AntoineH/smart_augmentation
1
0
Fork 0
mirror of https://github.com/AntoineHX/smart_augmentation.git synced 2025-05-04 12:10:45 +02:00
Code Issues Projects Releases Packages Wiki Activity
smart_augmentation/higher/res/HPsearch/log/Aug_mod(Data_augV5(Mix1.0-14TFx2-MagFxSh)-ResNet)-200 epochs (dataug:0)- 1 in_it-2.json

13038 lines
191 KiB
JSON
Raw Normal View History

Stock logs
2020-02-28 16:32:22 -05:00
{
"Accuracy": 73.45,
"Time": [
238.21301394785405,
28.515180746021187,
47791.84076426097
],
"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": 4.1829352378845215,
"val_loss": 2.0005834102630615,
"acc": 26.93,
"time": 247.95862965402193,
"param": [
{
"p": 0.040782298892736435,
"m": 1.0
},
{
"p": 0.06371960043907166,
"m": 1.0
},
{
"p": 0.046643394976854324,
"m": 1.0
},
{
"p": 0.08345341682434082,
"m": 1.0
},
{
"p": 0.0738525316119194,
"m": 1.0
},
{
"p": 0.07126364856958389,
"m": 1.0
},
{
"p": 0.10583896934986115,
"m": 1.0
},
{
"p": 0.07887934148311615,
"m": 1.0
},
{
"p": 0.06225160136818886,
"m": 1.0
},
{
"p": 0.05500663444399834,
"m": 1.0
},
{
"p": 0.049089666455984116,
"m": 1.0
},
{
"p": 0.05539363995194435,
"m": 1.0
},
{
"p": 0.13595153391361237,
"m": 1.0
},
{
"p": 0.0778738334774971,
"m": 1.0
}
]
},
{
"epoch": 2,
"train_loss": 4.096837043762207,
"val_loss": 1.7680597305297852,
"acc": 36.46,
"time": 236.2495917630149,
"param": [
{
"p": 0.08481071889400482,
"m": 1.0
},
{
"p": 0.08816254138946533,
"m": 1.0
},
{
"p": 0.014338478446006775,
"m": 1.0
},
{
"p": 0.07762964814901352,
"m": 1.0
},
{
"p": 0.0767735168337822,
"m": 1.0
},
{
"p": 0.05456267669796944,
"m": 1.0
},
{
"p": 0.07505157589912415,
"m": 1.0
},
{
"p": 0.03460053354501724,
"m": 1.0
},
{
"p": 0.08949751406908035,
"m": 1.0
},
{
"p": 0.028677862137556076,
"m": 1.0
},
{
"p": 0.09108816832304001,
"m": 1.0
},
{
"p": 0.058243073523044586,
"m": 1.0
},
{
"p": 0.1522626131772995,
"m": 1.0
},
{
"p": 0.07430106401443481,
"m": 1.0
}
]
},
{
"epoch": 3,
"train_loss": 3.851336717605591,
"val_loss": 1.6930241584777832,
"acc": 37.64,
"time": 245.58935429889243,
"param": [
{
"p": 0.10546612739562988,
"m": 1.0
},
{
"p": 0.11452159285545349,
"m": 1.0
},
{
"p": 0.006601474713534117,
"m": 1.0
},
{
"p": 0.039822742342948914,
"m": 1.0
},
{
"p": 0.016133010387420654,
"m": 1.0
},
{
"p": 0.07025627046823502,
"m": 1.0
},
{
"p": 0.0050181555561721325,
"m": 1.0
},
{
"p": 0.013136640191078186,
"m": 1.0
},
{
"p": 0.11662699282169342,
"m": 1.0
},
{
"p": 0.07505913078784943,
"m": 1.0
},
{
"p": 0.1128886416554451,
"m": 1.0
},
{
"p": 0.06650184094905853,
"m": 1.0
},
{
"p": 0.1499721258878708,
"m": 1.0
},
{
"p": 0.10799525678157806,
"m": 1.0
}
]
},
{
"epoch": 4,
"train_loss": 3.215479850769043,
"val_loss": 1.537778615951538,
"acc": 43.62,
"time": 242.47255181102082,
"param": [
{
"p": 0.08925271779298782,
"m": 1.0
},
{
"p": 0.09709029644727707,
"m": 1.0
},
{
"p": 0.009950161911547184,
"m": 1.0
},
{
"p": 0.007384253665804863,
"m": 1.0
},
{
"p": 0.018109779804944992,
"m": 1.0
},
{
"p": 0.016920175403356552,
"m": 1.0
},
{
"p": 0.15365229547023773,
"m": 1.0
},
{
"p": 0.0625884085893631,
"m": 1.0
},
{
"p": 0.09981691837310791,
"m": 1.0
},
{
"p": 0.06467761844396591,
"m": 1.0
},
{
"p": 0.09673471748828888,
"m": 1.0
},
{
"p": 0.0572136752307415,
"m": 1.0
},
{
"p": 0.11840834468603134,
"m": 1.0
},
{
"p": 0.10820057988166809,
"m": 1.0
}
]
},
{
"epoch": 5,
"train_loss": 3.2867391109466553,
"val_loss": 1.5663785934448242,
"acc": 40.78,
"time": 229.5889733879594,
"param": [
{
"p": 0.07244626432657242,
"m": 1.0
},
{
"p": 0.07541152089834213,
"m": 1.0
},
{
"p": 0.011922401376068592,
"m": 1.0
},
{
"p": 0.0297795869410038,
"m": 1.0
},
{
"p": 0.02519647218286991,
"m": 1.0
},
{
"p": 0.138081893324852,
"m": 1.0
},
{
"p": 0.1217951625585556,
"m": 1.0
},
{
"p": 0.04906792193651199,
"m": 1.0
},
{
"p": 0.07901857048273087,
"m": 1.0
},
{
"p": 0.05090276151895523,
"m": 1.0
},
{
"p": 0.07898727059364319,
"m": 1.0
},
{
"p": 0.04750312492251396,
"m": 1.0
},
{
"p": 0.13720332086086273,
"m": 1.0
},
{
"p": 0.08268372714519501,
"m": 1.0
}
]
},
{
"epoch": 6,
"train_loss": 3.2402195930480957,
"val_loss": 1.48345148563385,
"acc": 48.12,
"time": 240.6452854980016,
"param": [
{
"p": 0.07261166721582413,
"m": 1.0
},
{
"p": 0.06885240972042084,
"m": 1.0
},
{
"p": 0.018383711576461792,
"m": 1.0
},
{
"p": 0.03837311267852783,
"m": 1.0
},
{
"p": 0.029664795845746994,
"m": 1.0
},
{
"p": 0.12592245638370514,
"m": 1.0
},
{
"p": 0.11808794736862183,
"m": 1.0
},
{
"p": 0.04716823995113373,
"m": 1.0
},
{
"p": 0.07318910956382751,
"m": 1.0
},
{
"p": 0.04655500128865242,
"m": 1.0
},
{
"p": 0.08272635191679001,
"m": 1.0
},
{
"p": 0.048740603029727936,
"m": 1.0
},
{
"p": 0.15692906081676483,
"m": 1.0
},
{
"p": 0.072795569896698,
"m": 1.0
}
]
},
{
"epoch": 7,
"train_loss": 3.4967684745788574,
"val_loss": 1.4497101306915283,
"acc": 49.67,
"time": 247.62350850005168,
"param": [
{
"p": 0.07012388855218887,
"m": 1.0
},
{
"p": 0.06196974962949753,
"m": 1.0
},
{
"p": 0.019742673262953758,
"m": 1.0
},
{
"p": 0.03428680822253227,
"m": 1.0
},
{
"p": 0.028104810044169426,
"m": 1.0
},
{
"p": 0.11015935242176056,
"m": 1.0
},
{
"p": 0.1135772168636322,
"m": 1.0
},
{
"p": 0.042304232716560364,
"m": 1.0
},
{
"p": 0.06504537910223007,
"m": 1.0
},
{
"p": 0.04122072830796242,
"m": 1.0
},
{
"p": 0.08527091890573502,
"m": 1.0
},
{
"p": 0.05213189870119095,
"m": 1.0
},
{
"p": 0.21276018023490906,
"m": 1.0
},
{
"p": 0.06330213695764542,
"m": 1.0
}
]
},
{
"epoch": 8,
"train_loss": 2.928001880645752,
"val_loss": 1.21280837059021,
"acc": 53.09,
"time": 218.9862651739968,
"param": [
{
"p": 0.06674721837043762,
"m": 1.0
},
{
"p": 0.05459637939929962,
"m": 1.0
},
{
"p": 0.019406408071517944,
"m": 1.0
},
{
"p": 0.03351485729217529,
"m": 1.0
},
{
"p": 0.026316817849874496,
"m": 1.0
},
{
"p": 0.09864003956317902,
"m": 1.0
},
{
"p": 0.11287175118923187,
"m": 1.0
},
{
"p": 0.038330234587192535,
"m": 1.0
},
{
"p": 0.058109864592552185,
"m": 1.0
},
{
"p": 0.03943101689219475,
"m": 1.0
},
{
"p": 0.08542975038290024,
"m": 1.0
},
{
"p": 0.05449541285634041,
"m": 1.0
},
{
"p": 0.2591855227947235,
"m": 1.0
},
{
"p": 0.05292469263076782,
"m": 1.0
}
]
},
{
"epoch": 9,
"train_loss": 3.017723321914673,
"val_loss": 1.1684691905975342,
"acc": 53.39,
"time": 218.52753829106223,
"param": [
{
"p": 0.07140248268842697,
"m": 1.0
},
{
"p": 0.048245806246995926,
"m": 1.0
},
{
"p": 0.01931672729551792,
"m": 1.0
},
{
"p": 0.03141932561993599,
"m": 1.0
},
{
"p": 0.028052259236574173,
"m": 1.0
},
{
"p": 0.09048496931791306,
"m": 1.0
},
{
"p": 0.11063895374536514,
"m": 1.0
},
{
"p": 0.03668862208724022,
"m": 1.0
},
{
"p": 0.054928068071603775,
"m": 1.0
},
{
"p": 0.03968210890889168,
"m": 1.0
},
{
"p": 0.08456959575414658,
"m": 1.0
},
{
"p": 0.05655020475387573,
"m": 1.0
},
{
"p": 0.2841317355632782,
"m": 1.0
},
{
"p": 0.04388914257287979,
"m": 1.0
}
]
},
{
"epoch": 10,
"train_loss": 3.105891704559326,
"val_loss": 1.256453037261963,
"acc": 52.69,
"time": 217.22095404798165,
"param": [
{
"p": 0.07352060079574585,
"m": 1.0
},
{
"p": 0.04133586958050728,
"m": 1.0
},
{
"p": 0.02202454023063183,
"m": 1.0
},
{
"p": 0.030629269778728485,
"m": 1.0
},
{
"p": 0.028601501137018204,
"m": 1.0
},
{
"p": 0.08619813621044159,
"m": 1.0
},
{
"p": 0.11121037602424622,
"m": 1.0
},
{
"p": 0.03733034431934357,
"m": 1.0
},
{
"p": 0.051316697150468826,
"m": 1.0
},
{
"p": 0.0379471518099308,
"m": 1.0
},
{
"p": 0.07879281789064407,
"m": 1.0
},
{
"p": 0.06007182225584984,
"m": 1.0
},
{
"p": 0.30216744542121887,
"m": 1.0
},
{
"p": 0.03885338455438614,
"m": 1.0
}
]
},
{
"epoch": 11,
"train_loss": 2.715449571609497,
"val_loss": 1.327284812927246,
"acc": 53.59,
"time": 207.4620108900126,
"param": [
{
"p": 0.074723020195961,
"m": 1.0
},
{
"p": 0.03521081432700157,
"m": 1.0
},
{
"p": 0.022564170882105827,
"m": 1.0
},
{
"p": 0.02803421951830387,
"m": 1.0
},
{
"p": 0.025648515671491623,
"m": 1.0
},
{
"p": 0.07724208384752274,
"m": 1.0
},
{
"p": 0.11360760778188705,
"m": 1.0
},
{
"p": 0.03426869958639145,
"m": 1.0
},
{
"p": 0.048353277146816254,
"m": 1.0
},
{
"p": 0.037128888070583344,
"m": 1.0
},
{
"p": 0.08069714158773422,
"m": 1.0
},
{
"p": 0.06395554542541504,
"m": 1.0
},
{
"p": 0.32891175150871277,
"m": 1.0
},
{
"p": 0.02965421974658966,
"m": 1.0
}
]
},
{
"epoch": 12,
"train_loss": 2.4532575607299805,
"val_loss": 1.2401820421218872,
"acc": 55.98,
"time": 212.10332587594166,
"param": [
{
"p": 0.07395968586206436,
"m": 1.0
},
{
"p": 0.03384130820631981,
"m": 1.0
},
{
"p": 0.025370212271809578,
"m": 1.0
},
{
"p": 0.02511213906109333,
"m": 1.0
},
{
"p": 0.022349147126078606,
"m": 1.0
},
{
"p": 0.06633757799863815,
"m": 1.0
},
{
"p": 0.11232074350118637,
"m": 1.0
},
{
"p": 0.034016791731119156,
"m": 1.0
},
{
"p": 0.043456122279167175,
"m": 1.0
},
{
"p": 0.03637060150504112,
"m": 1.0
},
{
"p": 0.07818316668272018,
"m": 1.0
},
{
"p": 0.06672292947769165,
"m": 1.0
},
{
"p": 0.35688769817352295,
"m": 1.0
},
{
"p": 0.025071853771805763,
"m": 1.0
}
]
},
{
"epoch": 13,
"train_loss": 2.534940242767334,
"val_loss": 1.2298909425735474,
"acc": 54.08,
"time": 199.45059854199644,
"param": [
{
"p": 0.07408375293016434,
"m": 1.0
},
{
"p": 0.028395483270287514,
"m": 1.0
},
{
"p": 0.027285698801279068,
"m": 1.0
},
{
"p": 0.022935260087251663,
"m": 1.0
},
{
"p": 0.0208978820592165,
"m": 1.0
},
{
"p": 0.06118099391460419,
"m": 1.0
},
{
"p": 0.11548136174678802,
"m": 1.0
},
{
"p": 0.030937695875763893,
"m": 1.0
},
{
"p": 0.04219559207558632,
"m": 1.0
},
{
"p": 0.03338368609547615,
"m": 1.0
},
{
"p": 0.08718706667423248,
"m": 1.0
},
{
"p": 0.06684795767068863,
"m": 1.0
},
{
"p": 0.3703271746635437,
"m": 1.0
},
{
"p": 0.018860425800085068,
"m": 1.0
}
]
},
{
"epoch": 14,
"train_loss": 2.5499379634857178,
"val_loss": 1.2889478206634521,
"acc": 54.97,
"time": 206.37344706605654,
"param": [
{
"p": 0.07285435497760773,
"m": 1.0
},
{
"p": 0.026488397270441055,
"m": 1.0
},
{
"p": 0.028734808787703514,
"m": 1.0
},
{
"p": 0.024876149371266365,
"m": 1.0
},
{
"p": 0.022005250677466393,
"m": 1.0
},
{
"p": 0.054808348417282104,
"m": 1.0
},
{
"p": 0.11364492774009705,
"m": 1.0
},
{
"p": 0.031603146344423294,
"m": 1.0
},
{
"p": 0.04084125533699989,
"m": 1.0
},
{
"p": 0.031221339479088783,
"m": 1.0
},
{
"p": 0.0831960141658783,
"m": 1.0
},
{
"p": 0.06814093887805939,
"m": 1.0
},
{
"p": 0.37917855381965637,
"m": 1.0
},
{
"p": 0.02240653894841671,
"m": 1.0
}
]
},
{
"epoch": 15,
"train_loss": 2.17698335647583,
"val_loss": 1.1158877611160278,
"acc": 61.88,
"time": 198.98842195002362,
"param": [
{
"p": 0.07107819616794586,
"m": 1.0
},
{
"p": 0.014348974451422691,
"m": 1.0
},
{
"p": 0.03082285076379776,
"m": 1.0
},
{
"p": 0.02417750284075737,
"m": 1.0
},
{
"p": 0.024324145168066025,
"m": 1.0
},
{
"p": 0.05067906901240349,
"m": 1.0
},
{
"p": 0.11032639443874359,
"m": 1.0
},
{
"p": 0.03706847131252289,
"m": 1.0
},
{
"p": 0.036438651382923126,
"m": 1.0
},
{
"p": 0.030746011063456535,
"m": 1.0
},
{
"p": 0.09577895700931549,
"m": 1.0
},
{
"p": 0.06684283167123795,
"m": 1.0
},
{
"p": 0.3792319893836975,
"m": 1.0
},
{
"p": 0.028135940432548523,
"m": 1.0
}
]
},
{
"epoch": 16,
"train_loss": 2.183854818344116,
"val_loss": 1.0749815702438354,
"acc": 59.07,
"time": 206.49130089289974,
"param": [
{
"p": 0.06830298900604248,
"m": 1.0
},
{
"p": 0.03586331009864807,
"m": 1.0
},
{
"p": 0.028852663934230804,
"m": 1.0
},
{
"p": 0.025881998240947723,
"m": 1.0
},
{
"p": 0.031013280153274536,
"m": 1.0
},
{
"p": 0.050924547016620636,
"m": 1.0
},
{
"p": 0.10518434643745422,
"m": 1.0
},
{
"p": 0.03395777940750122,
"m": 1.0
},
{
"p": 0.03229844942688942,
"m": 1.0
},
{
"p": 0.032425958663225174,
"m": 1.0
},
{
"p": 0.08978314697742462,
"m": 1.0
},
{
"p": 0.06275548040866852,
"m": 1.0
},
{
"p": 0.3694094121456146,
"m": 1.0
},
{
"p": 0.03334658592939377,
"m": 1.0
}
]
},
{
"epoch": 17,
"train_loss": 1.976719617843628,
"val_loss": 0.984790027141571,
"acc": 62.69,
"time": 206.97762223507743,
"param": [
{
"p": 0.0680650919675827,
"m": 1.0
},
{
"p": 0.03373828902840614,
"m": 1.0
},
{
"p": 0.028219500556588173,
"m": 1.0
},
{
"p": 0.023931793868541718,
"m": 1.0
},
{
"p": 0.02597699500620365,
"m": 1.0
},
{
"p": 0.0487498939037323,
"m": 1.0
},
{
"p": 0.1029210239648819,
"m": 1.0
},
{
"p": 0.0339520201086998,
"m": 1.0
},
{
"p": 0.032510820776224136,
"m": 1.0
},
{
"p": 0.029418684542179108,
"m": 1.0
},
{
"p": 0.09872335195541382,
"m": 1.0
},
{
"p": 0.0655512586236,
"m": 1.0
},
{
"p": 0.37107914686203003,
"m": 1.0
},
{
"p": 0.03716215491294861,
"m": 1.0
}
]
},
{
"epoch": 18,
"train_loss": 2.2718605995178223,
"val_loss": 1.1615771055221558,
"acc": 62.12,
"time": 206.2078551260056,
"param": [
{
"p": 0.06474761664867401,
"m": 1.0
},
{
"p": 0.03562450408935547,
"m": 1.0
},
{
"p": 0.022346844896674156,
"m": 1.0
},
{
"p": 0.024057921022176743,
"m": 1.0
},
{
"p": 0.028799962252378464,
"m": 1.0
},
{
"p": 0.05089152231812477,
"m": 1.0
},
{
"p": 0.10341763496398926,
"m": 1.0
},
{
"p": 0.03390325605869293,
"m": 1.0
},
{
"p": 0.03296796604990959,
"m": 1.0
},
{
"p": 0.02801593951880932,
"m": 1.0
},
{
"p": 0.09919855743646622,
"m": 1.0
},
{
"p": 0.06801804900169373,
"m": 1.0
},
{
"p": 0.3663071393966675,
"m": 1.0
},
{
"p": 0.04170305281877518,
"m": 1.0
}
]
},
{
"epoch": 19,
"train_loss": 2.1283228397369385,
"val_loss": 1.1784393787384033,
"acc": 62.34,
"time": 203.01707149203867,
"param": [
{
"p": 0.06401914358139038,
"m": 1.0
},
{
"p": 0.03413962945342064,
"m": 1.0
},
{
"p": 0.025475244969129562,
"m": 1.0
},
{
"p": 0.02226094901561737,
"m": 1.0
},
{
"p": 0.023654816672205925,
"m": 1.0
},
{
"p": 0.051237400621175766,
"m": 1.0
},
{
"p": 0.10098638385534286,
"m": 1.0
},
{
"p": 0.03718322515487671,
"m": 1.0
},
{
"p": 0.03282402455806732,
"m": 1.0
},
{
"p": 0.026835551485419273,
"m": 1.0
},
{
"p": 0.10456835478544235,
"m": 1.0
},
{
"p": 0.06593920290470123,
"m": 1.0
},
{
"p": 0.37523627281188965,
"m": 1.0
},
{
"p": 0.035639796406030655,
"m": 1.0
}
]
},
{
"epoch": 20,
"train_loss": 1.8099026679992676,
"val_loss": 0.9146618843078613,
"acc": 63.04,
"time": 203.90125307708513,
"param": [
{
"p": 0.06554832309484482,
"m": 1.0
},
{
"p": 0.034813884645700455,
"m": 1.0
},
{
"p": 0.025331608951091766,
"m": 1.0
},
{
"p": 0.02521282061934471,
"m": 1.0
},
{
"p": 0.022362947463989258,
"m": 1.0
},
{
"p": 0.05767682567238808,
"m": 1.0
},
{
"p": 0.1006317138671875,
"m": 1.0
},
{
"p": 0.03547319769859314,
"m": 1.0
},
{
"p": 0.0359947606921196,
"m": 1.0
},
{
"p": 0.024983035400509834,
"m": 1.0
},
{
"p": 0.09587203711271286,
"m": 1.0
},
{
"p": 0.06971824169158936,
"m": 1.0
},
{
"p": 0.3749096989631653,
"m": 1.0
},
{
"p": 0.03147083893418312,
"m": 1.0
}
]
},
{
"epoch": 21,
"train_loss": 1.9357848167419434,
"val_loss": 0.9862780570983887,
"acc": 62.65,
"time": 202.19223414198495,
"param": [
{
"p": 0.06503485888242722,
"m": 1.0
},
{
"p": 0.03465302661061287,
"m": 1.0
},
{
"p": 0.025443557649850845,
"m": 1.0
},
{
"p": 0.021573279052972794,
"m": 1.0
},
{
"p": 0.028212375938892365,
"m": 1.0
},
{
"p": 0.057559479027986526,
"m": 1.0
},
{
"p": 0.09770876914262772,
"m": 1.0
},
{
"p": 0.03385218605399132,
"m": 1.0
},
{
"p": 0.035215456038713455,
"m": 1.0
},
{
"p": 0.029251473024487495,
"m": 1.0
},
{
"p": 0.10290531069040298,
"m": 1.0
},
{
"p": 0.06648395955562592,
"m": 1.0
},
{
"p": 0.35860320925712585,
"m": 1.0
},
{
"p": 0.04350314661860466,
"m": 1.0
}
]
},
{
"epoch": 22,
"train_loss": 1.9679601192474365,
"val_loss": 1.2388571500778198,
"acc": 61.53,
"time": 201.64423499908298,
"param": [
{
"p": 0.07017350941896439,
"m": 1.0
},
{
"p": 0.04222730174660683,
"m": 1.0
},
{
"p": 0.027799071744084358,
"m": 1.0
},
{
"p": 0.01838606223464012,
"m": 1.0
},
{
"p": 0.036513786762952805,
"m": 1.0
},
{
"p": 0.05231468379497528,
"m": 1.0
},
{
"p": 0.09413617104291916,
"m": 1.0
},
{
"p": 0.0340750589966774,
"m": 1.0
},
{
"p": 0.032093048095703125,
"m": 1.0
},
{
"p": 0.03360729292035103,
"m": 1.0
},
{
"p": 0.09933551400899887,
"m": 1.0
},
{
"p": 0.06247258558869362,
"m": 1.0
},
{
"p": 0.3540436029434204,
"m": 1.0
},
{
"p": 0.042822353541851044,
"m": 1.0
}
]
},
{
"epoch": 23,
"train_loss": 2.2399163246154785,
"val_loss": 0.9056468605995178,
"acc": 61.38,
"time": 211.6747928429395,
"param": [
{
"p": 0.07390609383583069,
"m": 1.0
},
{
"p": 0.03722386807203293,
"m": 1.0
},
{
"p": 0.029364708811044693,
"m": 1.0
},
{
"p": 0.024065788835287094,
"m": 1.0
},
{
"p": 0.03475094214081764,
"m": 1.0
},
{
"p": 0.052182190120220184,
"m": 1.0
},
{
"p": 0.10097511112689972,
"m": 1.0
},
{
"p": 0.031781718134880066,
"m": 1.0
},
{
"p": 0.036050427705049515,
"m": 1.0
},
{
"p": 0.02785469777882099,
"m": 1.0
},
{
"p": 0.09694797545671463,
"m": 1.0
},
{
"p": 0.06341973692178726,
"m": 1.0
},
{
"p": 0.3530782163143158,
"m": 1.0
},
{
"p": 0.03839852288365364,
"m": 1.0
}
]
},
{
"epoch": 24,
"train_loss": 2.0198237895965576,
"val_loss": 1.0771499872207642,
"acc": 64.13,
"time": 203.00767418404575,
"param": [
{
"p": 0.06613649427890778,
"m": 1.0
},
{
"p": 0.03968016803264618,
"m": 1.0
},
{
"p": 0.029361285269260406,
"m": 1.0
},
{
"p": 0.021935254335403442,
"m": 1.0
},
{
"p": 0.042947493493556976,
"m": 1.0
},
{
"p": 0.04884473606944084,
"m": 1.0
},
{
"p": 0.09908434003591537,
"m": 1.0
},
{
"p": 0.031558360904455185,
"m": 1.0
},
{
"p": 0.033919837325811386,
"m": 1.0
},
{
"p": 0.02783939428627491,
"m": 1.0
},
{
"p": 0.09033527225255966,
"m": 1.0
},
{
"p": 0.05923592671751976,
"m": 1.0
},
{
"p": 0.36941954493522644,
"m": 1.0
},
{
"p": 0.03970189020037651,
"m": 1.0
}
]
},
{
"epoch": 25,
"train_loss": 1.9937920570373535,
"val_loss": 0.9885997772216797,
"acc": 64.74,
"time": 210.9644075159449,
"param": [
{
"p": 0.06580769270658493,
"m": 1.0
},
{
"p": 0.04003513604402542,
"m": 1.0
},
{
"p": 0.026849308982491493,
"m": 1.0
},
{
"p": 0.02469847910106182,
"m": 1.0
},
{
"p": 0.038930099457502365,
"m": 1.0
},
{
"p": 0.04716339334845543,
"m": 1.0
},
{
"p": 0.09147067368030548,
"m": 1.0
},
{
"p": 0.03161541000008583,
"m": 1.0
},
{
"p": 0.03399781510233879,
"m": 1.0
},
{
"p": 0.029591679573059082,
"m": 1.0
},
{
"p": 0.09562503546476364,
"m": 1.0
},
{
"p": 0.06657090783119202,
"m": 1.0
},
{
"p": 0.3616047203540802,
"m": 1.0
},
{
"p": 0.04603966325521469,
"m": 1.0
}
]
},
{
"epoch": 26,
"train_loss": 1.9613580703735352,
"val_loss": 0.9626846313476562,
"acc": 63.98,
"time": 207.54951994493604,
"param": [
{
"p": 0.06511625647544861,
"m": 1.0
},
{
"p": 0.03868187218904495,
"m": 1.0
},
{
"p": 0.025833403691649437,
"m": 1.0
},
{
"p": 0.021284347400069237,
"m": 1.0
},
{
"p": 0.031025221571326256,
"m": 1.0
},
{
"p": 0.05339108034968376,
"m": 1.0
},
{
"p": 0.10349424928426743,
"m": 1.0
},
{
"p": 0.029158638790249825,
"m": 1.0
},
{
"p": 0.03451436385512352,
"m": 1.0
},
{
"p": 0.024175576865673065,
"m": 1.0
},
{
"p": 0.09111781418323517,
"m": 1.0
},
{
"p": 0.0674884170293808,
"m": 1.0
},
{
"p": 0.3588264584541321,
"m": 1.0
},
{
"p": 0.05589229241013527,
"m": 1.0
}
]
},
{
"epoch": 27,
"train_loss": 1.6364197731018066,
"val_loss": 1.0579087734222412,
"acc": 64.32,
"time": 209.24050030100625,
"param": [
{
"p": 0.06354226171970367,
"m": 1.0
},
{
"p": 0.040943391621112823,
"m": 1.0
},
{
"p": 0.029071561992168427,
"m": 1.0
},
{
"p": 0.02096519060432911,
"m": 1.0
},
{
"p": 0.037285055965185165,
"m": 1.0
},
{
"p": 0.06163477152585983,
"m": 1.0
},
{
"p": 0.09599026292562485,
"m": 1.0
},
{
"p": 0.03469603508710861,
"m": 1.0
},
{
"p": 0.026839910075068474,
"m": 1.0
},
{
"p": 0.022941455245018005,
"m": 1.0
},
{
"p": 0.09252312034368515,
"m": 1.0
},
{
"p": 0.06868197023868561,
"m": 1.0
},
{
"p": 0.3491142988204956,
"m": 1.0
},
{
"p": 0.0557706393301487,
"m": 1.0
}
]
},
{
"epoch": 28,
"train_loss": 1.6911972761154175,
"val_loss": 1.1302704811096191,
"acc": 65.23,
"time": 211.01253115199506,
"param": [
{
"p": 0.06821691989898682,
"m": 1.0
},
{
"p": 0.04194673150777817,
"m": 1.0
},
{
"p": 0.025002678856253624,
"m": 1.0
},
{
"p": 0.014865878969430923,
"m": 1.0
},
{
"p": 0.033878110349178314,
"m": 1.0
},
{
"p": 0.06180929020047188,
"m": 1.0
},
{
"p": 0.10167457908391953,
"m": 1.0
},
{
"p": 0.034321270883083344,
"m": 1.0
},
{
"p": 0.030463701114058495,
"m": 1.0
},
{
"p": 0.0288678091019392,
"m": 1.0
},
{
"p": 0.10343513637781143,
"m": 1.0
},
{
"p": 0.06586036086082458,
"m": 1.0
},
{
"p": 0.3410331904888153,
"m": 1.0
},
{
"p": 0.04862428456544876,
"m": 1.0
}
]
},
{
"epoch": 29,
"train_loss": 1.4773703813552856,
"val_loss": 1.04166841506958,
"acc": 66.29,
"time": 218.605023361044,
"param": [
{
"p": 0.067622110247612,
"m": 1.0
},
{
"p": 0.03665933012962341,
"m": 1.0
},
{
"p": 0.026878811419010162,
"m": 1.0
},
{
"p": 0.02866538241505623,
"m": 1.0
},
{
"p": 0.030715400353074074,
"m": 1.0
},
{
"p": 0.05183599889278412,
"m": 1.0
},
{
"p": 0.09680330008268356,
"m": 1.0
},
{
"p": 0.03993793949484825,
"m": 1.0
},
{
"p": 0.03231879696249962,
"m": 1.0
},
{
"p": 0.031212637200951576,
"m": 1.0
},
{
"p": 0.10153378546237946,
"m": 1.0
},
{
"p": 0.06437123566865921,
"m": 1.0
},
{
"p": 0.34017840027809143,
"m": 1.0
},
{
"p": 0.05126692354679108,
"m": 1.0
}
]
},
{
"epoch": 30,
"train_loss": 1.5553703308105469,
"val_loss": 0.9921316504478455,
"acc": 65.48,
"time": 210.30740560998674,
"param": [
{
"p": 0.060065437108278275,
"m": 1.0
},
{
"p": 0.03841591998934746,
"m": 1.0
},
{
"p": 0.029642386361956596,
"m": 1.0
},
{
"p": 0.0239835474640131,
"m": 1.0
},
{
"p": 0.03516621142625809,
"m": 1.0
},
{
"p": 0.06292667984962463,
"m": 1.0
},
{
"p": 0.10253005474805832,
"m": 1.0
},
{
"p": 0.03715310990810394,
"m": 1.0
},
{
"p": 0.034668102860450745,
"m": 1.0
},
{
"p": 0.027446815744042397,
"m": 1.0
},
{
"p": 0.09512342512607574,
"m": 1.0
},
{
"p": 0.06617823988199234,
"m": 1.0
},
{
"p": 0.33597299456596375,
"m": 1.0
},
{
"p": 0.05072706192731857,
"m": 1.0
}
]
},
{
"epoch": 31,
"train_loss": 1.9429495334625244,
"val_loss": 1.0364097356796265,
"acc": 66.44,
"time": 207.14613981498405,
"param": [
{
"p": 0.06330747902393341,
"m": 1.0
},
{
"p": 0.04873471334576607,
"m": 1.0
},
{
"p": 0.030593976378440857,
"m": 1.0
},
{
"p": 0.02246016077697277,
"m": 1.0
},
{
"p": 0.028545677661895752,
"m": 1.0
},
{
"p": 0.05299507826566696,
"m": 1.0
},
{
"p": 0.10568621754646301,
"m": 1.0
},
{
"p": 0.03273209184408188,
"m": 1.0
},
{
"p": 0.032731205224990845,
"m": 1.0
},
{
"p": 0.028622517362236977,
"m": 1.0
},
{
"p": 0.09267646819353104,
"m": 1.0
},
{
"p": 0.06395269185304642,
"m": 1.0
},
{
"p": 0.3463646173477173,
"m": 1.0
},
{
"p": 0.050597116351127625,
"m": 1.0
}
]
},
{
"epoch": 32,
"train_loss": 1.4153656959533691,
"val_loss": 0.8700558543205261,
"acc": 66.24,
"time": 215.26783560798503,
"param": [
{
"p": 0.06003357470035553,
"m": 1.0
},
{
"p": 0.05069991946220398,
"m": 1.0
},
{
"p": 0.030286183580756187,
"m": 1.0
},
{
"p": 0.017519690096378326,
"m": 1.0
},
{
"p": 0.03475727140903473,
"m": 1.0
},
{
"p": 0.04772897809743881,
"m": 1.0
},
{
"p": 0.10278685390949249,
"m": 1.0
},
{
"p": 0.029559774324297905,
"m": 1.0
},
{
"p": 0.036731917411088943,
"m": 1.0
},
{
"p": 0.02667371742427349,
"m": 1.0
},
{
"p": 0.10410576313734055,
"m": 1.0
},
{
"p": 0.07132216542959213,
"m": 1.0
},
{
"p": 0.33070921897888184,
"m": 1.0
},
{
"p": 0.057085055857896805,
"m": 1.0
}
]
},
{
"epoch": 33,
"train_loss": 1.7220652103424072,
"val_loss": 1.2133805751800537,
"acc": 65.25,
"time": 229.0660209779162,
"param": [
{
"p": 0.06052132323384285,
"m": 1.0
},
{
"p": 0.047604914754629135,
"m": 1.0
},
{
"p": 0.027127008885145187,
"m": 1.0
},
{
"p": 0.02647916041314602,
"m": 1.0
},
{
"p": 0.030778666958212852,
"m": 1.0
},
{
"p": 0.05345727130770683,
"m": 1.0
},
{
"p": 0.09977830946445465,
"m": 1.0
},
{
"p": 0.03791334107518196,
"m": 1.0
},
{
"p": 0.03707154467701912,
"m": 1.0
},
{
"p": 0.028391536325216293,
"m": 1.0
},
{
"p": 0.10161549597978592,
"m": 1.0
},
{
"p": 0.06791037321090698,
"m": 1.0
},
{
"p": 0.32802361249923706,
"m": 1.0
},
{
"p": 0.053327370434999466,
"m": 1.0
}
]
},
{
"epoch": 34,
"train_loss": 1.962178349494934,
"val_loss": 1.034332513809204,
"acc": 65.95,
"time": 217.53602637001313,
"param": [
{
"p": 0.06627170741558075,
"m": 1.0
},
{
"p": 0.043274614959955215,
"m": 1.0
},
{
"p": 0.03194865211844444,
"m": 1.0
},
{
"p": 0.0220031701028347,
"m": 1.0
},
{
"p": 0.02880174294114113,
"m": 1.0
},
{
"p": 0.05755286663770676,
"m": 1.0
},
{
"p": 0.09445568919181824,
"m": 1.0
},
{
"p": 0.031200801953673363,
"m": 1.0
},
{
"p": 0.034293193370103836,
"m": 1.0
},
{
"p": 0.03610360249876976,
"m": 1.0
},
{
"p": 0.10076998919248581,
"m": 1.0
},
{
"p": 0.06696633249521255,
"m": 1.0
},
{
"p": 0.32991823554039,
"m": 1.0
},
{
"p": 0.05643940344452858,
"m": 1.0
}
]
},
{
"epoch": 35,
"train_loss": 1.4523766040802002,
"val_loss": 0.9162076711654663,
"acc": 66.91,
"time": 205.42299032199662,
"param": [
{
"p": 0.06688723713159561,
"m": 1.0
},
{
"p": 0.04295887425541878,
"m": 1.0
},
{
"p": 0.026211673393845558,
"m": 1.0
},
{
"p": 0.02091432921588421,
"m": 1.0
},
{
"p": 0.03849403187632561,
"m": 1.0
},
{
"p": 0.0581914447247982,
"m": 1.0
},
{
"p": 0.10783947259187698,
"m": 1.0
},
{
"p": 0.030551092699170113,
"m": 1.0
},
{
"p": 0.032093629240989685,
"m": 1.0
},
{
"p": 0.03158984333276749,
"m": 1.0
},
{
"p": 0.10035073757171631,
"m": 1.0
},
{
"p": 0.05859621986746788,
"m": 1.0
},
{
"p": 0.3351990282535553,
"m": 1.0
},
{
"p": 0.050122398883104324,
"m": 1.0
}
]
},
{
"epoch": 36,
"train_loss": 1.4843494892120361,
"val_loss": 0.9648048877716064,
"acc": 66.45,
"time": 211.07209188700654,
"param": [
{
"p": 0.06472902745008469,
"m": 1.0
},
{
"p": 0.05008457228541374,
"m": 1.0
},
{
"p": 0.02641838788986206,
"m": 1.0
},
{
"p": 0.02034395933151245,
"m": 1.0
},
{
"p": 0.032820507884025574,
"m": 1.0
},
{
"p": 0.05567535012960434,
"m": 1.0
},
{
"p": 0.10521458834409714,
"m": 1.0
},
{
"p": 0.038840360939502716,
"m": 1.0
},
{
"p": 0.02437700517475605,
"m": 1.0
},
{
"p": 0.028208892792463303,
"m": 1.0
},
{
"p": 0.10742548108100891,
"m": 1.0
},
{
"p": 0.06639150530099869,
"m": 1.0
},
{
"p": 0.3278086483478546,
"m": 1.0
},
{
"p": 0.051661763340234756,
"m": 1.0
}
]
},
{
"epoch": 37,
"train_loss": 2.0087227821350098,
"val_loss": 1.091111183166504,
"acc": 65.2,
"time": 209.47650856198743,
"param": [
{
"p": 0.06602911651134491,
"m": 1.0
},
{
"p": 0.03791816160082817,
"m": 1.0
},
{
"p": 0.025410670787096024,
"m": 1.0
},
{
"p": 0.025570102035999298,
"m": 1.0
},
{
"p": 0.03723536431789398,
"m": 1.0
},
{
"p": 0.058591052889823914,
"m": 1.0
},
{
"p": 0.11128172278404236,
"m": 1.0
},
{
"p": 0.03183170035481453,
"m": 1.0
},
{
"p": 0.033990416675806046,
"m": 1.0
},
{
"p": 0.029021350666880608,
"m": 1.0
},
{
"p": 0.10412643104791641,
"m": 1.0
},
{
"p": 0.05739710107445717,
"m": 1.0
},
{
"p": 0.319571316242218,
"m": 1.0
},
{
"p": 0.062025509774684906,
"m": 1.0
}
]
},
{
"epoch": 38,
"train_loss": 1.8994868993759155,
"val_loss": 1.1022992134094238,
"acc": 66.98,
"time": 212.72797136602458,
"param": [
{
"p": 0.06408115476369858,
"m": 1.0
},
{
"p": 0.04816526919603348,
"m": 1.0
},
{
"p": 0.024991268292069435,
"m": 1.0
},
{
"p": 0.021719379350543022,
"m": 1.0
},
{
"p": 0.03221655264496803,
"m": 1.0
},
{
"p": 0.04891595616936684,
"m": 1.0
},
{
"p": 0.10067979246377945,
"m": 1.0
},
{
"p": 0.03220025822520256,
"m": 1.0
},
{
"p": 0.03283325955271721,
"m": 1.0
},
{
"p": 0.027346689254045486,
"m": 1.0
},
{
"p": 0.10802941024303436,
"m": 1.0
},
{
"p": 0.0656481385231018,
"m": 1.0
},
{
"p": 0.3332349956035614,
"m": 1.0
},
{
"p": 0.05993787571787834,
"m": 1.0
}
]
},
{
"epoch": 39,
"train_loss": 1.5260052680969238,
"val_loss": 1.0235135555267334,
"acc": 64.9,
"time": 224.3350252349628,
"param": [
{
"p": 0.05963095650076866,
"m": 1.0
},
{
"p": 0.04654179885983467,
"m": 1.0
},
{
"p": 0.022104278206825256,
"m": 1.0
},
{
"p": 0.018934831023216248,
"m": 1.0
},
{
"p": 0.041965655982494354,
"m": 1.0
},
{
"p": 0.06644504517316818,
"m": 1.0
},
{
"p": 0.10433433204889297,
"m": 1.0
},
{
"p": 0.03843265771865845,
"m": 1.0
},
{
"p": 0.03241230547428131,
"m": 1.0
},
{
"p": 0.02721567451953888,
"m": 1.0
},
{
"p": 0.09697612375020981,
"m": 1.0
},
{
"p": 0.05275418236851692,
"m": 1.0
},
{
"p": 0.3248962163925171,
"m": 1.0
},
{
"p": 0.06735606491565704,
"m": 1.0
}
]
},
{
"epoch": 40,
"train_loss": 1.2096613645553589,
"val_loss": 1.0706359148025513,
"acc": 67.66,
"time": 218.62761562899686,
"param": [
{
"p": 0.06306678801774979,
"m": 1.0
},
{
"p": 0.04737280309200287,
"m": 1.0
},
{
"p": 0.03368644043803215,
"m": 1.0
},
{
"p": 0.026539616286754608,
"m": 1.0
},
{
"p": 0.03636445477604866,
"m": 1.0
},
{
"p": 0.05866654962301254,
"m": 1.0
},
{
"p": 0.09686463326215744,
"m": 1.0
},
{
"p": 0.03427036479115486,
"m": 1.0
},
{
"p": 0.03800982981920242,
"m": 1.0
},
{
"p": 0.02674003876745701,
"m": 1.0
},
{
"p": 0.10597077757120132,
"m": 1.0
},
{
"p": 0.053588222712278366,
"m": 1.0
},
{
"p": 0.3159574568271637,
"m": 1.0
},
{
"p": 0.06290197372436523,
"m": 1.0
}
]
},
{
"epoch": 41,
"train_loss": 1.2258720397949219,
"val_loss": 0.9681305885314941,
"acc": 66.31,
"time": 216.2605502649676,
"param": [
{
"p": 0.06686633825302124,
"m": 1.0
},
{
"p": 0.043445635586977005,
"m": 1.0
},
{
"p": 0.030428482219576836,
"m": 1.0
},
{
"p": 0.02802533656358719,
"m": 1.0
},
{
"p": 0.03075370006263256,
"m": 1.0
},
{
"p": 0.058418724685907364,
"m": 1.0
},
{
"p": 0.10614936053752899,
"m": 1.0
},
{
"p": 0.03535915166139603,
"m": 1.0
},
{
"p": 0.033420875668525696,
"m": 1.0
},
{
"p": 0.024903729557991028,
"m": 1.0
},
{
"p": 0.0897550880908966,
"m": 1.0
},
{
"p": 0.06505698710680008,
"m": 1.0
},
{
"p": 0.32898372411727905,
"m": 1.0
},
{
"p": 0.05843278765678406,
"m": 1.0
}
]
},
{
"epoch": 42,
"train_loss": 1.4644379615783691,
"val_loss": 1.1587773561477661,
"acc": 66.15,
"time": 218.63062853808515,
"param": [
{
"p": 0.0612613782286644,
"m": 1.0
},
{
"p": 0.03426193818449974,
"m": 1.0
},
{
"p": 0.02928873710334301,
"m": 1.0
},
{
"p": 0.02422134019434452,
"m": 1.0
},
{
"p": 0.03775377571582794,
"m": 1.0
},
{
"p": 0.06416676938533783,
"m": 1.0
},
{
"p": 0.10354423522949219,
"m": 1.0
},
{
"p": 0.04270369932055473,
"m": 1.0
},
{
"p": 0.0334806814789772,
"m": 1.0
},
{
"p": 0.03015763685107231,
"m": 1.0
},
{
"p": 0.1038312241435051,
"m": 1.0
},
{
"p": 0.061118461191654205,
"m": 1.0
},
{
"p": 0.32004910707473755,
"m": 1.0
},
{
"p": 0.05416105315089226,
"m": 1.0
}
]
},
{
"epoch": 43,
"train_loss": 1.5099103450775146,
"val_loss": 1.0330520868301392,
"acc": 68.37,
"time": 214.11111467296723,
"param": [
{
"p": 0.0601811520755291,
"m": 1.0
},
{
"p": 0.043417226523160934,
"m": 1.0
},
{
"p": 0.03118656389415264,
"m": 1.0
},
{
"p": 0.02087857574224472,
"m": 1.0
},
{
"p": 0.03521592542529106,
"m": 1.0
},
{
"p": 0.050164878368377686,
"m": 1.0
},
{
"p": 0.10440582036972046,
"m": 1.0
},
{
"p": 0.03942425549030304,
"m": 1.0
},
{
"p": 0.03637915104627609,
"m": 1.0
},
{
"p": 0.028968192636966705,
"m": 1.0
},
{
"p": 0.10002069920301437,
"m": 1.0
},
{
"p": 0.06615779548883438,
"m": 1.0
},
{
"p": 0.3235350251197815,
"m": 1.0
},
{
"p": 0.06006474792957306,
"m": 1.0
}
]
},
{
"epoch": 44,
"train_loss": 1.6768414974212646,
"val_loss": 0.8925499320030212,
"acc": 68.16,
"time": 222.60506647801958,
"param": [
{
"p": 0.06294671446084976,
"m": 1.0
},
{
"p": 0.045202694833278656,
"m": 1.0
},
{
"p": 0.03046652488410473,
"m": 1.0
},
{
"p": 0.01915094070136547,
"m": 1.0
},
{
"p": 0.04192456975579262,
"m": 1.0
},
{
"p": 0.07622267305850983,
"m": 1.0
},
{
"p": 0.10856553167104721,
"m": 1.0
},
{
"p": 0.04106421023607254,
"m": 1.0
},
{
"p": 0.03270845487713814,
"m": 1.0
},
{
"p": 0.022721145302057266,
"m": 1.0
},
{
"p": 0.10494394600391388,
"m": 1.0
},
{
"p": 0.05665665864944458,
"m": 1.0
},
{
"p": 0.29262053966522217,
"m": 1.0
},
{
"p": 0.06480538100004196,
"m": 1.0
}
]
},
{
"epoch": 45,
"train_loss": 1.565337896347046,
"val_loss": 0.9653900265693665,
"acc": 67.51,
"time": 220.97793379006907,
"param": [
{
"p": 0.06600908190011978,
"m": 1.0
},
{
"p": 0.04636314511299133,
"m": 1.0
},
{
"p": 0.03358595073223114,
"m": 1.0
},
{
"p": 0.02334374189376831,
"m": 1.0
},
{
"p": 0.030919982120394707,
"m": 1.0
},
{
"p": 0.057080335915088654,
"m": 1.0
},
{
"p": 0.11155973374843597,
"m": 1.0
},
{
"p": 0.038503795862197876,
"m": 1.0
},
{
"p": 0.03664298728108406,
"m": 1.0
},
{
"p": 0.025846797972917557,
"m": 1.0
},
{
"p": 0.09921680390834808,
"m": 1.0
},
{
"p": 0.061652831733226776,
"m": 1.0
},
{
"p": 0.3075210750102997,
"m": 1.0
},
{
"p": 0.06175369769334793,
"m": 1.0
}
]
},
{
"epoch": 46,
"train_loss": 1.34503173828125,
"val_loss": 0.9116461277008057,
"acc": 67.09,
"time": 213.3503532569157,
"param": [
{
"p": 0.06682494282722473,
"m": 1.0
},
{
"p": 0.04409508779644966,
"m": 1.0
},
{
"p": 0.029834067448973656,
"m": 1.0
},
{
"p": 0.029423857107758522,
"m": 1.0
},
{
"p": 0.03292457386851311,
"m": 1.0
},
{
"p": 0.05464743450284004,
"m": 1.0
},
{
"p": 0.1121256873011589,
"m": 1.0
},
{
"p": 0.04058795049786568,
"m": 1.0
},
{
"p": 0.034608643501996994,
"m": 1.0
},
{
"p": 0.029271936044096947,
"m": 1.0
},
{
"p": 0.10181302577257156,
"m": 1.0
},
{
"p": 0.061857905238866806,
"m": 1.0
},
{
"p": 0.3047957122325897,
"m": 1.0
},
{
"p": 0.05718909204006195,
"m": 1.0
}
]
},
{
"epoch": 47,
"train_loss": 1.633359432220459,
"val_loss": 0.950002133846283,
"acc": 67.93,
"time": 215.16458493098617,
"param": [
{
"p": 0.06518086791038513,
"m": 1.0
},
{
"p": 0.05331183969974518,
"m": 1.0
},
{
"p": 0.03023562952876091,
"m": 1.0
},
{
"p": 0.025943530723452568,
"m": 1.0
},
{
"p": 0.03287636488676071,
"m": 1.0
},
{
"p": 0.06822264939546585,
"m": 1.0
},
{
"p": 0.10032865405082703,
"m": 1.0
},
{
"p": 0.038815587759017944,
"m": 1.0
},
{
"p": 0.037648677825927734,
"m": 1.0
},
{
"p": 0.03195762261748314,
"m": 1.0
},
{
"p": 0.10114467144012451,
"m": 1.0
},
{
"p": 0.0657394602894783,
"m": 1.0
},
{
"p": 0.2975316345691681,
"m": 1.0
},
{
"p": 0.05106285214424133,
"m": 1.0
}
]
},
{
"epoch": 48,
"train_loss": 1.2902164459228516,
"val_loss": 0.916634202003479,
"acc": 68.35,
"time": 219.9710164150456,
"param": [
{
"p": 0.06685014069080353,
"m": 1.0
},
{
"p": 0.050534363836050034,
"m": 1.0
},
{
"p": 0.03330664709210396,
"m": 1.0
},
{
"p": 0.021761421114206314,
"m": 1.0
},
{
"p": 0.031916119158267975,
"m": 1.0
},
{
"p": 0.05972771719098091,
"m": 1.0
},
{
"p": 0.10485946387052536,
"m": 1.0
},
{
"p": 0.0321471206843853,
"m": 1.0
},
{
"p": 0.04076852649450302,
"m": 1.0
},
{
"p": 0.03190376237034798,
"m": 1.0
},
{
"p": 0.09934765100479126,
"m": 1.0
},
{
"p": 0.055660370737314224,
"m": 1.0
},
{
"p": 0.3115076720714569,
"m": 1.0
},
{
"p": 0.059708964079618454,
"m": 1.0
}
]
},
{
"epoch": 49,
"train_loss": 1.3291393518447876,
"val_loss": 1.0120183229446411,
"acc": 68.98,
"time": 214.24342669604812,
"param": [
{
"p": 0.06459861248731613,
"m": 1.0
},
{
"p": 0.05464876443147659,
"m": 1.0
},
{
"p": 0.03564515709877014,
"m": 1.0
},
{
"p": 0.021927382797002792,
"m": 1.0
},
{
"p": 0.03051016665995121,
"m": 1.0
},
{
"p": 0.06561632454395294,
"m": 1.0
},
{
"p": 0.10571268200874329,
"m": 1.0
},
{
"p": 0.034165624529123306,
"m": 1.0
},
{
"p": 0.04070555046200752,
"m": 1.0
},
{
"p": 0.03121444396674633,
"m": 1.0
},
{
"p": 0.10735476762056351,
"m": 1.0
},
{
"p": 0.05738881602883339,
"m": 1.0
},
{
"p": 0.28899461030960083,
"m": 1.0
},
{
"p": 0.06151701509952545,
"m": 1.0
}
]
},
{
"epoch": 50,
"train_loss": 1.199723482131958,
"val_loss": 0.976255476474762,
"acc": 67.51,
"time": 217.33058885205537,
"param": [
{
"p": 0.058429788798093796,
"m": 1.0
},
{
"p": 0.04730932414531708,
"m": 1.0
},
{
"p": 0.03511597961187363,
"m": 1.0
},
{
"p": 0.014045794494450092,
"m": 1.0
},
{
"p": 0.03466563671827316,
"m": 1.0
},
{
"p": 0.061008524149656296,
"m": 1.0
},
{
"p": 0.10965324938297272,
"m": 1.0
},
{
"p": 0.03984983637928963,
"m": 1.0
},
{
"p": 0.039798803627491,
"m": 1.0
},
{
"p": 0.027810953557491302,
"m": 1.0
},
{
"p": 0.105909563601017,
"m": 1.0
},
{
"p": 0.07235454022884369,
"m": 1.0
},
{
"p": 0.2989117503166199,
"m": 1.0
},
{
"p": 0.055136267095804214,
"m": 1.0
}
]
},
{
"epoch": 51,
"train_loss": 1.2583867311477661,
"val_loss": 0.8823238015174866,
"acc": 68.5,
"time": 212.14626060798764,
"param": [
{
"p": 0.0649021714925766,
"m": 1.0
},
{
"p": 0.04446781054139137,
"m": 1.0
},
{
"p": 0.029227955266833305,
"m": 1.0
},
{
"p": 0.024310577660799026,
"m": 1.0
},
{
"p": 0.03705970570445061,
"m": 1.0
},
{
"p": 0.07269012928009033,
"m": 1.0
},
{
"p": 0.11948801577091217,
"m": 1.0
},
{
"p": 0.03476946800947189,
"m": 1.0
},
{
"p": 0.03398888558149338,
"m": 1.0
},
{
"p": 0.03373262658715248,
"m": 1.0
},
{
"p": 0.100054070353508,
"m": 1.0
},
{
"p": 0.056572604924440384,
"m": 1.0
},
{
"p": 0.27841243147850037,
"m": 1.0
},
{
"p": 0.070323646068573,
"m": 1.0
}
]
},
{
"epoch": 52,
"train_loss": 1.7195221185684204,
"val_loss": 0.8586488962173462,
"acc": 68.36,
"time": 218.39560128492303,
"param": [
{
"p": 0.0594809390604496,
"m": 1.0
},
{
"p": 0.04292011260986328,
"m": 1.0
},
{
"p": 0.03217984735965729,
"m": 1.0
},
{
"p": 0.020445441827178,
"m": 1.0
},
{
"p": 0.039679985493421555,
"m": 1.0
},
{
"p": 0.062593474984169,
"m": 1.0
},
{
"p": 0.11676043272018433,
"m": 1.0
},
{
"p": 0.03836953267455101,
"m": 1.0
},
{
"p": 0.035310424864292145,
"m": 1.0
},
{
"p": 0.028987394645810127,
"m": 1.0
},
{
"p": 0.0963360145688057,
"m": 1.0
},
{
"p": 0.0582599975168705,
"m": 1.0
},
{
"p": 0.30021288990974426,
"m": 1.0
},
{
"p": 0.06846348941326141,
"m": 1.0
}
]
},
{
"epoch": 53,
"train_loss": 1.4819862842559814,
"val_loss": 0.9052790403366089,
"acc": 66.65,
"time": 223.03325982706156,
"param": [
{
"p": 0.055346835404634476,
"m": 1.0
},
{
"p": 0.05134868249297142,
"m": 1.0
},
{
"p": 0.02816956304013729,
"m": 1.0
},
{
"p": 0.016741828992962837,
"m": 1.0
},
{
"p": 0.031825438141822815,
"m": 1.0
},
{
"p": 0.06758259981870651,
"m": 1.0
},
{
"p": 0.11700521409511566,
"m": 1.0
},
{
"p": 0.031903110444545746,
"m": 1.0
},
{
"p": 0.044354140758514404,
"m": 1.0
},
{
"p": 0.03396507352590561,
"m": 1.0
},
{
"p": 0.10560919344425201,
"m": 1.0
},
{
"p": 0.06380142271518707,
"m": 1.0
},
{
"p": 0.2985784709453583,
"m": 1.0
},
{
"p": 0.05376832187175751,
"m": 1.0
}
]
},
{
"epoch": 54,
"train_loss": 1.3331283330917358,
"val_loss": 1.0529075860977173,
"acc": 67.51,
"time": 214.34761091100518,
"param": [
{
"p": 0.06615496426820755,
"m": 1.0
},
{
"p": 0.051083534955978394,
"m": 1.0
},
{
"p": 0.032342419028282166,
"m": 1.0
},
{
"p": 0.02694757468998432,
"m": 1.0
},
{
"p": 0.03994176536798477,
"m": 1.0
},
{
"p": 0.0682411715388298,
"m": 1.0
},
{
"p": 0.1042758971452713,
"m": 1.0
},
{
"p": 0.03765210881829262,
"m": 1.0
},
{
"p": 0.0398978553712368,
"m": 1.0
},
{
"p": 0.031329624354839325,
"m": 1.0
},
{
"p": 0.0984884724020958,
"m": 1.0
},
{
"p": 0.059473276138305664,
"m": 1.0
},
{
"p": 0.2891545593738556,
"m": 1.0
},
{
"p": 0.05501674860715866,
"m": 1.0
}
]
},
{
"epoch": 55,
"train_loss": 1.3628965616226196,
"val_loss": 0.8875964283943176,
"acc": 68.97,
"time": 225.3131171570858,
"param": [
{
"p": 0.07604961842298508,
"m": 1.0
},
{
"p": 0.050302568823099136,
"m": 1.0
},
{
"p": 0.03787120804190636,
"m": 1.0
},
{
"p": 0.030148392543196678,
"m": 1.0
},
{
"p": 0.03811801224946976,
"m": 1.0
},
{
"p": 0.01717047020792961,
"m": 1.0
},
{
"p": 0.10696040838956833,
"m": 1.0
},
{
"p": 0.04334282875061035,
"m": 1.0
},
{
"p": 0.03935578465461731,
"m": 1.0
},
{
"p": 0.029719507321715355,
"m": 1.0
},
{
"p": 0.1230759248137474,
"m": 1.0
},
{
"p": 0.06689252704381943,
"m": 1.0
},
{
"p": 0.28607940673828125,
"m": 1.0
},
{
"p": 0.05491335690021515,
"m": 1.0
}
]
},
{
"epoch": 56,
"train_loss": 1.3756704330444336,
"val_loss": 0.9614861011505127,
"acc": 69.06,
"time": 222.1857752930373,
"param": [
{
"p": 0.05692018195986748,
"m": 1.0
},
{
"p": 0.050480421632528305,
"m": 1.0
},
{
"p": 0.03006497025489807,
"m": 1.0
},
{
"p": 0.027591977268457413,
"m": 1.0
},
{
"p": 0.04408040642738342,
"m": 1.0
},
{
"p": 0.07218050956726074,
"m": 1.0
},
{
"p": 0.1042763963341713,
"m": 1.0
},
{
"p": 0.03765992820262909,
"m": 1.0
},
{
"p": 0.037209901958703995,
"m": 1.0
},
{
"p": 0.028841735795140266,
"m": 1.0
},
{
"p": 0.09583164751529694,
"m": 1.0
},
{
"p": 0.07106741517782211,
"m": 1.0
},
{
"p": 0.28485170006752014,
"m": 1.0
},
{
"p": 0.058942828327417374,
"m": 1.0
}
]
},
{
"epoch": 57,
"train_loss": 1.3955098390579224,
"val_loss": 0.9463731646537781,
"acc": 68.27,
"time": 227.25602094002534,
"param": [
{
"p": 0.06506752222776413,
"m": 1.0
},
{
"p": 0.04944511502981186,
"m": 1.0
},
{
"p": 0.03272650018334389,
"m": 1.0
},
{
"p": 0.02146223746240139,
"m": 1.0
},
{
"p": 0.045775506645441055,
"m": 1.0
},
{
"p": 0.06825648248195648,
"m": 1.0
},
{
"p": 0.10756409168243408,
"m": 1.0
},
{
"p": 0.03848119452595711,
"m": 1.0
},
{
"p": 0.037680838257074356,
"m": 1.0
},
{
"p": 0.026628591120243073,
"m": 1.0
},
{
"p": 0.09538155794143677,
"m": 1.0
},
{
"p": 0.05904679000377655,
"m": 1.0
},
{
"p": 0.2824920117855072,
"m": 1.0
},
{
"p": 0.0699915811419487,
"m": 1.0
}
]
},
{
"epoch": 58,
"train_loss": 0.9708082675933838,
"val_loss": 0.9497325420379639,
"acc": 69.06,
"time": 217.37970396399032,
"param": [
{
"p": 0.07311788946390152,
"m": 1.0
},
{
"p": 0.053208447992801666,
"m": 1.0
},
{
"p": 0.038355592638254166,
"m": 1.0
},
{
"p": 0.023762978613376617,
"m": 1.0
},
{
"p": 0.013477235101163387,
"m": 1.0
},
{
"p": 0.03825943171977997,
"m": 1.0
},
{
"p": 0.10122253745794296,
"m": 1.0
},
{
"p": 0.029117364436388016,
"m": 1.0
},
{
"p": 0.040728483349084854,
"m": 1.0
},
{
"p": 0.037255022674798965,
"m": 1.0
},
{
"p": 0.11020591855049133,
"m": 1.0
},
{
"p": 0.0677235797047615,
"m": 1.0
},
{
"p": 0.31098824739456177,
"m": 1.0
},
{
"p": 0.06257721781730652,
"m": 1.0
}
]
},
{
"epoch": 59,
"train_loss": 1.4672523736953735,
"val_loss": 0.7699576616287231,
"acc": 69.28,
"time": 216.37516770907678,
"param": [
{
"p": 0.06355834752321243,
"m": 1.0
},
{
"p": 0.036479104310274124,
"m": 1.0
},
{
"p": 0.037092216312885284,
"m": 1.0
},
{
"p": 0.0227150097489357,
"m": 1.0
},
{
"p": 0.046307943761348724,
"m": 1.0
},
{
"p": 0.05803825706243515,
"m": 1.0
},
{
"p": 0.10922615230083466,
"m": 1.0
},
{
"p": 0.03519424423575401,
"m": 1.0
},
{
"p": 0.039581574499607086,
"m": 1.0
},
{
"p": 0.03345687314867973,
"m": 1.0
},
{
"p": 0.11264199018478394,
"m": 1.0
},
{
"p": 0.06011274456977844,
"m": 1.0
},
{
"p": 0.28317558765411377,
"m": 1.0
},
{
"p": 0.06241986155509949,
"m": 1.0
}
]
},
{
"epoch": 60,
"train_loss": 1.5885813236236572,
"val_loss": 0.8353652358055115,
"acc": 69.35,
"time": 226.18538824201096,
"param": [
{
"p": 0.058763302862644196,
"m": 1.0
},
{
"p": 0.05364648997783661,
"m": 1.0
},
{
"p": 0.02391873672604561,
"m": 1.0
},
{
"p": 0.02122059278190136,
"m": 1.0
},
{
"p": 0.04493151977658272,
"m": 1.0
},
{
"p": 0.07770072668790817,
"m": 1.0
},
{
"p": 0.10562023520469666,
"m": 1.0
},
{
"p": 0.03643428534269333,
"m": 1.0
},
{
"p": 0.039004627615213394,
"m": 1.0
},
{
"p": 0.029563739895820618,
"m": 1.0
},
{
"p": 0.08417626470327377,
"m": 1.0
},
{
"p": 0.07156061381101608,
"m": 1.0
},
{
"p": 0.29055753350257874,
"m": 1.0
},
{
"p": 0.06290125101804733,
"m": 1.0
}
]
},
{
"epoch": 61,
"train_loss": 1.6158452033996582,
"val_loss": 1.049800157546997,
"acc": 68.93,
"time": 233.966818226967,
"param": [
{
"p": 0.06545604765415192,
"m": 1.0
},
{
"p": 0.049260836094617844,
"m": 1.0
},
{
"p": 0.0358048677444458,
"m": 1.0
},
{
"p": 0.027923544868826866,
"m": 1.0
},
{
"p": 0.03684487193822861,
"m": 1.0
},
{
"p": 0.07004457712173462,
"m": 1.0
},
{
"p": 0.11332651227712631,
"m": 1.0
},
{
"p": 0.03904137387871742,
"m": 1.0
},
{
"p": 0.018907135352492332,
"m": 1.0
},
{
"p": 0.024000274017453194,
"m": 1.0
},
{
"p": 0.09741363674402237,
"m": 1.0
},
{
"p": 0.06425604969263077,
"m": 1.0
},
{
"p": 0.28967705368995667,
"m": 1.0
},
{
"p": 0.06804324686527252,
"m": 1.0
}
]
},
{
"epoch": 62,
"train_loss": 0.9753397107124329,
"val_loss": 1.0757057666778564,
"acc": 68.56,
"time": 231.35286841308698,
"param": [
{
"p": 0.05999952182173729,
"m": 1.0
},
{
"p": 0.04566093906760216,
"m": 1.0
},
{
"p": 0.03430887311697006,
"m": 1.0
},
{
"p": 0.027908634394407272,
"m": 1.0
},
{
"p": 0.04137773439288139,
"m": 1.0
},
{
"p": 0.04479873180389404,
"m": 1.0
},
{
"p": 0.11592353880405426,
"m": 1.0
},
{
"p": 0.04228457808494568,
"m": 1.0
},
{
"p": 0.03045017085969448,
"m": 1.0
},
{
"p": 0.03367291018366814,
"m": 1.0
},
{
"p": 0.10964317619800568,
"m": 1.0
},
{
"p": 0.06438291072845459,
"m": 1.0
},
{
"p": 0.28312715888023376,
"m": 1.0
},
{
"p": 0.06646111607551575,
"m": 1.0
}
]
},
{
"epoch": 63,
"train_loss": 1.171999454498291,
"val_loss": 0.8234264850616455,
"acc": 69.75,
"time": 216.78303046699148,
"param": [
{
"p": 0.07511979341506958,
"m": 1.0
},
{
"p": 0.04493128880858421,
"m": 1.0
},
{
"p": 0.031521089375019073,
"m": 1.0
},
{
"p": 0.0272233784198761,
"m": 1.0
},
{
"p": 0.05169094353914261,
"m": 1.0
},
{
"p": 0.06478198617696762,
"m": 1.0
},
{
"p": 0.10235138237476349,
"m": 1.0
},
{
"p": 0.04118455946445465,
"m": 1.0
},
{
"p": 0.03288735821843147,
"m": 1.0
},
{
"p": 0.030830560252070427,
"m": 1.0
},
{
"p": 0.10177366435527802,
"m": 1.0
},
{
"p": 0.06927967071533203,
"m": 1.0
},
{
"p": 0.27075156569480896,
"m": 1.0
},
{
"p": 0.05567286163568497,
"m": 1.0
}
]
},
{
"epoch": 64,
"train_loss": 1.4122042655944824,
"val_loss": 0.978341281414032,
"acc": 69.56,
"time": 215.28757803305052,
"param": [
{
"p": 0.07103297114372253,
"m": 1.0
},
{
"p": 0.04912739247083664,
"m": 1.0
},
{
"p": 0.0293341726064682,
"m": 1.0
},
{
"p": 0.026242654770612717,
"m": 1.0
},
{
"p": 0.03720269724726677,
"m": 1.0
},
{
"p": 0.06455712020397186,
"m": 1.0
},
{
"p": 0.10461214929819107,
"m": 1.0
},
{
"p": 0.03909679874777794,
"m": 1.0
},
{
"p": 0.036184463649988174,
"m": 1.0
},
{
"p": 0.021701298654079437,
"m": 1.0
},
{
"p": 0.10209928452968597,
"m": 1.0
},
{
"p": 0.06231587752699852,
"m": 1.0
},
{
"p": 0.2948552966117859,
"m": 1.0
},
{
"p": 0.06163777783513069,
"m": 1.0
}
]
},
{
"epoch": 65,
"train_loss": 1.2740447521209717,
"val_loss": 1.02257239818573,
"acc": 69.81,
"time": 239.96956719597802,
"param": [
{
"p": 0.06505423039197922,
"m": 1.0
},
{
"p": 0.053724490106105804,
"m": 1.0
},
{
"p": 0.04047341272234917,
"m": 1.0
},
{
"p": 0.029565736651420593,
"m": 1.0
},
{
"p": 0.03561306744813919,
"m": 1.0
},
{
"p": 0.06876104325056076,
"m": 1.0
},
{
"p": 0.08835544437170029,
"m": 1.0
},
{
"p": 0.04736526682972908,
"m": 1.0
},
{
"p": 0.036746952682733536,
"m": 1.0
},
{
"p": 0.03009900450706482,
"m": 1.0
},
{
"p": 0.09836754947900772,
"m": 1.0
},
{
"p": 0.06989826261997223,
"m": 1.0
},
{
"p": 0.2705134153366089,
"m": 1.0
},
{
"p": 0.0654621571302414,
"m": 1.0
}
]
},
{
"epoch": 66,
"train_loss": 1.4137492179870605,
"val_loss": 0.9106032252311707,
"acc": 69.75,
"time": 218.14331334095914,
"param": [
{
"p": 0.0678323283791542,
"m": 1.0
},
{
"p": 0.049773961305618286,
"m": 1.0
},
{
"p": 0.039844341576099396,
"m": 1.0
},
{
"p": 0.020089589059352875,
"m": 1.0
},
{
"p": 0.03460793197154999,
"m": 1.0
},
{
"p": 0.0627511516213417,
"m": 1.0
},
{
"p": 0.10280419886112213,
"m": 1.0
},
{
"p": 0.03763139620423317,
"m": 1.0
},
{
"p": 0.037496477365493774,
"m": 1.0
},
{
"p": 0.03143296763300896,
"m": 1.0
},
{
"p": 0.11167299747467041,
"m": 1.0
},
{
"p": 0.06978509575128555,
"m": 1.0
},
{
"p": 0.2710764408111572,
"m": 1.0
},
{
"p": 0.0632011741399765,
"m": 1.0
}
]
},
{
"epoch": 67,
"train_loss": 1.1742477416992188,
"val_loss": 0.9841285347938538,
"acc": 69.18,
"time": 225.143403171096,
"param": [
{
"p": 0.06049738824367523,
"m": 1.0
},
{
"p": 0.05604211613535881,
"m": 1.0
},
{
"p": 0.03633449599146843,
"m": 1.0
},
{
"p": 0.033545028418302536,
"m": 1.0
},
{
"p": 0.03475779667496681,
"m": 1.0
},
{
"p": 0.057074498385190964,
"m": 1.0
},
{
"p": 0.11826704442501068,
"m": 1.0
},
{
"p": 0.021077875047922134,
"m": 1.0
},
{
"p": 0.048586003482341766,
"m": 1.0
},
{
"p": 0.02725389041006565,
"m": 1.0
},
{
"p": 0.1132298931479454,
"m": 1.0
},
{
"p": 0.05805224925279617,
"m": 1.0
},
{
"p": 0.2766694724559784,
"m": 1.0
},
{
"p": 0.05861229822039604,
"m": 1.0
}
]
},
{
"epoch": 68,
"train_loss": 1.5538336038589478,
"val_loss": 0.9358443021774292,
"acc": 68.49,
"time": 232.5244580010185,
"param": [
{
"p": 0.06509219110012054,
"m": 1.0
},
{
"p": 0.042773883789777756,
"m": 1.0
},
{
"p": 0.03078506514430046,
"m": 1.0
},
{
"p": 0.018134398385882378,
"m": 1.0
},
{
"p": 0.15737110376358032,
"m": 1.0
},
{
"p": 0.06594310700893402,
"m": 1.0
},
{
"p": 0.1019851416349411,
"m": 1.0
},
{
"p": 0.0418236181139946,
"m": 1.0
},
{
"p": 0.0321773923933506,
"m": 1.0
},
{
"p": 0.03496377915143967,
"m": 1.0
},
{
"p": 0.0634538009762764,
"m": 1.0
},
{
"p": 0.056982867419719696,
"m": 1.0
},
{
"p": 0.2361365258693695,
"m": 1.0
},
{
"p": 0.05237720161676407,
"m": 1.0
}
]
},
{
"epoch": 69,
"train_loss": 1.100879430770874,
"val_loss": 0.8321104645729065,
"acc": 69.92,
"time": 215.57903388200793,
"param": [
{
"p": 0.0684477761387825,
"m": 1.0
},
{
"p": 0.046052172780036926,
"m": 1.0
},
{
"p": 0.02781756781041622,
"m": 1.0
},
{
"p": 0.028425326570868492,
"m": 1.0
},
{
"p": 0.03576429933309555,
"m": 1.0
},
{
"p": 0.05993110314011574,
"m": 1.0
},
{
"p": 0.1260741651058197,
"m": 1.0
},
{
"p": 0.04118587449193001,
"m": 1.0
},
{
"p": 0.015398301184177399,
"m": 1.0
},
{
"p": 0.03860321268439293,
"m": 1.0
},
{
"p": 0.11395639181137085,
"m": 1.0
},
{
"p": 0.06100192293524742,
"m": 1.0
},
{
"p": 0.2657829523086548,
"m": 1.0
},
{
"p": 0.07155893743038177,
"m": 1.0
}
]
},
{
"epoch": 70,
"train_loss": 1.434037208557129,
"val_loss": 0.959865927696228,
"acc": 69.25,
"time": 230.8274884240236,
"param": [
{
"p": 0.07028982788324356,
"m": 1.0
},
{
"p": 0.04706847667694092,
"m": 1.0
},
{
"p": 0.040515560656785965,
"m": 1.0
},
{
"p": 0.030907148495316505,
"m": 1.0
},
{
"p": 0.0065666185691952705,
"m": 1.0
},
{
"p": 0.06366559863090515,
"m": 1.0
},
{
"p": 0.11588996648788452,
"m": 1.0
},
{
"p": 0.0241400096565485,
"m": 1.0
},
{
"p": 0.0494522787630558,
"m": 1.0
},
{
"p": 0.03505174070596695,
"m": 1.0
},
{
"p": 0.11463235318660736,
"m": 1.0
},
{
"p": 0.07434727251529694,
"m": 1.0
},
{
"p": 0.2672432065010071,
"m": 1.0
},
{
"p": 0.06022988632321358,
"m": 1.0
}
]
},
{
"epoch": 71,
"train_loss": 1.2081748247146606,
"val_loss": 0.9014039039611816,
"acc": 69.0,
"time": 209.69222279300448,
"param": [
{
"p": 0.05593077093362808,
"m": 1.0
},
{
"p": 0.058731891214847565,
"m": 1.0
},
{
"p": 0.03335687890648842,
"m": 1.0
},
{
"p": 0.03288806602358818,
"m": 1.0
},
{
"p": 0.013713291846215725,
"m": 1.0
},
{
"p": 0.07450180500745773,
"m": 1.0
},
{
"p": 0.11096548289060593,
"m": 1.0
},
{
"p": 0.03633350506424904,
"m": 1.0
},
{
"p": 0.04051392152905464,
"m": 1.0
},
{
"p": 0.031167784705758095,
"m": 1.0
},
{
"p": 0.11171162128448486,
"m": 1.0
},
{
"p": 0.06722939014434814,
"m": 1.0
},
{
"p": 0.27095869183540344,
"m": 1.0
},
{
"p": 0.061996858566999435,
"m": 1.0
}
]
},
{
"epoch": 72,
"train_loss": 1.4186748266220093,
"val_loss": 0.844343900680542,
"acc": 70.85,
"time": 227.45261505502276,
"param": [
{
"p": 0.07513616234064102,
"m": 1.0
},
{
"p": 0.05931639298796654,
"m": 1.0
},
{
"p": 0.03828083351254463,
"m": 1.0
},
{
"p": 0.03344830870628357,
"m": 1.0
},
{
"p": 0.012769808992743492,
"m": 1.0
},
{
"p": 0.0618399903178215,
"m": 1.0
},
{
"p": 0.11797406524419785,
"m": 1.0
},
{
"p": 0.04517506808042526,
"m": 1.0
},
{
"p": 0.03875806927680969,
"m": 1.0
},
{
"p": 0.029929744079709053,
"m": 1.0
},
{
"p": 0.09567680209875107,
"m": 1.0
},
{
"p": 0.07505035400390625,
"m": 1.0
},
{
"p": 0.2630496919155121,
"m": 1.0
},
{
"p": 0.053594816476106644,
"m": 1.0
}
]
},
{
"epoch": 73,
"train_loss": 1.289160966873169,
"val_loss": 0.83875572681427,
"acc": 69.25,
"time": 219.88314684701618,
"param": [
{
"p": 0.06109734997153282,
"m": 1.0
},
{
"p": 0.06021207571029663,
"m": 1.0
},
{
"p": 0.03421584516763687,
"m": 1.0
},
{
"p": 0.01986994780600071,
"m": 1.0
},
{
"p": 0.013377419672906399,
"m": 1.0
},
{
"p": 0.07390164583921432,
"m": 1.0
},
{
"p": 0.11648312956094742,
"m": 1.0
},
{
"p": 0.023008421063423157,
"m": 1.0
},
{
"p": 0.04209471493959427,
"m": 1.0
},
{
"p": 0.038347434252500534,
"m": 1.0
},
{
"p": 0.12758275866508484,
"m": 1.0
},
{
"p": 0.07259675115346909,
"m": 1.0
},
{
"p": 0.2558799982070923,
"m": 1.0
},
{
"p": 0.06133251637220383,
"m": 1.0
}
]
},
{
"epoch": 74,
"train_loss": 1.2550487518310547,
"val_loss": 0.8728444576263428,
"acc": 69.79,
"time": 226.17896139691584,
"param": [
{
"p": 0.07849632203578949,
"m": 1.0
},
{
"p": 0.05210886523127556,
"m": 1.0
},
{
"p": 0.0383598618209362,
"m": 1.0
},
{
"p": 0.0259446632117033,
"m": 1.0
},
{
"p": 0.017225321382284164,
"m": 1.0
},
{
"p": 0.06691733002662659,
"m": 1.0
},
{
"p": 0.13130943477153778,
"m": 1.0
},
{
"p": 0.034307271242141724,
"m": 1.0
},
{
"p": 0.03225642815232277,
"m": 1.0
},
{
"p": 0.034630563110113144,
"m": 1.0
},
{
"p": 0.08970047533512115,
"m": 1.0
},
{
"p": 0.06285028159618378,
"m": 1.0
},
{
"p": 0.26911213994026184,
"m": 1.0
},
{
"p": 0.06678110361099243,
"m": 1.0
}
]
},
{
"epoch": 75,
"train_loss": 1.3649969100952148,
"val_loss": 1.0210762023925781,
"acc": 69.39,
"time": 224.16025125898886,
"param": [
{
"p": 0.04921901971101761,
"m": 1.0
},
{
"p": 0.05395792797207832,
"m": 1.0
},
{
"p": 0.01854030229151249,
"m": 1.0
},
{
"p": 0.029355861246585846,
"m": 1.0
},
{
"p": 0.007587728556245565,
"m": 1.0
},
{
"p": 0.06870792806148529,
"m": 1.0
},
{
"p": 0.11083666235208511,
"m": 1.0
},
{
"p": 0.031959909945726395,
"m": 1.0
},
{
"p": 0.04436075687408447,
"m": 1.0
},
{
"p": 0.031190931797027588,
"m": 1.0
},
{
"p": 0.10344754904508591,
"m": 1.0
},
{
"p": 0.12867099046707153,
"m": 1.0
},
{
"p": 0.26670899987220764,
"m": 1.0
},
{
"p": 0.055455468595027924,
"m": 1.0
}
]
},
{
"epoch": 76,
"train_loss": 1.3982365131378174,
"val_loss": 0.9973568916320801,
"acc": 69.84,
"time": 236.2473603229737,
"param": [
{
"p": 0.0665520429611206,
"m": 1.0
},
{
"p": 0.05516982078552246,
"m": 1.0
},
{
"p": 0.03692252188920975,
"m": 1.0
},
{
"p": 0.0309101864695549,
"m": 1.0
},
{
"p": 0.017448753118515015,
"m": 1.0
},
{
"p": 0.0750868171453476,
"m": 1.0
},
{
"p": 0.12823255360126495,
"m": 1.0
},
{
"p": 0.043698929250240326,
"m": 1.0
},
{
"p": 0.040944892913103104,
"m": 1.0
},
{
"p": 0.03118392638862133,
"m": 1.0
},
{
"p": 0.11661247164011002,
"m": 1.0
},
{
"p": 0.03016272932291031,
"m": 1.0
},
{
"p": 0.27049028873443604,
"m": 1.0
},
{
"p": 0.05658401921391487,
"m": 1.0
}
]
},
{
"epoch": 77,
"train_loss": 1.2854465246200562,
"val_loss": 1.1155651807785034,
"acc": 68.96,
"time": 223.34312139207032,
"param": [
{
"p": 0.058323949575424194,
"m": 1.0
},
{
"p": 0.04557441920042038,
"m": 1.0
},
{
"p": 0.04092361778020859,
"m": 1.0
},
{
"p": 0.026513269171118736,
"m": 1.0
},
{
"p": 0.01671508699655533,
"m": 1.0
},
{
"p": 0.08152343332767487,
"m": 1.0
},
{
"p": 0.1405964493751526,
"m": 1.0
},
{
"p": 0.038568053394556046,
"m": 1.0
},
{
"p": 0.051123231649398804,
"m": 1.0
},
{
"p": 0.03744690492749214,
"m": 1.0
},
{
"p": 0.10169140994548798,
"m": 1.0
},
{
"p": 0.010796662420034409,
"m": 1.0
},
{
"p": 0.27007660269737244,
"m": 1.0
},
{
"p": 0.08012691140174866,
"m": 1.0
}
]
},
{
"epoch": 78,
"train_loss": 1.1687755584716797,
"val_loss": 0.9489308595657349,
"acc": 70.01,
"time": 222.8262544029858,
"param": [
{
"p": 0.0628993958234787,
"m": 1.0
},
{
"p": 0.06297098845243454,
"m": 1.0
},
{
"p": 0.029495995491743088,
"m": 1.0
},
{
"p": 0.025181611999869347,
"m": 1.0
},
{
"p": 0.0007032251451164484,
"m": 1.0
},
{
"p": 0.0875895693898201,
"m": 1.0
},
{
"p": 0.13453783094882965,
"m": 1.0
},
{
"p": 0.04954930767416954,
"m": 1.0
},
{
"p": 0.04591572284698486,
"m": 1.0
},
{
"p": 0.04025794938206673,
"m": 1.0
},
{
"p": 0.12746943533420563,
"m": 1.0
},
{
"p": 0.0094386525452137,
"m": 1.0
},
{
"p": 0.2789546251296997,
"m": 1.0
},
{
"p": 0.04503565654158592,
"m": 1.0
}
]
},
{
"epoch": 79,
"train_loss": 1.5177712440490723,
"val_loss": 0.7710438370704651,
"acc": 69.79,
"time": 234.3232544590719,
"param": [
{
"p": 0.07030166685581207,
"m": 1.0
},
{
"p": 0.043500423431396484,
"m": 1.0
},
{
"p": 0.04117314890027046,
"m": 1.0
},
{
"p": 0.02206273563206196,
"m": 1.0
},
{
"p": 0.021886270493268967,
"m": 1.0
},
{
"p": 0.07992231845855713,
"m": 1.0
},
{
"p": 0.13970984518527985,
"m": 1.0
},
{
"p": 0.052913106977939606,
"m": 1.0
},
{
"p": 0.05014854297041893,
"m": 1.0
},
{
"p": 0.02341863512992859,
"m": 1.0
},
{
"p": 0.10587295889854431,
"m": 1.0
},
{
"p": 0.009443257935345173,
"m": 1.0
},
{
"p": 0.27190104126930237,
"m": 1.0
},
{
"p": 0.06774614751338959,
"m": 1.0
}
]
},
{
"epoch": 80,
"train_loss": 1.398902416229248,
"val_loss": 0.9171486496925354,
"acc": 69.47,
"time": 226.3207253679866,
"param": [
{
"p": 0.08660471439361572,
"m": 1.0
},
{
"p": 0.06816685199737549,
"m": 1.0
},
{
"p": 0.043450746685266495,
"m": 1.0
},
{
"p": 0.029955681413412094,
"m": 1.0
},
{
"p": 0.000705234007909894,
"m": 1.0
},
{
"p": 0.06540276110172272,
"m": 1.0
},
{
"p": 0.1223316490650177,
"m": 1.0
},
{
"p": 0.044595278799533844,
"m": 1.0
},
{
"p": 0.04342525452375412,
"m": 1.0
},
{
"p": 0.03105570189654827,
"m": 1.0
},
{
"p": 0.11222504824399948,
"m": 1.0
},
{
"p": 0.012217824347317219,
"m": 1.0
},
{
"p": 0.26601412892341614,
"m": 1.0
},
{
"p": 0.07384910434484482,
"m": 1.0
}
]
},
{
"epoch": 81,
"train_loss": 1.358658790588379,
"val_loss": 0.874528706073761,
"acc": 69.54,
"time": 230.37213640892878,
"param": [
{
"p": 0.07510636746883392,
"m": 1.0
},
{
"p": 0.06236680597066879,
"m": 1.0
},
{
"p": 0.036805737763643265,
"m": 1.0
},
{
"p": 0.018253225833177567,
"m": 1.0
},
{
"p": 0.01530061848461628,
"m": 1.0
},
{
"p": 0.06681834906339645,
"m": 1.0
},
{
"p": 0.1308014839887619,
"m": 1.0
},
{
"p": 0.04154602438211441,
"m": 1.0
},
{
"p": 0.04384782537817955,
"m": 1.0
},
{
"p": 0.03773783892393112,
"m": 1.0
},
{
"p": 0.11860007792711258,
"m": 1.0
},
{
"p": 0.010629696771502495,
"m": 1.0
},
{
"p": 0.2650494873523712,
"m": 1.0
},
{
"p": 0.07713650166988373,
"m": 1.0
}
]
},
{
"epoch": 82,
"train_loss": 1.1591321229934692,
"val_loss": 0.9158807396888733,
"acc": 70.47,
"time": 233.78845507605,
"param": [
{
"p": 0.07064201682806015,
"m": 1.0
},
{
"p": 0.04620668664574623,
"m": 1.0
},
{
"p": 0.03020576946437359,
"m": 1.0
},
{
"p": 0.03068878874182701,
"m": 1.0
},
{
"p": 0.009841038845479488,
"m": 1.0
},
{
"p": 0.0827261358499527,
"m": 1.0
},
{
"p": 0.14359687268733978,
"m": 1.0
},
{
"p": 0.039204102009534836,
"m": 1.0
},
{
"p": 0.030628837645053864,
"m": 1.0
},
{
"p": 0.038972269743680954,
"m": 1.0
},
{
"p": 0.13008184731006622,
"m": 1.0
},
{
"p": 0.010839404538273811,
"m": 1.0
},
{
"p": 0.26505380868911743,
"m": 1.0
},
{
"p": 0.07131248712539673,
"m": 1.0
}
]
},
{
"epoch": 83,
"train_loss": 1.4112625122070312,
"val_loss": 1.0106948614120483,
"acc": 68.96,
"time": 228.19808600691613,
"param": [
{
"p": 0.07608307152986526,
"m": 1.0
},
{
"p": 0.05819955840706825,
"m": 1.0
},
{
"p": 0.03027559071779251,
"m": 1.0
},
{
"p": 0.024675048887729645,
"m": 1.0
},
{
"p": 0.010781877674162388,
"m": 1.0
},
{
"p": 0.07911963015794754,
"m": 1.0
},
{
"p": 0.1309904158115387,
"m": 1.0
},
{
"p": 0.04323210194706917,
"m": 1.0
},
{
"p": 0.04371168836951256,
"m": 1.0
},
{
"p": 0.04580322653055191,
"m": 1.0
},
{
"p": 0.12459608167409897,
"m": 1.0
},
{
"p": 0.01125358510762453,
"m": 1.0
},
{
"p": 0.2407616525888443,
"m": 1.0
},
{
"p": 0.08051645755767822,
"m": 1.0
}
]
},
{
"epoch": 84,
"train_loss": 1.3307491540908813,
"val_loss": 0.855056881904602,
"acc": 70.07,
"time": 238.88400392897893,
"param": [
{
"p": 0.07368705421686172,
"m": 1.0
},
{
"p": 0.05972101166844368,
"m": 1.0
},
{
"p": 0.048019178211688995,
"m": 1.0
},
{
"p": 0.035544052720069885,
"m": 1.0
},
{
"p": 0.010407192632555962,
"m": 1.0
},
{
"p": 0.086433544754982,
"m": 1.0
},
{
"p": 0.11690346896648407,
"m": 1.0
},
{
"p": 0.029754264280200005,
"m": 1.0
},
{
"p": 0.040802087634801865,
"m": 1.0
},
{
"p": 0.05006028711795807,
"m": 1.0
},
{
"p": 0.12141496688127518,
"m": 1.0
},
{
"p": 0.006315640639513731,
"m": 1.0
},
{
"p": 0.23711955547332764,
"m": 1.0
},
{
"p": 0.08381764590740204,
"m": 1.0
}
]
},
{
"epoch": 85,
"train_loss": 1.0595712661743164,
"val_loss": 0.8153378963470459,
"acc": 70.3,
"time": 218.89525735809002,
"param": [
{
"p": 0.061888888478279114,
"m": 1.0
},
{
"p": 0.06696868687868118,
"m": 1.0
},
{
"p": 0.03996863216161728,
"m": 1.0
},
{
"p": 0.029346635565161705,
"m": 1.0
},
{
"p": 0.009670690633356571,
"m": 1.0
},
{
"p": 0.04573158547282219,
"m": 1.0
},
{
"p": 0.13681617379188538,
"m": 1.0
},
{
"p": 0.04245108366012573,
"m": 1.0
},
{
"p": 0.04645291715860367,
"m": 1.0
},
{
"p": 0.030332546681165695,
"m": 1.0
},
{
"p": 0.12164154648780823,
"m": 1.0
},
{
"p": 0.013476576656103134,
"m": 1.0
},
{
"p": 0.2776995003223419,
"m": 1.0
},
{
"p": 0.07755450159311295,
"m": 1.0
}
]
},
{
"epoch": 86,
"train_loss": 1.3595592975616455,
"val_loss": 0.8953601121902466,
"acc": 70.87,
"time": 243.83144247799646,
"param": [
{
"p": 0.07438015192747116,
"m": 1.0
},
{
"p": 0.05739628151059151,
"m": 1.0
},
{
"p": 0.0462970957159996,
"m": 1.0
},
{
"p": 0.02785913459956646,
"m": 1.0
},
{
"p": 0.008131317794322968,
"m": 1.0
},
{
"p": 0.07176728546619415,
"m": 1.0
},
{
"p": 0.12503913044929504,
"m": 1.0
},
{
"p": 0.05812472477555275,
"m": 1.0
},
{
"p": 0.04383857548236847,
"m": 1.0
},
{
"p": 0.04234921932220459,
"m": 1.0
},
{
"p": 0.12117203325033188,
"m": 1.0
},
{
"p": 0.010928335599601269,
"m": 1.0
},
{
"p": 0.24138863384723663,
"m": 1.0
},
{
"p": 0.0713280588388443,
"m": 1.0
}
]
},
{
"epoch": 87,
"train_loss": 1.6429822444915771,
"val_loss": 0.869523823261261,
"acc": 70.5,
"time": 222.7613109399099,
"param": [
{
"p": 0.05978262796998024,
"m": 1.0
},
{
"p": 0.05902983620762825,
"m": 1.0
},
{
"p": 0.026504650712013245,
"m": 1.0
},
{
"p": 0.03062528371810913,
"m": 1.0
},
{
"p": 0.034384727478027344,
"m": 1.0
},
{
"p": 0.0740380808711052,
"m": 1.0
},
{
"p": 0.13283422589302063,
"m": 1.0
},
{
"p": 0.05606439337134361,
"m": 1.0
},
{
"p": 0.046685878187417984,
"m": 1.0
},
{
"p": 0.03061012737452984,
"m": 1.0
},
{
"p": 0.10327973961830139,
"m": 1.0
},
{
"p": 0.010645934380590916,
"m": 1.0
},
{
"p": 0.24745044112205505,
"m": 1.0
},
{
"p": 0.08806406706571579,
"m": 1.0
}
]
},
{
"epoch": 88,
"train_loss": 1.0439913272857666,
"val_loss": 0.9279963970184326,
"acc": 70.36,
"time": 234.35040858702268,
"param": [
{
"p": 0.07500395178794861,
"m": 1.0
},
{
"p": 0.055459290742874146,
"m": 1.0
},
{
"p": 0.036856759339571,
"m": 1.0
},
{
"p": 0.03923196718096733,
"m": 1.0
},
{
"p": 0.011466658674180508,
"m": 1.0
},
{
"p": 0.07605259865522385,
"m": 1.0
},
{
"p": 0.14127114415168762,
"m": 1.0
},
{
"p": 0.03179686889052391,
"m": 1.0
},
{
"p": 0.044315483421087265,
"m": 1.0
},
{
"p": 0.03606001287698746,
"m": 1.0
},
{
"p": 0.11998090147972107,
"m": 1.0
},
{
"p": 0.003628811798989773,
"m": 1.0
},
{
"p": 0.25626808404922485,
"m": 1.0
},
{
"p": 0.07260735332965851,
"m": 1.0
}
]
},
{
"epoch": 89,
"train_loss": 0.9007012844085693,
"val_loss": 0.9168044924736023,
"acc": 70.56,
"time": 230.87533402605914,
"param": [
{
"p": 0.0733506977558136,
"m": 1.0
},
{
"p": 0.06922231614589691,
"m": 1.0
},
{
"p": 0.038069892674684525,
"m": 1.0
},
{
"p": 0.027974791824817657,
"m": 1.0
},
{
"p": 0.006998726166784763,
"m": 1.0
},
{
"p": 0.08428553491830826,
"m": 1.0
},
{
"p": 0.10312241315841675,
"m": 1.0
},
{
"p": 0.03706081211566925,
"m": 1.0
},
{
"p": 0.04589824378490448,
"m": 1.0
},
{
"p": 0.04378613084554672,
"m": 1.0
},
{
"p": 0.12898164987564087,
"m": 1.0
},
{
"p": 0.010728631168603897,
"m": 1.0
},
{
"p": 0.2692665159702301,
"m": 1.0
},
{
"p": 0.061253711581230164,
"m": 1.0
}
]
},
{
"epoch": 90,
"train_loss": 1.2052549123764038,
"val_loss": 0.9448469281196594,
"acc": 69.7,
"time": 223.14996967092156,
"param": [
{
"p": 0.05463365465402603,
"m": 1.0
},
{
"p": 0.06246573105454445,
"m": 1.0
},
{
"p": 0.042955391108989716,
"m": 1.0
},
{
"p": 0.028108393773436546,
"m": 1.0
},
{
"p": 0.012786355800926685,
"m": 1.0
},
{
"p": 0.08045654743909836,
"m": 1.0
},
{
"p": 0.12734228372573853,
"m": 1.0
},
{
"p": 0.03518131002783775,
"m": 1.0
},
{
"p": 0.05402892082929611,
"m": 1.0
},
{
"p": 0.04939179867506027,
"m": 1.0
},
{
"p": 0.11870624125003815,
"m": 1.0
},
{
"p": 0.007046716753393412,
"m": 1.0
},
{
"p": 0.24854010343551636,
"m": 1.0
},
{
"p": 0.07835667580366135,
"m": 1.0
}
]
},
{
"epoch": 91,
"train_loss": 1.512954831123352,
"val_loss": 0.8566906452178955,
"acc": 70.07,
"time": 228.1487236560788,
"param": [
{
"p": 0.080129474401474,
"m": 1.0
},
{
"p": 0.05651421472430229,
"m": 1.0
},
{
"p": 0.027317730709910393,
"m": 1.0
},
{
"p": 0.03173257037997246,
"m": 1.0
},
{
"p": 0.01232154481112957,
"m": 1.0
},
{
"p": 0.07480254769325256,
"m": 1.0
},
{
"p": 0.12395024299621582,
"m": 1.0
},
{
"p": 0.053268637508153915,
"m": 1.0
},
{
"p": 0.05563269555568695,
"m": 1.0
},
{
"p": 0.03403831645846367,
"m": 1.0
},
{
"p": 0.1193046048283577,
"m": 1.0
},
{
"p": 0.004168454557657242,
"m": 1.0
},
{
"p": 0.2428913414478302,
"m": 1.0
},
{
"p": 0.08392763882875443,
"m": 1.0
}
]
},
{
"epoch": 92,
"train_loss": 1.1344550848007202,
"val_loss": 0.9470396041870117,
"acc": 70.48,
"time": 239.3752423749538,
"param": [
{
"p": 0.07558061182498932,
"m": 1.0
},
{
"p": 0.06978116184473038,
"m": 1.0
},
{
"p": 0.042352862656116486,
"m": 1.0
},
{
"p": 0.044996049255132675,
"m": 1.0
},
{
"p": 0.010115159675478935,
"m": 1.0
},
{
"p": 0.08038892596960068,
"m": 1.0
},
{
"p": 0.13424643874168396,
"m": 1.0
},
{
"p": 0.045541103929281235,
"m": 1.0
},
{
"p": 0.03744867444038391,
"m": 1.0
},
{
"p": 0.04517299681901932,
"m": 1.0
},
{
"p": 0.12073525041341782,
"m": 1.0
},
{
"p": 0.0062652588821947575,
"m": 1.0
},
{
"p": 0.24209798872470856,
"m": 1.0
},
{
"p": 0.04527752846479416,
"m": 1.0
}
]
},
{
"epoch": 93,
"train_loss": 1.3477396965026855,
"val_loss": 1.0134800672531128,
"acc": 70.41,
"time": 225.2268558499636,
"param": [
{
"p": 0.08122450858354568,
"m": 1.0
},
{
"p": 0.0471552275121212,
"m": 1.0
},
{
"p": 0.03887520357966423,
"m": 1.0
},
{
"p": 0.04418560862541199,
"m": 1.0
},
{
"p": 0.007761296350508928,
"m": 1.0
},
{
"p": 0.07406479120254517,
"m": 1.0
},
{
"p": 0.12736545503139496,
"m": 1.0
},
{
"p": 0.04515531659126282,
"m": 1.0
},
{
"p": 0.04318637400865555,
"m": 1.0
},
{
"p": 0.03802807256579399,
"m": 1.0
},
{
"p": 0.12761136889457703,
"m": 1.0
},
{
"p": 0.03992410749197006,
"m": 1.0
},
{
"p": 0.20877616107463837,
"m": 1.0
},
{
"p": 0.07668644934892654,
"m": 1.0
}
]
},
{
"epoch": 94,
"train_loss": 1.3867617845535278,
"val_loss": 0.8276315331459045,
"acc": 71.03,
"time": 231.999683410977,
"param": [
{
"p": 0.08224675059318542,
"m": 1.0
},
{
"p": 0.05768130347132683,
"m": 1.0
},
{
"p": 0.03561555594205856,
"m": 1.0
},
{
"p": 0.042370960116386414,
"m": 1.0
},
{
"p": 0.0776919350028038,
"m": 1.0
},
{
"p": 0.05798644945025444,
"m": 1.0
},
{
"p": 0.11500642448663712,
"m": 1.0
},
{
"p": 0.028952864930033684,
"m": 1.0
},
{
"p": 0.04509297013282776,
"m": 1.0
},
{
"p": 0.030163146555423737,
"m": 1.0
},
{
"p": 0.12461777776479721,
"m": 1.0
},
{
"p": 0.007811962626874447,
"m": 1.0
},
{
"p": 0.23223534226417542,
"m": 1.0
},
{
"p": 0.0625266432762146,
"m": 1.0
}
]
},
{
"epoch": 95,
"train_loss": 1.2081490755081177,
"val_loss": 0.8656333684921265,
"acc": 70.52,
"time": 235.32613405690063,
"param": [
{
"p": 0.07410325855016708,
"m": 1.0
},
{
"p": 0.06431262195110321,
"m": 1.0
},
{
"p": 0.034341052174568176,
"m": 1.0
},
{
"p": 0.03492945060133934,
"m": 1.0
},
{
"p": 0.01263356488198042,
"m": 1.0
},
{
"p": 0.06538918614387512,
"m": 1.0
},
{
"p": 0.1456480175256729,
"m": 1.0
},
{
"p": 0.0432269312441349,
"m": 1.0
},
{
"p": 0.11145228892564774,
"m": 1.0
},
{
"p": 0.03962361440062523,
"m": 1.0
},
{
"p": 0.11067592352628708,
"m": 1.0
},
{
"p": 0.009060559794306755,
"m": 1.0
},
{
"p": 0.18847672641277313,
"m": 1.0
},
{
"p": 0.06612677872180939,
"m": 1.0
}
]
},
{
"epoch": 96,
"train_loss": 0.8673829436302185,
"val_loss": 0.8593546748161316,
"acc": 71.24,
"time": 231.14312270097435,
"param": [
{
"p": 0.0959734246134758,
"m": 1.0
},
{
"p": 0.04509017989039421,
"m": 1.0
},
{
"p": 0.04264054074883461,
"m": 1.0
},
{
"p": 0.025706015527248383,
"m": 1.0
},
{
"p": 0.015035324729979038,
"m": 1.0
},
{
"p": 0.06818628311157227,
"m": 1.0
},
{
"p": 0.11519594490528107,
"m": 1.0
},
{
"p": 0.052993666380643845,
"m": 1.0
},
{
"p": 0.04165080934762955,
"m": 1.0
},
{
"p": 0.04210399463772774,
"m": 1.0
},
{
"p": 0.13082189857959747,
"m": 1.0
},
{
"p": 0.008807889185845852,
"m": 1.0
},
{
"p": 0.2350309044122696,
"m": 1.0
},
{
"p": 0.080763079226017,
"m": 1.0
}
]
},
{
"epoch": 97,
"train_loss": 1.4905449151992798,
"val_loss": 0.9211707711219788,
"acc": 70.5,
"time": 230.20800589898136,
"param": [
{
"p": 0.09565044194459915,
"m": 1.0
},
{
"p": 0.0744759663939476,
"m": 1.0
},
{
"p": 0.04596230015158653,
"m": 1.0
},
{
"p": 0.04093331843614578,
"m": 1.0
},
{
"p": 0.006748463958501816,
"m": 1.0
},
{
"p": 0.07493884116411209,
"m": 1.0
},
{
"p": 0.1239132434129715,
"m": 1.0
},
{
"p": 0.05263183265924454,
"m": 1.0
},
{
"p": 0.04529416561126709,
"m": 1.0
},
{
"p": 0.02105441689491272,
"m": 1.0
},
{
"p": 0.1209244579076767,
"m": 1.0
},
{
"p": 0.008524992503225803,
"m": 1.0
},
{
"p": 0.2064356505870819,
"m": 1.0
},
{
"p": 0.08251189440488815,
"m": 1.0
}
]
},
{
"epoch": 98,
"train_loss": 0.9510840177536011,
"val_loss": 0.918839693069458,
"acc": 71.48,
"time": 242.73390771297272,
"param": [
{
"p": 0.09773798286914825,
"m": 1.0
},
{
"p": 0.04426214098930359,
"m": 1.0
},
{
"p": 0.05226179212331772,
"m": 1.0
},
{
"p": 0.03133106604218483,
"m": 1.0
},
{
"p": 0.009268973022699356,
"m": 1.0
},
{
"p": 0.07830706238746643,
"m": 1.0
},
{
"p": 0.13333258032798767,
"m": 1.0
},
{
"p": 0.03929253667593002,
"m": 1.0
},
{
"p": 0.03356765955686569,
"m": 1.0
},
{
"p": 0.046955302357673645,
"m": 1.0
},
{
"p": 0.11990681290626526,
"m": 1.0
},
{
"p": 0.00994247104972601,
"m": 1.0
},
{
"p": 0.21851110458374023,
"m": 1.0
},
{
"p": 0.08532252162694931,
"m": 1.0
}
]
},
{
"epoch": 99,
"train_loss": 1.7537524700164795,
"val_loss": 1.0760799646377563,
"acc": 71.09,
"time": 225.24153784196824,
"param": [
{
"p": 0.054854314774274826,
"m": 1.0
},
{
"p": 0.059757038950920105,
"m": 1.0
},
{
"p": 0.04687689617276192,
"m": 1.0
},
{
"p": 0.03254684805870056,
"m": 1.0
},
{
"p": 0.04962902516126633,
"m": 1.0
},
{
"p": 0.0870589092373848,
"m": 1.0
},
{
"p": 0.0802311897277832,
"m": 1.0
},
{
"p": 0.057425856590270996,
"m": 1.0
},
{
"p": 0.04699481651186943,
"m": 1.0
},
{
"p": 0.04241206869482994,
"m": 1.0
},
{
"p": 0.09605282545089722,
"m": 1.0
},
{
"p": 0.008386087603867054,
"m": 1.0
},
{
"p": 0.2584682106971741,
"m": 1.0
},
{
"p": 0.07930587232112885,
"m": 1.0
}
]
},
{
"epoch": 100,
"train_loss": 1.454531192779541,
"val_loss": 0.8902864456176758,
"acc": 70.79,
"time": 223.67758071701974,
"param": [
{
"p": 0.07420267909765244,
"m": 1.0
},
{
"p": 0.01934712752699852,
"m": 1.0
},
{
"p": 0.03783050924539566,
"m": 1.0
},
{
"p": 0.037811677902936935,
"m": 1.0
},
{
"p": 0.01093246228992939,
"m": 1.0
},
{
"p": 0.0804683268070221,
"m": 1.0
},
{
"p": 0.14199261367321014,
"m": 1.0
},
{
"p": 0.05174959823489189,
"m": 1.0
},
{
"p": 0.04158620536327362,
"m": 1.0
},
{
"p": 0.04328961670398712,
"m": 1.0
},
{
"p": 0.13372869789600372,
"m": 1.0
},
{
"p": 0.007601472083479166,
"m": 1.0
},
{
"p": 0.23744283616542816,
"m": 1.0
},
{
"p": 0.0820162445306778,
"m": 1.0
}
]
},
{
"epoch": 101,
"train_loss": 1.0020947456359863,
"val_loss": 0.8860211372375488,
"acc": 71.09,
"time": 238.49866302206647,
"param": [
{
"p": 0.06936797499656677,
"m": 1.0
},
{
"p": 0.058474745601415634,
"m": 1.0
},
{
"p": 0.04968240484595299,
"m": 1.0
},
{
"p": 0.03615455701947212,
"m": 1.0
},
{
"p": 0.009052223525941372,
"m": 1.0
},
{
"p": 0.08359507471323013,
"m": 1.0
},
{
"p": 0.14554712176322937,
"m": 1.0
},
{
"p": 0.057447727769613266,
"m": 1.0
},
{
"p": 0.04996996745467186,
"m": 1.0
},
{
"p": 0.036644887179136276,
"m": 1.0
},
{
"p": 0.1344842165708542,
"m": 1.0
},
{
"p": 0.0038466129917651415,
"m": 1.0
},
{
"p": 0.19831566512584686,
"m": 1.0
},
{
"p": 0.06741682440042496,
"m": 1.0
}
]
},
{
"epoch": 102,
"train_loss": 0.7522575855255127,
"val_loss": 0.9130984544754028,
"acc": 71.14,
"time": 231.69885068805888,
"param": [
{
"p": 0.08947601169347763,
"m": 1.0
},
{
"p": 0.05595961585640907,
"m": 1.0
},
{
"p": 0.04849886894226074,
"m": 1.0
},
{
"p": 0.03354257717728615,
"m": 1.0
},
{
"p": 0.014733834192156792,
"m": 1.0
},
{
"p": 0.060656387358903885,
"m": 1.0
},
{
"p": 0.15008394420146942,
"m": 1.0
},
{
"p": 0.05019536241889,
"m": 1.0
},
{
"p": 0.0454767681658268,
"m": 1.0
},
{
"p": 0.03742094710469246,
"m": 1.0
},
{
"p": 0.1332346349954605,
"m": 1.0
},
{
"p": 0.011519738472998142,
"m": 1.0
},
{
"p": 0.21482451260089874,
"m": 1.0
},
{
"p": 0.054376713931560516,
"m": 1.0
}
]
},
{
"epoch": 103,
"train_loss": 1.394472360610962,
"val_loss": 0.8484184741973877,
"acc": 70.56,
"time": 226.02929616800975,
"param": [
{
"p": 0.07338937371969223,
"m": 1.0
},
{
"p": 0.13184763491153717,
"m": 1.0
},
{
"p": 0.036940764635801315,
"m": 1.0
},
{
"p": 0.03478042781352997,
"m": 1.0
},
{
"p": 0.012544194236397743,
"m": 1.0
},
{
"p": 0.06453973054885864,
"m": 1.0
},
{
"p": 0.12871140241622925,
"m": 1.0
},
{
"p": 0.040682192891836166,
"m": 1.0
},
{
"p": 0.030840564519166946,
"m": 1.0
},
{
"p": 0.0497211255133152,
"m": 1.0
},
{
"p": 0.12640367448329926,
"m": 1.0
},
{
"p": 0.003281504148617387,
"m": 1.0
},
{
"p": 0.20131000876426697,
"m": 1.0
},
{
"p": 0.06500747054815292,
"m": 1.0
}
]
},
{
"epoch": 104,
"train_loss": 1.1185386180877686,
"val_loss": 1.0610507726669312,
"acc": 71.51,
"time": 228.76244392700028,
"param": [
{
"p": 0.0831185057759285,
"m": 1.0
},
{
"p": 0.021040961146354675,
"m": 1.0
},
{
"p": 0.04825893044471741,
"m": 1.0
},
{
"p": 0.04188041016459465,
"m": 1.0
},
{
"p": 0.048476673662662506,
"m": 1.0
},
{
"p": 0.04991903901100159,
"m": 1.0
},
{
"p": 0.13294881582260132,
"m": 1.0
},
{
"p": 0.05181829631328583,
"m": 1.0
},
{
"p": 0.03556765243411064,
"m": 1.0
},
{
"p": 0.032645002007484436,
"m": 1.0
},
{
"p": 0.14176799356937408,
"m": 1.0
},
{
"p": 0.00769057497382164,
"m": 1.0
},
{
"p": 0.21707001328468323,
"m": 1.0
},
{
"p": 0.08779717236757278,
"m": 1.0
}
]
},
{
"epoch": 105,
"train_loss": 1.3204450607299805,
"val_loss": 0.7568248510360718,
"acc": 70.88,
"time": 212.40668420004658,
"param": [
{
"p": 0.07508053630590439,
"m": 1.0
},
{
"p": 0.017872804775834084,
"m": 1.0
},
{
"p": 0.05407663434743881,
"m": 1.0
},
{
"p": 0.04823162779211998,
"m": 1.0
},
{
"p": 0.00790924672037363,
"m": 1.0
},
{
"p": 0.06773105263710022,
"m": 1.0
},
{
"p": 0.13211771845817566,
"m": 1.0
},
{
"p": 0.059674862772226334,
"m": 1.0
},
{
"p": 0.0454132966697216,
"m": 1.0
},
{
"p": 0.05209047347307205,
"m": 1.0
},
{
"p": 0.12822884321212769,
"m": 1.0
},
{
"p": 0.009495475329458714,
"m": 1.0
},
{
"p": 0.21363060176372528,
"m": 1.0
},
{
"p": 0.08844683319330215,
"m": 1.0
}
]
},
{
"epoch": 106,
"train_loss": 1.1086982488632202,
"val_loss": 0.9771508574485779,
"acc": 71.04,
"time": 228.02592060901225,
"param": [
{
"p": 0.07079146057367325,
"m": 1.0
},
{
"p": 0.013975420035421848,
"m": 1.0
},
{
"p": 0.06428872793912888,
"m": 1.0
},
{
"p": 0.024038422852754593,
"m": 1.0
},
{
"p": 0.00853734277188778,
"m": 1.0
},
{
"p": 0.09321803599596024,
"m": 1.0
},
{
"p": 0.13126397132873535,
"m": 1.0
},
{
"p": 0.05429789423942566,
"m": 1.0
},
{
"p": 0.03878205642104149,
"m": 1.0
},
{
"p": 0.04106180742383003,
"m": 1.0
},
{
"p": 0.1471710056066513,
"m": 1.0
},
{
"p": 0.007558537181466818,
"m": 1.0
},
{
"p": 0.22055675089359283,
"m": 1.0
},
{
"p": 0.08445855230093002,
"m": 1.0
}
]
},
{
"epoch": 107,
"train_loss": 1.079422950744629,
"val_loss": 0.7755285501480103,
"acc": 71.21,
"time": 231.236679980997,
"param": [
{
"p": 0.0774584412574768,
"m": 1.0
},
{
"p": 0.02741588093340397,
"m": 1.0
},
{
"p": 0.040899600833654404,
"m": 1.0
},
{
"p": 0.04043082147836685,
"m": 1.0
},
{
"p": 0.008100239560008049,
"m": 1.0
},
{
"p": 0.08865885436534882,
"m": 1.0
},
{
"p": 0.1477784663438797,
"m": 1.0
},
{
"p": 0.05930909141898155,
"m": 1.0
},
{
"p": 0.04909805580973625,
"m": 1.0
},
{
"p": 0.05638708174228668,
"m": 1.0
},
{
"p": 0.12054184824228287,
"m": 1.0
},
{
"p": 0.012223114259541035,
"m": 1.0
},
{
"p": 0.19140273332595825,
"m": 1.0
},
{
"p": 0.08029576390981674,
"m": 1.0
}
]
},
{
"epoch": 108,
"train_loss": 1.6046180725097656,
"val_loss": 0.864703893661499,
"acc": 72.15,
"time": 224.96466607402544,
"param": [
{
"p": 0.07348335534334183,
"m": 1.0
},
{
"p": 0.023873118683695793,
"m": 1.0
},
{
"p": 0.05226365104317665,
"m": 1.0
},
{
"p": 0.04529383406043053,
"m": 1.0
},
{
"p": 0.054533910006284714,
"m": 1.0
},
{
"p": 0.07820162922143936,
"m": 1.0
},
{
"p": 0.1155288815498352,
"m": 1.0
},
{
"p": 0.0480097234249115,
"m": 1.0
},
{
"p": 0.03305886685848236,
"m": 1.0
},
{
"p": 0.052365127950906754,
"m": 1.0
},
{
"p": 0.09596691280603409,
"m": 1.0
},
{
"p": 0.011761069297790527,
"m": 1.0
},
{
"p": 0.23935499787330627,
"m": 1.0
},
{
"p": 0.07630487531423569,
"m": 1.0
}
]
},
{
"epoch": 109,
"train_loss": 1.0547528266906738,
"val_loss": 0.8557823896408081,
"acc": 71.27,
"time": 222.19215848098975,
"param": [
{
"p": 0.08906835317611694,
"m": 1.0
},
{
"p": 0.007358479779213667,
"m": 1.0
},
{
"p": 0.058278828859329224,
"m": 1.0
},
{
"p": 0.07052604854106903,
"m": 1.0
},
{
"p": 0.008481691591441631,
"m": 1.0
},
{
"p": 0.0577642023563385,
"m": 1.0
},
{
"p": 0.12225950509309769,
"m": 1.0
},
{
"p": 0.06547001749277115,
"m": 1.0
},
{
"p": 0.04762842133641243,
"m": 1.0
},
{
"p": 0.033775173127651215,
"m": 1.0
},
{
"p": 0.13569031655788422,
"m": 1.0
},
{
"p": 0.01173419039696455,
"m": 1.0
},
{
"p": 0.21375954151153564,
"m": 1.0
},
{
"p": 0.07820519059896469,
"m": 1.0
}
]
},
{
"epoch": 110,
"train_loss": 1.2723350524902344,
"val_loss": 0.8013448715209961,
"acc": 71.85,
"time": 229.33994556195103,
"param": [
{
"p": 0.0878400206565857,
"m": 1.0
},
{
"p": 0.014894629828631878,
"m": 1.0
},
{
"p": 0.04510491341352463,
"m": 1.0
},
{
"p": 0.042403124272823334,
"m": 1.0
},
{
"p": 0.05110420659184456,
"m": 1.0
},
{
"p": 0.08196575194597244,
"m": 1.0
},
{
"p": 0.11770108342170715,
"m": 1.0
},
{
"p": 0.04503720626235008,
"m": 1.0
},
{
"p": 0.04887089878320694,
"m": 1.0
},
{
"p": 0.04340963438153267,
"m": 1.0
},
{
"p": 0.13304506242275238,
"m": 1.0
},
{
"p": 0.007461811415851116,
"m": 1.0
},
{
"p": 0.1877591758966446,
"m": 1.0
},
{
"p": 0.09340249001979828,
"m": 1.0
}
]
},
{
"epoch": 111,
"train_loss": 1.116226077079773,
"val_loss": 0.9248471856117249,
"acc": 70.88,
"time": 233.2150577499997,
"param": [
{
"p": 0.0952092632651329,
"m": 1.0
},
{
"p": 0.012744615785777569,
"m": 1.0
},
{
"p": 0.05701637640595436,
"m": 1.0
},
{
"p": 0.047238074243068695,
"m": 1.0
},
{
"p": 0.00817569624632597,
"m": 1.0
},
{
"p": 0.05900253728032112,
"m": 1.0
},
{
"p": 0.13456936180591583,
"m": 1.0
},
{
"p": 0.05755190923810005,
"m": 1.0
},
{
"p": 0.0538482740521431,
"m": 1.0
},
{
"p": 0.054809585213661194,
"m": 1.0
},
{
"p": 0.12300668656826019,
"m": 1.0
},
{
"p": 0.013301786966621876,
"m": 1.0
},
{
"p": 0.19268645346164703,
"m": 1.0
},
{
"p": 0.09083930402994156,
"m": 1.0
}
]
},
{
"epoch": 112,
"train_loss": 1.1915425062179565,
"val_loss": 0.9153555035591125,
"acc": 72.03,
"time": 232.03096969705075,
"param": [
{
"p": 0.0884128138422966,
"m": 1.0
},
{
"p": 0.012921842746436596,
"m": 1.0
},
{
"p": 0.05838198587298393,
"m": 1.0
},
{
"p": 0.011984496377408504,
"m": 1.0
},
{
"p": 0.009666061960160732,
"m": 1.0
},
{
"p": 0.08459734916687012,
"m": 1.0
},
{
"p": 0.14286834001541138,
"m": 1.0
},
{
"p": 0.07739304006099701,
"m": 1.0
},
{
"p": 0.03509129211306572,
"m": 1.0
},
{
"p": 0.04478665068745613,
"m": 1.0
},
{
"p": 0.12129213660955429,
"m": 1.0
},
{
"p": 0.004800730384886265,
"m": 1.0
},
{
"p": 0.20873434841632843,
"m": 1.0
},
{
"p": 0.09906884282827377,
"m": 1.0
}
]
},
{
"epoch": 113,
"train_loss": 1.1537415981292725,
"val_loss": 0.7790777683258057,
"acc": 72.14,
"time": 222.15075608796906,
"param": [
{
"p": 0.09571520984172821,
"m": 1.0
},
{
"p": 0.024378307163715363,
"m": 1.0
},
{
"p": 0.05121626332402229,
"m": 1.0
},
{
"p": 0.02039538137614727,
"m": 1.0
},
{
"p": 0.006192553788423538,
"m": 1.0
},
{
"p": 0.08699742704629898,
"m": 1.0
},
{
"p": 0.12453923374414444,
"m": 1.0
},
{
"p": 0.06133493781089783,
"m": 1.0
},
{
"p": 0.04682542011141777,
"m": 1.0
},
{
"p": 0.04889870807528496,
"m": 1.0
},
{
"p": 0.12124443799257278,
"m": 1.0
},
{
"p": 0.010178210213780403,
"m": 1.0
},
{
"p": 0.21266895532608032,
"m": 1.0
},
{
"p": 0.08941488713026047,
"m": 1.0
}
]
},
{
"epoch": 114,
"train_loss": 1.5111058950424194,
"val_loss": 0.9388636350631714,
"acc": 71.83,
"time": 219.7200101739727,
"param": [
{
"p": 0.08798923343420029,
"m": 1.0
},
{
"p": 0.023835469037294388,
"m": 1.0
},
{
"p": 0.039177604019641876,
"m": 1.0
},
{
"p": 0.015640761703252792,
"m": 1.0
},
{
"p": 0.010708650574088097,
"m": 1.0
},
{
"p": 0.1082451269030571,
"m": 1.0
},
{
"p": 0.1458909958600998,
"m": 1.0
},
{
"p": 0.06797438114881516,
"m": 1.0
},
{
"p": 0.051540475338697433,
"m": 1.0
},
{
"p": 0.04629883915185928,
"m": 1.0
},
{
"p": 0.11857138574123383,
"m": 1.0
},
{
"p": 0.00802455935627222,
"m": 1.0
},
{
"p": 0.18628428876399994,
"m": 1.0
},
{
"p": 0.08981821686029434,
"m": 1.0
}
]
},
{
"epoch": 115,
"train_loss": 1.1314623355865479,
"val_loss": 0.762975811958313,
"acc": 72.16,
"time": 216.50931131700054,
"param": [
{
"p": 0.10202106088399887,
"m": 1.0
},
{
"p": 0.028997179120779037,
"m": 1.0
},
{
"p": 0.0487232431769371,
"m": 1.0
},
{
"p": 0.018725670874118805,
"m": 1.0
},
{
"p": 0.012120808474719524,
"m": 1.0
},
{
"p": 0.08408789336681366,
"m": 1.0
},
{
"p": 0.12283509224653244,
"m": 1.0
},
{
"p": 0.06799211353063583,
"m": 1.0
},
{
"p": 0.0486471951007843,
"m": 1.0
},
{
"p": 0.05357152596116066,
"m": 1.0
},
{
"p": 0.1408405750989914,
"m": 1.0
},
{
"p": 0.005631227977573872,
"m": 1.0
},
{
"p": 0.17396967113018036,
"m": 1.0
},
{
"p": 0.09183674305677414,
"m": 1.0
}
]
},
{
"epoch": 116,
"train_loss": 1.2727957963943481,
"val_loss": 0.9009982347488403,
"acc": 71.41,
"time": 231.79676650394686,
"param": [
{
"p": 0.08404869586229324,
"m": 1.0
},
{
"p": 0.026465218514204025,
"m": 1.0
},
{
"p": 0.059869639575481415,
"m": 1.0
},
{
"p": 0.017222952097654343,
"m": 1.0
},
{
"p": 0.013244548812508583,
"m": 1.0
},
{
"p": 0.06235797703266144,
"m": 1.0
},
{
"p": 0.13718464970588684,
"m": 1.0
},
{
"p": 0.06246943026781082,
"m": 1.0
},
{
"p": 0.042589083313941956,
"m": 1.0
},
{
"p": 0.0472065769135952,
"m": 1.0
},
{
"p": 0.1374078094959259,
"m": 1.0
},
{
"p": 0.012228027917444706,
"m": 1.0
},
{
"p": 0.19266217947006226,
"m": 1.0
},
{
"p": 0.10504326224327087,
"m": 1.0
}
]
},
{
"epoch": 117,
"train_loss": 1.0885391235351562,
"val_loss": 0.8199141621589661,
"acc": 72.0,
"time": 232.05297554202843,
"param": [
{
"p": 0.10762941092252731,
"m": 1.0
},
{
"p": 0.01401370856910944,
"m": 1.0
},
{
"p": 0.050715960562229156,
"m": 1.0
},
{
"p": 0.020550113171339035,
"m": 1.0
},
{
"p": 0.0075384085066616535,
"m": 1.0
},
{
"p": 0.07367338985204697,
"m": 1.0
},
{
"p": 0.14164315164089203,
"m": 1.0
},
{
"p": 0.0668654590845108,
"m": 1.0
},
{
"p": 0.04573730379343033,
"m": 1.0
},
{
"p": 0.05246111378073692,
"m": 1.0
},
{
"p": 0.13997238874435425,
"m": 1.0
},
{
"p": 0.009390636347234249,
"m": 1.0
},
{
"p": 0.1957741230726242,
"m": 1.0
},
{
"p": 0.0740349069237709,
"m": 1.0
}
]
},
{
"epoch": 118,
"train_loss": 1.0016095638275146,
"val_loss": 0.8219600915908813,
"acc": 72.02,
"time": 218.65893252403475,
"param": [
{
"p": 0.08051452785730362,
"m": 1.0
},
{
"p": 0.018892941996455193,
"m": 1.0
},
{
"p": 0.054991401731967926,
"m": 1.0
},
{
"p": 0.024204684421420097,
"m": 1.0
},
{
"p": 0.007961942814290524,
"m": 1.0
},
{
"p": 0.06461093574762344,
"m": 1.0
},
{
"p": 0.13843464851379395,
"m": 1.0
},
{
"p": 0.07953779399394989,
"m": 1.0
},
{
"p": 0.0543474480509758,
"m": 1.0
},
{
"p": 0.061493948101997375,
"m": 1.0
},
{
"p": 0.13544714450836182,
"m": 1.0
},
{
"p": 0.008026107214391232,
"m": 1.0
},
{
"p": 0.19171760976314545,
"m": 1.0
},
{
"p": 0.07981883734464645,
"m": 1.0
}
]
},
{
"epoch": 119,
"train_loss": 1.3121893405914307,
"val_loss": 0.9112597703933716,
"acc": 71.47,
"time": 225.2800906529883,
"param": [
{
"p": 0.08908309787511826,
"m": 1.0
},
{
"p": 0.01616573892533779,
"m": 1.0
},
{
"p": 0.06161472573876381,
"m": 1.0
},
{
"p": 0.01844775304198265,
"m": 1.0
},
{
"p": 0.08225617557764053,
"m": 1.0
},
{
"p": 0.06898369640111923,
"m": 1.0
},
{
"p": 0.1358971893787384,
"m": 1.0
},
{
"p": 0.054340146481990814,
"m": 1.0
},
{
"p": 0.05214584991335869,
"m": 1.0
},
{
"p": 0.046525586396455765,
"m": 1.0
},
{
"p": 0.11586056649684906,
"m": 1.0
},
{
"p": 0.007080462761223316,
"m": 1.0
},
{
"p": 0.1566755771636963,
"m": 1.0
},
{
"p": 0.09492336958646774,
"m": 1.0
}
]
},
{
"epoch": 120,
"train_loss": 1.1108803749084473,
"val_loss": 0.8818798065185547,
"acc": 72.26,
"time": 222.18377279897686,
"param": [
{
"p": 0.09641531109809875,
"m": 1.0
},
{
"p": 0.02653098665177822,
"m": 1.0
},
{
"p": 0.059974197298288345,
"m": 1.0
},
{
"p": 0.021228911355137825,
"m": 1.0
},
{
"p": 0.021091705188155174,
"m": 1.0
},
{
"p": 0.0698014348745346,
"m": 1.0
},
{
"p": 0.1328820139169693,
"m": 1.0
},
{
"p": 0.04225568473339081,
"m": 1.0
},
{
"p": 0.041749946773052216,
"m": 1.0
},
{
"p": 0.06100029498338699,
"m": 1.0
},
{
"p": 0.14464730024337769,
"m": 1.0
},
{
"p": 0.014100590720772743,
"m": 1.0
},
{
"p": 0.17328926920890808,
"m": 1.0
},
{
"p": 0.09503234922885895,
"m": 1.0
}
]
},
{
"epoch": 121,
"train_loss": 1.1597001552581787,
"val_loss": 0.8199245929718018,
"acc": 72.0,
"time": 227.67873568600044,
"param": [
{
"p": 0.10894143581390381,
"m": 1.0
},
{
"p": 0.01764645054936409,
"m": 1.0
},
{
"p": 0.05918477475643158,
"m": 1.0
},
{
"p": 0.021308904513716698,
"m": 1.0
},
{
"p": 0.008306697010993958,
"m": 1.0
},
{
"p": 0.08734609931707382,
"m": 1.0
},
{
"p": 0.12954223155975342,
"m": 1.0
},
{
"p": 0.059279825538396835,
"m": 1.0
},
{
"p": 0.043691523373126984,
"m": 1.0
},
{
"p": 0.052448026835918427,
"m": 1.0
},
{
"p": 0.12997499108314514,
"m": 1.0
},
{
"p": 0.01037663035094738,
"m": 1.0
},
{
"p": 0.18912231922149658,
"m": 1.0
},
{
"p": 0.08283010125160217,
"m": 1.0
}
]
},
{
"epoch": 122,
"train_loss": 1.2591021060943604,
"val_loss": 0.8160360455513,
"acc": 71.95,
"time": 228.23840671707876,
"param": [
{
"p": 0.06959933787584305,
"m": 1.0
},
{
"p": 0.09001346677541733,
"m": 1.0
},
{
"p": 0.04821297898888588,
"m": 1.0
},
{
"p": 0.021232111379504204,
"m": 1.0
},
{
"p": 0.0006782659329473972,
"m": 1.0
},
{
"p": 0.06255929917097092,
"m": 1.0
},
{
"p": 0.15153715014457703,
"m": 1.0
},
{
"p": 0.05826590210199356,
"m": 1.0
},
{
"p": 0.054144229739904404,
"m": 1.0
},
{
"p": 0.062357667833566666,
"m": 1.0
},
{
"p": 0.12347965687513351,
"m": 1.0
},
{
"p": 0.02035977505147457,
"m": 1.0
},
{
"p": 0.1575743705034256,
"m": 1.0
},
{
"p": 0.07998578995466232,
"m": 1.0
}
]
},
{
"epoch": 123,
"train_loss": 1.154626488685608,
"val_loss": 0.8061708807945251,
"acc": 72.41,
"time": 223.7981081189355,
"param": [
{
"p": 0.12188514322042465,
"m": 1.0
},
{
"p": 0.024002680554986,
"m": 1.0
},
{
"p": 0.06645464152097702,
"m": 1.0
},
{
"p": 0.019827289506793022,
"m": 1.0
},
{
"p": 0.012842659838497639,
"m": 1.0
},
{
"p": 0.08180771768093109,
"m": 1.0
},
{
"p": 0.10600823909044266,
"m": 1.0
},
{
"p": 0.07072435319423676,
"m": 1.0
},
{
"p": 0.06336084008216858,
"m": 1.0
},
{
"p": 0.049802251160144806,
"m": 1.0
},
{
"p": 0.12353342026472092,
"m": 1.0
},
{
"p": 0.0064085363410413265,
"m": 1.0
},
{
"p": 0.17188026010990143,
"m": 1.0
},
{
"p": 0.08146186172962189,
"m": 1.0
}
]
},
{
"epoch": 124,
"train_loss": 0.8846828937530518,
"val_loss": 0.8434852361679077,
"acc": 71.47,
"time": 229.17451877403073,
"param": [
{
"p": 0.11138181388378143,
"m": 1.0
},
{
"p": 0.01832660660147667,
"m": 1.0
},
{
"p": 0.05111698806285858,
"m": 1.0
},
{
"p": 0.022697992622852325,
"m": 1.0
},
{
"p": 0.006246012635529041,
"m": 1.0
},
{
"p": 0.0735703557729721,
"m": 1.0
},
{
"p": 0.14255090057849884,
"m": 1.0
},
{
"p": 0.049340348690748215,
"m": 1.0
},
{
"p": 0.05564527586102486,
"m": 1.0
},
{
"p": 0.06657823175191879,
"m": 1.0
},
{
"p": 0.13175486028194427,
"m": 1.0
},
{
"p": 0.013204398564994335,
"m": 1.0
},
{
"p": 0.169233500957489,
"m": 1.0
},
{
"p": 0.08835263550281525,
"m": 1.0
}
]
},
{
"epoch": 125,
"train_loss": 1.104327917098999,
"val_loss": 0.8518187999725342,
"acc": 71.52,
"time": 226.79699632991105,
"param": [
{
"p": 0.11465476453304291,
"m": 1.0
},
{
"p": 0.018376924097537994,
"m": 1.0
},
{
"p": 0.0637299194931984,
"m": 1.0
},
{
"p": 0.016372215002775192,
"m": 1.0
},
{
"p": 0.007797791622579098,
"m": 1.0
},
{
"p": 0.10438943654298782,
"m": 1.0
},
{
"p": 0.12485971301794052,
"m": 1.0
},
{
"p": 0.06752146035432816,
"m": 1.0
},
{
"p": 0.07028805464506149,
"m": 1.0
},
{
"p": 0.012144362553954124,
"m": 1.0
},
{
"p": 0.13994240760803223,
"m": 1.0
},
{
"p": 0.011891202069818974,
"m": 1.0
},
{
"p": 0.14536765217781067,
"m": 1.0
},
{
"p": 0.10266412049531937,
"m": 1.0
}
]
},
{
"epoch": 126,
"train_loss": 1.3801058530807495,
"val_loss": 0.8641656637191772,
"acc": 72.48,
"time": 236.6591870849952,
"param": [
{
"p": 0.108910471200943,
"m": 1.0
},
{
"p": 0.014228833839297295,
"m": 1.0
},
{
"p": 0.07639354467391968,
"m": 1.0
},
{
"p": 0.0007026803214102983,
"m": 1.0
},
{
"p": 0.009972944855690002,
"m": 1.0
},
{
"p": 0.09337583184242249,
"m": 1.0
},
{
"p": 0.1568349152803421,
"m": 1.0
},
{
"p": 0.06047217175364494,
"m": 1.0
},
{
"p": 0.05151866748929024,
"m": 1.0
},
{
"p": 0.0068890308029949665,
"m": 1.0
},
{
"p": 0.16424766182899475,
"m": 1.0
},
{
"p": 0.014430771581828594,
"m": 1.0
},
{
"p": 0.12040290981531143,
"m": 1.0
},
{
"p": 0.12161950767040253,
"m": 1.0
}
]
},
{
"epoch": 127,
"train_loss": 1.2874573469161987,
"val_loss": 0.7736267447471619,
"acc": 71.66,
"time": 230.20113297598436,
"param": [
{
"p": 0.12012011557817459,
"m": 1.0
},
{
"p": 0.015814464539289474,
"m": 1.0
},
{
"p": 0.048263587057590485,
"m": 1.0
},
{
"p": 0.029859725385904312,
"m": 1.0
},
{
"p": 0.05709056928753853,
"m": 1.0
},
{
"p": 0.08575913310050964,
"m": 1.0
},
{
"p": 0.13965857028961182,
"m": 1.0
},
{
"p": 0.022911034524440765,
"m": 1.0
},
{
"p": 0.060254015028476715,
"m": 1.0
},
{
"p": 0.013208280317485332,
"m": 1.0
},
{
"p": 0.12570138275623322,
"m": 1.0
},
{
"p": 0.0007063618395477533,
"m": 1.0
},
{
"p": 0.17378798127174377,
"m": 1.0
},
{
"p": 0.10686474293470383,
"m": 1.0
}
]
},
{
"epoch": 128,
"train_loss": 1.2501895427703857,
"val_loss": 0.7708873152732849,
"acc": 72.42,
"time": 219.77747867105063,
"param": [
{
"p": 0.10863708704710007,
"m": 1.0
},
{
"p": 0.030915260314941406,
"m": 1.0
},
{
"p": 0.06560691446065903,
"m": 1.0
},
{
"p": 0.009607477113604546,
"m": 1.0
},
{
"p": 0.005672622472047806,
"m": 1.0
},
{
"p": 0.08228255808353424,
"m": 1.0
},
{
"p": 0.14536070823669434,
"m": 1.0
},
{
"p": 0.028033211827278137,
"m": 1.0
},
{
"p": 0.05655469372868538,
"m": 1.0
},
{
"p": 0.011547177098691463,
"m": 1.0
},
{
"p": 0.1339748501777649,
"m": 1.0
},
{
"p": 0.014020337723195553,
"m": 1.0
},
{
"p": 0.18879882991313934,
"m": 1.0
},
{
"p": 0.11898833513259888,
"m": 1.0
}
]
},
{
"epoch": 129,
"train_loss": 1.4701478481292725,
"val_loss": 0.9802604913711548,
"acc": 72.3,
"time": 216.0684234589571,
"param": [
{
"p": 0.11980811506509781,
"m": 1.0
},
{
"p": 0.02326001599431038,
"m": 1.0
},
{
"p": 0.06748878955841064,
"m": 1.0
},
{
"p": 0.011445395648479462,
"m": 1.0
},
{
"p": 0.005111916456371546,
"m": 1.0
},
{
"p": 0.10668164491653442,
"m": 1.0
},
{
"p": 0.16072174906730652,
"m": 1.0
},
{
"p": 0.019857166334986687,
"m": 1.0
},
{
"p": 0.07209885865449905,
"m": 1.0
},
{
"p": 0.0068597798235714436,
"m": 1.0
},
{
"p": 0.13740289211273193,
"m": 1.0
},
{
"p": 0.007352785672992468,
"m": 1.0
},
{
"p": 0.15760397911071777,
"m": 1.0
},
{
"p": 0.10430701076984406,
"m": 1.0
}
]
},
{
"epoch": 130,
"train_loss": 1.0461913347244263,
"val_loss": 0.925554096698761,
"acc": 72.01,
"time": 230.8749437830411,
"param": [
{
"p": 0.11685799062252045,
"m": 1.0
},
{
"p": 0.048934366554021835,
"m": 1.0
},
{
"p": 0.0800841748714447,
"m": 1.0
},
{
"p": 0.008295348845422268,
"m": 1.0
},
{
"p": 0.00884138885885477,
"m": 1.0
},
{
"p": 0.08073888719081879,
"m": 1.0
},
{
"p": 0.15612228214740753,
"m": 1.0
},
{
"p": 0.019925450906157494,
"m": 1.0
},
{
"p": 0.03629215061664581,
"m": 1.0
},
{
"p": 0.011590591631829739,
"m": 1.0
},
{
"p": 0.13668093085289001,
"m": 1.0
},
{
"p": 0.009275422431528568,
"m": 1.0
},
{
"p": 0.16806356608867645,
"m": 1.0
},
{
"p": 0.11829747259616852,
"m": 1.0
}
]
},
{
"epoch": 131,
"train_loss": 1.0559865236282349,
"val_loss": 0.9701809883117676,
"acc": 72.63,
"time": 220.14723815396428,
"param": [
{
"p": 0.10170836001634598,
"m": 1.0
},
{
"p": 0.016431212425231934,
"m": 1.0
},
{
"p": 0.07123294472694397,
"m": 1.0
},
{
"p": 0.0007003172650001943,
"m": 1.0
},
{
"p": 0.007998151704668999,
"m": 1.0
},
{
"p": 0.08537549525499344,
"m": 1.0
},
{
"p": 0.1381259560585022,
"m": 1.0
},
{
"p": 0.017204344272613525,
"m": 1.0
},
{
"p": 0.08571777492761612,
"m": 1.0
},
{
"p": 0.008854980580508709,
"m": 1.0
},
{
"p": 0.16336806118488312,
"m": 1.0
},
{
"p": 0.00923593807965517,
"m": 1.0
},
{
"p": 0.19646452367305756,
"m": 1.0
},
{
"p": 0.09758193790912628,
"m": 1.0
}
]
},
{
"epoch": 132,
"train_loss": 1.415518045425415,
"val_loss": 0.7999549508094788,
"acc": 72.02,
"time": 229.22412920405623,
"param": [
{
"p": 0.1364520788192749,
"m": 1.0
},
{
"p": 0.03841734677553177,
"m": 1.0
},
{
"p": 0.059764161705970764,
"m": 1.0
},
{
"p": 0.014171913266181946,
"m": 1.0
},
{
"p": 0.008333827368915081,
"m": 1.0
},
{
"p": 0.08013119548559189,
"m": 1.0
},
{
"p": 0.16320857405662537,
"m": 1.0
},
{
"p": 0.02233787626028061,
"m": 1.0
},
{
"p": 0.04049227386713028,
"m": 1.0
},
{
"p": 0.018498167395591736,
"m": 1.0
},
{
"p": 0.1638900488615036,
"m": 1.0
},
{
"p": 0.01288389042019844,
"m": 1.0
},
{
"p": 0.14487428963184357,
"m": 1.0
},
{
"p": 0.09654432535171509,
"m": 1.0
}
]
},
{
"epoch": 133,
"train_loss": 1.1814966201782227,
"val_loss": 0.7922471165657043,
"acc": 72.39,
"time": 226.7491903329501,
"param": [
{
"p": 0.10686076432466507,
"m": 1.0
},
{
"p": 0.009884385392069817,
"m": 1.0
},
{
"p": 0.08268284052610397,
"m": 1.0
},
{
"p": 0.008345686830580235,
"m": 1.0
},
{
"p": 0.009206417016685009,
"m": 1.0
},
{
"p": 0.08306948840618134,
"m": 1.0
},
{
"p": 0.14387178421020508,
"m": 1.0
},
{
"p": 0.017239827662706375,
"m": 1.0
},
{
"p": 0.0723026916384697,
"m": 1.0
},
{
"p": 0.02121615968644619,
"m": 1.0
},
{
"p": 0.13992875814437866,
"m": 1.0
},
{
"p": 0.05180302634835243,
"m": 1.0
},
{
"p": 0.17478793859481812,
"m": 1.0
},
{
"p": 0.07880023866891861,
"m": 1.0
}
]
},
{
"epoch": 134,
"train_loss": 1.0164226293563843,
"val_loss": 0.7367307543754578,
"acc": 72.19,
"time": 227.26742702396587,
"param": [
{
"p": 0.0899585634469986,
"m": 1.0
},
{
"p": 0.022426731884479523,
"m": 1.0
},
{
"p": 0.0746660828590393,
"m": 1.0
},
{
"p": 0.010139900259673595,
"m": 1.0
},
{
"p": 0.0106643196195364,
"m": 1.0
},
{
"p": 0.08406168222427368,
"m": 1.0
},
{
"p": 0.14792363345623016,
"m": 1.0
},
{
"p": 0.010276918299496174,
"m": 1.0
},
{
"p": 0.06932275742292404,
"m": 1.0
},
{
"p": 0.0075987763702869415,
"m": 1.0
},
{
"p": 0.15763409435749054,
"m": 1.0
},
{
"p": 0.006547509226948023,
"m": 1.0
},
{
"p": 0.18080979585647583,
"m": 1.0
},
{
"p": 0.12796920537948608,
"m": 1.0
}
]
},
{
"epoch": 135,
"train_loss": 0.9343189001083374,
"val_loss": 0.8515444397926331,
"acc": 72.6,
"time": 216.8830703140702,
"param": [
{
"p": 0.11568182706832886,
"m": 1.0
},
{
"p": 0.018195372074842453,
"m": 1.0
},
{
"p": 0.07560955733060837,
"m": 1.0
},
{
"p": 0.008547664619982243,
"m": 1.0
},
{
"p": 0.01318114809691906,
"m": 1.0
},
{
"p": 0.08403085172176361,
"m": 1.0
},
{
"p": 0.13471974432468414,
"m": 1.0
},
{
"p": 0.020078986883163452,
"m": 1.0
},
{
"p": 0.07020729035139084,
"m": 1.0
},
{
"p": 0.011764583177864552,
"m": 1.0
},
{
"p": 0.16176837682724,
"m": 1.0
},
{
"p": 0.010962467640638351,
"m": 1.0
},
{
"p": 0.17867186665534973,
"m": 1.0
},
{
"p": 0.09658020734786987,
"m": 1.0
}
]
},
{
"epoch": 136,
"train_loss": 1.2200733423233032,
"val_loss": 0.9846736788749695,
"acc": 72.87,
"time": 218.66426601307467,
"param": [
{
"p": 0.10714785009622574,
"m": 1.0
},
{
"p": 0.021284013986587524,
"m": 1.0
},
{
"p": 0.07405689358711243,
"m": 1.0
},
{
"p": 0.008091106079518795,
"m": 1.0
},
{
"p": 0.007728172931820154,
"m": 1.0
},
{
"p": 0.11516400426626205,
"m": 1.0
},
{
"p": 0.14486876130104065,
"m": 1.0
},
{
"p": 0.012066279537975788,
"m": 1.0
},
{
"p": 0.062159229069948196,
"m": 1.0
},
{
"p": 0.0116482675075531,
"m": 1.0
},
{
"p": 0.13887029886245728,
"m": 1.0
},
{
"p": 0.009230779483914375,
"m": 1.0
},
{
"p": 0.19015438854694366,
"m": 1.0
},
{
"p": 0.09752999991178513,
"m": 1.0
}
]
},
{
"epoch": 137,
"train_loss": 1.3299225568771362,
"val_loss": 0.7975278496742249,
"acc": 72.89,
"time": 220.89688534406014,
"param": [
{
"p": 0.11475808173418045,
"m": 1.0
},
{
"p": 0.015672829002141953,
"m": 1.0
},
{
"p": 0.08860386908054352,
"m": 1.0
},
{
"p": 0.010831907391548157,
"m": 1.0
},
{
"p": 0.010341063141822815,
"m": 1.0
},
{
"p": 0.08375135809183121,
"m": 1.0
},
{
"p": 0.12581872940063477,
"m": 1.0
},
{
"p": 0.008641408756375313,
"m": 1.0
},
{
"p": 0.07144888490438461,
"m": 1.0
},
{
"p": 0.00974753312766552,
"m": 1.0
},
{
"p": 0.15174977481365204,
"m": 1.0
},
{
"p": 0.008893420919775963,
"m": 1.0
},
{
"p": 0.18404611945152283,
"m": 1.0
},
{
"p": 0.1156950443983078,
"m": 1.0
}
]
},
{
"epoch": 138,
"train_loss": 1.391716718673706,
"val_loss": 0.7722427845001221,
"acc": 71.62,
"time": 243.72874805505853,
"param": [
{
"p": 0.1182679831981659,
"m": 1.0
},
{
"p": 0.12399576604366302,
"m": 1.0
},
{
"p": 0.046149738132953644,
"m": 1.0
},
{
"p": 0.008589723147451878,
"m": 1.0
},
{
"p": 0.012220867909491062,
"m": 1.0
},
{
"p": 0.09138359874486923,
"m": 1.0
},
{
"p": 0.1370989978313446,
"m": 1.0
},
{
"p": 0.003229028545320034,
"m": 1.0
},
{
"p": 0.03735703229904175,
"m": 1.0
},
{
"p": 0.014056307263672352,
"m": 1.0
},
{
"p": 0.120832659304142,
"m": 1.0
},
{
"p": 0.013860449194908142,
"m": 1.0
},
{
"p": 0.16929808259010315,
"m": 1.0
},
{
"p": 0.1036597192287445,
"m": 1.0
}
]
},
{
"epoch": 139,
"train_loss": 1.0495833158493042,
"val_loss": 0.8984037041664124,
"acc": 71.4,
"time": 245.62187422299758,
"param": [
{
"p": 0.10353390127420425,
"m": 1.0
},
{
"p": 0.017440088093280792,
"m": 1.0
},
{
"p": 0.06522175669670105,
"m": 1.0
},
{
"p": 0.014784594997763634,
"m": 1.0
},
{
"p": 0.011217720806598663,
"m": 1.0
},
{
"p": 0.09442362189292908,
"m": 1.0
},
{
"p": 0.15139707922935486,
"m": 1.0
},
{
"p": 0.020508170127868652,
"m": 1.0
},
{
"p": 0.06603749096393585,
"m": 1.0
},
{
"p": 0.007085973396897316,
"m": 1.0
},
{
"p": 0.11428400874137878,
"m": 1.0
},
{
"p": 0.019386034458875656,
"m": 1.0
},
{
"p": 0.2025138884782791,
"m": 1.0
},
{
"p": 0.11216560751199722,
"m": 1.0
}
]
},
{
"epoch": 140,
"train_loss": 1.3690367937088013,
"val_loss": 0.7618951201438904,
"acc": 73.39,
"time": 231.3054070319049,
"param": [
{
"p": 0.1336507499217987,
"m": 1.0
},
{
"p": 0.01202274952083826,
"m": 1.0
},
{
"p": 0.07094332575798035,
"m": 1.0
},
{
"p": 0.014459630474448204,
"m": 1.0
},
{
"p": 0.010831501334905624,
"m": 1.0
},
{
"p": 0.11912085860967636,
"m": 1.0
},
{
"p": 0.13649620115756989,
"m": 1.0
},
{
"p": 0.008613379672169685,
"m": 1.0
},
{
"p": 0.06477285921573639,
"m": 1.0
},
{
"p": 0.010532938875257969,
"m": 1.0
},
{
"p": 0.125818133354187,
"m": 1.0
},
{
"p": 0.010717899538576603,
"m": 1.0
},
{
"p": 0.16517730057239532,
"m": 1.0
},
{
"p": 0.11684249341487885,
"m": 1.0
}
]
},
{
"epoch": 141,
"train_loss": 0.9291713833808899,
"val_loss": 0.7633580565452576,
"acc": 71.47,
"time": 230.2846839670092,
"param": [
{
"p": 0.11078089475631714,
"m": 1.0
},
{
"p": 0.015867238864302635,
"m": 1.0
},
{
"p": 0.09189621359109879,
"m": 1.0
},
{
"p": 0.00972975604236126,
"m": 1.0
},
{
"p": 0.00819278322160244,
"m": 1.0
},
{
"p": 0.08689337968826294,
"m": 1.0
},
{
"p": 0.15826627612113953,
"m": 1.0
},
{
"p": 0.012410693801939487,
"m": 1.0
},
{
"p": 0.08486483246088028,
"m": 1.0
},
{
"p": 0.009100764989852905,
"m": 1.0
},
{
"p": 0.1120157316327095,
"m": 1.0
},
{
"p": 0.008237273432314396,
"m": 1.0
},
{
"p": 0.18604758381843567,
"m": 1.0
},
{
"p": 0.10569652915000916,
"m": 1.0
}
]
},
{
"epoch": 142,
"train_loss": 1.1943286657333374,
"val_loss": 0.8133140802383423,
"acc": 72.28,
"time": 233.75907330506016,
"param": [
{
"p": 0.12908418476581573,
"m": 1.0
},
{
"p": 0.022359570488333702,
"m": 1.0
},
{
"p": 0.077347032725811,
"m": 1.0
},
{
"p": 0.010782632045447826,
"m": 1.0
},
{
"p": 0.01283999439328909,
"m": 1.0
},
{
"p": 0.09122581779956818,
"m": 1.0
},
{
"p": 0.139680877327919,
"m": 1.0
},
{
"p": 0.009628196246922016,
"m": 1.0
},
{
"p": 0.07531527429819107,
"m": 1.0
},
{
"p": 0.014647526666522026,
"m": 1.0
},
{
"p": 0.12383574992418289,
"m": 1.0
},
{
"p": 0.016814786940813065,
"m": 1.0
},
{
"p": 0.16883327066898346,
"m": 1.0
},
{
"p": 0.10760515183210373,
"m": 1.0
}
]
},
{
"epoch": 143,
"train_loss": 0.955855667591095,
"val_loss": 0.9082791209220886,
"acc": 71.82,
"time": 243.8212814789731,
"param": [
{
"p": 0.11502724885940552,
"m": 1.0
},
{
"p": 0.05643071234226227,
"m": 1.0
},
{
"p": 0.08622674643993378,
"m": 1.0
},
{
"p": 0.011034754104912281,
"m": 1.0
},
{
"p": 0.011218436993658543,
"m": 1.0
},
{
"p": 0.08264151960611343,
"m": 1.0
},
{
"p": 0.1290620118379593,
"m": 1.0
},
{
"p": 0.011045696213841438,
"m": 1.0
},
{
"p": 0.07717548310756683,
"m": 1.0
},
{
"p": 0.008961226791143417,
"m": 1.0
},
{
"p": 0.1332494020462036,
"m": 1.0
},
{
"p": 0.008283732458949089,
"m": 1.0
},
{
"p": 0.16348956525325775,
"m": 1.0
},
{
"p": 0.10615352541208267,
"m": 1.0
}
]
},
{
"epoch": 144,
"train_loss": 1.4796674251556396,
"val_loss": 0.9071233868598938,
"acc": 71.8,
"time": 255.977466854034,
"param": [
{
"p": 0.10913674533367157,
"m": 1.0
},
{
"p": 0.021690577268600464,
"m": 1.0
},
{
"p": 0.06275954097509384,
"m": 1.0
},
{
"p": 0.01157408393919468,
"m": 1.0
},
{
"p": 0.009911428205668926,
"m": 1.0
},
{
"p": 0.1058100089430809,
"m": 1.0
},
{
"p": 0.14451344311237335,
"m": 1.0
},
{
"p": 0.011494558304548264,
"m": 1.0
},
{
"p": 0.0670175850391388,
"m": 1.0
},
{
"p": 0.011228476651012897,
"m": 1.0
},
{
"p": 0.1367531269788742,
"m": 1.0
},
{
"p": 0.01226571574807167,
"m": 1.0
},
{
"p": 0.17607444524765015,
"m": 1.0
},
{
"p": 0.11977029591798782,
"m": 1.0
}
]
},
{
"epoch": 145,
"train_loss": 0.8449867963790894,
"val_loss": 0.8911862969398499,
"acc": 72.73,
"time": 236.62275192898232,
"param": [
{
"p": 0.12003569304943085,
"m": 1.0
},
{
"p": 0.009494788013398647,
"m": 1.0
},
{
"p": 0.07658351957798004,
"m": 1.0
},
{
"p": 0.016584044322371483,
"m": 1.0
},
{
"p": 0.01079214084893465,
"m": 1.0
},
{
"p": 0.10142861306667328,
"m": 1.0
},
{
"p": 0.15626700222492218,
"m": 1.0
},
{
"p": 0.013968229293823242,
"m": 1.0
},
{
"p": 0.07134808599948883,
"m": 1.0
},
{
"p": 0.01264642272144556,
"m": 1.0
},
{
"p": 0.1153123676776886,
"m": 1.0
},
{
"p": 0.010170224122703075,
"m": 1.0
},
{
"p": 0.16172505915164948,
"m": 1.0
},
{
"p": 0.12364378571510315,
"m": 1.0
}
]
},
{
"epoch": 146,
"train_loss": 1.3795093297958374,
"val_loss": 0.8009634613990784,
"acc": 72.89,
"time": 243.80303912400268,
"param": [
{
"p": 0.11211855709552765,
"m": 1.0
},
{
"p": 0.007596665062010288,
"m": 1.0
},
{
"p": 0.06551744788885117,
"m": 1.0
},
{
"p": 0.01371527649462223,
"m": 1.0
},
{
"p": 0.1048339307308197,
"m": 1.0
},
{
"p": 0.0754370465874672,
"m": 1.0
},
{
"p": 0.15661054849624634,
"m": 1.0
},
{
"p": 0.006610482931137085,
"m": 1.0
},
{
"p": 0.06427829712629318,
"m": 1.0
},
{
"p": 0.013669229112565517,
"m": 1.0
},
{
"p": 0.13721679151058197,
"m": 1.0
},
{
"p": 0.008101371116936207,
"m": 1.0
},
{
"p": 0.1401921957731247,
"m": 1.0
},
{
"p": 0.09410212934017181,
"m": 1.0
}
]
},
{
"epoch": 147,
"train_loss": 1.19050931930542,
"val_loss": 0.8278220295906067,
"acc": 71.97,
"time": 238.59441284800414,
"param": [
{
"p": 0.1199260726571083,
"m": 1.0
},
{
"p": 0.026251766830682755,
"m": 1.0
},
{
"p": 0.06918774545192719,
"m": 1.0
},
{
"p": 0.008263242430984974,
"m": 1.0
},
{
"p": 0.012856905348598957,
"m": 1.0
},
{
"p": 0.10103052109479904,
"m": 1.0
},
{
"p": 0.09707354009151459,
"m": 1.0
},
{
"p": 0.010007106699049473,
"m": 1.0
},
{
"p": 0.06458161026239395,
"m": 1.0
},
{
"p": 0.016722355037927628,
"m": 1.0
},
{
"p": 0.13580113649368286,
"m": 1.0
},
{
"p": 0.028870629146695137,
"m": 1.0
},
{
"p": 0.19571876525878906,
"m": 1.0
},
{
"p": 0.11370866000652313,
"m": 1.0
}
]
},
{
"epoch": 148,
"train_loss": 1.4360321760177612,
"val_loss": 0.7565006613731384,
"acc": 72.79,
"time": 233.80596364894882,
"param": [
{
"p": 0.12005764245986938,
"m": 1.0
},
{
"p": 0.017563965171575546,
"m": 1.0
},
{
"p": 0.07950004935264587,
"m": 1.0
},
{
"p": 0.00741400895640254,
"m": 1.0
},
{
"p": 0.009237757883965969,
"m": 1.0
},
{
"p": 0.11195482313632965,
"m": 1.0
},
{
"p": 0.13404837250709534,
"m": 1.0
},
{
"p": 0.011870361864566803,
"m": 1.0
},
{
"p": 0.06001562997698784,
"m": 1.0
},
{
"p": 0.01714899204671383,
"m": 1.0
},
{
"p": 0.13732214272022247,
"m": 1.0
},
{
"p": 0.011825459077954292,
"m": 1.0
},
{
"p": 0.1600208580493927,
"m": 1.0
},
{
"p": 0.122019924223423,
"m": 1.0
}
]
},
{
"epoch": 149,
"train_loss": 0.9717825651168823,
"val_loss": 0.7898132801055908,
"acc": 72.44,
"time": 250.62852059293073,
"param": [
{
"p": 0.12013891339302063,
"m": 1.0
},
{
"p": 0.006844064686447382,
"m": 1.0
},
{
"p": 0.08931762725114822,
"m": 1.0
},
{
"p": 0.01236412301659584,
"m": 1.0
},
{
"p": 0.010847731493413448,
"m": 1.0
},
{
"p": 0.08697421103715897,
"m": 1.0
},
{
"p": 0.1489126980304718,
"m": 1.0
},
{
"p": 0.012032837606966496,
"m": 1.0
},
{
"p": 0.07469457387924194,
"m": 1.0
},
{
"p": 0.0006855081301182508,
"m": 1.0
},
{
"p": 0.1313004493713379,
"m": 1.0
},
{
"p": 0.010305189527571201,
"m": 1.0
},
{
"p": 0.1750359833240509,
"m": 1.0
},
{
"p": 0.12054602801799774,
"m": 1.0
}
]
},
{
"epoch": 150,
"train_loss": 1.2172808647155762,
"val_loss": 0.7970162630081177,
"acc": 72.21,
"time": 234.0688635930419,
"param": [
{
"p": 0.1201024278998375,
"m": 1.0
},
{
"p": 0.016860416159033775,
"m": 1.0
},
{
"p": 0.08403021097183228,
"m": 1.0
},
{
"p": 0.011913184076547623,
"m": 1.0
},
{
"p": 0.01770280860364437,
"m": 1.0
},
{
"p": 0.11275855451822281,
"m": 1.0
},
{
"p": 0.14548440277576447,
"m": 1.0
},
{
"p": 0.022599058225750923,
"m": 1.0
},
{
"p": 0.06352822482585907,
"m": 1.0
},
{
"p": 0.015102226287126541,
"m": 1.0
},
{
"p": 0.12769807875156403,
"m": 1.0
},
{
"p": 0.0051999944262206554,
"m": 1.0
},
{
"p": 0.1542152762413025,
"m": 1.0
},
{
"p": 0.10280503332614899,
"m": 1.0
}
]
},
{
"epoch": 151,
"train_loss": 1.173254132270813,
"val_loss": 0.8267828822135925,
"acc": 72.79,
"time": 240.4469078190159,
"param": [
{
"p": 0.12862274050712585,
"m": 1.0
},
{
"p": 0.01525825634598732,
"m": 1.0
},
{
"p": 0.08684323728084564,
"m": 1.0
},
{
"p": 0.02002536877989769,
"m": 1.0
},
{
"p": 0.012643211521208286,
"m": 1.0
},
{
"p": 0.10132136940956116,
"m": 1.0
},
{
"p": 0.13476192951202393,
"m": 1.0
},
{
"p": 0.012849205173552036,
"m": 1.0
},
{
"p": 0.0759378969669342,
"m": 1.0
},
{
"p": 0.010292588733136654,
"m": 1.0
},
{
"p": 0.10902135074138641,
"m": 1.0
},
{
"p": 0.011731301434338093,
"m": 1.0
},
{
"p": 0.19827713072299957,
"m": 1.0
},
{
"p": 0.08241445571184158,
"m": 1.0
}
]
},
{
"epoch": 152,
"train_loss": 1.2748692035675049,
"val_loss": 0.9226462841033936,
"acc": 72.01,
"time": 268.98935456597246,
"param": [
{
"p": 0.11898961663246155,
"m": 1.0
},
{
"p": 0.01574408821761608,
"m": 1.0
},
{
"p": 0.0920688733458519,
"m": 1.0
},
{
"p": 0.012985174544155598,
"m": 1.0
},
{
"p": 0.010120031423866749,
"m": 1.0
},
{
"p": 0.0925208330154419,
"m": 1.0
},
{
"p": 0.15103229880332947,
"m": 1.0
},
{
"p": 0.013436094857752323,
"m": 1.0
},
{
"p": 0.06745348870754242,
"m": 1.0
},
{
"p": 0.01171904057264328,
"m": 1.0
},
{
"p": 0.1271989792585373,
"m": 1.0
},
{
"p": 0.01005159504711628,
"m": 1.0
},
{
"p": 0.15511631965637207,
"m": 1.0
},
{
"p": 0.12156359106302261,
"m": 1.0
}
]
},
{
"epoch": 153,
"train_loss": 0.8536246418952942,
"val_loss": 0.6647635102272034,
"acc": 72.82,
"time": 262.4725774860708,
"param": [
{
"p": 0.15218311548233032,
"m": 1.0
},
{
"p": 0.009088578633964062,
"m": 1.0
},
{
"p": 0.09057670086622238,
"m": 1.0
},
{
"p": 0.006158282980322838,
"m": 1.0
},
{
"p": 0.00818023644387722,
"m": 1.0
},
{
"p": 0.11284975707530975,
"m": 1.0
},
{
"p": 0.12269963324069977,
"m": 1.0
},
{
"p": 0.010126707144081593,
"m": 1.0
},
{
"p": 0.07297313958406448,
"m": 1.0
},
{
"p": 0.009534379467368126,
"m": 1.0
},
{
"p": 0.1303260624408722,
"m": 1.0
},
{
"p": 0.0086124949157238,
"m": 1.0
},
{
"p": 0.1651843935251236,
"m": 1.0
},
{
"p": 0.10150659084320068,
"m": 1.0
}
]
},
{
"epoch": 154,
"train_loss": 1.502727746963501,
"val_loss": 0.751194179058075,
"acc": 72.82,
"time": 273.4979927750537,
"param": [
{
"p": 0.09611890465021133,
"m": 1.0
},
{
"p": 0.012029962614178658,
"m": 1.0
},
{
"p": 0.09839357435703278,
"m": 1.0
},
{
"p": 0.000687671301420778,
"m": 1.0
},
{
"p": 0.06649003177881241,
"m": 1.0
},
{
"p": 0.1066349446773529,
"m": 1.0
},
{
"p": 0.13841427862644196,
"m": 1.0
},
{
"p": 0.011214992962777615,
"m": 1.0
},
{
"p": 0.07782381772994995,
"m": 1.0
},
{
"p": 0.00882092583924532,
"m": 1.0
},
{
"p": 0.10328056663274765,
"m": 1.0
},
{
"p": 0.010550144128501415,
"m": 1.0
},
{
"p": 0.15575924515724182,
"m": 1.0
},
{
"p": 0.1137809306383133,
"m": 1.0
}
]
},
{
"epoch": 155,
"train_loss": 1.1854079961776733,
"val_loss": 1.0955466032028198,
"acc": 71.42,
"time": 267.19123382505495,
"param": [
{
"p": 0.1028435155749321,
"m": 1.0
},
{
"p": 0.022803857922554016,
"m": 1.0
},
{
"p": 0.09274822473526001,
"m": 1.0
},
{
"p": 0.017834972590208054,
"m": 1.0
},
{
"p": 0.0018607079982757568,
"m": 1.0
},
{
"p": 0.10166548937559128,
"m": 1.0
},
{
"p": 0.11491729319095612,
"m": 1.0
},
{
"p": 0.010498168878257275,
"m": 1.0
},
{
"p": 0.08230141550302505,
"m": 1.0
},
{
"p": 0.029422786086797714,
"m": 1.0
},
{
"p": 0.134323850274086,
"m": 1.0
},
{
"p": 0.009293779730796814,
"m": 1.0
},
{
"p": 0.16847944259643555,
"m": 1.0
},
{
"p": 0.11100651323795319,
"m": 1.0
}
]
},
{
"epoch": 156,
"train_loss": 1.0598496198654175,
"val_loss": 0.7565364241600037,
"acc": 71.65,
"time": 253.75446263700724,
"param": [
{
"p": 0.13298732042312622,
"m": 1.0
},
{
"p": 0.013812020421028137,
"m": 1.0
},
{
"p": 0.09001649916172028,
"m": 1.0
},
{
"p": 0.04419459030032158,
"m": 1.0
},
{
"p": 0.009386898018419743,
"m": 1.0
},
{
"p": 0.04752689599990845,
"m": 1.0
},
{
"p": 0.1490536630153656,
"m": 1.0
},
{
"p": 0.012861397117376328,
"m": 1.0
},
{
"p": 0.08022589981555939,
"m": 1.0
},
{
"p": 0.01408692542463541,
"m": 1.0
},
{
"p": 0.12377463281154633,
"m": 1.0
},
{
"p": 0.01206351350992918,
"m": 1.0
},
{
"p": 0.16069933772087097,
"m": 1.0
},
{
"p": 0.10931038111448288,
"m": 1.0
}
]
},
{
"epoch": 157,
"train_loss": 1.4482547044754028,
"val_loss": 0.9062517285346985,
"acc": 72.65,
"time": 265.9549286449328,
"param": [
{
"p": 0.1052531972527504,
"m": 1.0
},
{
"p": 0.021281862631440163,
"m": 1.0
},
{
"p": 0.08606546372175217,
"m": 1.0
},
{
"p": 0.007939533330500126,
"m": 1.0
},
{
"p": 0.010476714000105858,
"m": 1.0
},
{
"p": 0.0874984860420227,
"m": 1.0
},
{
"p": 0.13822899758815765,
"m": 1.0
},
{
"p": 0.017852002754807472,
"m": 1.0
},
{
"p": 0.09106450527906418,
"m": 1.0
},
{
"p": 0.010563823394477367,
"m": 1.0
},
{
"p": 0.15865589678287506,
"m": 1.0
},
{
"p": 0.0006996477022767067,
"m": 1.0
},
{
"p": 0.16661067306995392,
"m": 1.0
},
{
"p": 0.09780915826559067,
"m": 1.0
}
]
},
{
"epoch": 158,
"train_loss": 0.9959012269973755,
"val_loss": 0.7328259348869324,
"acc": 72.68,
"time": 265.7179681540001,
"param": [
{
"p": 0.10566062480211258,
"m": 1.0
},
{
"p": 0.016824984923005104,
"m": 1.0
},
{
"p": 0.09227671474218369,
"m": 1.0
},
{
"p": 0.013554847799241543,
"m": 1.0
},
{
"p": 0.00895718950778246,
"m": 1.0
},
{
"p": 0.10597488284111023,
"m": 1.0
},
{
"p": 0.14236000180244446,
"m": 1.0
},
{
"p": 0.002636008197441697,
"m": 1.0
},
{
"p": 0.08753910660743713,
"m": 1.0
},
{
"p": 0.003319423645734787,
"m": 1.0
},
{
"p": 0.1449825018644333,
"m": 1.0
},
{
"p": 0.010037084110081196,
"m": 1.0
},
{
"p": 0.14634117484092712,
"m": 1.0
},
{
"p": 0.11953543871641159,
"m": 1.0
}
]
},
{
"epoch": 159,
"train_loss": 0.8924015164375305,
"val_loss": 0.8937851786613464,
"acc": 72.06,
"time": 266.0825499469647,
"param": [
{
"p": 0.11771117150783539,
"m": 1.0
},
{
"p": 0.022188875824213028,
"m": 1.0
},
{
"p": 0.0803850069642067,
"m": 1.0
},
{
"p": 0.013552095741033554,
"m": 1.0
},
{
"p": 0.013302529230713844,
"m": 1.0
},
{
"p": 0.1069866418838501,
"m": 1.0
},
{
"p": 0.14141149818897247,
"m": 1.0
},
{
"p": 0.009237423539161682,
"m": 1.0
},
{
"p": 0.07700563222169876,
"m": 1.0
},
{
"p": 0.012630270794034004,
"m": 1.0
},
{
"p": 0.14050856232643127,
"m": 1.0
},
{
"p": 0.012249039486050606,
"m": 1.0
},
{
"p": 0.14576588571071625,
"m": 1.0
},
{
"p": 0.107065349817276,
"m": 1.0
}
]
},
{
"epoch": 160,
"train_loss": 1.2906352281570435,
"val_loss": 0.7701680064201355,
"acc": 73.0,
"time": 272.55474708997644,
"param": [
{
"p": 0.08866114169359207,
"m": 1.0
},
{
"p": 0.023738546296954155,
"m": 1.0
},
{
"p": 0.09250786900520325,
"m": 1.0
},
{
"p": 0.012907040305435658,
"m": 1.0
},
{
"p": 0.020544469356536865,
"m": 1.0
},
{
"p": 0.08351369947195053,
"m": 1.0
},
{
"p": 0.12800437211990356,
"m": 1.0
},
{
"p": 0.01600647158920765,
"m": 1.0
},
{
"p": 0.08226606994867325,
"m": 1.0
},
{
"p": 0.008347573690116405,
"m": 1.0
},
{
"p": 0.12747445702552795,
"m": 1.0
},
{
"p": 0.008573479950428009,
"m": 1.0
},
{
"p": 0.1811525970697403,
"m": 1.0
},
{
"p": 0.12630227208137512,
"m": 1.0
}
]
},
{
"epoch": 161,
"train_loss": 1.216039776802063,
"val_loss": 0.8725670576095581,
"acc": 73.36,
"time": 273.617793745012,
"param": [
{
"p": 0.12121810764074326,
"m": 1.0
},
{
"p": 0.01646609976887703,
"m": 1.0
},
{
"p": 0.10412910580635071,
"m": 1.0
},
{
"p": 0.007307498715817928,
"m": 1.0
},
{
"p": 0.009111873805522919,
"m": 1.0
},
{
"p": 0.10205301642417908,
"m": 1.0
},
{
"p": 0.11419091373682022,
"m": 1.0
},
{
"p": 0.02661926858127117,
"m": 1.0
},
{
"p": 0.06899544596672058,
"m": 1.0
},
{
"p": 0.07420548051595688,
"m": 1.0
},
{
"p": 0.11935123056173325,
"m": 1.0
},
{
"p": 0.008159056305885315,
"m": 1.0
},
{
"p": 0.1352948099374771,
"m": 1.0
},
{
"p": 0.0928981751203537,
"m": 1.0
}
]
},
{
"epoch": 162,
"train_loss": 1.4174754619598389,
"val_loss": 0.9131249785423279,
"acc": 72.69,
"time": 260.19001432310324,
"param": [
{
"p": 0.12375810742378235,
"m": 1.0
},
{
"p": 0.023547235876321793,
"m": 1.0
},
{
"p": 0.09995962679386139,
"m": 1.0
},
{
"p": 0.012361482717096806,
"m": 1.0
},
{
"p": 0.0006984955980442464,
"m": 1.0
},
{
"p": 0.10484432429075241,
"m": 1.0
},
{
"p": 0.15094594657421112,
"m": 1.0
},
{
"p": 0.014808295294642448,
"m": 1.0
},
{
"p": 0.07493770122528076,
"m": 1.0
},
{
"p": 0.002533676102757454,
"m": 1.0
},
{
"p": 0.12935295701026917,
"m": 1.0
},
{
"p": 0.006171491462737322,
"m": 1.0
},
{
"p": 0.13800384104251862,
"m": 1.0
},
{
"p": 0.1180768832564354,
"m": 1.0
}
]
},
{
"epoch": 163,
"train_loss": 0.7865931391716003,
"val_loss": 0.9664430618286133,
"acc": 73.09,
"time": 278.9923173789866,
"param": [
{
"p": 0.12082516402006149,
"m": 1.0
},
{
"p": 0.018548622727394104,
"m": 1.0
},
{
"p": 0.10515054315328598,
"m": 1.0
},
{
"p": 0.0022848343942314386,
"m": 1.0
},
{
"p": 0.0061069210059940815,
"m": 1.0
},
{
"p": 0.07479380816221237,
"m": 1.0
},
{
"p": 0.16387291252613068,
"m": 1.0
},
{
"p": 0.01572968065738678,
"m": 1.0
},
{
"p": 0.08324380218982697,
"m": 1.0
},
{
"p": 0.009877118282020092,
"m": 1.0
},
{
"p": 0.11735248565673828,
"m": 1.0
},
{
"p": 0.004965552594512701,
"m": 1.0
},
{
"p": 0.1495257318019867,
"m": 1.0
},
{
"p": 0.1277228593826294,
"m": 1.0
}
]
},
{
"epoch": 164,
"train_loss": 0.985324501991272,
"val_loss": 0.7913028001785278,
"acc": 72.27,
"time": 261.5348261100007,
"param": [
{
"p": 0.10785616934299469,
"m": 1.0
},
{
"p": 0.021036434918642044,
"m": 1.0
},
{
"p": 0.11439549922943115,
"m": 1.0
},
{
"p": 0.01765202358365059,
"m": 1.0
},
{
"p": 0.0018922779709100723,
"m": 1.0
},
{
"p": 0.06991148740053177,
"m": 1.0
},
{
"p": 0.12252705544233322,
"m": 1.0
},
{
"p": 0.014784276485443115,
"m": 1.0
},
{
"p": 0.10393469035625458,
"m": 1.0
},
{
"p": 0.007006991654634476,
"m": 1.0
},
{
"p": 0.13958293199539185,
"m": 1.0
},
{
"p": 0.010008666664361954,
"m": 1.0
},
{
"p": 0.1578332483768463,
"m": 1.0
},
{
"p": 0.11157818138599396,
"m": 1.0
}
]
},
{
"epoch": 165,
"train_loss": 0.93525230884552,
"val_loss": 0.7987953424453735,
"acc": 72.15,
"time": 276.9712488891091,
"param": [
{
"p": 0.10685785859823227,
"m": 1.0
},
{
"p": 0.02474852092564106,
"m": 1.0
},
{
"p": 0.08656428009271622,
"m": 1.0
},
{
"p": 0.0007022029021754861,
"m": 1.0
},
{
"p": 0.009052625857293606,
"m": 1.0
},
{
"p": 0.09942550957202911,
"m": 1.0
},
{
"p": 0.143589049577713,
"m": 1.0
},
{
"p": 0.016567401587963104,
"m": 1.0
},
{
"p": 0.09849052131175995,
"m": 1.0
},
{
"p": 0.007027464918792248,
"m": 1.0
},
{
"p": 0.1205875501036644,
"m": 1.0
},
{
"p": 0.00854384433478117,
"m": 1.0
},
{
"p": 0.14355985820293427,
"m": 1.0
},
{
"p": 0.13428331911563873,
"m": 1.0
}
]
},
{
"epoch": 166,
"train_loss": 1.3077189922332764,
"val_loss": 0.9132187962532043,
"acc": 72.49,
"time": 261.4693924660096,
"param": [
{
"p": 0.09992363303899765,
"m": 1.0
},
{
"p": 0.017367728054523468,
"m": 1.0
},
{
"p": 0.10653485357761383,
"m": 1.0
},
{
"p": 0.014309229329228401,
"m": 1.0
},
{
"p": 0.005633062217384577,
"m": 1.0
},
{
"p": 0.08193220943212509,
"m": 1.0
},
{
"p": 0.1582510769367218,
"m": 1.0
},
{
"p": 0.03834819421172142,
"m": 1.0
},
{
"p": 0.08372693508863449,
"m": 1.0
},
{
"p": 0.013015059754252434,
"m": 1.0
},
{
"p": 0.12151787430047989,
"m": 1.0
},
{
"p": 0.006732405629009008,
"m": 1.0
},
{
"p": 0.1337558627128601,
"m": 1.0
},
{
"p": 0.11895193159580231,
"m": 1.0
}
]
},
{
"epoch": 167,
"train_loss": 1.1353368759155273,
"val_loss": 0.9788675904273987,
"acc": 72.53,
"time": 283.67871946503874,
"param": [
{
"p": 0.11396560817956924,
"m": 1.0
},
{
"p": 0.017506634816527367,
"m": 1.0
},
{
"p": 0.09209179878234863,
"m": 1.0
},
{
"p": 0.05752578750252724,
"m": 1.0
},
{
"p": 0.005364199168980122,
"m": 1.0
},
{
"p": 0.09066276997327805,
"m": 1.0
},
{
"p": 0.13157358765602112,
"m": 1.0
},
{
"p": 0.00892611499875784,
"m": 1.0
},
{
"p": 0.08058864623308182,
"m": 1.0
},
{
"p": 0.00791786890476942,
"m": 1.0
},
{
"p": 0.11120928078889847,
"m": 1.0
},
{
"p": 0.008265813812613487,
"m": 1.0
},
{
"p": 0.14543157815933228,
"m": 1.0
},
{
"p": 0.12897038459777832,
"m": 1.0
}
]
},
{
"epoch": 168,
"train_loss": 1.1038342714309692,
"val_loss": 0.8915563225746155,
"acc": 73.22,
"time": 253.07481017895043,
"param": [
{
"p": 0.10941056162118912,
"m": 1.0
},
{
"p": 0.018822550773620605,
"m": 1.0
},
{
"p": 0.09192067384719849,
"m": 1.0
},
{
"p": 0.012107632122933865,
"m": 1.0
},
{
"p": 0.009459826163947582,
"m": 1.0
},
{
"p": 0.06686372309923172,
"m": 1.0
},
{
"p": 0.14303617179393768,
"m": 1.0
},
{
"p": 0.0006913961842656136,
"m": 1.0
},
{
"p": 0.09055735915899277,
"m": 1.0
},
{
"p": 0.007057638838887215,
"m": 1.0
},
{
"p": 0.14893050491809845,
"m": 1.0
},
{
"p": 0.011424454860389233,
"m": 1.0
},
{
"p": 0.18056505918502808,
"m": 1.0
},
{
"p": 0.1091524213552475,
"m": 1.0
}
]
},
{
"epoch": 169,
"train_loss": 1.6901551485061646,
"val_loss": 0.8106932640075684,
"acc": 73.33,
"time": 264.0474876319058,
"param": [
{
"p": 0.11252438277006149,
"m": 1.0
},
{
"p": 0.01725437305867672,
"m": 1.0
},
{
"p": 0.10541282594203949,
"m": 1.0
},
{
"p": 0.006569668650627136,
"m": 1.0
},
{
"p": 0.011706688441336155,
"m": 1.0
},
{
"p": 0.10563831776380539,
"m": 1.0
},
{
"p": 0.10306655615568161,
"m": 1.0
},
{
"p": 0.04406384006142616,
"m": 1.0
},
{
"p": 0.10390138626098633,
"m": 1.0
},
{
"p": 0.00925537757575512,
"m": 1.0
},
{
"p": 0.12154307961463928,
"m": 1.0
},
{
"p": 0.0061707282438874245,
"m": 1.0
},
{
"p": 0.14377085864543915,
"m": 1.0
},
{
"p": 0.10912193357944489,
"m": 1.0
}
]
},
{
"epoch": 170,
"train_loss": 1.4409507513046265,
"val_loss": 0.9159924387931824,
"acc": 72.63,
"time": 277.70167370699346,
"param": [
{
"p": 0.11496050655841827,
"m": 1.0
},
{
"p": 0.016357529908418655,
"m": 1.0
},
{
"p": 0.09849850088357925,
"m": 1.0
},
{
"p": 0.006461450830101967,
"m": 1.0
},
{
"p": 0.012091211043298244,
"m": 1.0
},
{
"p": 0.12396076321601868,
"m": 1.0
},
{
"p": 0.09901554882526398,
"m": 1.0
},
{
"p": 0.010453855618834496,
"m": 1.0
},
{
"p": 0.08756903558969498,
"m": 1.0
},
{
"p": 0.023990672081708908,
"m": 1.0
},
{
"p": 0.13555778563022614,
"m": 1.0
},
{
"p": 0.0093555748462677,
"m": 1.0
},
{
"p": 0.14570361375808716,
"m": 1.0
},
{
"p": 0.11602405458688736,
"m": 1.0
}
]
},
{
"epoch": 171,
"train_loss": 1.3359085321426392,
"val_loss": 0.9122845530509949,
"acc": 72.15,
"time": 262.835262458073,
"param": [
{
"p": 0.14026854932308197,
"m": 1.0
},
{
"p": 0.023539315909147263,
"m": 1.0
},
{
"p": 0.10011620074510574,
"m": 1.0
},
{
"p": 0.009371640160679817,
"m": 1.0
},
{
"p": 0.011695317924022675,
"m": 1.0
},
{
"p": 0.11078543215990067,
"m": 1.0
},
{
"p": 0.14835406839847565,
"m": 1.0
},
{
"p": 0.002511583501473069,
"m": 1.0
},
{
"p": 0.06750128418207169,
"m": 1.0
},
{
"p": 0.0006832670187577605,
"m": 1.0
},
{
"p": 0.12198352813720703,
"m": 1.0
},
{
"p": 0.0006832670187577605,
"m": 1.0
},
{
"p": 0.1393672525882721,
"m": 1.0
},
{
"p": 0.12313927710056305,
"m": 1.0
}
]
},
{
"epoch": 172,
"train_loss": 1.2629146575927734,
"val_loss": 0.7954180836677551,
"acc": 73.02,
"time": 294.071794418036,
"param": [
{
"p": 0.12049087136983871,
"m": 1.0
},
{
"p": 0.013440619222819805,
"m": 1.0
},
{
"p": 0.08219520002603531,
"m": 1.0
},
{
"p": 0.010061956010758877,
"m": 1.0
},
{
"p": 0.0058053033426404,
"m": 1.0
},
{
"p": 0.16638235747814178,
"m": 1.0
},
{
"p": 0.15128649771213531,
"m": 1.0
},
{
"p": 0.01698336936533451,
"m": 1.0
},
{
"p": 0.08278071880340576,
"m": 1.0
},
{
"p": 0.014216030947864056,
"m": 1.0
},
{
"p": 0.09336356073617935,
"m": 1.0
},
{
"p": 0.014749608933925629,
"m": 1.0
},
{
"p": 0.11095210164785385,
"m": 1.0
},
{
"p": 0.11729193478822708,
"m": 1.0
}
]
},
{
"epoch": 173,
"train_loss": 0.8234060406684875,
"val_loss": 0.7743328809738159,
"acc": 72.94,
"time": 248.2478728230344,
"param": [
{
"p": 0.14531460404396057,
"m": 1.0
},
{
"p": 0.01490783505141735,
"m": 1.0
},
{
"p": 0.10877496004104614,
"m": 1.0
},
{
"p": 0.014509618282318115,
"m": 1.0
},
{
"p": 0.014287539757788181,
"m": 1.0
},
{
"p": 0.03130963444709778,
"m": 1.0
},
{
"p": 0.12064795941114426,
"m": 1.0
},
{
"p": 0.013059346936643124,
"m": 1.0
},
{
"p": 0.11223418265581131,
"m": 1.0
},
{
"p": 0.006872124969959259,
"m": 1.0
},
{
"p": 0.1494126170873642,
"m": 1.0
},
{
"p": 0.00646619638428092,
"m": 1.0
},
{
"p": 0.14975737035274506,
"m": 1.0
},
{
"p": 0.11244601756334305,
"m": 1.0
}
]
},
{
"epoch": 174,
"train_loss": 1.1614429950714111,
"val_loss": 0.8747532963752747,
"acc": 72.61,
"time": 282.6296769720502,
"param": [
{
"p": 0.11124813556671143,
"m": 1.0
},
{
"p": 0.02234823815524578,
"m": 1.0
},
{
"p": 0.09883323311805725,
"m": 1.0
},
{
"p": 0.010564984753727913,
"m": 1.0
},
{
"p": 0.005617758724838495,
"m": 1.0
},
{
"p": 0.030083155259490013,
"m": 1.0
},
{
"p": 0.11710114777088165,
"m": 1.0
},
{
"p": 0.02249264158308506,
"m": 1.0
},
{
"p": 0.08320482075214386,
"m": 1.0
},
{
"p": 0.04979583993554115,
"m": 1.0
},
{
"p": 0.11483728885650635,
"m": 1.0
},
{
"p": 0.08864527195692062,
"m": 1.0
},
{
"p": 0.1329704225063324,
"m": 1.0
},
{
"p": 0.11225699633359909,
"m": 1.0
}
]
},
{
"epoch": 175,
"train_loss": 0.8441576957702637,
"val_loss": 0.9659874439239502,
"acc": 72.53,
"time": 262.82384802703746,
"param": [
{
"p": 0.1213301569223404,
"m": 1.0
},
{
"p": 0.018291253596544266,
"m": 1.0
},
{
"p": 0.10777775198221207,
"m": 1.0
},
{
"p": 0.007823247462511063,
"m": 1.0
},
{
"p": 0.0017779876943677664,
"m": 1.0
},
{
"p": 0.03542816638946533,
"m": 1.0
},
{
"p": 0.12600557506084442,
"m": 1.0
},
{
"p": 0.04065273702144623,
"m": 1.0
},
{
"p": 0.10982108861207962,
"m": 1.0
},
{
"p": 0.012770081870257854,
"m": 1.0
},
{
"p": 0.1398458033800125,
"m": 1.0
},
{
"p": 0.0073937419801950455,
"m": 1.0
},
{
"p": 0.15413996577262878,
"m": 1.0
},
{
"p": 0.11694248020648956,
"m": 1.0
}
]
},
{
"epoch": 176,
"train_loss": 0.9857717752456665,
"val_loss": 0.9239555597305298,
"acc": 72.92,
"time": 264.08936382702086,
"param": [
{
"p": 0.14890214800834656,
"m": 1.0
},
{
"p": 0.022842291742563248,
"m": 1.0
},
{
"p": 0.10530191659927368,
"m": 1.0
},
{
"p": 0.0066342661157250404,
"m": 1.0
},
{
"p": 0.002459651557728648,
"m": 1.0
},
{
"p": 0.03098883107304573,
"m": 1.0
},
{
"p": 0.11978225409984589,
"m": 1.0
},
{
"p": 0.014228642918169498,
"m": 1.0
},
{
"p": 0.09737619757652283,
"m": 1.0
},
{
"p": 0.014101693406701088,
"m": 1.0
},
{
"p": 0.13478104770183563,
"m": 1.0
},
{
"p": 0.01470887754112482,
"m": 1.0
},
{
"p": 0.1553564965724945,
"m": 1.0
},
{
"p": 0.1325356513261795,
"m": 1.0
}
]
},
{
"epoch": 177,
"train_loss": 1.1357499361038208,
"val_loss": 0.8477309346199036,
"acc": 72.36,
"time": 271.83820160804316,
"param": [
{
"p": 0.1211896613240242,
"m": 1.0
},
{
"p": 0.02721761353313923,
"m": 1.0
},
{
"p": 0.11170678585767746,
"m": 1.0
},
{
"p": 0.009847148321568966,
"m": 1.0
},
{
"p": 0.01050924975425005,
"m": 1.0
},
{
"p": 0.02908436208963394,
"m": 1.0
},
{
"p": 0.1340915411710739,
"m": 1.0
},
{
"p": 0.011117937043309212,
"m": 1.0
},
{
"p": 0.09824224561452866,
"m": 1.0
},
{
"p": 0.00937038566917181,
"m": 1.0
},
{
"p": 0.13075029850006104,
"m": 1.0
},
{
"p": 0.00886442419141531,
"m": 1.0
},
{
"p": 0.15228591859340668,
"m": 1.0
},
{
"p": 0.14572250843048096,
"m": 1.0
}
]
},
{
"epoch": 178,
"train_loss": 1.289620041847229,
"val_loss": 0.755448579788208,
"acc": 73.06,
"time": 271.06550603802316,
"param": [
{
"p": 0.11150691658258438,
"m": 1.0
},
{
"p": 0.02097243070602417,
"m": 1.0
},
{
"p": 0.1264558732509613,
"m": 1.0
},
{
"p": 0.010692979209125042,
"m": 1.0
},
{
"p": 0.00871333573013544,
"m": 1.0
},
{
"p": 0.02739323303103447,
"m": 1.0
},
{
"p": 0.1389554738998413,
"m": 1.0
},
{
"p": 0.01431947760283947,
"m": 1.0
},
{
"p": 0.11442076414823532,
"m": 1.0
},
{
"p": 0.01183547917753458,
"m": 1.0
},
{
"p": 0.12496091425418854,
"m": 1.0
},
{
"p": 0.00810435600578785,
"m": 1.0
},
{
"p": 0.1523025631904602,
"m": 1.0
},
{
"p": 0.1293662041425705,
"m": 1.0
}
]
},
{
"epoch": 179,
"train_loss": 0.9468106031417847,
"val_loss": 0.8583732843399048,
"acc": 72.64,
"time": 262.7102261040127,
"param": [
{
"p": 0.08550363034009933,
"m": 1.0
},
{
"p": 0.020178822800517082,
"m": 1.0
},
{
"p": 0.11701744794845581,
"m": 1.0
},
{
"p": 0.01951069012284279,
"m": 1.0
},
{
"p": 0.000860121741425246,
"m": 1.0
},
{
"p": 0.037363000214099884,
"m": 1.0
},
{
"p": 0.1480230838060379,
"m": 1.0
},
{
"p": 0.011271360330283642,
"m": 1.0
},
{
"p": 0.10128381103277206,
"m": 1.0
},
{
"p": 0.010784300975501537,
"m": 1.0
},
{
"p": 0.14180423319339752,
"m": 1.0
},
{
"p": 0.010428451001644135,
"m": 1.0
},
{
"p": 0.16205213963985443,
"m": 1.0
},
{
"p": 0.1339188516139984,
"m": 1.0
}
]
},
{
"epoch": 180,
"train_loss": 1.087725281715393,
"val_loss": 0.8765333890914917,
"acc": 72.78,
"time": 282.9737391009694,
"param": [
{
"p": 0.13256746530532837,
"m": 1.0
},
{
"p": 0.016242647543549538,
"m": 1.0
},
{
"p": 0.12848703563213348,
"m": 1.0
},
{
"p": 0.01390471775084734,
"m": 1.0
},
{
"p": 0.009553514420986176,
"m": 1.0
},
{
"p": 0.03387143835425377,
"m": 1.0
},
{
"p": 0.15099382400512695,
"m": 1.0
},
{
"p": 0.010639048181474209,
"m": 1.0
},
{
"p": 0.09670943021774292,
"m": 1.0
},
{
"p": 0.013186811469495296,
"m": 1.0
},
{
"p": 0.13101886212825775,
"m": 1.0
},
{
"p": 0.0037043606862425804,
"m": 1.0
},
{
"p": 0.1410282701253891,
"m": 1.0
},
{
"p": 0.1180926114320755,
"m": 1.0
}
]
},
{
"epoch": 181,
"train_loss": 0.9221522808074951,
"val_loss": 0.8017346262931824,
"acc": 72.62,
"time": 264.0284233940765,
"param": [
{
"p": 0.11375784128904343,
"m": 1.0
},
{
"p": 0.017231304198503494,
"m": 1.0
},
{
"p": 0.11636578291654587,
"m": 1.0
},
{
"p": 0.012083102948963642,
"m": 1.0
},
{
"p": 0.00854326132684946,
"m": 1.0
},
{
"p": 0.05124679207801819,
"m": 1.0
},
{
"p": 0.13665933907032013,
"m": 1.0
},
{
"p": 0.021039778366684914,
"m": 1.0
},
{
"p": 0.10133612155914307,
"m": 1.0
},
{
"p": 0.007208180148154497,
"m": 1.0
},
{
"p": 0.15407666563987732,
"m": 1.0
},
{
"p": 0.008408164605498314,
"m": 1.0
},
{
"p": 0.1312829852104187,
"m": 1.0
},
{
"p": 0.12076077610254288,
"m": 1.0
}
]
},
{
"epoch": 182,
"train_loss": 0.7282038927078247,
"val_loss": 0.7724565863609314,
"acc": 72.38,
"time": 258.6057819450507,
"param": [
{
"p": 0.11741054058074951,
"m": 1.0
},
{
"p": 0.01979929767549038,
"m": 1.0
},
{
"p": 0.13129989802837372,
"m": 1.0
},
{
"p": 0.01509669329971075,
"m": 1.0
},
{
"p": 0.0006973685813136399,
"m": 1.0
},
{
"p": 0.03763263300061226,
"m": 1.0
},
{
"p": 0.14618998765945435,
"m": 1.0
},
{
"p": 0.0006973685813136399,
"m": 1.0
},
{
"p": 0.11273899674415588,
"m": 1.0
},
{
"p": 0.011315264739096165,
"m": 1.0
},
{
"p": 0.1313740313053131,
"m": 1.0
},
{
"p": 0.016239281743764877,
"m": 1.0
},
{
"p": 0.1290760338306427,
"m": 1.0
},
{
"p": 0.13043266534805298,
"m": 1.0
}
]
},
{
"epoch": 183,
"train_loss": 1.000166654586792,
"val_loss": 0.7174765467643738,
"acc": 72.96,
"time": 263.06295458599925,
"param": [
{
"p": 0.12422025203704834,
"m": 1.0
},
{
"p": 0.0177148450165987,
"m": 1.0
},
{
"p": 0.12320343405008316,
"m": 1.0
},
{
"p": 0.010945571586489677,
"m": 1.0
},
{
"p": 0.02062666416168213,
"m": 1.0
},
{
"p": 0.03346118703484535,
"m": 1.0
},
{
"p": 0.11851875483989716,
"m": 1.0
},
{
"p": 0.013585446402430534,
"m": 1.0
},
{
"p": 0.09565001726150513,
"m": 1.0
},
{
"p": 0.012925215065479279,
"m": 1.0
},
{
"p": 0.1389981508255005,
"m": 1.0
},
{
"p": 0.0035703096073120832,
"m": 1.0
},
{
"p": 0.14967374503612518,
"m": 1.0
},
{
"p": 0.13690640032291412,
"m": 1.0
}
]
},
{
"epoch": 184,
"train_loss": 0.7565741539001465,
"val_loss": 0.8959138989448547,
"acc": 72.59,
"time": 279.1401908789994,
"param": [
{
"p": 0.10588443279266357,
"m": 1.0
},
{
"p": 0.026279954239726067,
"m": 1.0
},
{
"p": 0.0864577367901802,
"m": 1.0
},
{
"p": 0.015374720096588135,
"m": 1.0
},
{
"p": 0.015320196747779846,
"m": 1.0
},
{
"p": 0.03779035434126854,
"m": 1.0
},
{
"p": 0.14870473742485046,
"m": 1.0
},
{
"p": 0.013890137895941734,
"m": 1.0
},
{
"p": 0.08944109827280045,
"m": 1.0
},
{
"p": 0.057833414524793625,
"m": 1.0
},
{
"p": 0.12323441356420517,
"m": 1.0
},
{
"p": 0.012618295848369598,
"m": 1.0
},
{
"p": 0.1467059701681137,
"m": 1.0
},
{
"p": 0.12046445161104202,
"m": 1.0
}
]
},
{
"epoch": 185,
"train_loss": 0.9428367018699646,
"val_loss": 0.9789676666259766,
"acc": 73.15,
"time": 302.38112718390767,
"param": [
{
"p": 0.13557450473308563,
"m": 1.0
},
{
"p": 0.0237995907664299,
"m": 1.0
},
{
"p": 0.10051874816417694,
"m": 1.0
},
{
"p": 0.004931229166686535,
"m": 1.0
},
{
"p": 0.0006817088578827679,
"m": 1.0
},
{
"p": 0.03782655671238899,
"m": 1.0
},
{
"p": 0.16001716256141663,
"m": 1.0
},
{
"p": 0.013166330754756927,
"m": 1.0
},
{
"p": 0.11072289943695068,
"m": 1.0
},
{
"p": 0.002704216632992029,
"m": 1.0
},
{
"p": 0.13509684801101685,
"m": 1.0
},
{
"p": 0.020999325439333916,
"m": 1.0
},
{
"p": 0.12574344873428345,
"m": 1.0
},
{
"p": 0.1282173991203308,
"m": 1.0
}
]
},
{
"epoch": 186,
"train_loss": 1.0679360628128052,
"val_loss": 0.7522404193878174,
"acc": 72.71,
"time": 299.75998081697617,
"param": [
{
"p": 0.12379729747772217,
"m": 1.0
},
{
"p": 0.018888060003519058,
"m": 1.0
},
{
"p": 0.09870385378599167,
"m": 1.0
},
{
"p": 0.004255702253431082,
"m": 1.0
},
{
"p": 0.09688930213451385,
"m": 1.0
},
{
"p": 0.03810020908713341,
"m": 1.0
},
{
"p": 0.1444115787744522,
"m": 1.0
},
{
"p": 0.009040020406246185,
"m": 1.0
},
{
"p": 0.09482276439666748,
"m": 1.0
},
{
"p": 0.01960124261677265,
"m": 1.0
},
{
"p": 0.12125944346189499,
"m": 1.0
},
{
"p": 0.0073026507161557674,
"m": 1.0
},
{
"p": 0.1192888468503952,
"m": 1.0
},
{
"p": 0.10363902896642685,
"m": 1.0
}
]
},
{
"epoch": 187,
"train_loss": 0.8938964009284973,
"val_loss": 0.866931140422821,
"acc": 73.4,
"time": 311.97817571100313,
"param": [
{
"p": 0.13243837654590607,
"m": 1.0
},
{
"p": 0.016102751716971397,
"m": 1.0
},
{
"p": 0.10580898821353912,
"m": 1.0
},
{
"p": 0.010936769656836987,
"m": 1.0
},
{
"p": 0.008331566117703915,
"m": 1.0
},
{
"p": 0.038002561777830124,
"m": 1.0
},
{
"p": 0.12404438108205795,
"m": 1.0
},
{
"p": 0.013430441729724407,
"m": 1.0
},
{
"p": 0.12057965248823166,
"m": 1.0
},
{
"p": 0.006020015105605125,
"m": 1.0
},
{
"p": 0.13260236382484436,
"m": 1.0
},
{
"p": 0.011399461887776852,
"m": 1.0
},
{
"p": 0.1386365294456482,
"m": 1.0
},
{
"p": 0.14166618883609772,
"m": 1.0
}
]
},
{
"epoch": 188,
"train_loss": 1.4815363883972168,
"val_loss": 0.89261394739151,
"acc": 73.11,
"time": 304.24826203507837,
"param": [
{
"p": 0.13234205543994904,
"m": 1.0
},
{
"p": 0.024360116571187973,
"m": 1.0
},
{
"p": 0.10577203333377838,
"m": 1.0
},
{
"p": 0.04145464673638344,
"m": 1.0
},
{
"p": 0.02952338010072708,
"m": 1.0
},
{
"p": 0.041969481855630875,
"m": 1.0
},
{
"p": 0.15051043033599854,
"m": 1.0
},
{
"p": 0.009568890556693077,
"m": 1.0
},
{
"p": 0.09890589863061905,
"m": 1.0
},
{
"p": 0.0006893779500387609,
"m": 1.0
},
{
"p": 0.11721572279930115,
"m": 1.0
},
{
"p": 0.012060562148690224,
"m": 1.0
},
{
"p": 0.11361147463321686,
"m": 1.0
},
{
"p": 0.1220158040523529,
"m": 1.0
}
]
},
{
"epoch": 189,
"train_loss": 1.2592360973358154,
"val_loss": 0.9635077714920044,
"acc": 72.28,
"time": 307.48954022699036,
"param": [
{
"p": 0.11634305864572525,
"m": 1.0
},
{
"p": 0.01996133290231228,
"m": 1.0
},
{
"p": 0.11514530330896378,
"m": 1.0
},
{
"p": 0.012362728826701641,
"m": 1.0
},
{
"p": 0.019841626286506653,
"m": 1.0
},
{
"p": 0.04472339153289795,
"m": 1.0
},
{
"p": 0.12630678713321686,
"m": 1.0
},
{
"p": 0.009977013804018497,
"m": 1.0
},
{
"p": 0.09970685839653015,
"m": 1.0
},
{
"p": 0.012453640811145306,
"m": 1.0
},
{
"p": 0.1310838758945465,
"m": 1.0
},
{
"p": 0.0084446482360363,
"m": 1.0
},
{
"p": 0.1470317393541336,
"m": 1.0
},
{
"p": 0.13661795854568481,
"m": 1.0
}
]
},
{
"epoch": 190,
"train_loss": 0.857134997844696,
"val_loss": 0.9030787944793701,
"acc": 72.87,
"time": 319.60669945005793,
"param": [
{
"p": 0.14657710492610931,
"m": 1.0
},
{
"p": 0.02109927497804165,
"m": 1.0
},
{
"p": 0.0949663445353508,
"m": 1.0
},
{
"p": 0.007116897031664848,
"m": 1.0
},
{
"p": 0.014897826127707958,
"m": 1.0
},
{
"p": 0.03287387639284134,
"m": 1.0
},
{
"p": 0.1355971097946167,
"m": 1.0
},
{
"p": 0.012418990023434162,
"m": 1.0
},
{
"p": 0.10474922508001328,
"m": 1.0
},
{
"p": 0.0010216896189376712,
"m": 1.0
},
{
"p": 0.1283334195613861,
"m": 1.0
},
{
"p": 0.007767000701278448,
"m": 1.0
},
{
"p": 0.1464686393737793,
"m": 1.0
},
{
"p": 0.14611268043518066,
"m": 1.0
}
]
},
{
"epoch": 191,
"train_loss": 1.0238302946090698,
"val_loss": 0.8016621470451355,
"acc": 73.45,
"time": 318.99044526193757,
"param": [
{
"p": 0.1227351725101471,
"m": 1.0
},
{
"p": 0.023286843672394753,
"m": 1.0
},
{
"p": 0.11525418609380722,
"m": 1.0
},
{
"p": 0.014180281199514866,
"m": 1.0
},
{
"p": 0.007989184930920601,
"m": 1.0
},
{
"p": 0.015484835021197796,
"m": 1.0
},
{
"p": 0.13828906416893005,
"m": 1.0
},
{
"p": 0.017745308578014374,
"m": 1.0
},
{
"p": 0.10890956968069077,
"m": 1.0
},
{
"p": 0.010694560594856739,
"m": 1.0
},
{
"p": 0.13142220675945282,
"m": 1.0
},
{
"p": 0.010119440965354443,
"m": 1.0
},
{
"p": 0.16973474621772766,
"m": 1.0
},
{
"p": 0.11415467411279678,
"m": 1.0
}
]
},
{
"epoch": 192,
"train_loss": 1.1151413917541504,
"val_loss": 0.8878872394561768,
"acc": 72.49,
"time": 318.1491147140041,
"param": [
{
"p": 0.11364150047302246,
"m": 1.0
},
{
"p": 0.027136214077472687,
"m": 1.0
},
{
"p": 0.10744679719209671,
"m": 1.0
},
{
"p": 0.01944602094590664,
"m": 1.0
},
{
"p": 0.0056458329781889915,
"m": 1.0
},
{
"p": 0.017238052561879158,
"m": 1.0
},
{
"p": 0.13429948687553406,
"m": 1.0
},
{
"p": 0.0181823018938303,
"m": 1.0
},
{
"p": 0.12219960242509842,
"m": 1.0
},
{
"p": 0.008845441043376923,
"m": 1.0
},
{
"p": 0.12845978140830994,
"m": 1.0
},
{
"p": 0.010866628959774971,
"m": 1.0
},
{
"p": 0.15619151294231415,
"m": 1.0
},
{
"p": 0.1304008662700653,
"m": 1.0
}
]
},
{
"epoch": 193,
"train_loss": 1.2139114141464233,
"val_loss": 0.9345478415489197,
"acc": 71.87,
"time": 288.0272777749924,
"param": [
{
"p": 0.1410374492406845,
"m": 1.0
},
{
"p": 0.03097599186003208,
"m": 1.0
},
{
"p": 0.12309186905622482,
"m": 1.0
},
{
"p": 0.015112371183931828,
"m": 1.0
},
{
"p": 0.008054695092141628,
"m": 1.0
},
{
"p": 0.009213085286319256,
"m": 1.0
},
{
"p": 0.128388449549675,
"m": 1.0
},
{
"p": 0.01592777483165264,
"m": 1.0
},
{
"p": 0.10499325394630432,
"m": 1.0
},
{
"p": 0.00533765135332942,
"m": 1.0
},
{
"p": 0.13184475898742676,
"m": 1.0
},
{
"p": 0.011193056590855122,
"m": 1.0
},
{
"p": 0.1296178102493286,
"m": 1.0
},
{
"p": 0.14521175622940063,
"m": 1.0
}
]
},
{
"epoch": 194,
"train_loss": 0.9472705721855164,
"val_loss": 0.817721426486969,
"acc": 73.43,
"time": 298.69572499999776,
"param": [
{
"p": 0.1137041300535202,
"m": 1.0
},
{
"p": 0.024174436926841736,
"m": 1.0
},
{
"p": 0.13015224039554596,
"m": 1.0
},
{
"p": 0.022737469524145126,
"m": 1.0
},
{
"p": 0.01115480624139309,
"m": 1.0
},
{
"p": 0.01938364841043949,
"m": 1.0
},
{
"p": 0.11216894537210464,
"m": 1.0
},
{
"p": 0.015839647501707077,
"m": 1.0
},
{
"p": 0.1160474419593811,
"m": 1.0
},
{
"p": 0.009351068176329136,
"m": 1.0
},
{
"p": 0.12332955002784729,
"m": 1.0
},
{
"p": 0.019638629630208015,
"m": 1.0
},
{
"p": 0.15339240431785583,
"m": 1.0
},
{
"p": 0.1289256066083908,
"m": 1.0
}
]
},
{
"epoch": 195,
"train_loss": 1.2225333452224731,
"val_loss": 0.812650740146637,
"acc": 73.04,
"time": 311.01237288396806,
"param": [
{
"p": 0.13357685506343842,
"m": 1.0
},
{
"p": 0.020976684987545013,
"m": 1.0
},
{
"p": 0.11086203157901764,
"m": 1.0
},
{
"p": 0.012159875594079494,
"m": 1.0
},
{
"p": 0.008517859503626823,
"m": 1.0
},
{
"p": 0.012596717104315758,
"m": 1.0
},
{
"p": 0.16866375505924225,
"m": 1.0
},
{
"p": 0.012592186219990253,
"m": 1.0
},
{
"p": 0.09954266995191574,
"m": 1.0
},
{
"p": 0.009344806894659996,
"m": 1.0
},
{
"p": 0.15155157446861267,
"m": 1.0
},
{
"p": 0.0027429992333054543,
"m": 1.0
},
{
"p": 0.12236306071281433,
"m": 1.0
},
{
"p": 0.13450898230075836,
"m": 1.0
}
]
},
{
"epoch": 196,
"train_loss": 0.8358824849128723,
"val_loss": 0.8426270484924316,
"acc": 72.56,
"time": 314.9728088279953,
"param": [
{
"p": 0.12128247320652008,
"m": 1.0
},
{
"p": 0.024999352172017097,
"m": 1.0
},
{
"p": 0.12720665335655212,
"m": 1.0
},
{
"p": 0.01136774942278862,
"m": 1.0
},
{
"p": 0.007964435033500195,
"m": 1.0
},
{
"p": 0.015091203153133392,
"m": 1.0
},
{
"p": 0.1475849598646164,
"m": 1.0
},
{
"p": 0.012508360669016838,
"m": 1.0
},
{
"p": 0.10818352550268173,
"m": 1.0
},
{
"p": 0.012505024671554565,
"m": 1.0
},
{
"p": 0.10718495398759842,
"m": 1.0
},
{
"p": 0.00582048250362277,
"m": 1.0
},
{
"p": 0.1489613950252533,
"m": 1.0
},
{
"p": 0.1493394672870636,
"m": 1.0
}
]
},
{
"epoch": 197,
"train_loss": 1.3518956899642944,
"val_loss": 0.8389433026313782,
"acc": 73.43,
"time": 314.48235445900355,
"param": [
{
"p": 0.1299898773431778,
"m": 1.0
},
{
"p": 0.03407306969165802,
"m": 1.0
},
{
"p": 0.13497014343738556,
"m": 1.0
},
{
"p": 0.018327634781599045,
"m": 1.0
},
{
"p": 0.011567549780011177,
"m": 1.0
},
{
"p": 0.01894344575703144,
"m": 1.0
},
{
"p": 0.12043800204992294,
"m": 1.0
},
{
"p": 0.01956498809158802,
"m": 1.0
},
{
"p": 0.09660512953996658,
"m": 1.0
},
{
"p": 0.0013089231215417385,
"m": 1.0
},
{
"p": 0.1038215234875679,
"m": 1.0
},
{
"p": 0.014269985258579254,
"m": 1.0
},
{
"p": 0.16223567724227905,
"m": 1.0
},
{
"p": 0.13388404250144958,
"m": 1.0
}
]
},
{
"epoch": 198,
"train_loss": 0.7971324920654297,
"val_loss": 0.9019628167152405,
"acc": 73.26,
"time": 317.05976192699745,
"param": [
{
"p": 0.12751245498657227,
"m": 1.0
},
{
"p": 0.02138562873005867,
"m": 1.0
},
{
"p": 0.10435919463634491,
"m": 1.0
},
{
"p": 0.006884577684104443,
"m": 1.0
},
{
"p": 0.008810799568891525,
"m": 1.0
},
{
"p": 0.01052056159824133,
"m": 1.0
},
{
"p": 0.11449657380580902,
"m": 1.0
},
{
"p": 0.039028361439704895,
"m": 1.0
},
{
"p": 0.07182544469833374,
"m": 1.0
},
{
"p": 0.0908392146229744,
"m": 1.0
},
{
"p": 0.1422496885061264,
"m": 1.0
},
{
"p": 0.009439348243176937,
"m": 1.0
},
{
"p": 0.13655906915664673,
"m": 1.0
},
{
"p": 0.11608901619911194,
"m": 1.0
}
]
},
{
"epoch": 199,
"train_loss": 0.9252719879150391,
"val_loss": 1.0059757232666016,
"acc": 72.84,
"time": 296.1967824989697,
"param": [
{
"p": 0.12908366322517395,
"m": 1.0
},
{
"p": 0.03520505502820015,
"m": 1.0
},
{
"p": 0.12008627504110336,
"m": 1.0
},
{
"p": 0.017305081710219383,
"m": 1.0
},
{
"p": 0.00696445582434535,
"m": 1.0
},
{
"p": 0.012436466291546822,
"m": 1.0
},
{
"p": 0.14268070459365845,
"m": 1.0
},
{
"p": 0.011052402667701244,
"m": 1.0
},
{
"p": 0.12146294116973877,
"m": 1.0
},
{
"p": 0.01122984942048788,
"m": 1.0
},
{
"p": 0.10295245051383972,
"m": 1.0
},
{
"p": 0.00440359627828002,
"m": 1.0
},
{
"p": 0.1476147472858429,
"m": 1.0
},
{
"p": 0.13752225041389465,
"m": 1.0
}
]
},
{
"epoch": 200,
"train_loss": 0.6766484975814819,
"val_loss": 0.8207087516784668,
"acc": 73.33,
"time": 309.4443849999225,
"param": [
{
"p": 0.11125122755765915,
"m": 1.0
},
{
"p": 0.020314723253250122,
"m": 1.0
},
{
"p": 0.13182348012924194,
"m": 1.0
},
{
"p": 0.01254048477858305,
"m": 1.0
},
{
"p": 0.009504330344498158,
"m": 1.0
},
{
"p": 0.06985537707805634,
"m": 1.0
},
{
"p": 0.13469000160694122,
"m": 1.0
},
{
"p": 0.030433520674705505,
"m": 1.0
},
{
"p": 0.08844025433063507,
"m": 1.0
},
{
"p": 0.007674471475183964,
"m": 1.0
},
{
"p": 0.12344367802143097,
"m": 1.0
},
{
"p": 0.013571999035775661,
"m": 1.0
},
{
"p": 0.13650326430797577,
"m": 1.0
},
{
"p": 0.1099531501531601,
"m": 1.0
}
]
}
]
}
Reference in a new issue Copy permalink