},
{
"p": 0.09600325673818588,
"m": 0.9084133505821228
},
{
"p": 0.11759725213050842,
"m": 0.9251017570495605
},
{
"p": 0.11410921066999435,
"m": 0.9873522520065308
},
{
"p": 0.018790287896990776,
"m": 0.9553878903388977
},
{
"p": 0.11733077466487885,
"m": 1.0
},
{
"p": 0.000687462103087455,
"m": 1.0
},
{
"p": 0.105952188372612,
"m": 0.5
},
{
"p": 0.057492852210998535,
"m": 0.5
}
]
},
{
"epoch": 114,
"train_loss": 0.6129071712493896,
"val_loss": 0.9751929640769958,
"acc": 72.37,
"time": 252.050994336023,
"param": [
{
"p": 0.10776861011981964,
"m": 0.5
},
{
"p": 0.018499374389648438,
"m": 0.5
},
{
"p": 0.12758782505989075,
"m": 0.5
},
{
"p": 0.00920142326503992,
"m": 0.7079902291297913
},
{
"p": 0.0928255021572113,
"m": 0.1379423886537552
},
{
"p": 0.014438009820878506,
"m": 0.6518090963363647
},
{
"p": 0.11907245218753815,
"m": 0.9224799275398254
},
{
"p": 0.09835594147443771,
"m": 0.8153183460235596
},
{
"p": 0.10956692695617676,
"m": 0.9903619885444641
},
{
"p": 0.010631460696458817,
"m": 0.9725580811500549
},
{
"p": 0.09202864021062851,
"m": 0.9857320785522461
},
{
"p": 0.009491742588579655,
"m": 1.0
},
{
"p": 0.11989453434944153,
"m": 0.5
},
{
"p": 0.07063759863376617,
"m": 0.5
}
]
},
{
"epoch": 115,
"train_loss": 0.8512890934944153,
"val_loss": 0.8639408946037292,
"acc": 71.9,
"time": 245.87591246998636,
"param": [
{
"p": 0.14375199377536774,
"m": 0.5
},
{
"p": 0.0337737500667572,
"m": 0.5
},
{
"p": 0.12833024561405182,
"m": 0.5
},
{
"p": 0.01157392654567957,
"m": 0.5720296502113342
},
{
"p": 0.07723961770534515,
"m": 0.12117935717105865
},
{
"p": 0.011160013265907764,
"m": 0.6584088802337646
},
{
"p": 0.066628098487854,
"m": 0.8738234043121338
},
{
"p": 0.09262514859437943,
"m": 0.7404661774635315
},
{
"p": 0.10273014008998871,
"m": 1.0
},
{
"p": 0.05071345716714859,
"m": 0.9786877036094666
},
{
"p": 0.08244576305150986,
"m": 0.9901118874549866
},
{
"p": 0.011227994225919247,
"m": 1.0
},
{
"p": 0.13172616064548492,
"m": 0.5
},
{
"p": 0.056073643267154694,
"m": 0.5
}
]
},
{
"epoch": 116,
"train_loss": 1.0097624063491821,
"val_loss": 0.7788363695144653,
"acc": 72.2,
"time": 242.0116086800117,
"param": [
{
"p": 0.10299168527126312,
"m": 0.5
},
{
"p": 0.018883712589740753,
"m": 0.5
},
{
"p": 0.1407843679189682,
"m": 0.5
},
{
"p": 0.012151345610618591,
"m": 0.7939055562019348
},
{
"p": 0.09452476352453232,
"m": 0.1198090985417366
},
{
"p": 0.012955419719219208,
"m": 0.5842355489730835
},
{
"p": 0.12602528929710388,
"m": 0.9377261400222778
},
{
"p": 0.09445665776729584,
"m": 0.7283737659454346
},
{
"p": 0.10400402545928955,
"m": 0.960659921169281
},
{
"p": 0.030452575534582138,
"m": 1.0
},
{
"p": 0.09109604358673096,
"m": 1.0
},
{
"p": 0.010122515261173248,
"m": 0.9931556582450867
},
{
"p": 0.09590612351894379,
"m": 0.5
},
{
"p": 0.06564547121524811,
"m": 0.5
}
]
},
{
"epoch": 117,
"train_loss": 1.1617355346679688,
"val_loss": 0.7858545780181885,
"acc": 72.33,
"time": 251.92513280402636,
"param": [
{
"p": 0.1038227453827858,
"m": 0.5
},
{
"p": 0.019900256767868996,
"m": 0.5
},
{
"p": 0.11407911032438278,
"m": 0.5
},
{
"p": 0.01188432052731514,
"m": 0.8700456023216248
},
{
"p": 0.09465894848108292,
"m": 0.10520964860916138
},
{
"p": 0.01982288621366024,
"m": 0.6417429447174072
},
{
"p": 0.11622598022222519,
"m": 0.843774676322937
},
{
"p": 0.08863293379545212,
"m": 0.8212172389030457
},
{
"p": 0.12191832065582275,
"m": 0.9990342259407043
},
{
"p": 0.01732349395751953,
"m": 0.9891452193260193
},
{
"p": 0.09212969988584518,
"m": 0.9999871850013733
},
{
"p": 0.008786998689174652,
"m": 0.9966747164726257
},
{
"p": 0.12365127354860306,
"m": 0.5
},
{
"p": 0.06716302782297134,
"m": 0.5
}
]
},
{
"epoch": 118,
"train_loss": 0.802089273929596,
"val_loss": 0.961044430732727,
"acc": 71.93,
"time": 244.81442525901366,
"param": [
{
"p": 0.10805074125528336,
"m": 0.5
},
{
"p": 0.016453571617603302,
"m": 0.5
},
{
"p": 0.12566110491752625,
"m": 0.5
},
{
"p": 0.012356515042483807,
"m": 0.9533287882804871
},
{
"p": 0.09321629256010056,
"m": 0.16088217496871948
},
{
"p": 0.008705832995474339,
"m": 0.675415575504303
},
{
"p": 0.11214248090982437,
"m": 0.8857024312019348
},
{
"p": 0.10952963680028915,
"m": 0.7141475677490234
},
{
"p": 0.1115700751543045,
"m": 0.9300387501716614
},
{
"p": 0.025083331391215324,
"m": 1.0
},
{
"p": 0.08494018763303757,
"m": 0.9750835299491882
},
{
"p": 0.011976255103945732,
"m": 1.0
},
{
"p": 0.11641798913478851,
"m": 0.5
},
{
"p": 0.06389586627483368,
"m": 0.5
}
]
},
{
"epoch": 119,
"train_loss": 0.8720324039459229,
"val_loss": 0.9337982535362244,
"acc": 71.96,
"time": 246.17485892103286,
"param": [
{
"p": 0.11688221246004105,
"m": 0.5
},
{
"p": 0.020434996113181114,
"m": 0.5
},
{
"p": 0.12898850440979004,
"m": 0.5
},
{
"p": 0.01251111552119255,
"m": 0.8513005375862122
},
{
"p": 0.10407916456460953,
"m": 0.25705838203430176
},
{
"p": 0.016656750813126564,
"m": 0.6803538203239441
},
{
"p": 0.09941370785236359,
"m": 0.7708513140678406
},
{
"p": 0.10267949849367142,
"m": 0.804233193397522
},
{
"p": 0.09607958793640137,
"m": 1.0
},
{
"p": 0.025848407298326492,
"m": 0.8265929222106934
},
{
"p": 0.08586597442626953,
"m": 1.0
},
{
"p": 0.0006815497763454914,
"m": 0.9720306992530823
},
{
"p": 0.12279928475618362,
"m": 0.5
},
{
"p": 0.06707923114299774,
"m": 0.5
}
]
},
{
"epoch": 120,
"train_loss": 1.0191045999526978,
"val_loss": 0.7664169073104858,
"acc": 72.52,
"time": 251.90269966499181,
"param": [
{
"p": 0.09290412813425064,
"m": 0.5
},
{
"p": 0.01660175807774067,
"m": 0.5
},
{
"p": 0.12173639982938766,
"m": 0.5
},
{
"p": 0.012705487199127674,
"m": 0.9422608613967896
},
{
"p": 0.11817840486764908,
"m": 0.24701209366321564
},
{
"p": 0.014456016011536121,
"m": 0.7670112252235413
},
{
"p": 0.11190100759267807,
"m": 0.914529025554657
},
{
"p": 0.11504144966602325,
"m": 0.7691460847854614
},
{
"p": 0.09350206702947617,
"m": 0.8852823972702026
},
{
"p": 0.020397979766130447,
"m": 1.0
},
{
"p": 0.091334268450737,
"m": 0.9038648009300232
},
{
"p": 0.009081008844077587,
"m": 1.0
},
{
"p": 0.11364670097827911,
"m": 0.5
},
{
"p": 0.06851339340209961,
"m": 0.5
}
]
},
{
"epoch": 121,
"train_loss": 0.7788568139076233,
"val_loss": 0.8590372204780579,
"acc": 72.57,
"time": 243.4006783500081,
"param": [
{
"p": 0.13012002408504486,
"m": 0.5
},
{
"p": 0.019818885251879692,
"m": 0.5
},
{
"p": 0.11961432546377182,
"m": 0.5
},
{
"p": 0.008388464339077473,
"m": 0.868340790271759
},
{
"p": 0.0889885351061821,
"m": 0.20318688452243805
},
{
"p": 0.012361631728708744,
"m": 0.803196132183075
},
{
"p": 0.11125998944044113,
"m": 0.9489280581474304
},
{
"p": 0.12821651995182037,
"m": 0.9458432793617249
},
{
"p": 0.09719084948301315,
"m": 0.8703117966651917
},
{
"p": 0.04251136630773544,
"m": 0.7790374755859375
},
{
"p": 0.07468119263648987,
"m": 0.8307658433914185
},
{
"p": 0.0006805871380493045,
"m": 1.0
},
{
"p": 0.1006070077419281,
"m": 0.5
},
{
"p": 0.06556069105863571,
"m": 0.5
}
]
},
{
"epoch": 122,
"train_loss": 0.6547595262527466,
"val_loss": 0.8740172386169434,
"acc": 72.22,
"time": 248.06447408802342,
"param": [
{
"p": 0.06862027198076248,
"m": 0.5
},
{
"p": 0.015239892527461052,
"m": 0.5
},
{
"p": 0.10585443675518036,
"m": 0.5
},
{
"p": 0.012968090362846851,
"m": 0.864854097366333
},
{
"p": 0.11045173555612564,
"m": 0.24158789217472076
},
{
"p": 0.016917169094085693,
"m": 0.7105870246887207
},
{
"p": 0.101904958486557,
"m": 0.9869586229324341
},
{
"p": 0.1215737983584404,
"m": 0.8507357239723206
},
{
"p": 0.11835769563913345,
"m": 0.8543165922164917
},
{
"p": 0.030156461521983147,
"m": 0.9049052000045776
},
{
"p": 0.09955930709838867,
"m": 0.8452461361885071
},
{
"p": 0.005619112867861986,
"m": 1.0
},
{
"p": 0.11824609339237213,
"m": 0.5
},
{
"p": 0.07453097403049469,
"m": 0.5
}
]
},
{
"epoch": 123,
"train_loss": 1.035033106803894,
"val_loss": 0.8585907220840454,
"acc": 71.52,
"time": 240.83377108199056,
"param": [
{
"p": 0.09451452642679214,
"m": 0.5
},
{
"p": 0.020772939547896385,
"m": 0.5
},
{
"p": 0.12857846915721893,
"m": 0.5
},
{
"p": 0.017618030309677124,
"m": 0.9712185263633728
},
{
"p": 0.08034699410200119,
"m": 0.24974577128887177
},
{
"p": 0.017773160710930824,
"m": 0.7435958981513977
},
{
"p": 0.08519113808870316,
"m": 0.8464179039001465
},
{
"p": 0.108869269490242,
"m": 0.7927433252334595
},
{
"p": 0.09870748221874237,
"m": 0.9639694690704346
},
{
"p": 0.023294301703572273,
"m": 0.9115036725997925
},
{
"p": 0.10667393356561661,
"m": 0.8988025784492493
},
{
"p": 0.004638511687517166,
"m": 0.9927210807800293
},
{
"p": 0.12197604775428772,
"m": 0.5
},
{
"p": 0.09104523062705994,
"m": 0.5
}
]
},
{
"epoch": 124,
"train_loss": 0.9185583591461182,
"val_loss": 0.7698726654052734,
"acc": 72.78,
"time": 236.52686051098863,
"param": [
{
"p": 0.1111232116818428,
"m": 0.5
},
{
"p": 0.01436393242329359,
"m": 0.5
},
{
"p": 0.12195734679698944,
"m": 0.5
},
{
"p": 0.010458482429385185,
"m": 0.8549875020980835
},
{
"p": 0.09005101770162582,
"m": 0.22439216077327728
},
{
"p": 0.017694011330604553,
"m": 0.802500307559967
},
{
"p": 0.12580780684947968,
"m": 0.8236610889434814
},
{
"p": 0.08732669800519943,
"m": 0.6947199106216431
},
{
"p": 0.10743952542543411,
"m": 0.9862872958183289
},
{
"p": 0.03660371154546738,
"m": 0.972964882850647
},
{
"p": 0.09539253264665604,
"m": 0.9049329161643982
},
{
"p": 0.012055467814207077,
"m": 1.0
},
{
"p": 0.11133425682783127,
"m": 0.5
},
{
"p": 0.05839207023382187,
"m": 0.5
}
]
},
{
"epoch": 125,
"train_loss": 0.9084445834159851,
"val_loss": 0.9424254894256592,
"acc": 72.6,
"time": 250.69977892300813,
"param": [
{
"p": 0.11286501586437225,
"m": 0.5
},
{
"p": 0.015895554795861244,
"m": 0.5
},
{
"p": 0.13225898146629333,
"m": 0.5
},
{
"p": 0.011202054098248482,
"m": 0.8463341593742371
},
{
"p": 0.09295669198036194,
"m": 0.3131541609764099
},
{
"p": 0.01991336978971958,
"m": 0.8295684456825256
},
{
"p": 0.1242336705327034,
"m": 0.8049857020378113
},
{
"p": 0.10977749526500702,
"m": 0.7594333291053772
},
{
"p": 0.11475332081317902,
"m": 0.9885966181755066
},
{
"p": 0.03031791001558304,
"m": 0.9938555955886841
},
{
"p": 0.06816603988409042,
"m": 0.9047300219535828
},
{
"p": 0.0072971913032233715,
"m": 0.9793485403060913
},
{
"p": 0.09269855171442032,
"m": 0.5
},
{
"p": 0.06766404211521149,
"m": 0.5
}
]
},
{
"epoch": 126,
"train_loss": 1.0140576362609863,
"val_loss": 0.879789412021637,
"acc": 72.34,
"time": 247.89193643798353,
"param": [
{
"p": 0.10543964803218842,
"m": 0.5
},
{
"p": 0.020206380635499954,
"m": 0.5
},
{
"p": 0.12402071803808212,
"m": 0.5
},
{
"p": 0.02164211869239807,
"m": 0.7106569409370422
},
{
"p": 0.12842562794685364,
"m": 0.3064195215702057
},
{
"p": 0.015444867312908173,
"m": 0.7918602824211121
},
{
"p": 0.08525191247463226,
"m": 0.7829248309135437
},
{
"p": 0.09343241155147552,
"m": 0.7264977693557739
},
{
"p": 0.0825849175453186,
"m": 0.9523628950119019
},
{
"p": 0.0245429128408432,
"m": 1.0
},
{
"p": 0.09870099276304245,
"m": 0.9152812957763672
},
{
"p": 0.00787162221968174,
"m": 1.0
},
{
"p": 0.11385542154312134,
"m": 0.5
},
{
"p": 0.07858049869537354,
"m": 0.5
}
]
},
{
"epoch": 127,
"train_loss": 1.4789106845855713,
"val_loss": 0.8436282873153687,
"acc": 72.53,
"time": 240.93875878100516,
"param": [
{
"p": 0.0762031078338623,
"m": 0.5
},
{
"p": 0.01889796555042267,
"m": 0.5
},
{
"p": 0.13815738260746002,
"m": 0.5
},
{
"p": 0.012174420058727264,
"m": 0.6231090426445007
},
{
"p": 0.08966095000505447,
"m": 0.23087145388126373
},
{
"p": 0.014899415895342827,
"m": 0.8514554500579834
},
{
"p": 0.0850883200764656,
"m": 0.7644464373588562
},
{
"p": 0.11111239343881607,
"m": 0.6911236643791199
},
{
"p": 0.10578688979148865,
"m": 0.9671570062637329
},
{
"p": 0.08127394318580627,
"m": 1.0
},
{
"p": 0.07024455070495605,
"m": 0.9308452606201172
},
{
"p": 0.004679250996559858,
"m": 0.9993883967399597
},
{
"p": 0.11703217029571533,
"m": 0.5
},
{
"p": 0.07478918135166168,
"m": 0.5
}
]
},
{
"epoch": 128,
"train_loss": 0.768501341342926,
"val_loss": 1.146757960319519,
"acc": 72.89,
"time": 248.26419739698758,
"param": [
{
"p": 0.09707165509462357,
"m": 0.5
},
{
"p": 0.015852604061365128,
"m": 0.5
},
{
"p": 0.13880938291549683,
"m": 0.5
},
{
"p": 0.014569745399057865,
"m": 0.583357572555542
},
{
"p": 0.08766602724790573,
"m": 0.1301853060722351
},
{
"p": 0.01713540591299534,
"m": 0.7950688600540161
},
{
"p": 0.11339559406042099,
"m": 0.8089555501937866
},
{
"p": 0.1166347861289978,
"m": 0.7672945857048035
},
{
"p": 0.09479236602783203,
"m": 0.888083815574646
},
{
"p": 0.024883776903152466,
"m": 0.9650376439094543
},
{
"p": 0.10137592256069183,
"m": 0.9824790954589844
},
{
"p": 0.005421431269496679,
"m": 0.9963910579681396
},
{
"p": 0.10566683113574982,
"m": 0.5
},
{
"p": 0.06672453880310059,
"m": 0.5
}
]
},
{
"epoch": 129,
"train_loss": 1.0826117992401123,
"val_loss": 1.0046069622039795,
"acc": 71.72,
"time": 249.48169766901992,
"param": [
{
"p": 0.09525447338819504,
"m": 0.5
},
{
"p": 0.021975936368107796,
"m": 0.5
},
{
"p": 0.13238193094730377,
"m": 0.5
},
{
"p": 0.013852435164153576,
"m": 0.7479511499404907
},
{
"p": 0.10625279694795609,
"m": 0.17874018847942352
},
{
"p": 0.0152014484629035,
"m": 0.7593117952346802
},
{
"p": 0.09931059181690216,
"m": 0.8457726240158081
},
{
"p": 0.10507948696613312,
"m": 0.6308382749557495
},
{
"p": 0.11839383840560913,
"m": 0.8388321995735168
},
{
"p": 0.01701091043651104,
"m": 0.9809662699699402
},
{
"p": 0.10428500920534134,
"m": 0.9196295142173767
},
{
"p": 0.008810622617602348,
"m": 0.9841324090957642
},
{
"p": 0.09241247922182083,
"m": 0.5
},
{
"p": 0.06977799534797668,
"m": 0.5
}
]
},
{
"epoch": 130,
"train_loss": 0.913069486618042,
"val_loss": 0.8120564818382263,
"acc": 72.46,
"time": 250.16410519898636,
"param": [
{
"p": 0.11975011974573135,
"m": 0.5
},
{
"p": 0.014843776822090149,
"m": 0.5
},
{
"p": 0.12945407629013062,
"m": 0.5
},
{
"p": 0.015751546248793602,
"m": 0.8837273120880127
},
{
"p": 0.06739992648363113,
"m": 0.16411973536014557
},
{
"p": 0.022255225107073784,
"m": 1.0
},
{
"p": 0.1053062453866005,
"m": 0.8336561918258667
},
{
"p": 0.12296489626169205,
"m": 0.7574094533920288
},
{
"p": 0.1066383346915245,
"m": 1.0
},
{
"p": 0.02299223467707634,
"m": 0.993401825428009
},
{
"p": 0.09766750037670135,
"m": 0.8161725997924805
},
{
"p": 0.0006864818278700113,
"m": 0.977482259273529
},
{
"p": 0.106157585978508,
"m": 0.5
},
{
"p": 0.06813198328018188,
"m": 0.5
}
]
},
{
"epoch": 131,
"train_loss": 0.7297676801681519,
"val_loss": 0.8424192667007446,
"acc": 72.53,
"time": 238.70879346801667,
"param": [
{
"p": 0.12012016028165817,
"m": 0.5
},
{
"p": 0.020303118973970413,
"m": 0.5
},
{
"p": 0.11083429306745529,
"m": 0.5
},
{
"p": 0.01302746869623661,
"m": 0.8095820546150208
},
{
"p": 0.09290359169244766,
"m": 0.18215814232826233
},
{
"p": 0.01596517115831375,
"m": 0.9579448103904724
},
{
"p": 0.10647258162498474,
"m": 0.8936706185340881
},
{
"p": 0.07412707805633545,
"m": 0.6455913782119751
},
{
"p": 0.09946267306804657,
"m": 0.9863048791885376
},
{
"p": 0.019636495038866997,
"m": 0.9488762617111206
},
{
"p": 0.1273467093706131,
"m": 0.8221235275268555
},
{
"p": 0.006099315360188484,
"m": 0.9666805267333984
},
{
"p": 0.11292305588722229,
"m": 0.5
},
{
"p": 0.08077830076217651,
"m": 0.5
}
]
},
{
"epoch": 132,
"train_loss": 0.769761323928833,
"val_loss": 1.0414351224899292,
"acc": 72.18,
"time": 249.6829926740029,
"param": [
{
"p": 0.10013865679502487,
"m": 0.5
},
{
"p": 0.020729098469018936,
"m": 0.5
},
{
"p": 0.11252366751432419,
"m": 0.5
},
{
"p": 0.00576541293412447,
"m": 0.7184966802597046
},
{
"p": 0.08643528819084167,
"m": 0.2509143054485321
},
{
"p": 0.012832061387598515,
"m": 0.9953307509422302
},
{
"p": 0.11702734231948853,
"m": 1.0
},
{
"p": 0.11649322509765625,
"m": 0.6793661117553711
},
{
"p": 0.10727158933877945,
"m": 1.0
},
{
"p": 0.016256583854556084,
"m": 0.9840841889381409
},
{
"p": 0.09865544736385345,
"m": 0.8571516871452332
},
{
"p": 0.007633714471012354,
"m": 0.9759376645088196
},
{
"p": 0.10824622958898544,
"m": 0.5
},
{
"p": 0.08999166637659073,
"m": 0.5
}
]
},
{
"epoch": 133,
"train_loss": 1.2902605533599854,
"val_loss": 0.7969067096710205,
"acc": 72.67,
"time": 244.55337052803952,
"param": [
{
"p": 0.07919716089963913,
"m": 0.5
},
{
"p": 0.022546539083123207,
"m": 0.5
},
{
"p": 0.12522949278354645,
"m": 0.5
},
{
"p": 0.010708624497056007,
"m": 0.7611518502235413
},
{
"p": 0.07459820806980133,
"m": 0.3628845810890198
},
{
"p": 0.08806969225406647,
"m": 0.9990187883377075
},
{
"p": 0.11752909421920776,
"m": 0.9775609970092773
},
{
"p": 0.10981212556362152,
"m": 0.7001667022705078
},
{
"p": 0.10041391849517822,
"m": 0.9984255433082581
},
{
"p": 0.00722588412463665,
"m": 0.9876601099967957
},
{
"p": 0.08157181739807129,
"m": 0.8182657957077026
},
{
"p": 0.0056167240254580975,
"m": 1.0
},
{
"p": 0.10717063397169113,
"m": 0.5
},
{
"p": 0.0703100711107254,
"m": 0.5
}
]
},
{
"epoch": 134,
"train_loss": 1.0526584386825562,
"val_loss": 0.8688337802886963,
"acc": 72.56,
"time": 243.11221917701187,
"param": [
{
"p": 0.10429459810256958,
"m": 0.5
},
{
"p": 0.02097494713962078,
"m": 0.5
},
{
"p": 0.10256465524435043,
"m": 0.5
},
{
"p": 0.00793183222413063,
"m": 0.7949488162994385
},
{
"p": 0.09819243103265762,
"m": 0.39700156450271606
},
{
"p": 0.006736949551850557,
"m": 0.9974902868270874
},
{
"p": 0.10823841392993927,
"m": 0.9463759660720825
},
{
"p": 0.10402724146842957,
"m": 0.7087466716766357
},
{
"p": 0.12393159419298172,
"m": 1.0
},
{
"p": 0.014912694692611694,
"m": 0.9484765529632568
},
{
"p": 0.10365836322307587,
"m": 0.9064696431159973
},
{
"p": 0.017583157867193222,
"m": 1.0
},
{
"p": 0.10754039883613586,
"m": 0.5
},
{
"p": 0.07941274344921112,
"m": 0.5
}
]
},
{
"epoch": 135,
"train_loss": 0.7439523339271545,
"val_loss": 0.9422873854637146,
"acc": 72.58,
"time": 240.14546318899374,
"param": [
{
"p": 0.10892418771982193,
"m": 0.5
},
{
"p": 0.027774902060627937,
"m": 0.5
},
{
"p": 0.1523149460554123,
"m": 0.5
},
{
"p": 0.011560248211026192,
"m": 0.7804890871047974
},
{
"p": 0.11601722985506058,
"m": 0.3429538607597351
},
{
"p": 0.026192650198936462,
"m": 0.9820005893707275
},
{
"p": 0.08315858989953995,
"m": 0.9188997745513916
},
{
"p": 0.07962390035390854,
"m": 0.7634619474411011
},
{
"p": 0.09937571734189987,
"m": 0.9603121876716614
},
{
"p": 0.0006915454287081957,
"m": 0.98773592710495
},
{
"p": 0.08937205374240875,
"m": 0.8754331469535828
},
{
"p": 0.007367884274572134,
"m": 0.9952057600021362
},
{
"p": 0.11513008177280426,
"m": 0.5
},
{
"p": 0.08249605447053909,
"m": 0.5
}
]
},
{
"epoch": 136,
"train_loss": 0.7416703104972839,
"val_loss": 0.8864108324050903,
"acc": 72.4,
"time": 242.53373243799433,
"param": [
{
"p": 0.11373492330312729,
"m": 0.5
},
{
"p": 0.03099043481051922,
"m": 0.5
},
{
"p": 0.15076366066932678,
"m": 0.5
},
{
"p": 0.01573089323937893,
"m": 0.6772406101226807
},
{
"p": 0.09938555955886841,
"m": 0.38497886061668396
},
{
"p": 0.006629914976656437,
"m": 0.877816379070282
},
{
"p": 0.07785556465387344,
"m": 0.8700589537620544
},
{
"p": 0.09825212508440018,
"m": 0.7589575052261353
},
{
"p": 0.11138322949409485,
"m": 1.0
},
{
"p": 0.01087513379752636,
"m": 1.0
},
{
"p": 0.08340078592300415,
"m": 0.9553077220916748
},
{
"p": 0.009418560191988945,
"m": 1.0
},
{
"p": 0.12199775129556656,
"m": 0.5
},
{
"p": 0.06958147138357162,
"m": 0.5
}
]
},
{
"epoch": 137,
"train_loss": 0.8251767754554749,
"val_loss": 0.93896484375,
"acc": 72.6,
"time": 246.94108905701432,
"param": [
{
"p": 0.08717383444309235,
"m": 0.5
},
{
"p": 0.020130805671215057,
"m": 0.5
},
{
"p": 0.14621791243553162,
"m": 0.5
},
{
"p": 0.017992187291383743,
"m": 0.6823789477348328
},
{
"p": 0.11483807861804962,
"m": 0.3005278706550598
},
{
"p": 0.005958255380392075,
"m": 0.9157361388206482
},
{
"p": 0.10171712189912796,
"m": 0.9147875905036926
},
{
"p": 0.1127699762582779,
"m": 0.8219196796417236
},
{
"p": 0.10264993458986282,
"m": 0.9831662178039551
},
{
"p": 0.009734966792166233,
"m": 0.9952669739723206
},
{
"p": 0.0866723582148552,
"m": 1.0
},
{
"p": 0.007092788815498352,
"m": 0.9968037009239197
},
{
"p": 0.10307973623275757,
"m": 0.5
},
{
"p": 0.0839720368385315,
"m": 0.5
}
]
},
{
"epoch": 138,
"train_loss": 0.7286965847015381,
"val_loss": 0.8605530261993408,
"acc": 71.98,
"time": 243.32406438997714,
"param": [
{
"p": 0.08049168437719345,
"m": 0.5
},
{
"p": 0.029067929834127426,
"m": 0.5
},
{
"p": 0.12699098885059357,
"m": 0.5
},
{
"p": 0.010588218457996845,
"m": 0.792777955532074
},
{
"p": 0.0942542552947998,
"m": 0.22183138132095337
},
{
"p": 0.008821718394756317,
"m": 0.865926206111908
},
{
"p": 0.11133450269699097,
"m": 0.9015863537788391
},
{
"p": 0.10303964465856552,
"m": 0.8417832851409912
},
{
"p": 0.157242551445961,
"m": 0.9513658285140991
},
{
"p": 0.002397016389295459,
"m": 0.9911147356033325
},
{
"p": 0.07992551475763321,
"m": 0.9398845434188843
},
{
"p": 0.008728209882974625,
"m": 0.9948709607124329
},
{
"p": 0.10367678850889206,
"m": 0.5
},
{
"p": 0.083440862596035,
"m": 0.5
}
]
},
{
"epoch": 139,
"train_loss": 1.1726707220077515,
"val_loss": 0.8122857213020325,
"acc": 72.67,
"time": 242.79476151801646,
"param": [
{
"p": 0.12365899235010147,
"m": 0.5
},
{
"p": 0.0262984037399292,
"m": 0.5
},
{
"p": 0.1364637017250061,
"m": 0.5
},
{
"p": 0.01556441094726324,
"m": 0.6983147859573364
},
{
"p": 0.0795808881521225,
"m": 0.2272704392671585
},
{
"p": 0.004273417871445417,
"m": 0.8399991393089294
},
{
"p": 0.12441672384738922,
"m": 0.9532168507575989
},
{
"p": 0.10294482856988907,
"m": 0.8923373818397522
},
{
"p": 0.031062431633472443,
"m": 0.9509009122848511
},
{
"p": 0.011048881337046623,
"m": 1.0
},
{
"p": 0.09788758307695389,
"m": 0.910434901714325
},
{
"p": 0.009566565044224262,
"m": 0.997798502445221
},
{
"p": 0.12907135486602783,
"m": 0.5
},
{
"p": 0.10816175490617752,
"m": 0.5
}
]
},
{
"epoch": 140,
"train_loss": 0.9648584127426147,
"val_loss": 0.8916383385658264,
"acc": 72.5,
"time": 234.92598240601365,
"param": [
{
"p": 0.1196138858795166,
"m": 0.5
},
{
"p": 0.02215239778161049,
"m": 0.5
},
{
"p": 0.12744355201721191,
"m": 0.5
},
{
"p": 0.02109759859740734,
"m": 0.7107669115066528
},
{
"p": 0.11044443398714066,
"m": 0.2831466495990753
},
{
"p": 0.005344924051314592,
"m": 0.900029718875885
},
{
"p": 0.10319924354553223,
"m": 0.9739136099815369
},
{
"p": 0.1317620575428009,
"m": 1.0
},
{
"p": 0.03512744605541229,
"m": 0.9510590434074402
},
{
"p": 0.008499127812683582,
"m": 0.9944842457771301
},
{
"p": 0.08340819180011749,
"m": 0.9076002240180969
},
{
"p": 0.022747468203306198,
"m": 0.9491692185401917
},
{
"p": 0.110136978328228,
"m": 0.5
},
{
"p": 0.09902259707450867,
"m": 0.5
}
]
},
{
"epoch": 141,
"train_loss": 0.7843255400657654,
"val_loss": 0.7667312622070312,
"acc": 72.52,
"time": 240.66629694000585,
"param": [
{
"p": 0.10551780462265015,
"m": 0.5
},
{
"p": 0.021595126017928123,
"m": 0.5
},
{
"p": 0.14992588758468628,
"m": 0.5
},
{
"p": 0.01249872986227274,
"m": 0.7290014624595642
},
{
"p": 0.09065007418394089,
"m": 0.16093681752681732
},
{
"p": 0.007701640948653221,
"m": 0.8778096437454224
},
{
"p": 0.08326666057109833,
"m": 0.933003842830658
},
{
"p": 0.128462016582489,
"m": 0.9631090760231018
},
{
"p": 0.029620245099067688,
"m": 0.9543924927711487
},
{
"p": 0.011713193729519844,
"m": 0.9985744953155518
},
{
"p": 0.10889158397912979,
"m": 0.9932417869567871
},
{
"p": 0.005549616180360317,
"m": 0.9782660007476807
},
{
"p": 0.14395864307880402,
"m": 0.5
},
{
"p": 0.10064878314733505,
"m": 0.5
}
]
},
{
"epoch": 142,
"train_loss": 1.0234973430633545,
"val_loss": 0.8443396687507629,
"acc": 72.61,
"time": 246.68277829000726,
"param": [
{
"p": 0.10616180300712585,
"m": 0.5
},
{
"p": 0.022666964679956436,
"m": 0.5
},
{
"p": 0.15299265086650848,
"m": 0.5
},
{
"p": 0.011290831491351128,
"m": 0.7469336986541748
},
{
"p": 0.11991579085588455,
"m": 0.2960812747478485
},
{
"p": 0.008183695375919342,
"m": 0.924214780330658
},
{
"p": 0.10855790972709656,
"m": 0.9384791851043701
},
{
"p": 0.11030290275812149,
"m": 0.869032084941864
},
{
"p": 0.030544500797986984,
"m": 0.8467875719070435
},
{
"p": 0.008372572250664234,
"m": 0.9994035959243774
},
{
"p": 0.11552245914936066,
"m": 0.9117291569709778
},
{
"p": 0.0006902444292791188,
"m": 0.989684522151947
},
{
"p": 0.11233141273260117,
"m": 0.5
},
{
"p": 0.09246629476547241,
"m": 0.5
}
]
},
{
"epoch": 143,
"train_loss": 0.687086820602417,
"val_loss": 0.7250481247901917,
"acc": 72.94,
"time": 244.0582079999731,
"param": [
{
"p": 0.12252161651849747,
"m": 0.5
},
{
"p": 0.01117109414190054,
"m": 0.5
},
{
"p": 0.1266382783651352,
"m": 0.5
},
{
"p": 0.011331701651215553,
"m": 0.721555769443512
},
{
"p": 0.10941822826862335,
"m": 0.32924070954322815
},
{
"p": 0.01242811419069767,
"m": 0.9285137057304382
},
{
"p": 0.09525582939386368,
"m": 0.8901700973510742
},
{
"p": 0.1165573000907898,
"m": 0.7993252873420715
},
{
"p": 0.016587616875767708,
"m": 0.8652363419532776
},
{
"p": 0.013655144721269608,
"m": 0.964145839214325
},
{
"p": 0.1304073929786682,
"m": 0.9103329181671143
},
{
"p": 0.009658531285822392,
"m": 0.9438389539718628
},
{
"p": 0.13450144231319427,
"m": 0.5
},
{
"p": 0.08986774832010269,
"m": 0.5
}
]
},
{
"epoch": 144,
"train_loss": 0.7687147855758667,
"val_loss": 0.8765024542808533,
"acc": 70.78,
"time": 247.06857654597843,
"param": [
{
"p": 0.11426794528961182,
"m": 0.5
},
{
"p": 0.09808215498924255,
"m": 0.5
},
{
"p": 0.13618583977222443,
"m": 0.5
},
{
"p": 0.008676400408148766,
"m": 0.7438859939575195
},
{
"p": 0.1176077350974083,
"m": 0.25579431653022766
},
{
"p": 0.010894007049500942,
"m": 0.9959232211112976
},
{
"p": 0.08462714403867722,
"m": 0.8185448050498962
},
{
"p": 0.11006156355142593,
"m": 0.7301622629165649
},
{
"p": 0.02232269197702408,
"m": 0.8000975847244263
},
{
"p": 0.033475447446107864,
"m": 1.0
},
{
"p": 0.1067558005452156,
"m": 0.8811340928077698
},
{
"p": 0.0027289537247270346,
"m": 0.9879441857337952
},
{
"p": 0.07420139759778976,
"m": 0.5
},
{
"p": 0.08011291176080704,
"m": 0.5
}
]
},
{
"epoch": 145,
"train_loss": 0.8894832730293274,
"val_loss": 0.9338050484657288,
"acc": 71.63,
"time": 239.65173881402006,
"param": [
{
"p": 0.12150275707244873,
"m": 0.5
},
{
"p": 0.016376718878746033,
"m": 0.5
},
{
"p": 0.13847769796848297,
"m": 0.5
},
{
"p": 0.013252167031168938,
"m": 0.7780714631080627
},
{
"p": 0.12177973985671997,
"m": 0.33318188786506653
},
{
"p": 0.007039530668407679,
"m": 1.0
},
{
"p": 0.10933907330036163,
"m": 0.8234655857086182
},
{
"p": 0.10075697302818298,
"m": 0.8408213257789612
},
{
"p": 0.036895882338285446,
"m": 0.8815048336982727
},
{
"p": 0.015188319608569145,
"m": 0.974210798740387
},
{
"p": 0.09189367294311523,
"m": 0.835123598575592
},
{
"p": 0.024388378486037254,
"m": 0.9647157788276672
},
{
"p": 0.11387251317501068,
"m": 0.5
},
{
"p": 0.08923665434122086,
"m": 0.5
}
]
},
{
"epoch": 146,
"train_loss": 0.8971940279006958,
"val_loss": 0.8934149146080017,
"acc": 72.7,
"time": 253.67171549698105,
"param": [
{
"p": 0.11650239676237106,
"m": 0.5
},
{
"p": 0.017359614372253418,
"m": 0.5
},
{
"p": 0.1417594850063324,
"m": 0.5
},
{
"p": 0.01428903453052044,
"m": 0.8283323645591736
},
{
"p": 0.116410993039608,
"m": 0.2699261009693146
},
{
"p": 0.004784103948622942,
"m": 0.9754149317741394
},
{
"p": 0.09767211228609085,
"m": 0.8623101115226746
},
{
"p": 0.12895528972148895,
"m": 0.7918275594711304
},
{
"p": 0.035065341740846634,
"m": 0.809876561164856
},
{
"p": 0.008975796401500702,
"m": 0.9151780605316162
},
{
"p": 0.1068895235657692,
"m": 1.0
},
{
"p": 0.015425066463649273,
"m": 0.9790707230567932
},
{
"p": 0.12123683840036392,
"m": 0.5
},
{
"p": 0.07467442005872726,
"m": 0.5
}
]
},
{
"epoch": 147,
"train_loss": 1.1211040019989014,
"val_loss": 0.7633527517318726,
"acc": 71.89,
"time": 248.08835805300623,
"param": [
{
"p": 0.12870998680591583,
"m": 0.5
},
{
"p": 0.02141394652426243,
"m": 0.5
},
{
"p": 0.13304471969604492,
"m": 0.5
},
{
"p": 0.014268280938267708,
"m": 0.9262853860855103
},
{
"p": 0.11222795397043228,
"m": 0.22599133849143982
},
{
"p": 0.010721735656261444,
"m": 0.9151951670646667
},
{
"p": 0.12701337039470673,
"m": 0.9482024908065796
},
{
"p": 0.1142716184258461,
"m": 0.9540317058563232
},
{
"p": 0.02633526176214218,
"m": 0.74831622838974
},
{
"p": 0.000686007144395262,
"m": 0.9374367594718933
},
{
"p": 0.08601351082324982,
"m": 1.0
},
{
"p": 0.0068224635906517506,
"m": 0.9547388553619385
},
{
"p": 0.12980234622955322,
"m": 0.5
},
{
"p": 0.0886688232421875,
"m": 0.5
}
]
},
{
"epoch": 148,
"train_loss": 0.9647101759910583,
"val_loss": 0.9466812014579773,
"acc": 72.04,
"time": 246.4162074730266,
"param": [
{
"p": 0.12042462825775146,
"m": 0.5
},
{
"p": 0.014714471995830536,
"m": 0.5
},
{
"p": 0.14868243038654327,
"m": 0.5
},
{
"p": 0.002159836469218135,
"m": 0.864762544631958
},
{
"p": 0.1003338024020195,
"m": 0.19296126067638397
},
{
"p": 0.0037560020573437214,
"m": 0.7608637809753418
},
{
"p": 0.12373746186494827,
"m": 0.9611931443214417
},
{
"p": 0.11578299850225449,
"m": 0.8532131910324097
},
{
"p": 0.03931969776749611,
"m": 0.7429262399673462
},
{
"p": 0.011492672376334667,
"m": 0.9720420837402344
},
{
"p": 0.11880026012659073,
"m": 0.9448415637016296
},
{
"p": 0.006270451005548239,
"m": 0.9929875135421753
},
{
"p": 0.10640285909175873,
"m": 0.5
},
{
"p": 0.08812239021062851,
"m": 0.5
}
]
},
{
"epoch": 149,
"train_loss": 0.8635514378547668,
"val_loss": 0.9481266736984253,
"acc": 72.07,
"time": 240.568981599994,
"param": [
{
"p": 0.11607849597930908,
"m": 0.5
},
{
"p": 0.006625741254538298,
"m": 0.5
},
{
"p": 0.13742707669734955,
"m": 0.5
},
{
"p": 0.017031991854310036,
"m": 0.49442556500434875
},
{
"p": 0.11163175106048584,
"m": 0.2723068594932556
},
{
"p": 0.008939363993704319,
"m": 0.8078819513320923
},
{
"p": 0.11569412797689438,
"m": 0.8990331292152405
},
{
"p": 0.12517954409122467,
"m": 0.9498657584190369
},
{
"p": 0.03970213979482651,
"m": 0.6818915605545044
},
{
"p": 0.016881417483091354,
"m": 0.9524889588356018
},
{
"p": 0.09753312170505524,
"m": 0.956308126449585
},
{
"p": 0.007058086805045605,
"m": 0.9755246639251709
},
{
"p": 0.11665968596935272,
"m": 0.5
},
{
"p": 0.08355747163295746,
"m": 0.5
}
]
},
{
"epoch": 150,
"train_loss": 1.1047892570495605,
"val_loss": 0.7985209822654724,
"acc": 73.21,
"time": 247.64792072196724,
"param": [
{
"p": 0.12137557566165924,
"m": 0.5
},
{
"p": 0.023045940324664116,
"m": 0.5
},
{
"p": 0.15511761605739594,
"m": 0.5
},
{
"p": 0.0030296489130705595,
"m": 0.5594730973243713
},
{
"p": 0.11932843178510666,
"m": 0.28819739818573
},
{
"p": 0.011680785566568375,
"m": 0.8446959853172302
},
{
"p": 0.094576396048069,
"m": 0.7882394194602966
},
{
"p": 0.11875222623348236,
"m": 0.9128873944282532
},
{
"p": 0.03867141157388687,
"m": 0.7563790082931519
},
{
"p": 0.013159755617380142,
"m": 0.8798426985740662
},
{
"p": 0.10220921784639359,
"m": 0.9973872900009155
},
{
"p": 0.01048047561198473,
"m": 1.0
},
{
"p": 0.10238315910100937,
"m": 0.5
},
{
"p": 0.08618944883346558,
"m": 0.5
}
]
},
{
"epoch": 151,
"train_loss": 0.8726426959037781,
"val_loss": 1.0570085048675537,
"acc": 73.14,
"time": 242.97084655199433,
"param": [
{
"p": 0.07701905816793442,
"m": 0.5
},
{
"p": 0.01290959119796753,
"m": 0.5
},
{
"p": 0.14233607053756714,
"m": 0.5
},
{
"p": 0.02897850051522255,
"m": 0.4536838233470917
},
{
"p": 0.0980292558670044,
"m": 0.2113543003797531
},
{
"p": 0.03714189678430557,
"m": 0.8195973038673401
},
{
"p": 0.0709083303809166,
"m": 0.7613182067871094
},
{
"p": 0.1251888871192932,
"m": 0.8551862835884094
},
{
"p": 0.029216330498456955,
"m": 0.866572380065918
},
{
"p": 0.031163228675723076,
"m": 0.8983751535415649
},
{
"p": 0.07715766131877899,
"m": 0.990822434425354
},
{
"p": 0.04703783988952637,
"m": 1.0
},
{
"p": 0.11805043369531631,
"m": 0.5
},
{
"p": 0.10486285388469696,
"m": 0.5
}
]
},
{
"epoch": 152,
"train_loss": 0.9756280183792114,
"val_loss": 0.7554739713668823,
"acc": 72.4,
"time": 241.58735280600376,
"param": [
{
"p": 0.11487926542758942,
"m": 0.5
},
{
"p": 0.01422910112887621,
"m": 0.5
},
{
"p": 0.14074616134166718,
"m": 0.5
},
{
"p": 0.012681916356086731,
"m": 0.5664026737213135
},
{
"p": 0.11066105961799622,
"m": 0.22283269464969635
},
{
"p": 0.008393695577979088,
"m": 0.6587482690811157
},
{
"p": 0.1346355378627777,
"m": 0.8859201669692993
},
{
"p": 0.11173137277364731,
"m": 0.9301786422729492
},
{
"p": 0.03306156024336815,
"m": 0.9968698024749756
},
{
"p": 0.012689457274973392,
"m": 0.9887470602989197
},
{
"p": 0.11458700895309448,
"m": 0.9980675578117371
},
{
"p": 0.012605182826519012,
"m": 1.0
},
{
"p": 0.09336983412504196,
"m": 0.5
},
{
"p": 0.08572878688573837,
"m": 0.5
}
]
},
{
"epoch": 153,
"train_loss": 0.7190536856651306,
"val_loss": 1.0961086750030518,
"acc": 73.4,
"time": 254.27742979995674,
"param": [
{
"p": 0.12843157351016998,
"m": 0.5
},
{
"p": 0.019765149801969528,
"m": 0.5
},
{
"p": 0.1510523557662964,
"m": 0.5
},
{
"p": 0.007316672243177891,
"m": 0.5942861437797546
},
{
"p": 0.09631181508302689,
"m": 0.19637639820575714
},
{
"p": 0.01782490499317646,
"m": 0.28757134079933167
},
{
"p": 0.11341538280248642,
"m": 0.9888302683830261
},
{
"p": 0.07397089898586273,
"m": 0.939141571521759
},
{
"p": 0.040924329310655594,
"m": 0.9991372227668762
},
{
"p": 0.022133534774184227,
"m": 1.0
},
{
"p": 0.10473118722438812,
"m": 0.8493077754974365
},
{
"p": 0.006535975728183985,
"m": 0.9999363422393799
},
{
"p": 0.11369113624095917,
"m": 0.5
},
{
"p": 0.10389500856399536,
"m": 0.5
}
]
},
{
"epoch": 154,
"train_loss": 0.6299907565116882,
"val_loss": 0.9000488519668579,
"acc": 72.56,
"time": 245.57483177399263,
"param": [
{
"p": 0.10572417825460434,
"m": 0.5
},
{
"p": 0.015899309888482094,
"m": 0.5
},
{
"p": 0.130653515458107,
"m": 0.5
},
{
"p": 0.03337571397423744,
"m": 0.5170825719833374
},
{
"p": 0.09829942137002945,
"m": 0.25880151987075806
},
{
"p": 0.014703686349093914,
"m": 0.3297636806964874
},
{
"p": 0.12788163125514984,
"m": 0.9952437877655029
},
{
"p": 0.11671121418476105,
"m": 0.9446309208869934
},
{
"p": 0.04329938068985939,
"m": 0.9807085990905762
},
{
"p": 0.000691052118781954,
"m": 0.9849631190299988
},
{
"p": 0.10135820508003235,
"m": 0.8713350892066956
},
{
"p": 0.010222294367849827,
"m": 1.0
},
{
"p": 0.10392194241285324,
"m": 0.5
},
{
"p": 0.09725845605134964,
"m": 0.5
}
]
},
{
"epoch": 155,
"train_loss": 1.3026870489120483,
"val_loss": 0.9534270167350769,
"acc": 72.15,
"time": 245.77827529300703,
"param": [
{
"p": 0.11752548813819885,
"m": 0.5
},
{
"p": 0.015477600507438183,
"m": 0.5
},
{
"p": 0.13957759737968445,
"m": 0.5
},
{
"p": 0.01076793484389782,
"m": 0.5467416048049927
},
{
"p": 0.1254795342683792,
"m": 0.3086652159690857
},
{
"p": 0.017570272088050842,
"m": 0.5086537003517151
},
{
"p": 0.10373655706644058,
"m": 0.9372696280479431
},
{
"p": 0.09680040925741196,
"m": 0.7344024181365967
},
{
"p": 0.034241147339344025,
"m": 0.9754169583320618
},
{
"p": 0.01532142423093319,
"m": 0.982646107673645
},
{
"p": 0.09819352626800537,
"m": 0.8155840039253235
},
{
"p": 0.00853294413536787,
"m": 1.0
},
{
"p": 0.11148637533187866,
"m": 0.5
},
{
"p": 0.10528922080993652,
"m": 0.5
}
]
},
{
"epoch": 156,
"train_loss": 1.0447114706039429,
"val_loss": 0.8754814267158508,
"acc": 72.58,
"time": 253.09295289200963,
"param": [
{
"p": 0.10590969026088715,
"m": 0.5
},
{
"p": 0.01967029646039009,
"m": 0.5
},
{
"p": 0.13307300209999084,
"m": 0.5
},
{
"p": 0.008328292518854141,
"m": 0.69541996717453
},
{
"p": 0.12048375606536865,
"m": 0.3223390281200409
},
{
"p": 0.015586718916893005,
"m": 0.4237509071826935
},
{
"p": 0.10952448844909668,
"m": 0.9107701182365417
},
{
"p": 0.11697708070278168,
"m": 0.6471007466316223
},
{
"p": 0.022604165598750114,
"m": 0.915831983089447
},
{
"p": 0.02573789283633232,
"m": 0.8645823001861572
},
{
"p": 0.10182246565818787,
"m": 0.9188279509544373
},
{
"p": 0.005409679841250181,
"m": 1.0
},
{
"p": 0.11552754044532776,
"m": 0.5
},
{
"p": 0.09934492409229279,
"m": 0.5
}
]
},
{
"epoch": 157,
"train_loss": 0.8356380462646484,
"val_loss": 1.0279890298843384,
"acc": 73.24,
"time": 250.86768219002988,
"param": [
{
"p": 0.09237613528966904,
"m": 0.5
},
{
"p": 0.014077848754823208,
"m": 0.5
},
{
"p": 0.13159529864788055,
"m": 0.5
},
{
"p": 0.000683923892211169,
"m": 0.6489840149879456
},
{
"p": 0.09886880218982697,
"m": 0.22890925407409668
},
{
"p": 0.044298429042100906,
"m": 0.46177592873573303
},
{
"p": 0.12871557474136353,
"m": 0.9328592419624329
},
{
"p": 0.1109699010848999,
"m": 0.7054562568664551
},
{
"p": 0.03272409364581108,
"m": 0.8674507737159729
},
{
"p": 0.012245222926139832,
"m": 0.7851712107658386
},
{
"p": 0.10760386288166046,
"m": 0.9948793053627014
},
{
"p": 0.007700867019593716,
"m": 1.0
},
{
"p": 0.1290871649980545,
"m": 0.5
},
{
"p": 0.08905285596847534,
"m": 0.5
}
]
},
{
"epoch": 158,
"train_loss": 0.8610867261886597,
"val_loss": 0.8218106627464294,
"acc": 73.12,
"time": 246.24312433996238,
"param": [
{
"p": 0.09770572930574417,
"m": 0.5
},
{
"p": 0.02860173024237156,
"m": 0.5
},
{
"p": 0.15277624130249023,
"m": 0.5
},
{
"p": 0.010459577664732933,
"m": 0.6477232575416565
},
{
"p": 0.12143168598413467,
"m": 0.15743426978588104
},
{
"p": 0.011300098150968552,
"m": 0.4082692861557007
},
{
"p": 0.11458003520965576,
"m": 0.9865602254867554
},
{
"p": 0.13045983016490936,
"m": 0.7240537405014038
},
{
"p": 0.024532951414585114,
"m": 0.9114812016487122
},
{
"p": 0.017580930143594742,
"m": 0.9173889756202698
},
{
"p": 0.09021001309156418,
"m": 0.9650387167930603
},
{
"p": 0.00806373544037342,
"m": 0.9990246891975403
},
{
"p": 0.10074066370725632,
"m": 0.5
},
{
"p": 0.09155678749084473,
"m": 0.5
}
]
},
{
"epoch": 159,
"train_loss": 0.7288879752159119,
"val_loss": 0.917229175567627,
"acc": 72.36,
"time": 239.84889820800163,
"param": [
{
"p": 0.11248939484357834,
"m": 0.5
},
{
"p": 0.013513742946088314,
"m": 0.5
},
{
"p": 0.12415231019258499,
"m": 0.5
},
{
"p": 0.007519786711782217,
"m": 0.6794759035110474
},
{
"p": 0.10683050751686096,
"m": 0.20168212056159973
},
{
"p": 0.015715714544057846,
"m": 0.42267611622810364
},
{
"p": 0.13596196472644806,
"m": 1.0
},
{
"p": 0.094158835709095,
"m": 0.6896974444389343
},
{
"p": 0.04611431062221527,
"m": 0.8332306146621704
},
{
"p": 0.009907353669404984,
"m": 1.0
},
{
"p": 0.10858908295631409,
"m": 0.9539536237716675
},
{
"p": 0.005738251376897097,
"m": 0.9955553412437439
},
{
"p": 0.11231695860624313,
"m": 0.5
},
{
"p": 0.10699179768562317,
"m": 0.5
}
]
},
{
"epoch": 160,
"train_loss": 0.7387118935585022,
"val_loss": 0.7982990741729736,
"acc": 72.87,
"time": 239.69625518203247,
"param": [
{
"p": 0.10595545172691345,
"m": 0.5
},
{
"p": 0.01684635505080223,
"m": 0.5
},
{
"p": 0.1388482302427292,
"m": 0.5
},
{
"p": 0.0063699958845973015,
"m": 0.7297650575637817
},
{
"p": 0.11399862170219421,
"m": 0.28339290618896484
},
{
"p": 0.013394036330282688,
"m": 0.2884019911289215
},
{
"p": 0.12704922258853912,
"m": 0.9792128205299377
},
{
"p": 0.11182266473770142,
"m": 0.704269289970398
},
{
"p": 0.026097921654582024,
"m": 0.8021896481513977
},
{
"p": 0.00817597471177578,
"m": 0.981324315071106
},
{
"p": 0.08039777725934982,
"m": 0.968039333820343
},
{
"p": 0.01586337946355343,
"m": 0.9966357350349426
},
{
"p": 0.12771162390708923,
"m": 0.5
},
{
"p": 0.10746879130601883,
"m": 0.5
}
]
},
{
"epoch": 161,
"train_loss": 0.8597778677940369,
"val_loss": 0.8142536282539368,
"acc": 72.76,
"time": 246.74265856202692,
"param": [
{
"p": 0.1011432334780693,
"m": 0.5
},
{
"p": 0.025610748678445816,
"m": 0.5
},
{
"p": 0.13417614996433258,
"m": 0.5
},
{
"p": 0.00840512290596962,
"m": 0.7202062606811523
},
{
"p": 0.11686599254608154,
"m": 0.2972757816314697
},
{
"p": 0.013552630320191383,
"m": 0.427627831697464
},
{
"p": 0.13432568311691284,
"m": 1.0
},
{
"p": 0.11113631725311279,
"m": 0.7275636196136475
},
{
"p": 0.022610662505030632,
"m": 0.8788796663284302
},
{
"p": 0.0025859952438622713,
"m": 0.9526682496070862
},
{
"p": 0.09807121753692627,
"m": 1.0
},
{
"p": 0.037312157452106476,
"m": 1.0
},
{
"p": 0.08547470718622208,
"m": 0.5
},
{
"p": 0.1087293028831482,
"m": 0.5
}
]
},
{
"epoch": 162,
"train_loss": 0.7487116456031799,
"val_loss": 0.7177448272705078,
"acc": 72.63,
"time": 242.62018058501417,
"param": [
{
"p": 0.09492072463035583,
"m": 0.5
},
{
"p": 0.040550410747528076,
"m": 0.5
},
{
"p": 0.11946442723274231,
"m": 0.5
},
{
"p": 0.008085627108812332,
"m": 0.7696677446365356
},
{
"p": 0.11944656819105148,
"m": 0.29480984807014465
},
{
"p": 0.014187508262693882,
"m": 0.4765303432941437
},
{
"p": 0.1033191904425621,
"m": 0.9302506446838379
},
{
"p": 0.14172877371311188,
"m": 0.6589721441268921
},
{
"p": 0.029662003740668297,
"m": 0.9248107075691223
},
{
"p": 0.008692729286849499,
"m": 0.986523449420929
},
{
"p": 0.11404862999916077,
"m": 0.9810320138931274
},
{
"p": 0.0006950325914658606,
"m": 0.9914894700050354
},
{
"p": 0.0957145169377327,
"m": 0.5
},
{
"p": 0.10948386043310165,
"m": 0.5
}
]
},
{
"epoch": 163,
"train_loss": 0.7863345742225647,
"val_loss": 0.9315812587738037,
"acc": 72.64,
"time": 251.02879720798228,
"param": [
{
"p": 0.09568991512060165,
"m": 0.5
},
{
"p": 0.01701241172850132,
"m": 0.5
},
{
"p": 0.1366281658411026,
"m": 0.5
},
{
"p": 0.005130077246576548,
"m": 0.8947206139564514
},
{
"p": 0.13796381652355194,
"m": 0.3363044559955597
},
{
"p": 0.009782631881535053,
"m": 0.40192079544067383
},
{
"p": 0.11571084707975388,
"m": 0.9261163473129272
},
{
"p": 0.08404472470283508,
"m": 0.6481838822364807
},
{
"p": 0.030785242095589638,
"m": 0.9558837413787842
},
{
"p": 0.03389102965593338,
"m": 0.9037416577339172
},
{
"p": 0.10228673368692398,
"m": 1.0
},
{
"p": 0.024375630542635918,
"m": 1.0
},
{
"p": 0.11466484516859055,
"m": 0.5
},
{
"p": 0.0920339822769165,
"m": 0.5
}
]
},
{
"epoch": 164,
"train_loss": 0.6156581044197083,
"val_loss": 0.8689072132110596,
"acc": 72.96,
"time": 243.12822633894393,
"param": [
{
"p": 0.11107289046049118,
"m": 0.5
},
{
"p": 0.016158320009708405,
"m": 0.5
},
{
"p": 0.12283812463283539,
"m": 0.5
},
{
"p": 0.004626252222806215,
"m": 0.8945642113685608
},
{
"p": 0.12513308227062225,
"m": 0.2755032181739807
},
{
"p": 0.014142359606921673,
"m": 0.5283132195472717
},
{
"p": 0.10158349573612213,
"m": 0.885100781917572
},
{
"p": 0.10639733076095581,
"m": 0.6771178841590881
},
{
"p": 0.04119725525379181,
"m": 0.9839349389076233
},
{
"p": 0.07150574028491974,
"m": 0.9458798766136169
},
{
"p": 0.08241290599107742,
"m": 0.9423643350601196
},
{
"p": 0.008457500487565994,
"m": 0.9910209774971008
},
{
"p": 0.10826963186264038,
"m": 0.5
},
{
"p": 0.08620508015155792,
"m": 0.5
}
]
},
{
"epoch": 165,
"train_loss": 0.9607443809509277,
"val_loss": 0.9203853011131287,
"acc": 72.66,
"time": 237.39285109099,
"param": [
{
"p": 0.11326926946640015,
"m": 0.5
},
{
"p": 0.0122603764757514,
"m": 0.5
},
{
"p": 0.12534406781196594,
"m": 0.5
},
{
"p": 0.013867221772670746,
"m": 0.8227022290229797
},
{
"p": 0.09753776341676712,
"m": 0.24483482539653778
},
{
"p": 0.015368985012173653,
"m": 0.6939108967781067
},
{
"p": 0.11777561902999878,
"m": 0.9719980359077454
},
{
"p": 0.11410781741142273,
"m": 0.7340813875198364
},
{
"p": 0.0433349609375,
"m": 0.9661793112754822
},
{
"p": 0.009849311783909798,
"m": 1.0
},
{
"p": 0.10157327353954315,
"m": 0.8691360950469971
},
{
"p": 0.008461283519864082,
"m": 1.0
},
{
"p": 0.11469952017068863,
"m": 0.5
},
{
"p": 0.1125505343079567,
"m": 0.5
}
]
},
{
"epoch": 166,
"train_loss": 0.9341701865196228,
"val_loss": 0.8932103514671326,
"acc": 72.64,
"time": 238.65442909498233,
"param": [
{
"p": 0.10415762662887573,
"m": 0.5
},
{
"p": 0.01530691422522068,
"m": 0.5
},
{
"p": 0.13544651865959167,
"m": 0.5
},
{
"p": 0.01601678691804409,
"m": 0.7907674312591553
},
{
"p": 0.12534455955028534,
"m": 0.27953052520751953
},
{
"p": 0.015873374417424202,
"m": 0.758661687374115
},
{
"p": 0.11205167323350906,
"m": 0.9461280703544617
},
{
"p": 0.10877416282892227,
"m": 0.8619423508644104
},
{
"p": 0.039987821131944656,
"m": 0.9564167857170105
},
{
"p": 0.011709393933415413,
"m": 0.9665788412094116
},
{
"p": 0.0970093384385109,
"m": 0.9302211403846741
},
{
"p": 0.007574331946671009,
"m": 1.0
},
{
"p": 0.10803943872451782,
"m": 0.5
},
{
"p": 0.10270816832780838,
"m": 0.5
}
]
},
{
"epoch": 167,
"train_loss": 1.0032237768173218,
"val_loss": 0.9324201941490173,
"acc": 72.67,
"time": 248.8238892009831,
"param": [
{
"p": 0.10929103195667267,
"m": 0.5
},
{
"p": 0.04463376849889755,
"m": 0.5
},
{
"p": 0.1250741332769394,
"m": 0.5
},
{
"p": 0.00933262798935175,
"m": 0.7824080586433411
},
{
"p": 0.11472230404615402,
"m": 0.2740415334701538
},
{
"p": 0.022489165887236595,
"m": 0.854081392288208
},
{
"p": 0.11817964911460876,
"m": 0.8744057416915894
},
{
"p": 0.11161933839321136,
"m": 0.8664758205413818
},
{
"p": 0.042300209403038025,
"m": 0.989615797996521
},
{
"p": 0.005130926612764597,
"m": 0.9549806714057922
},
{
"p": 0.07747559249401093,
"m": 0.9555935263633728
},
{
"p": 0.006467508152127266,
"m": 0.9999817609786987
},
{
"p": 0.11429989337921143,
"m": 0.5
},
{
"p": 0.09898384660482407,
"m": 0.5
}
]
},
{
"epoch": 168,
"train_loss": 1.0290234088897705,
"val_loss": 0.7625164985656738,
"acc": 73.19,
"time": 246.65161890501622,
"param": [
{
"p": 0.10472837090492249,
"m": 0.5
},
{
"p": 0.0109801534563303,
"m": 0.5
},
{
"p": 0.125727578997612,
"m": 0.5
},
{
"p": 0.004407237283885479,
"m": 0.7311006188392639
},
{
"p": 0.12400278449058533,
"m": 0.27707192301750183
},
{
"p": 0.012900850735604763,
"m": 0.8480327129364014
},
{
"p": 0.10070408135652542,
"m": 0.9049877524375916
},
{
"p": 0.11663765460252762,
"m": 0.8330801129341125
},
{
"p": 0.04408822953701019,
"m": 1.0
},
{
"p": 0.007678160909563303,
"m": 1.0
},
{
"p": 0.12246858328580856,
"m": 0.8989093899726868
},
{
"p": 0.007144323084503412,
"m": 0.9464268088340759
},
{
"p": 0.1086665615439415,
"m": 0.5
},
{
"p": 0.10986554622650146,
"m": 0.5
}
]
},
{
"epoch": 169,
"train_loss": 1.1727803945541382,
"val_loss": 1.0024842023849487,
"acc": 72.94,
"time": 247.86248823301867,
"param": [
{
"p": 0.11081799864768982,
"m": 0.5
},
{
"p": 0.014402546919882298,
"m": 0.5
},
{
"p": 0.1527363508939743,
"m": 0.5
},
{
"p": 0.00680327694863081,
"m": 0.7711633443832397
},
{
"p": 0.10895727574825287,
"m": 0.3117966055870056
},
{
"p": 0.017757244408130646,
"m": 0.7826182246208191
},
{
"p": 0.09381569176912308,
"m": 0.9896483421325684
},
{
"p": 0.11224331706762314,
"m": 0.8504144549369812
},
{
"p": 0.05277537554502487,
"m": 1.0
},
{
"p": 0.008290017023682594,
"m": 1.0
},
{
"p": 0.09511984139680862,
"m": 0.9158867597579956
},
{
"p": 0.013287139125168324,
"m": 0.9865725636482239
},
{
"p": 0.10442996025085449,
"m": 0.5
},
{
"p": 0.10856394469738007,
"m": 0.5
}
]
},
{
"epoch": 170,
"train_loss": 0.840844452381134,
"val_loss": 0.7587023973464966,
"acc": 73.37,
"time": 242.8357345359982,
"param": [
{
"p": 0.11654245108366013,
"m": 0.5
},
{
"p": 0.007739197928458452,
"m": 0.5
},
{
"p": 0.14635807275772095,
"m": 0.5
},
{
"p": 0.007239103317260742,
"m": 0.8380776643753052
},
{
"p": 0.09925584495067596,
"m": 0.30452895164489746
},
{
"p": 0.014119481667876244,
"m": 0.7934954166412354
},
{
"p": 0.1012987494468689,
"m": 0.9294988512992859
},
{
"p": 0.12380816042423248,
"m": 0.8778823018074036
},
{
"p": 0.04257431626319885,
"m": 0.953942060470581
},
{
"p": 0.008063144981861115,
"m": 0.9909330010414124
},
{
"p": 0.11733787506818771,
"m": 1.0
},
{
"p": 0.010968667455017567,
"m": 0.9665618538856506
},
{
"p": 0.09747482091188431,
"m": 0.5
},
{
"p": 0.10722003132104874,
"m": 0.5
}
]
},
{
"epoch": 171,
"train_loss": 0.8273495435714722,
"val_loss": 0.7518607378005981,
"acc": 72.76,
"time": 248.43389497499447,
"param": [
{
"p": 0.11856582760810852,
"m": 0.5
},
{
"p": 0.015019122511148453,
"m": 0.5
},
{
"p": 0.12342781573534012,
"m": 0.5
},
{
"p": 0.003918097820132971,
"m": 0.8648608922958374
},
{
"p": 0.1147063598036766,
"m": 0.3420412540435791
},
{
"p": 0.013555550947785378,
"m": 0.8218093514442444
},
{
"p": 0.11323340237140656,
"m": 1.0
},
{
"p": 0.12093698978424072,
"m": 0.9462778568267822
},
{
"p": 0.043740347027778625,
"m": 0.7848670482635498
},
{
"p": 0.0006999335018917918,
"m": 0.9780755043029785
},
{
"p": 0.11798682063817978,
"m": 0.9413183927536011
},
{
"p": 0.011533315293490887,
"m": 1.0
},
{
"p": 0.10915124416351318,
"m": 0.5
},
{
"p": 0.09352503716945648,
"m": 0.5
}
]
},
{
"epoch": 172,
"train_loss": 1.0811563730239868,
"val_loss": 0.9072283506393433,
"acc": 72.56,
"time": 242.59680946101435,
"param": [
{
"p": 0.11496436595916748,
"m": 0.5
},
{
"p": 0.0069496105425059795,
"m": 0.5
},
{
"p": 0.12217674404382706,
"m": 0.5
},
{
"p": 0.0052724010311067104,
"m": 0.8435713052749634
},
{
"p": 0.1281827688217163,
"m": 0.45435747504234314
},
{
"p": 0.014382201246917248,
"m": 0.7756007313728333
},
{
"p": 0.09141546487808228,
"m": 0.9573216438293457
},
{
"p": 0.11421558260917664,
"m": 0.8718276619911194
},
{
"p": 0.031083883717656136,
"m": 0.8733784556388855
},
{
"p": 0.006271113641560078,
"m": 0.9963141679763794
},
{
"p": 0.1080973669886589,
"m": 0.998430073261261
},
{
"p": 0.014174113050103188,
"m": 0.9988839626312256
},
{
"p": 0.1295635998249054,
"m": 0.5
},
{
"p": 0.11325071007013321,
"m": 0.5
}
]
},
{
"epoch": 173,
"train_loss": 0.7249032258987427,
"val_loss": 0.8896894454956055,
"acc": 73.0,
"time": 242.3627935879631,
"param": [
{
"p": 0.11681881546974182,
"m": 0.5
},
{
"p": 0.010604927316308022,
"m": 0.5
},
{
"p": 0.12743651866912842,
"m": 0.5
},
{
"p": 0.007304327562451363,
"m": 0.8338263034820557
},
{
"p": 0.10308284312486649,
"m": 0.46882182359695435
},
{
"p": 0.023157432675361633,
"m": 0.6453830599784851
},
{
"p": 0.11577779799699783,
"m": 1.0
},
{
"p": 0.12923133373260498,
"m": 0.8158130645751953
},
{
"p": 0.047123394906520844,
"m": 0.7979606986045837
},
{
"p": 0.0006973706185817719,
"m": 0.9768751859664917
},
{
"p": 0.11282145977020264,
"m": 0.8971946239471436
},
{
"p": 0.009294419549405575,
"m": 0.9720240235328674
},
{
"p": 0.10161042213439941,
"m": 0.5
},
{
"p": 0.09503895044326782,
"m": 0.5
}
]
},
{
"epoch": 174,
"train_loss": 1.0478153228759766,
"val_loss": 0.7879133224487305,
"acc": 72.7,
"time": 237.79347022500588,
"param": [
{
"p": 0.12973512709140778,
"m": 0.5
},
{
"p": 0.013361540623009205,
"m": 0.5
},
{
"p": 0.12458314746618271,
"m": 0.5
},
{
"p": 0.0006808622274547815,
"m": 0.783868670463562
},
{
"p": 0.12243112921714783,
"m": 0.5095423460006714
},
{
"p": 0.014326103031635284,
"m": 0.6485770344734192
},
{
"p": 0.10343970358371735,
"m": 0.9899903535842896
},
{
"p": 0.08973361551761627,
"m": 0.9345406293869019
},
{
"p": 0.05628197640180588,
"m": 0.8863460421562195
},
{
"p": 0.00987938605248928,
"m": 0.8937090039253235
},
{
"p": 0.11830198019742966,
"m": 0.9059297442436218
},
{
"p": 0.0040270439349114895,
"m": 1.0
},
{
"p": 0.11539625376462936,
"m": 0.5
},
{
"p": 0.09782218933105469,
"m": 0.5
}
]
},
{
"epoch": 175,
"train_loss": 1.0820101499557495,
"val_loss": 0.8066524267196655,
"acc": 73.04,
"time": 242.5142352959956,
"param": [
{
"p": 0.1257299929857254,
"m": 0.5
},
{
"p": 0.016634253785014153,
"m": 0.5
},
{
"p": 0.12962208688259125,
"m": 0.5
},
{
"p": 0.003994027618318796,
"m": 0.7148610949516296
},
{
"p": 0.08888473361730576,
"m": 0.4725891053676605
},
{
"p": 0.014674542471766472,
"m": 0.6508591175079346
},
{
"p": 0.09621237218379974,
"m": 0.9906198382377625
},
{
"p": 0.11388035118579865,
"m": 0.9866616129875183
},
{
"p": 0.03526787459850311,
"m": 0.9399182200431824
},
{
"p": 0.06798914819955826,
"m": 0.9610162377357483
},
{
"p": 0.11470254510641098,
"m": 1.0
},
{
"p": 0.010902692563831806,
"m": 0.9336751103401184
},
{
"p": 0.08405685424804688,
"m": 0.5
},
{
"p": 0.0974484458565712,
"m": 0.5
}
]
},
{
"epoch": 176,
"train_loss": 0.9349143505096436,
"val_loss": 0.8461237549781799,
"acc": 73.57,
"time": 240.69072153698653,
"param": [
{
"p": 0.09856904298067093,
"m": 0.5
},
{
"p": 0.01125288289040327,
"m": 0.5
},
{
"p": 0.125698521733284,
"m": 0.5
},
{
"p": 0.005595142021775246,
"m": 0.7414805293083191
},
{
"p": 0.10514140874147415,
"m": 0.38176530599594116
},
{
"p": 0.017108995467424393,
"m": 0.6501052379608154
},
{
"p": 0.12169289588928223,
"m": 0.949267566204071
},
{
"p": 0.12864702939987183,
"m": 1.0
},
{
"p": 0.05388763174414635,
"m": 0.929760754108429
},
{
"p": 0.0011534765362739563,
"m": 0.981936514377594
},
{
"p": 0.10251417756080627,
"m": 1.0
},
{
"p": 0.013526282273232937,
"m": 0.9876453876495361
},
{
"p": 0.11212456226348877,
"m": 0.5
},
{
"p": 0.10308802127838135,
"m": 0.5
}
]
},
{
"epoch": 177,
"train_loss": 0.7226583957672119,
"val_loss": 0.7633064389228821,
"acc": 73.71,
"time": 252.24394010799006,
"param": [
{
"p": 0.11931263655424118,
"m": 0.5
},
{
"p": 0.008489921689033508,
"m": 0.5
},
{
"p": 0.12712439894676208,
"m": 0.5
},
{
"p": 0.007864038459956646,
"m": 0.7781566977500916
},
{
"p": 0.11036989837884903,
"m": 0.4020768404006958
},
{
"p": 0.018610171973705292,
"m": 0.584793746471405
},
{
"p": 0.103386290371418,
"m": 1.0
},
{
"p": 0.10966166108846664,
"m": 0.8934436440467834
},
{
"p": 0.03827150538563728,
"m": 0.8963515758514404
},
{
"p": 0.007449651136994362,
"m": 0.9694747924804688
},
{
"p": 0.10894136130809784,
"m": 0.8929222822189331
},
{
"p": 0.007895398885011673,
"m": 1.0
},
{
"p": 0.11440996825695038,
"m": 0.5
},
{
"p": 0.11821307241916656,
"m": 0.5
}
]
},
{
"epoch": 178,
"train_loss": 0.9316015243530273,
"val_loss": 0.6752693057060242,
"acc": 73.15,
"time": 247.64796539099189,
"param": [
{
"p": 0.07685528695583344,
"m": 0.5
},
{
"p": 0.011488964781165123,
"m": 0.5
},
{
"p": 0.11579485237598419,
"m": 0.5
},
{
"p": 0.005959900561720133,
"m": 0.9470786452293396
},
{
"p": 0.12257888913154602,
"m": 0.34673529863357544
},
{
"p": 0.018505634739995003,
"m": 0.6489497423171997
},
{
"p": 0.11036837846040726,
"m": 0.9941271543502808
},
{
"p": 0.11505413055419922,
"m": 0.8259389996528625
},
{
"p": 0.04769540950655937,
"m": 0.8228977918624878
},
{
"p": 0.010173439048230648,
"m": 0.8887427449226379
},
{
"p": 0.09427741914987564,
"m": 0.9892019629478455
},
{
"p": 0.06675014644861221,
"m": 0.9640363454818726
},
{
"p": 0.1059899851679802,
"m": 0.5
},
{
"p": 0.09850756078958511,
"m": 0.5
}
]
},
{
"epoch": 179,
"train_loss": 1.1071492433547974,
"val_loss": 0.9621429443359375,
"acc": 72.98,
"time": 251.8177650779835,
"param": [
{
"p": 0.12721028923988342,
"m": 0.5
},
{
"p": 0.01698397658765316,
"m": 0.5
},
{
"p": 0.1191544234752655,
"m": 0.5
},
{
"p": 0.005131005775183439,
"m": 0.9564352035522461
},
{
"p": 0.11233330518007278,
"m": 0.2592400312423706
},
{
"p": 0.015838267281651497,
"m": 0.8973386287689209
},
{
"p": 0.09174942225217819,
"m": 0.9535410404205322
},
{
"p": 0.1091095581650734,
"m": 0.839236855506897
},
{
"p": 0.04930424317717552,
"m": 0.9545173645019531
},
{
"p": 0.006017320789396763,
"m": 0.9402613639831543
},
{
"p": 0.1322254091501236,
"m": 1.0
},
{
"p": 0.0032040842343121767,
"m": 0.9408434629440308
},
{
"p": 0.11155245453119278,
"m": 0.5
},
{
"p": 0.10018628090620041,
"m": 0.5
}
]
},
{
"epoch": 180,
"train_loss": 0.8684024214744568,
"val_loss": 0.844110369682312,
"acc": 73.74,
"time": 250.91904255800182,
"param": [
{
"p": 0.11627171188592911,
"m": 0.5
},
{
"p": 0.01583215966820717,
"m": 0.5
},
{
"p": 0.11989936232566833,
"m": 0.5
},
{
"p": 0.008734970353543758,
"m": 0.9439510107040405
},
{
"p": 0.11993984133005142,
"m": 0.15215429663658142
},
{
"p": 0.013863246887922287,
"m": 1.0
},
{
"p": 0.1137377917766571,
"m": 1.0
},
{
"p": 0.11020668596029282,
"m": 0.9265687465667725
},
{
"p": 0.04758217930793762,
"m": 0.899558961391449
},
{
"p": 0.010153449140489101,
"m": 0.92678302526474
},
{
"p": 0.08440511673688889,
"m": 1.0
},
{
"p": 0.005014192778617144,
"m": 0.9994532465934753
},
{
"p": 0.11491630971431732,
"m": 0.5
},
{
"p": 0.11944295465946198,
"m": 0.5
}
]
},
{
"epoch": 181,
"train_loss": 0.837897002696991,
"val_loss": 0.8345272541046143,
"acc": 73.19,
"time": 242.2443105049897,
"param": [
{
"p": 0.1269858479499817,
"m": 0.5
},
{
"p": 0.007593605667352676,
"m": 0.5
},
{
"p": 0.13280324637889862,
"m": 0.5
},
{
"p": 0.007348260376602411,
"m": 0.9706050157546997
},
{
"p": 0.09102631360292435,
"m": 0.17927831411361694
},
{
"p": 0.008307863026857376,
"m": 0.9984856843948364
},
{
"p": 0.10411606729030609,
"m": 0.9690464735031128
},
{
"p": 0.12315823137760162,
"m": 0.8001936674118042
},
{
"p": 0.05066431686282158,
"m": 0.8231642842292786
},
{
"p": 0.017580142244696617,
"m": 0.9550880193710327
},
{
"p": 0.10233080387115479,
"m": 0.9067078232765198
},
{
"p": 0.009274912066757679,
"m": 1.0
},
{
"p": 0.11159878969192505,
"m": 0.5
},
{
"p": 0.10721167922019958,
"m": 0.5
}
]
},
{
"epoch": 182,
"train_loss": 0.9150529503822327,
"val_loss": 0.8742163777351379,
"acc": 71.37,
"time": 245.21033013996202,
"param": [
{
"p": 0.11250337958335876,
"m": 0.5
},
{
"p": 0.013052914291620255,
"m": 0.5
},
{
"p": 0.1331905722618103,
"m": 0.5
},
{
"p": 0.011804209090769291,
"m": 0.9301286935806274
},
{
"p": 0.10043235123157501,
"m": 0.24040895700454712
},
{
"p": 0.010345857590436935,
"m": 0.9413056969642639
},
{
"p": 0.11371058970689774,
"m": 1.0
},
{
"p": 0.10642284899950027,
"m": 0.768836259841919
},
{
"p": 0.05205828323960304,
"m": 0.9028032422065735
},
{
"p": 0.009737365879118443,
"m": 1.0
},
{
"p": 0.11974817514419556,
"m": 0.9601112604141235
},
{
"p": 0.005413334351032972,
"m": 0.974249541759491
},
{
"p": 0.11112576723098755,
"m": 0.5
},
{
"p": 0.10045431554317474,
"m": 0.5
}
]
},
{
"epoch": 183,
"train_loss": 0.8999289870262146,
"val_loss": 0.9197877645492554,
"acc": 72.65,
"time": 245.00008798198542,
"param": [
{
"p": 0.1305813193321228,
"m": 0.5
},
{
"p": 0.012952199205756187,
"m": 0.5
},
{
"p": 0.13163557648658752,
"m": 0.5
},
{
"p": 0.021019823849201202,
"m": 0.9134174585342407
},
{
"p": 0.1092555969953537,
"m": 0.1838933527469635
},
{
"p": 0.01751668006181717,
"m": 0.9246553182601929
},
{
"p": 0.11557884514331818,
"m": 0.974697470664978
},
{
"p": 0.10657066851854324,
"m": 0.6592621207237244
},
{
"p": 0.0368860624730587,
"m": 0.9506573677062988
},
{
"p": 0.0011569225462153554,
"m": 0.9884271025657654
},
{
"p": 0.09897179901599884,
"m": 0.9997256398200989
},
{
"p": 0.009704518131911755,
"m": 0.9944151639938354
},
{
"p": 0.11384263634681702,
"m": 0.5
},
{
"p": 0.09432736784219742,
"m": 0.5
}
]
},
{
"epoch": 184,
"train_loss": 0.7554149031639099,
"val_loss": 0.8357696533203125,
"acc": 72.87,
"time": 249.81916361197364,
"param": [
{
"p": 0.1340462565422058,
"m": 0.5
},
{
"p": 0.01610035076737404,
"m": 0.5
},
{
"p": 0.1120896190404892,
"m": 0.5
},
{
"p": 0.010626264847815037,
"m": 0.9261217713356018
},
{
"p": 0.08143916726112366,
"m": 0.1269030123949051
},
{
"p": 0.009986202232539654,
"m": 0.8801985383033752
},
{
"p": 0.10618285834789276,
"m": 0.9380118250846863
},
{
"p": 0.10170003771781921,
"m": 0.7310878038406372
},
{
"p": 0.03949665278196335,
"m": 0.8201106786727905
},
{
"p": 0.007415877189487219,
"m": 1.0
},
{
"p": 0.09792686253786087,
"m": 0.874697744846344
},
{
"p": 0.0310029499232769,
"m": 1.0
},
{
"p": 0.11310024559497833,
"m": 0.5
},
{
"p": 0.13888658583164215,
"m": 0.5
}
]
},
{
"epoch": 185,
"train_loss": 1.029252290725708,
"val_loss": 0.7945057153701782,
"acc": 73.48,
"time": 244.26756894902792,
"param": [
{
"p": 0.11567747592926025,
"m": 0.5
},
{
"p": 0.011641153134405613,
"m": 0.5
},
{
"p": 0.1351194828748703,
"m": 0.5
},
{
"p": 0.016824543476104736,
"m": 0.7141149044036865
},
{
"p": 0.1071009486913681,
"m": 0.22595442831516266
},
{
"p": 0.018709873780608177,
"m": 0.8062756061553955
},
{
"p": 0.10888294130563736,
"m": 0.9992108345031738
},
{
"p": 0.09780672937631607,
"m": 0.6906663179397583
},
{
"p": 0.036576710641384125,
"m": 0.8328633308410645
},
{
"p": 0.006409130524843931,
"m": 0.8835752606391907
},
{
"p": 0.10771550983190536,
"m": 0.9484924077987671
},
{
"p": 0.003684349823743105,
"m": 1.0
},
{
"p": 0.1288410723209381,
"m": 0.5
},
{
"p": 0.10500998795032501,
"m": 0.5
}
]
},
{
"epoch": 186,
"train_loss": 1.2756104469299316,
"val_loss": 0.9829789400100708,
"acc": 72.47,
"time": 258.1798868859769,
"param": [
{
"p": 0.11435149610042572,
"m": 0.5
},
{
"p": 0.02061990462243557,
"m": 0.5
},
{
"p": 0.14312563836574554,
"m": 0.5
},
{
"p": 0.010983655229210854,
"m": 0.8072457313537598
},
{
"p": 0.12789292633533478,
"m": 0.25453945994377136
},
{
"p": 0.009976666420698166,
"m": 0.6781759858131409
},
{
"p": 0.08183389157056808,
"m": 0.9048892259597778
},
{
"p": 0.12192921340465546,
"m": 0.640137791633606
},
{
"p": 0.0006834648665972054,
"m": 0.8436343669891357
},
{
"p": 0.01039380207657814,
"m": 1.0
},
{
"p": 0.09722001105546951,
"m": 0.8085592985153198
},
{
"p": 0.005690580699592829,
"m": 0.9252007007598877
},
{
"p": 0.13326044380664825,
"m": 0.5
},
{
"p": 0.12203828990459442,
"m": 0.5
}
]
},
{
"epoch": 187,
"train_loss": 0.8960911631584167,
"val_loss": 0.9232096672058105,
"acc": 73.53,
"time": 239.6180671469774,
"param": [
{
"p": 0.09655945003032684,
"m": 0.5
},
{
"p": 0.01402280479669571,
"m": 0.5
},
{
"p": 0.10463978350162506,
"m": 0.5
},
{
"p": 0.06528642028570175,
"m": 0.9919674396514893
},
{
"p": 0.11450320482254028,
"m": 0.31705549359321594
},
{
"p": 0.036992281675338745,
"m": 0.6987020373344421
},
{
"p": 0.09159593284130096,
"m": 0.8543968796730042
},
{
"p": 0.12967412173748016,
"m": 0.667443573474884
},
{
"p": 0.01231288444250822,
"m": 0.8507060408592224
},
{
"p": 0.009072878398001194,
"m": 0.9522936940193176
},
{
"p": 0.1174875870347023,
"m": 0.8263263702392578
},
{
"p": 0.011278113350272179,
"m": 1.0
},
{
"p": 0.0900956317782402,
"m": 0.5
},
{
"p": 0.10647880285978317,
"m": 0.5
}
]
},
{
"epoch": 188,
"train_loss": 0.8574657440185547,
"val_loss": 0.7775430679321289,
"acc": 72.67,
"time": 256.50206185801653,
"param": [
{
"p": 0.13506269454956055,
"m": 0.5
},
{
"p": 0.023277796804904938,
"m": 0.5
},
{
"p": 0.15719455480575562,
"m": 0.5
},
{
"p": 0.004689367953687906,
"m": 0.896723747253418
},
{
"p": 0.11774331331253052,
"m": 0.4386574625968933
},
{
"p": 0.0020894857589155436,
"m": 0.5469329357147217
},
{
"p": 0.11990122497081757,
"m": 0.8344898223876953
},
{
"p": 0.1046600341796875,
"m": 0.6911225914955139
},
{
"p": 0.007519744336605072,
"m": 0.9242749810218811
},
{
"p": 0.019664937630295753,
"m": 0.8774539232254028
},
{
"p": 0.08568626642227173,
"m": 0.9075737595558167
},
{
"p": 0.00785878673195839,
"m": 0.9913513660430908
},
{
"p": 0.11532547324895859,
"m": 0.5
},
{
"p": 0.09932631254196167,
"m": 0.5
}
]
},
{
"epoch": 189,
"train_loss": 0.7812362313270569,
"val_loss": 0.9841096997261047,
"acc": 72.35,
"time": 258.20313670800533,
"param": [
{
"p": 0.12403371185064316,
"m": 0.5
},
{
"p": 0.019400130957365036,
"m": 0.5
},
{
"p": 0.14614823460578918,
"m": 0.5
},
{
"p": 0.006973755545914173,
"m": 0.9012758135795593
},
{
"p": 0.10983079671859741,
"m": 0.4229802191257477
},
{
"p": 0.009439017623662949,
"m": 0.5142178535461426
},
{
"p": 0.13182225823402405,
"m": 0.8854711651802063
},
{
"p": 0.10928937792778015,
"m": 0.6517966389656067
},
{
"p": 0.008833304047584534,
"m": 0.9446330666542053
},
{
"p": 0.014910432510077953,
"m": 0.9156575798988342
},
{
"p": 0.10141991078853607,
"m": 0.8588327169418335
},
{
"p": 0.006772765424102545,
"m": 1.0
},
{
"p": 0.09349221736192703,
"m": 0.5
},
{
"p": 0.11763410270214081,
"m": 0.5
}
]
},
{
"epoch": 190,
"train_loss": 1.1880134344100952,
"val_loss": 0.8533622622489929,
"acc": 73.5,
"time": 236.29696630104445,
"param": [
{
"p": 0.1300247609615326,
"m": 0.5
},
{
"p": 0.012775898911058903,
"m": 0.5
},
{
"p": 0.1469263732433319,
"m": 0.5
},
{
"p": 0.008600006811320782,
"m": 0.8772146701812744
},
{
"p": 0.12491454929113388,
"m": 0.37572357058525085
},
{
"p": 0.015253585763275623,
"m": 0.4896843433380127
},
{
"p": 0.1081480160355568,
"m": 0.8256069421768188
},
{
"p": 0.0957377627491951,
"m": 0.6570761799812317
},
{
"p": 0.007631774991750717,
"m": 0.9533451795578003
},
{
"p": 0.011317368596792221,
"m": 0.8828837275505066
},
{
"p": 0.10614367574453354,
"m": 0.8919970989227295
},
{
"p": 0.00944358017295599,
"m": 1.0
},
{
"p": 0.11510693281888962,
"m": 0.5
},
{
"p": 0.10797568410634995,
"m": 0.5
}
]
},
{
"epoch": 191,
"train_loss": 1.0611751079559326,
"val_loss": 0.8044137954711914,
"acc": 73.25,
"time": 249.89954968099482,
"param": [
{
"p": 0.11155693978071213,
"m": 0.5
},
{
"p": 0.017003970220685005,
"m": 0.5
},
{
"p": 0.15270981192588806,
"m": 0.5
},
{
"p": 0.006145050749182701,
"m": 0.7504015564918518
},
{
"p": 0.113941490650177,
"m": 0.33938518166542053
},
{
"p": 0.00872280914336443,
"m": 0.4171452522277832
},
{
"p": 0.09769736230373383,
"m": 0.6982375979423523
},
{
"p": 0.10834725201129913,
"m": 0.7181673049926758
},
{
"p": 0.010315844789147377,
"m": 1.0
},
{
"p": 0.010301809757947922,
"m": 0.9973505735397339
},
{
"p": 0.12077229470014572,
"m": 1.0
},
{
"p": 0.00592133030295372,
"m": 0.9799990653991699
},
{
"p": 0.1028008833527565,
"m": 0.5
},
{
"p": 0.13376303017139435,
"m": 0.5
}
]
},
{
"epoch": 192,
"train_loss": 1.1903666257858276,
"val_loss": 0.9020079374313354,
"acc": 73.37,
"time": 247.50660711998353,
"param": [
{
"p": 0.11660358309745789,
"m": 0.5
},
{
"p": 0.015377916395664215,
"m": 0.5
},
{
"p": 0.13319031894207,
"m": 0.5
},
{
"p": 0.006095473188906908,
"m": 0.7557116746902466
},
{
"p": 0.11211135983467102,
"m": 0.22864875197410583
},
{
"p": 0.013628036715090275,
"m": 0.5651885271072388
},
{
"p": 0.09967046976089478,
"m": 0.6604228615760803
},
{
"p": 0.11653897911310196,
"m": 0.8878921270370483
},
{
"p": 0.010512237437069416,
"m": 1.0
},
{
"p": 0.00978321023285389,
"m": 0.95658940076828
},
{
"p": 0.12731756269931793,
"m": 0.9874780774116516
},
{
"p": 0.005904919467866421,
"m": 1.0
},
{
"p": 0.12153147906064987,
"m": 0.5
},
{
"p": 0.11173441261053085,
"m": 0.5
}
]
},
{
"epoch": 193,
"train_loss": 0.6534318923950195,
"val_loss": 0.6898771524429321,
"acc": 72.36,
"time": 243.8867660969845,
"param": [
{
"p": 0.11379366368055344,
"m": 0.5
},
{
"p": 0.0162944495677948,
"m": 0.5
},
{
"p": 0.13429026305675507,
"m": 0.5
},
{
"p": 0.011643324978649616,
"m": 0.6897647976875305
},
{
"p": 0.11775144189596176,
"m": 0.12053694576025009
},
{
"p": 0.011460714973509312,
"m": 0.44082510471343994
},
{
"p": 0.10413272678852081,
"m": 0.6494466066360474
},
{
"p": 0.13076941668987274,
"m": 0.8625707626342773
},
{
"p": 0.0073229908011853695,
"m": 0.8334224224090576
},
{
"p": 0.007415420841425657,
"m": 0.8857266306877136
},
{
"p": 0.09859201312065125,
"m": 0.813776433467865
},
{
"p": 0.002150139305740595,
"m": 1.0
},
{
"p": 0.1123201921582222,
"m": 0.5
},
{
"p": 0.13206306099891663,
"m": 0.5
}
]
},
{
"epoch": 194,
"train_loss": 1.1267701387405396,
"val_loss": 0.8371649980545044,
"acc": 73.12,
"time": 250.98844797501806,
"param": [
{
"p": 0.10887753218412399,
"m": 0.5
},
{
"p": 0.05097884312272072,
"m": 0.5
},
{
"p": 0.1326400637626648,
"m": 0.5
},
{
"p": 0.008185828104615211,
"m": 0.7965846657752991
},
{
"p": 0.11470159888267517,
"m": 0.15808014571666718
},
{
"p": 0.0074499547481536865,
"m": 0.5269182920455933
},
{
"p": 0.1012532114982605,
"m": 0.7691479921340942
},
{
"p": 0.11396601051092148,
"m": 0.8904514908790588
},
{
"p": 0.011202935129404068,
"m": 0.8813965916633606
},
{
"p": 0.01338992826640606,
"m": 0.9828877449035645
},
{
"p": 0.1130751520395279,
"m": 0.7517855763435364
},
{
"p": 0.010488192550837994,
"m": 0.8334035873413086
},
{
"p": 0.10583049803972244,
"m": 0.5
},
{
"p": 0.1079602837562561,
"m": 0.5
}
]
},
{
"epoch": 195,
"train_loss": 0.7094259858131409,
"val_loss": 0.7320966720581055,
"acc": 73.19,
"time": 240.49751605902566,
"param": [
{
"p": 0.12366950511932373,
"m": 0.5
},
{
"p": 0.01946973241865635,
"m": 0.5
},
{
"p": 0.12225626409053802,
"m": 0.5
},
{
"p": 0.011174793355166912,
"m": 0.8010416626930237
},
{
"p": 0.107106052339077,
"m": 0.1858573704957962
},
{
"p": 0.01317809708416462,
"m": 0.46077316999435425
},
{
"p": 0.11480189859867096,
"m": 0.8158158659934998
},
{
"p": 0.10022357106208801,
"m": 0.9351431727409363
},
{
"p": 0.00393675547093153,
"m": 0.9272629618644714
},
{
"p": 0.007490129210054874,
"m": 0.996349573135376
},
{
"p": 0.12213736027479172,
"m": 0.7622391581535339
},
{
"p": 0.012542514130473137,
"m": 0.9412904381752014
},
{
"p": 0.1106092557311058,
"m": 0.5
},
{
"p": 0.1314040571451187,
"m": 0.5
}
]
},
{
"epoch": 196,
"train_loss": 0.7092059254646301,
"val_loss": 0.9463620781898499,
"acc": 73.15,
"time": 233.64720362098888,
"param": [
{
"p": 0.12978887557983398,
"m": 0.5
},
{
"p": 0.022396225482225418,
"m": 0.5
},
{
"p": 0.128476083278656,
"m": 0.5
},
{
"p": 0.0027718152850866318,
"m": 0.7661475539207458
},
{
"p": 0.10188737511634827,
"m": 0.2378055900335312
},
{
"p": 0.0145806185901165,
"m": 0.4727669358253479
},
{
"p": 0.0999114066362381,
"m": 0.9316940903663635
},
{
"p": 0.12338355928659439,
"m": 0.8749740123748779
},
{
"p": 0.0039772759191691875,
"m": 0.9405099749565125
},
{
"p": 0.0006870419019833207,
"m": 1.0
},
{
"p": 0.11477485299110413,
"m": 0.7791070938110352
},
{
"p": 0.006274243351072073,
"m": 1.0
},
{
"p": 0.13219405710697174,
"m": 0.5
},
{
"p": 0.11889658868312836,
"m": 0.5
}
]
},
{
"epoch": 197,
"train_loss": 1.2261203527450562,
"val_loss": 0.8624269962310791,
"acc": 73.38,
"time": 256.1776770410361,
"param": [
{
"p": 0.13410864770412445,
"m": 0.5
},
{
"p": 0.01886514015495777,
"m": 0.5
},
{
"p": 0.11423693597316742,
"m": 0.5
},
{
"p": 0.007159129250794649,
"m": 0.8100389838218689
},
{
"p": 0.11547446995973587,
"m": 0.3281082212924957
},
{
"p": 0.015797801315784454,
"m": 0.5178269743919373
},
{
"p": 0.1287408173084259,
"m": 0.9282878041267395
},
{
"p": 0.11903707683086395,
"m": 0.8842621445655823
},
{
"p": 0.012807364575564861,
"m": 0.9800527691841125
},
{
"p": 0.009939639829099178,
"m": 0.9746801257133484
},
{
"p": 0.09612806886434555,
"m": 0.7417414784431458
},
{
"p": 0.003995413891971111,
"m": 0.9751746654510498
},
{
"p": 0.10760577023029327,
"m": 0.5
},
{
"p": 0.11610372364521027,
"m": 0.5
}
]
},
{
"epoch": 198,
"train_loss": 0.9775063395500183,
"val_loss": 0.7089580297470093,
"acc": 73.24,
"time": 249.2268882030039,
"param": [
{
"p": 0.1042526438832283,
"m": 0.5
},
{
"p": 0.026751404628157616,
"m": 0.5
},
{
"p": 0.13222022354602814,
"m": 0.5
},
{
"p": 0.009218310937285423,
"m": 0.73063063621521
},
{
"p": 0.10390447825193405,
"m": 0.24280546605587006
},
{
"p": 0.010828879661858082,
"m": 0.6945196390151978
},
{
"p": 0.1325397938489914,
"m": 1.0
},
{
"p": 0.11756861209869385,
"m": 0.8586081862449646
},
{
"p": 0.00866549089550972,
"m": 0.9843056797981262
},
{
"p": 0.007153154816478491,
"m": 0.9417330026626587
},
{
"p": 0.1048872247338295,
"m": 0.7900440692901611
},
{
"p": 0.010420371778309345,
"m": 0.9898476600646973
},
{
"p": 0.12451551109552383,
"m": 0.5
},
{
"p": 0.10707391798496246,
"m": 0.5
}
]
},
{
"epoch": 199,
"train_loss": 0.8541548848152161,
"val_loss": 0.8224744200706482,
"acc": 72.44,
"time": 253.24673261196585,
"param": [
{
"p": 0.128975972533226,
"m": 0.5
},
{
"p": 0.037079401314258575,
"m": 0.5
},
{
"p": 0.13636869192123413,
"m": 0.5
},
{
"p": 0.009614572860300541,
"m": 0.6980842351913452
},
{
"p": 0.1252232789993286,
"m": 0.28732213377952576
},
{
"p": 0.013843619264662266,
"m": 0.6306443810462952
},
{
"p": 0.11755949258804321,
"m": 0.9862920641899109
},
{
"p": 0.0946992039680481,
"m": 0.8275156617164612
},
{
"p": 0.008150778710842133,
"m": 0.9820154309272766
},
{
"p": 0.007354537956416607,
"m": 0.9687947630882263
},
{
"p": 0.11136281490325928,
"m": 0.7085922360420227
},
{
"p": 0.0037138797342777252,
"m": 1.0
},
{
"p": 0.0968787744641304,
"m": 0.5
},
{
"p": 0.10917498916387558,
"m": 0.5
}
]
},
{
"epoch": 200,
"train_loss": 1.0704196691513062,
"val_loss": 0.8533266186714172,
"acc": 73.84,
"time": 248.30582660296932,
"param": [
{
"p": 0.09620071202516556,
"m": 0.5
},
{
"p": 0.01609162986278534,
"m": 0.5
},
{
"p": 0.12774960696697235,
"m": 0.5
},
{
"p": 0.03978831693530083,
"m": 0.7580649256706238
},
{
"p": 0.10800493508577347,
"m": 0.31388819217681885
},
{
"p": 0.012314959429204464,
"m": 0.752352237701416
},
{
"p": 0.126751109957695,
"m": 0.9993225336074829
},
{
"p": 0.0951777920126915,
"m": 0.7698847055435181
},
{
"p": 0.007326209452003241,
"m": 0.9661473631858826
},
{
"p": 0.035124748945236206,
"m": 0.8762757182121277
},
{
"p": 0.11196502298116684,
"m": 0.6639080047607422
},
{
"p": 0.006638433784246445,
"m": 0.990226686000824
},
{
"p": 0.09493415802717209,
"m": 0.5
},
{
"p": 0.12193229794502258,
"m": 0.5
}
]
}
]
}
Reference in a new issue View git blame Copy permalink