smart_augmentation/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx2-MagFxSh)-LeNet)-150epochs(dataug:0)-1in_it-1.json

9776 lines
No EOL
143 KiB
JSON
Executable file

{
"Accuracy": 73.29,
"Time": [
96.38711671664379,
7.524342855115997
],
"Device": "Graphics Device",
"Param_names": [
"Identity",
"FlipUD",
"FlipLR",
"Rotate",
"TranslateX",
"TranslateY",
"ShearX",
"ShearY",
"Contrast",
"Color",
"Brightness",
"Sharpness",
"Posterize",
"Solarize"
],
"Log": [
{
"epoch": 1,
"train_loss": 2.281196355819702,
"val_loss": 2.2590792179107666,
"acc": 17.68,
"time": 92.50844307197258,
"param": [
{
"p": 0.08537081629037857,
"m": 1.0
},
{
"p": 0.053455132991075516,
"m": 1.0
},
{
"p": 0.07397639006376266,
"m": 1.0
},
{
"p": 0.07531847804784775,
"m": 1.0
},
{
"p": 0.06834564357995987,
"m": 1.0
},
{
"p": 0.06557584553956985,
"m": 1.0
},
{
"p": 0.08323559165000916,
"m": 1.0
},
{
"p": 0.08507175743579865,
"m": 1.0
},
{
"p": 0.06864644587039948,
"m": 1.0
},
{
"p": 0.0853031799197197,
"m": 1.0
},
{
"p": 0.09535376727581024,
"m": 1.0
},
{
"p": 0.0645386129617691,
"m": 1.0
},
{
"p": 0.06062757968902588,
"m": 1.0
},
{
"p": 0.03518082574009895,
"m": 1.0
}
]
},
{
"epoch": 2,
"train_loss": 2.1457455158233643,
"val_loss": 2.0635766983032227,
"acc": 26.61,
"time": 105.38591611408629,
"param": [
{
"p": 0.07007507234811783,
"m": 1.0
},
{
"p": 0.05245722830295563,
"m": 1.0
},
{
"p": 0.06613857299089432,
"m": 1.0
},
{
"p": 0.10068485885858536,
"m": 1.0
},
{
"p": 0.06226268783211708,
"m": 1.0
},
{
"p": 0.07440636307001114,
"m": 1.0
},
{
"p": 0.06874076277017593,
"m": 1.0
},
{
"p": 0.08516066521406174,
"m": 1.0
},
{
"p": 0.0646076425909996,
"m": 1.0
},
{
"p": 0.06868390738964081,
"m": 1.0
},
{
"p": 0.09125911444425583,
"m": 1.0
},
{
"p": 0.0652618333697319,
"m": 1.0
},
{
"p": 0.07976120710372925,
"m": 1.0
},
{
"p": 0.05050014331936836,
"m": 1.0
}
]
},
{
"epoch": 3,
"train_loss": 2.0383784770965576,
"val_loss": 1.9422334432601929,
"acc": 30.72,
"time": 98.14898427994922,
"param": [
{
"p": 0.07834183424711227,
"m": 1.0
},
{
"p": 0.08846474438905716,
"m": 1.0
},
{
"p": 0.08259084075689316,
"m": 1.0
},
{
"p": 0.055741749703884125,
"m": 1.0
},
{
"p": 0.05282659828662872,
"m": 1.0
},
{
"p": 0.08421797305345535,
"m": 1.0
},
{
"p": 0.10390565544366837,
"m": 1.0
},
{
"p": 0.0904986560344696,
"m": 1.0
},
{
"p": 0.04582550749182701,
"m": 1.0
},
{
"p": 0.06174237281084061,
"m": 1.0
},
{
"p": 0.08158262819051743,
"m": 1.0
},
{
"p": 0.08104541897773743,
"m": 1.0
},
{
"p": 0.0746057778596878,
"m": 1.0
},
{
"p": 0.01861019805073738,
"m": 1.0
}
]
},
{
"epoch": 4,
"train_loss": 2.027771472930908,
"val_loss": 1.881533145904541,
"acc": 34.94,
"time": 91.4120749339927,
"param": [
{
"p": 0.0654665157198906,
"m": 1.0
},
{
"p": 0.04424898326396942,
"m": 1.0
},
{
"p": 0.07719375193119049,
"m": 1.0
},
{
"p": 0.06261592358350754,
"m": 1.0
},
{
"p": 0.02662462741136551,
"m": 1.0
},
{
"p": 0.07631128281354904,
"m": 1.0
},
{
"p": 0.09607791155576706,
"m": 1.0
},
{
"p": 0.06391337513923645,
"m": 1.0
},
{
"p": 0.048225536942481995,
"m": 1.0
},
{
"p": 0.11724162101745605,
"m": 1.0
},
{
"p": 0.09112928807735443,
"m": 1.0
},
{
"p": 0.10993339121341705,
"m": 1.0
},
{
"p": 0.07455235719680786,
"m": 1.0
},
{
"p": 0.046465352177619934,
"m": 1.0
}
]
},
{
"epoch": 5,
"train_loss": 1.9063780307769775,
"val_loss": 1.6990623474121094,
"acc": 39.53,
"time": 91.93552316911519,
"param": [
{
"p": 0.10761039704084396,
"m": 1.0
},
{
"p": 0.028070809319615364,
"m": 1.0
},
{
"p": 0.07669616490602493,
"m": 1.0
},
{
"p": 0.04037699103355408,
"m": 1.0
},
{
"p": 0.01623637229204178,
"m": 1.0
},
{
"p": 0.07747600972652435,
"m": 1.0
},
{
"p": 0.07204071432352066,
"m": 1.0
},
{
"p": 0.07876687496900558,
"m": 1.0
},
{
"p": 0.06952448189258575,
"m": 1.0
},
{
"p": 0.09991166740655899,
"m": 1.0
},
{
"p": 0.06693877279758453,
"m": 1.0
},
{
"p": 0.09590700268745422,
"m": 1.0
},
{
"p": 0.12006662786006927,
"m": 1.0
},
{
"p": 0.05037717893719673,
"m": 1.0
}
]
},
{
"epoch": 6,
"train_loss": 1.7930731773376465,
"val_loss": 1.7099756002426147,
"acc": 41.06,
"time": 92.62888507009484,
"param": [
{
"p": 0.08744650334119797,
"m": 1.0
},
{
"p": 0.0673968568444252,
"m": 1.0
},
{
"p": 0.06370248645544052,
"m": 1.0
},
{
"p": 0.06737270206212997,
"m": 1.0
},
{
"p": 0.009950502775609493,
"m": 1.0
},
{
"p": 0.08576657623052597,
"m": 1.0
},
{
"p": 0.09611119329929352,
"m": 1.0
},
{
"p": 0.07199174165725708,
"m": 1.0
},
{
"p": 0.055986590683460236,
"m": 1.0
},
{
"p": 0.10074681788682938,
"m": 1.0
},
{
"p": 0.0642438605427742,
"m": 1.0
},
{
"p": 0.07423200458288193,
"m": 1.0
},
{
"p": 0.10734958201646805,
"m": 1.0
},
{
"p": 0.04770267382264137,
"m": 1.0
}
]
},
{
"epoch": 7,
"train_loss": 1.7293140888214111,
"val_loss": 1.558214783668518,
"acc": 42.93,
"time": 92.69434057292528,
"param": [
{
"p": 0.09232927113771439,
"m": 1.0
},
{
"p": 0.02955358475446701,
"m": 1.0
},
{
"p": 0.10254032164812088,
"m": 1.0
},
{
"p": 0.06597273051738739,
"m": 1.0
},
{
"p": 0.013220568187534809,
"m": 1.0
},
{
"p": 0.09103768318891525,
"m": 1.0
},
{
"p": 0.06744753569364548,
"m": 1.0
},
{
"p": 0.08626297861337662,
"m": 1.0
},
{
"p": 0.09291241317987442,
"m": 1.0
},
{
"p": 0.08677428215742111,
"m": 1.0
},
{
"p": 0.05840703845024109,
"m": 1.0
},
{
"p": 0.07653406262397766,
"m": 1.0
},
{
"p": 0.08958515524864197,
"m": 1.0
},
{
"p": 0.0474223829805851,
"m": 1.0
}
]
},
{
"epoch": 8,
"train_loss": 1.6735961437225342,
"val_loss": 1.5932382345199585,
"acc": 44.81,
"time": 92.41461971099488,
"param": [
{
"p": 0.06072685867547989,
"m": 1.0
},
{
"p": 0.05538036674261093,
"m": 1.0
},
{
"p": 0.07603535801172256,
"m": 1.0
},
{
"p": 0.09172653406858444,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06779158860445023,
"m": 1.0
},
{
"p": 0.07081513106822968,
"m": 1.0
},
{
"p": 0.07557499408721924,
"m": 1.0
},
{
"p": 0.08067964762449265,
"m": 1.0
},
{
"p": 0.07997851818799973,
"m": 1.0
},
{
"p": 0.07231371104717255,
"m": 1.0
},
{
"p": 0.09046614915132523,
"m": 1.0
},
{
"p": 0.08841422945261002,
"m": 1.0
},
{
"p": 0.09009701013565063,
"m": 1.0
}
]
},
{
"epoch": 9,
"train_loss": 1.8333451747894287,
"val_loss": 1.6816093921661377,
"acc": 41.07,
"time": 103.59203005302697,
"param": [
{
"p": 0.07698924094438553,
"m": 1.0
},
{
"p": 0.03652514889836311,
"m": 1.0
},
{
"p": 0.08270912617444992,
"m": 1.0
},
{
"p": 0.06180828809738159,
"m": 1.0
},
{
"p": 0.007063025608658791,
"m": 1.0
},
{
"p": 0.09530971199274063,
"m": 1.0
},
{
"p": 0.06239037588238716,
"m": 1.0
},
{
"p": 0.05246046558022499,
"m": 1.0
},
{
"p": 0.08254286646842957,
"m": 1.0
},
{
"p": 0.08891313523054123,
"m": 1.0
},
{
"p": 0.08533083647489548,
"m": 1.0
},
{
"p": 0.10952112078666687,
"m": 1.0
},
{
"p": 0.09296974539756775,
"m": 1.0
},
{
"p": 0.06546682864427567,
"m": 1.0
}
]
},
{
"epoch": 10,
"train_loss": 1.695204734802246,
"val_loss": 1.5928617715835571,
"acc": 46.63,
"time": 99.00388703891076,
"param": [
{
"p": 0.08853843808174133,
"m": 1.0
},
{
"p": 0.04310598969459534,
"m": 1.0
},
{
"p": 0.10238353908061981,
"m": 1.0
},
{
"p": 0.06900855153799057,
"m": 1.0
},
{
"p": 0.029800672084093094,
"m": 1.0
},
{
"p": 0.057887718081474304,
"m": 1.0
},
{
"p": 0.08557374775409698,
"m": 1.0
},
{
"p": 0.07328223437070847,
"m": 1.0
},
{
"p": 0.08819276094436646,
"m": 1.0
},
{
"p": 0.061827898025512695,
"m": 1.0
},
{
"p": 0.048322953283786774,
"m": 1.0
},
{
"p": 0.07760284841060638,
"m": 1.0
},
{
"p": 0.10420306026935577,
"m": 1.0
},
{
"p": 0.07026965171098709,
"m": 1.0
}
]
},
{
"epoch": 11,
"train_loss": 1.912508487701416,
"val_loss": 1.5789014101028442,
"acc": 43.59,
"time": 89.58000605297275,
"param": [
{
"p": 0.054391421377658844,
"m": 1.0
},
{
"p": 0.03666917234659195,
"m": 1.0
},
{
"p": 0.13100014626979828,
"m": 1.0
},
{
"p": 0.04793645069003105,
"m": 1.0
},
{
"p": 0.014401309192180634,
"m": 1.0
},
{
"p": 0.10469493269920349,
"m": 1.0
},
{
"p": 0.02582600526511669,
"m": 1.0
},
{
"p": 0.12164859473705292,
"m": 1.0
},
{
"p": 0.04436774551868439,
"m": 1.0
},
{
"p": 0.08392307162284851,
"m": 1.0
},
{
"p": 0.0771804228425026,
"m": 1.0
},
{
"p": 0.06939548999071121,
"m": 1.0
},
{
"p": 0.09287146478891373,
"m": 1.0
},
{
"p": 0.09569386392831802,
"m": 1.0
}
]
},
{
"epoch": 12,
"train_loss": 1.7874126434326172,
"val_loss": 1.5152318477630615,
"acc": 47.92,
"time": 91.1943739829585,
"param": [
{
"p": 0.07508120685815811,
"m": 1.0
},
{
"p": 0.035290781408548355,
"m": 1.0
},
{
"p": 0.09325617551803589,
"m": 1.0
},
{
"p": 0.07565102726221085,
"m": 1.0
},
{
"p": 0.03174236789345741,
"m": 1.0
},
{
"p": 0.06569625437259674,
"m": 1.0
},
{
"p": 0.07101807743310928,
"m": 1.0
},
{
"p": 0.06717083603143692,
"m": 1.0
},
{
"p": 0.07898566871881485,
"m": 1.0
},
{
"p": 0.09810200333595276,
"m": 1.0
},
{
"p": 0.06423566490411758,
"m": 1.0
},
{
"p": 0.07166638225317001,
"m": 1.0
},
{
"p": 0.0931851714849472,
"m": 1.0
},
{
"p": 0.07891831547021866,
"m": 1.0
}
]
},
{
"epoch": 13,
"train_loss": 1.73897123336792,
"val_loss": 1.4794986248016357,
"acc": 50.55,
"time": 91.5319738429971,
"param": [
{
"p": 0.0409451462328434,
"m": 1.0
},
{
"p": 0.04769327491521835,
"m": 1.0
},
{
"p": 0.07357731461524963,
"m": 1.0
},
{
"p": 0.06676870584487915,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06114275008440018,
"m": 1.0
},
{
"p": 0.1198601946234703,
"m": 1.0
},
{
"p": 0.0775245875120163,
"m": 1.0
},
{
"p": 0.09340062737464905,
"m": 1.0
},
{
"p": 0.08581679314374924,
"m": 1.0
},
{
"p": 0.059205424040555954,
"m": 1.0
},
{
"p": 0.11879556626081467,
"m": 1.0
},
{
"p": 0.08498422801494598,
"m": 1.0
},
{
"p": 0.07028543204069138,
"m": 1.0
}
]
},
{
"epoch": 14,
"train_loss": 1.6326135396957397,
"val_loss": 1.41046941280365,
"acc": 49.3,
"time": 92.69412270700559,
"param": [
{
"p": 0.08141569793224335,
"m": 1.0
},
{
"p": 0.042284466326236725,
"m": 1.0
},
{
"p": 0.07699668407440186,
"m": 1.0
},
{
"p": 0.06403324753046036,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08203457295894623,
"m": 1.0
},
{
"p": 0.0809859186410904,
"m": 1.0
},
{
"p": 0.08189977705478668,
"m": 1.0
},
{
"p": 0.08948419988155365,
"m": 1.0
},
{
"p": 0.07560774683952332,
"m": 1.0
},
{
"p": 0.10055999457836151,
"m": 1.0
},
{
"p": 0.05711717531085014,
"m": 1.0
},
{
"p": 0.07285921275615692,
"m": 1.0
},
{
"p": 0.09472133219242096,
"m": 1.0
}
]
},
{
"epoch": 15,
"train_loss": 1.6001638174057007,
"val_loss": 1.3972327709197998,
"acc": 49.92,
"time": 101.52925562905148,
"param": [
{
"p": 0.09556254744529724,
"m": 1.0
},
{
"p": 0.04948705434799194,
"m": 1.0
},
{
"p": 0.09524892270565033,
"m": 1.0
},
{
"p": 0.05960032716393471,
"m": 1.0
},
{
"p": 0.02141656167805195,
"m": 1.0
},
{
"p": 0.06061730161309242,
"m": 1.0
},
{
"p": 0.08104276657104492,
"m": 1.0
},
{
"p": 0.08014427870512009,
"m": 1.0
},
{
"p": 0.05663410201668739,
"m": 1.0
},
{
"p": 0.10084032267332077,
"m": 1.0
},
{
"p": 0.07170411199331284,
"m": 1.0
},
{
"p": 0.0810689851641655,
"m": 1.0
},
{
"p": 0.0794154554605484,
"m": 1.0
},
{
"p": 0.06721724569797516,
"m": 1.0
}
]
},
{
"epoch": 16,
"train_loss": 1.6240673065185547,
"val_loss": 1.3295783996582031,
"acc": 51.76,
"time": 97.24890129780397,
"param": [
{
"p": 0.08684937655925751,
"m": 1.0
},
{
"p": 0.05838841572403908,
"m": 1.0
},
{
"p": 0.07823634892702103,
"m": 1.0
},
{
"p": 0.0388176329433918,
"m": 1.0
},
{
"p": 0.0374043770134449,
"m": 1.0
},
{
"p": 0.08343087881803513,
"m": 1.0
},
{
"p": 0.08993375301361084,
"m": 1.0
},
{
"p": 0.08911905437707901,
"m": 1.0
},
{
"p": 0.05785221979022026,
"m": 1.0
},
{
"p": 0.07070241123437881,
"m": 1.0
},
{
"p": 0.0808454379439354,
"m": 1.0
},
{
"p": 0.07407677173614502,
"m": 1.0
},
{
"p": 0.07531855255365372,
"m": 1.0
},
{
"p": 0.0790247693657875,
"m": 1.0
}
]
},
{
"epoch": 17,
"train_loss": 1.5807656049728394,
"val_loss": 1.2893553972244263,
"acc": 54.09,
"time": 89.88180336495861,
"param": [
{
"p": 0.0881844162940979,
"m": 1.0
},
{
"p": 0.020922929048538208,
"m": 1.0
},
{
"p": 0.12678781151771545,
"m": 1.0
},
{
"p": 0.04168471321463585,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0762103945016861,
"m": 1.0
},
{
"p": 0.06477765738964081,
"m": 1.0
},
{
"p": 0.08223625272512436,
"m": 1.0
},
{
"p": 0.07272017747163773,
"m": 1.0
},
{
"p": 0.07994776219129562,
"m": 1.0
},
{
"p": 0.08093179017305374,
"m": 1.0
},
{
"p": 0.07935237884521484,
"m": 1.0
},
{
"p": 0.09857911616563797,
"m": 1.0
},
{
"p": 0.08766469359397888,
"m": 1.0
}
]
},
{
"epoch": 18,
"train_loss": 1.6179757118225098,
"val_loss": 1.3572487831115723,
"acc": 53.32,
"time": 97.6158297448419,
"param": [
{
"p": 0.07301080226898193,
"m": 1.0
},
{
"p": 0.05274111405014992,
"m": 1.0
},
{
"p": 0.09679263830184937,
"m": 1.0
},
{
"p": 0.07382475584745407,
"m": 1.0
},
{
"p": 0.042592450976371765,
"m": 1.0
},
{
"p": 0.05506790056824684,
"m": 1.0
},
{
"p": 0.08258690685033798,
"m": 1.0
},
{
"p": 0.08276459574699402,
"m": 1.0
},
{
"p": 0.0677306205034256,
"m": 1.0
},
{
"p": 0.09241199493408203,
"m": 1.0
},
{
"p": 0.06243015453219414,
"m": 1.0
},
{
"p": 0.08466146886348724,
"m": 1.0
},
{
"p": 0.0782930850982666,
"m": 1.0
},
{
"p": 0.05509154498577118,
"m": 1.0
}
]
},
{
"epoch": 19,
"train_loss": 1.4378395080566406,
"val_loss": 1.2886613607406616,
"acc": 51.83,
"time": 89.90036565181799,
"param": [
{
"p": 0.08788160234689713,
"m": 1.0
},
{
"p": 0.09174791723489761,
"m": 1.0
},
{
"p": 0.08068067580461502,
"m": 1.0
},
{
"p": 0.04250577092170715,
"m": 1.0
},
{
"p": 0.033094197511672974,
"m": 1.0
},
{
"p": 0.048584818840026855,
"m": 1.0
},
{
"p": 0.08150209486484528,
"m": 1.0
},
{
"p": 0.0935131162405014,
"m": 1.0
},
{
"p": 0.05682763829827309,
"m": 1.0
},
{
"p": 0.10617799311876297,
"m": 1.0
},
{
"p": 0.05640934407711029,
"m": 1.0
},
{
"p": 0.07008479535579681,
"m": 1.0
},
{
"p": 0.09019803255796432,
"m": 1.0
},
{
"p": 0.060792043805122375,
"m": 1.0
}
]
},
{
"epoch": 20,
"train_loss": 1.6943355798721313,
"val_loss": 1.2812877893447876,
"acc": 55.31,
"time": 104.08273690985516,
"param": [
{
"p": 0.12288890779018402,
"m": 1.0
},
{
"p": 0.056553542613983154,
"m": 1.0
},
{
"p": 0.06078382581472397,
"m": 1.0
},
{
"p": 0.04759831354022026,
"m": 1.0
},
{
"p": 0.029074791818857193,
"m": 1.0
},
{
"p": 0.05503099039196968,
"m": 1.0
},
{
"p": 0.07969880104064941,
"m": 1.0
},
{
"p": 0.06755585968494415,
"m": 1.0
},
{
"p": 0.05373060330748558,
"m": 1.0
},
{
"p": 0.10373005270957947,
"m": 1.0
},
{
"p": 0.06983913481235504,
"m": 1.0
},
{
"p": 0.10105451196432114,
"m": 1.0
},
{
"p": 0.08631706237792969,
"m": 1.0
},
{
"p": 0.06614362448453903,
"m": 1.0
}
]
},
{
"epoch": 21,
"train_loss": 1.5780481100082397,
"val_loss": 1.1488592624664307,
"acc": 56.35,
"time": 93.7229036630597,
"param": [
{
"p": 0.10402834415435791,
"m": 1.0
},
{
"p": 0.05432768538594246,
"m": 1.0
},
{
"p": 0.07875001430511475,
"m": 1.0
},
{
"p": 0.06030282750725746,
"m": 1.0
},
{
"p": 0.041098110377788544,
"m": 1.0
},
{
"p": 0.06251972913742065,
"m": 1.0
},
{
"p": 0.08900915086269379,
"m": 1.0
},
{
"p": 0.07115520536899567,
"m": 1.0
},
{
"p": 0.05549575760960579,
"m": 1.0
},
{
"p": 0.08737349510192871,
"m": 1.0
},
{
"p": 0.07705959677696228,
"m": 1.0
},
{
"p": 0.07381311058998108,
"m": 1.0
},
{
"p": 0.08749132603406906,
"m": 1.0
},
{
"p": 0.05757568031549454,
"m": 1.0
}
]
},
{
"epoch": 22,
"train_loss": 1.3922572135925293,
"val_loss": 1.230464220046997,
"acc": 56.38,
"time": 90.28219109214842,
"param": [
{
"p": 0.08703348785638809,
"m": 1.0
},
{
"p": 0.008172772824764252,
"m": 1.0
},
{
"p": 0.09843360632658005,
"m": 1.0
},
{
"p": 0.09947358816862106,
"m": 1.0
},
{
"p": 0.053223103284835815,
"m": 1.0
},
{
"p": 0.07772238552570343,
"m": 1.0
},
{
"p": 0.06067000329494476,
"m": 1.0
},
{
"p": 0.05423469468951225,
"m": 1.0
},
{
"p": 0.05800910294055939,
"m": 1.0
},
{
"p": 0.09489171206951141,
"m": 1.0
},
{
"p": 0.08171911537647247,
"m": 1.0
},
{
"p": 0.08131055533885956,
"m": 1.0
},
{
"p": 0.11808034032583237,
"m": 1.0
},
{
"p": 0.027025524526834488,
"m": 1.0
}
]
},
{
"epoch": 23,
"train_loss": 1.4215795993804932,
"val_loss": 1.1680219173431396,
"acc": 57.17,
"time": 90.31485979701392,
"param": [
{
"p": 0.06001249700784683,
"m": 1.0
},
{
"p": 0.06677823513746262,
"m": 1.0
},
{
"p": 0.07727134227752686,
"m": 1.0
},
{
"p": 0.06174550577998161,
"m": 1.0
},
{
"p": 0.03384862095117569,
"m": 1.0
},
{
"p": 0.07033088803291321,
"m": 1.0
},
{
"p": 0.09257969260215759,
"m": 1.0
},
{
"p": 0.05420248210430145,
"m": 1.0
},
{
"p": 0.08515360951423645,
"m": 1.0
},
{
"p": 0.08213629573583603,
"m": 1.0
},
{
"p": 0.080135278403759,
"m": 1.0
},
{
"p": 0.09074711054563522,
"m": 1.0
},
{
"p": 0.0772392600774765,
"m": 1.0
},
{
"p": 0.06781919300556183,
"m": 1.0
}
]
},
{
"epoch": 24,
"train_loss": 1.3106756210327148,
"val_loss": 1.214555025100708,
"acc": 55.41,
"time": 99.31283207796514,
"param": [
{
"p": 0.10360336303710938,
"m": 1.0
},
{
"p": 0.05100284516811371,
"m": 1.0
},
{
"p": 0.09729503840208054,
"m": 1.0
},
{
"p": 0.0633346289396286,
"m": 1.0
},
{
"p": 0.02090262807905674,
"m": 1.0
},
{
"p": 0.04574333876371384,
"m": 1.0
},
{
"p": 0.06653982400894165,
"m": 1.0
},
{
"p": 0.07980389147996902,
"m": 1.0
},
{
"p": 0.07603656500577927,
"m": 1.0
},
{
"p": 0.11620450764894485,
"m": 1.0
},
{
"p": 0.07227610796689987,
"m": 1.0
},
{
"p": 0.07930801063776016,
"m": 1.0
},
{
"p": 0.09075970202684402,
"m": 1.0
},
{
"p": 0.037189606577157974,
"m": 1.0
}
]
},
{
"epoch": 25,
"train_loss": 1.4937807321548462,
"val_loss": 1.1729413270950317,
"acc": 58.92,
"time": 90.02851494494826,
"param": [
{
"p": 0.08243817090988159,
"m": 1.0
},
{
"p": 0.04260481521487236,
"m": 1.0
},
{
"p": 0.08420022577047348,
"m": 1.0
},
{
"p": 0.06504061818122864,
"m": 1.0
},
{
"p": 0.05638866871595383,
"m": 1.0
},
{
"p": 0.06973904371261597,
"m": 1.0
},
{
"p": 0.06902250647544861,
"m": 1.0
},
{
"p": 0.055936165153980255,
"m": 1.0
},
{
"p": 0.0723295658826828,
"m": 1.0
},
{
"p": 0.10066725313663483,
"m": 1.0
},
{
"p": 0.07382600754499435,
"m": 1.0
},
{
"p": 0.09222777187824249,
"m": 1.0
},
{
"p": 0.08419478684663773,
"m": 1.0
},
{
"p": 0.05138442665338516,
"m": 1.0
}
]
},
{
"epoch": 26,
"train_loss": 1.4197922945022583,
"val_loss": 1.1756950616836548,
"acc": 59.59,
"time": 90.17130928882398,
"param": [
{
"p": 0.09602983295917511,
"m": 1.0
},
{
"p": 0.02455008029937744,
"m": 1.0
},
{
"p": 0.07160617411136627,
"m": 1.0
},
{
"p": 0.04249447584152222,
"m": 1.0
},
{
"p": 0.044684864580631256,
"m": 1.0
},
{
"p": 0.08012474328279495,
"m": 1.0
},
{
"p": 0.06958730518817902,
"m": 1.0
},
{
"p": 0.06234164535999298,
"m": 1.0
},
{
"p": 0.0760309025645256,
"m": 1.0
},
{
"p": 0.10151287168264389,
"m": 1.0
},
{
"p": 0.06755468994379044,
"m": 1.0
},
{
"p": 0.096416175365448,
"m": 1.0
},
{
"p": 0.08196432888507843,
"m": 1.0
},
{
"p": 0.08510194718837738,
"m": 1.0
}
]
},
{
"epoch": 27,
"train_loss": 1.3379420042037964,
"val_loss": 1.112633466720581,
"acc": 58.95,
"time": 111.96558431815356,
"param": [
{
"p": 0.07628696411848068,
"m": 1.0
},
{
"p": 0.0533057302236557,
"m": 1.0
},
{
"p": 0.07529741525650024,
"m": 1.0
},
{
"p": 0.06939464062452316,
"m": 1.0
},
{
"p": 0.03278977796435356,
"m": 1.0
},
{
"p": 0.08220038563013077,
"m": 1.0
},
{
"p": 0.0655418410897255,
"m": 1.0
},
{
"p": 0.08041658997535706,
"m": 1.0
},
{
"p": 0.06750426441431046,
"m": 1.0
},
{
"p": 0.09183824062347412,
"m": 1.0
},
{
"p": 0.07134660333395004,
"m": 1.0
},
{
"p": 0.07989551872015,
"m": 1.0
},
{
"p": 0.08423144370317459,
"m": 1.0
},
{
"p": 0.06995055079460144,
"m": 1.0
}
]
},
{
"epoch": 28,
"train_loss": 1.3544479608535767,
"val_loss": 1.1610444784164429,
"acc": 58.58,
"time": 90.1163943069987,
"param": [
{
"p": 0.07602004706859589,
"m": 1.0
},
{
"p": 0.045537933707237244,
"m": 1.0
},
{
"p": 0.059844281524419785,
"m": 1.0
},
{
"p": 0.05839827284216881,
"m": 1.0
},
{
"p": 0.06138680875301361,
"m": 1.0
},
{
"p": 0.057281337678432465,
"m": 1.0
},
{
"p": 0.07870857417583466,
"m": 1.0
},
{
"p": 0.07815923541784286,
"m": 1.0
},
{
"p": 0.10071953386068344,
"m": 1.0
},
{
"p": 0.07301682233810425,
"m": 1.0
},
{
"p": 0.08571655303239822,
"m": 1.0
},
{
"p": 0.07724501937627792,
"m": 1.0
},
{
"p": 0.07715943455696106,
"m": 1.0
},
{
"p": 0.0708061009645462,
"m": 1.0
}
]
},
{
"epoch": 29,
"train_loss": 1.4631348848342896,
"val_loss": 1.0807956457138062,
"acc": 60.25,
"time": 91.95752968103625,
"param": [
{
"p": 0.09119085967540741,
"m": 1.0
},
{
"p": 0.037654809653759,
"m": 1.0
},
{
"p": 0.09029170125722885,
"m": 1.0
},
{
"p": 0.057611145079135895,
"m": 1.0
},
{
"p": 0.03679630160331726,
"m": 1.0
},
{
"p": 0.06107063964009285,
"m": 1.0
},
{
"p": 0.07206515222787857,
"m": 1.0
},
{
"p": 0.06945883482694626,
"m": 1.0
},
{
"p": 0.07554050534963608,
"m": 1.0
},
{
"p": 0.08956489711999893,
"m": 1.0
},
{
"p": 0.08780397474765778,
"m": 1.0
},
{
"p": 0.0655289739370346,
"m": 1.0
},
{
"p": 0.07352591305971146,
"m": 1.0
},
{
"p": 0.09189631044864655,
"m": 1.0
}
]
},
{
"epoch": 30,
"train_loss": 1.4185351133346558,
"val_loss": 1.1303622722625732,
"acc": 59.15,
"time": 93.82124778698198,
"param": [
{
"p": 0.09245585650205612,
"m": 1.0
},
{
"p": 0.03486979380249977,
"m": 1.0
},
{
"p": 0.05876278877258301,
"m": 1.0
},
{
"p": 0.05073320493102074,
"m": 1.0
},
{
"p": 0.04762110859155655,
"m": 1.0
},
{
"p": 0.06408194452524185,
"m": 1.0
},
{
"p": 0.09009382128715515,
"m": 1.0
},
{
"p": 0.07363111525774002,
"m": 1.0
},
{
"p": 0.06413676589727402,
"m": 1.0
},
{
"p": 0.09123877435922623,
"m": 1.0
},
{
"p": 0.08434570580720901,
"m": 1.0
},
{
"p": 0.08999844640493393,
"m": 1.0
},
{
"p": 0.10069426894187927,
"m": 1.0
},
{
"p": 0.0573364794254303,
"m": 1.0
}
]
},
{
"epoch": 31,
"train_loss": 1.259062647819519,
"val_loss": 1.1984587907791138,
"acc": 60.5,
"time": 112.5851156739518,
"param": [
{
"p": 0.0684024840593338,
"m": 1.0
},
{
"p": 0.05274678021669388,
"m": 1.0
},
{
"p": 0.09046033024787903,
"m": 1.0
},
{
"p": 0.06487355381250381,
"m": 1.0
},
{
"p": 0.038432527333498,
"m": 1.0
},
{
"p": 0.048173096030950546,
"m": 1.0
},
{
"p": 0.07237361371517181,
"m": 1.0
},
{
"p": 0.08304957300424576,
"m": 1.0
},
{
"p": 0.07764998823404312,
"m": 1.0
},
{
"p": 0.08922160416841507,
"m": 1.0
},
{
"p": 0.08369237184524536,
"m": 1.0
},
{
"p": 0.07639593631029129,
"m": 1.0
},
{
"p": 0.08370862901210785,
"m": 1.0
},
{
"p": 0.07081956416368484,
"m": 1.0
}
]
},
{
"epoch": 32,
"train_loss": 1.4035791158676147,
"val_loss": 1.057867169380188,
"acc": 62.19,
"time": 102.38921920210123,
"param": [
{
"p": 0.07927579432725906,
"m": 1.0
},
{
"p": 0.03198424354195595,
"m": 1.0
},
{
"p": 0.06143208593130112,
"m": 1.0
},
{
"p": 0.07650694996118546,
"m": 1.0
},
{
"p": 0.05873938277363777,
"m": 1.0
},
{
"p": 0.05930180847644806,
"m": 1.0
},
{
"p": 0.07391870766878128,
"m": 1.0
},
{
"p": 0.08182927221059799,
"m": 1.0
},
{
"p": 0.06654813140630722,
"m": 1.0
},
{
"p": 0.09329527616500854,
"m": 1.0
},
{
"p": 0.07881221920251846,
"m": 1.0
},
{
"p": 0.08049165457487106,
"m": 1.0
},
{
"p": 0.08773393929004669,
"m": 1.0
},
{
"p": 0.07013048976659775,
"m": 1.0
}
]
},
{
"epoch": 33,
"train_loss": 1.4267072677612305,
"val_loss": 1.0938005447387695,
"acc": 60.88,
"time": 108.2755462678615,
"param": [
{
"p": 0.09941811859607697,
"m": 1.0
},
{
"p": 0.03481297194957733,
"m": 1.0
},
{
"p": 0.10702108591794968,
"m": 1.0
},
{
"p": 0.024792825803160667,
"m": 1.0
},
{
"p": 0.04634973779320717,
"m": 1.0
},
{
"p": 0.08908506482839584,
"m": 1.0
},
{
"p": 0.08255340158939362,
"m": 1.0
},
{
"p": 0.0781434178352356,
"m": 1.0
},
{
"p": 0.05350426584482193,
"m": 1.0
},
{
"p": 0.09294907748699188,
"m": 1.0
},
{
"p": 0.06634754687547684,
"m": 1.0
},
{
"p": 0.04824359714984894,
"m": 1.0
},
{
"p": 0.09182187169790268,
"m": 1.0
},
{
"p": 0.0849570482969284,
"m": 1.0
}
]
},
{
"epoch": 34,
"train_loss": 1.4034380912780762,
"val_loss": 1.1046191453933716,
"acc": 61.65,
"time": 90.86011329712346,
"param": [
{
"p": 0.08435497432947159,
"m": 1.0
},
{
"p": 0.037811268121004105,
"m": 1.0
},
{
"p": 0.11782344430685043,
"m": 1.0
},
{
"p": 0.07235521823167801,
"m": 1.0
},
{
"p": 0.04702451825141907,
"m": 1.0
},
{
"p": 0.08532143384218216,
"m": 1.0
},
{
"p": 0.03931109234690666,
"m": 1.0
},
{
"p": 0.06921868771314621,
"m": 1.0
},
{
"p": 0.07413014769554138,
"m": 1.0
},
{
"p": 0.07225355505943298,
"m": 1.0
},
{
"p": 0.0687103196978569,
"m": 1.0
},
{
"p": 0.0942603275179863,
"m": 1.0
},
{
"p": 0.08138155937194824,
"m": 1.0
},
{
"p": 0.05604347214102745,
"m": 1.0
}
]
},
{
"epoch": 35,
"train_loss": 1.4552961587905884,
"val_loss": 1.0994102954864502,
"acc": 60.8,
"time": 108.74474659189582,
"param": [
{
"p": 0.07840795069932938,
"m": 1.0
},
{
"p": 0.05799233913421631,
"m": 1.0
},
{
"p": 0.09030827134847641,
"m": 1.0
},
{
"p": 0.0627581849694252,
"m": 1.0
},
{
"p": 0.06059908866882324,
"m": 1.0
},
{
"p": 0.08113601803779602,
"m": 1.0
},
{
"p": 0.09090462327003479,
"m": 1.0
},
{
"p": 0.06878289580345154,
"m": 1.0
},
{
"p": 0.06270633637905121,
"m": 1.0
},
{
"p": 0.057020507752895355,
"m": 1.0
},
{
"p": 0.0660289078950882,
"m": 1.0
},
{
"p": 0.09686721116304398,
"m": 1.0
},
{
"p": 0.06615759432315826,
"m": 1.0
},
{
"p": 0.06033003330230713,
"m": 1.0
}
]
},
{
"epoch": 36,
"train_loss": 1.4998654127120972,
"val_loss": 1.0351102352142334,
"acc": 62.39,
"time": 93.55132951703854,
"param": [
{
"p": 0.07629519701004028,
"m": 1.0
},
{
"p": 0.04683176055550575,
"m": 1.0
},
{
"p": 0.05895473435521126,
"m": 1.0
},
{
"p": 0.06550774723291397,
"m": 1.0
},
{
"p": 0.049876999109983444,
"m": 1.0
},
{
"p": 0.09551964700222015,
"m": 1.0
},
{
"p": 0.07104155421257019,
"m": 1.0
},
{
"p": 0.07759979367256165,
"m": 1.0
},
{
"p": 0.06940089911222458,
"m": 1.0
},
{
"p": 0.07186773419380188,
"m": 1.0
},
{
"p": 0.06605113297700882,
"m": 1.0
},
{
"p": 0.08996963500976562,
"m": 1.0
},
{
"p": 0.06938204169273376,
"m": 1.0
},
{
"p": 0.09170126169919968,
"m": 1.0
}
]
},
{
"epoch": 37,
"train_loss": 1.3483319282531738,
"val_loss": 1.1060364246368408,
"acc": 62.62,
"time": 89.92635292606428,
"param": [
{
"p": 0.04491030424833298,
"m": 1.0
},
{
"p": 0.036654215306043625,
"m": 1.0
},
{
"p": 0.1009364202618599,
"m": 1.0
},
{
"p": 0.061769258230924606,
"m": 1.0
},
{
"p": 0.03670659288764,
"m": 1.0
},
{
"p": 0.08430963009595871,
"m": 1.0
},
{
"p": 0.07579801976680756,
"m": 1.0
},
{
"p": 0.07507450878620148,
"m": 1.0
},
{
"p": 0.07491932064294815,
"m": 1.0
},
{
"p": 0.08355222642421722,
"m": 1.0
},
{
"p": 0.06513988971710205,
"m": 1.0
},
{
"p": 0.09240490943193436,
"m": 1.0
},
{
"p": 0.08705301582813263,
"m": 1.0
},
{
"p": 0.08077168464660645,
"m": 1.0
}
]
},
{
"epoch": 38,
"train_loss": 1.3669549226760864,
"val_loss": 1.0055716037750244,
"acc": 63.55,
"time": 90.08894692710601,
"param": [
{
"p": 0.08779294788837433,
"m": 1.0
},
{
"p": 0.05022995546460152,
"m": 1.0
},
{
"p": 0.07968122512102127,
"m": 1.0
},
{
"p": 0.04932301491498947,
"m": 1.0
},
{
"p": 0.06951374560594559,
"m": 1.0
},
{
"p": 0.07333149760961533,
"m": 1.0
},
{
"p": 0.08870341628789902,
"m": 1.0
},
{
"p": 0.05921613797545433,
"m": 1.0
},
{
"p": 0.05665638670325279,
"m": 1.0
},
{
"p": 0.09630808979272842,
"m": 1.0
},
{
"p": 0.06268128752708435,
"m": 1.0
},
{
"p": 0.06607671082019806,
"m": 1.0
},
{
"p": 0.08050348609685898,
"m": 1.0
},
{
"p": 0.07998213917016983,
"m": 1.0
}
]
},
{
"epoch": 39,
"train_loss": 1.216215968132019,
"val_loss": 1.0890766382217407,
"acc": 63.43,
"time": 88.49452896299772,
"param": [
{
"p": 0.0884137898683548,
"m": 1.0
},
{
"p": 0.05648506432771683,
"m": 1.0
},
{
"p": 0.08874053508043289,
"m": 1.0
},
{
"p": 0.06135636940598488,
"m": 1.0
},
{
"p": 0.054117728024721146,
"m": 1.0
},
{
"p": 0.05746334418654442,
"m": 1.0
},
{
"p": 0.07589446008205414,
"m": 1.0
},
{
"p": 0.08583993464708328,
"m": 1.0
},
{
"p": 0.08321733772754669,
"m": 1.0
},
{
"p": 0.06836079806089401,
"m": 1.0
},
{
"p": 0.0362681970000267,
"m": 1.0
},
{
"p": 0.06953590363264084,
"m": 1.0
},
{
"p": 0.0949748083949089,
"m": 1.0
},
{
"p": 0.07933171838521957,
"m": 1.0
}
]
},
{
"epoch": 40,
"train_loss": 1.3353512287139893,
"val_loss": 1.027298092842102,
"acc": 64.39,
"time": 93.24056172906421,
"param": [
{
"p": 0.07652287185192108,
"m": 1.0
},
{
"p": 0.0368075929582119,
"m": 1.0
},
{
"p": 0.07683517783880234,
"m": 1.0
},
{
"p": 0.07401758432388306,
"m": 1.0
},
{
"p": 0.054811615496873856,
"m": 1.0
},
{
"p": 0.09497758746147156,
"m": 1.0
},
{
"p": 0.07759635150432587,
"m": 1.0
},
{
"p": 0.05420892313122749,
"m": 1.0
},
{
"p": 0.07764691114425659,
"m": 1.0
},
{
"p": 0.08587068319320679,
"m": 1.0
},
{
"p": 0.04980544373393059,
"m": 1.0
},
{
"p": 0.061719536781311035,
"m": 1.0
},
{
"p": 0.10718367993831635,
"m": 1.0
},
{
"p": 0.07199597358703613,
"m": 1.0
}
]
},
{
"epoch": 41,
"train_loss": 1.3217031955718994,
"val_loss": 1.140471339225769,
"acc": 63.46,
"time": 88.7361001460813,
"param": [
{
"p": 0.09732168167829514,
"m": 1.0
},
{
"p": 0.035027291625738144,
"m": 1.0
},
{
"p": 0.0681271031498909,
"m": 1.0
},
{
"p": 0.037135228514671326,
"m": 1.0
},
{
"p": 0.02689366787672043,
"m": 1.0
},
{
"p": 0.08015456795692444,
"m": 1.0
},
{
"p": 0.056710533797740936,
"m": 1.0
},
{
"p": 0.07321085780858994,
"m": 1.0
},
{
"p": 0.07809356600046158,
"m": 1.0
},
{
"p": 0.1116974949836731,
"m": 1.0
},
{
"p": 0.07888181507587433,
"m": 1.0
},
{
"p": 0.07966272532939911,
"m": 1.0
},
{
"p": 0.1049872487783432,
"m": 1.0
},
{
"p": 0.07209628820419312,
"m": 1.0
}
]
},
{
"epoch": 42,
"train_loss": 1.1275535821914673,
"val_loss": 1.0288522243499756,
"acc": 63.63,
"time": 88.18881547404453,
"param": [
{
"p": 0.06166502833366394,
"m": 1.0
},
{
"p": 0.06931283324956894,
"m": 1.0
},
{
"p": 0.09099007397890091,
"m": 1.0
},
{
"p": 0.06649492681026459,
"m": 1.0
},
{
"p": 0.05079742521047592,
"m": 1.0
},
{
"p": 0.06114435940980911,
"m": 1.0
},
{
"p": 0.07122768461704254,
"m": 1.0
},
{
"p": 0.0709143802523613,
"m": 1.0
},
{
"p": 0.08339664340019226,
"m": 1.0
},
{
"p": 0.08043669164180756,
"m": 1.0
},
{
"p": 0.07290516793727875,
"m": 1.0
},
{
"p": 0.0794638842344284,
"m": 1.0
},
{
"p": 0.08958984911441803,
"m": 1.0
},
{
"p": 0.05166105926036835,
"m": 1.0
}
]
},
{
"epoch": 43,
"train_loss": 1.2786016464233398,
"val_loss": 0.9748328924179077,
"acc": 63.88,
"time": 97.82495606015436,
"param": [
{
"p": 0.08246256411075592,
"m": 1.0
},
{
"p": 0.0793452337384224,
"m": 1.0
},
{
"p": 0.08764675259590149,
"m": 1.0
},
{
"p": 0.07205823063850403,
"m": 1.0
},
{
"p": 0.05707668140530586,
"m": 1.0
},
{
"p": 0.0653836652636528,
"m": 1.0
},
{
"p": 0.05450604856014252,
"m": 1.0
},
{
"p": 0.08439181745052338,
"m": 1.0
},
{
"p": 0.08082877844572067,
"m": 1.0
},
{
"p": 0.07139477878808975,
"m": 1.0
},
{
"p": 0.05983680486679077,
"m": 1.0
},
{
"p": 0.0884256511926651,
"m": 1.0
},
{
"p": 0.076726533472538,
"m": 1.0
},
{
"p": 0.03991645574569702,
"m": 1.0
}
]
},
{
"epoch": 44,
"train_loss": 1.2410646677017212,
"val_loss": 0.997650146484375,
"acc": 64.73,
"time": 89.64330359594896,
"param": [
{
"p": 0.07573391497135162,
"m": 1.0
},
{
"p": 0.04632002115249634,
"m": 1.0
},
{
"p": 0.08772138506174088,
"m": 1.0
},
{
"p": 0.05373912677168846,
"m": 1.0
},
{
"p": 0.06009627506136894,
"m": 1.0
},
{
"p": 0.07696041464805603,
"m": 1.0
},
{
"p": 0.0601201131939888,
"m": 1.0
},
{
"p": 0.051960427314043045,
"m": 1.0
},
{
"p": 0.0867985188961029,
"m": 1.0
},
{
"p": 0.09171679615974426,
"m": 1.0
},
{
"p": 0.0894932672381401,
"m": 1.0
},
{
"p": 0.06580464541912079,
"m": 1.0
},
{
"p": 0.07136731594800949,
"m": 1.0
},
{
"p": 0.08216782659292221,
"m": 1.0
}
]
},
{
"epoch": 45,
"train_loss": 1.2872599363327026,
"val_loss": 1.0932646989822388,
"acc": 63.23,
"time": 88.89289759099483,
"param": [
{
"p": 0.09122618287801743,
"m": 1.0
},
{
"p": 0.043475136160850525,
"m": 1.0
},
{
"p": 0.08387644588947296,
"m": 1.0
},
{
"p": 0.07726605981588364,
"m": 1.0
},
{
"p": 0.05966848507523537,
"m": 1.0
},
{
"p": 0.07565901428461075,
"m": 1.0
},
{
"p": 0.07756106555461884,
"m": 1.0
},
{
"p": 0.08170844614505768,
"m": 1.0
},
{
"p": 0.06344388425350189,
"m": 1.0
},
{
"p": 0.07454434782266617,
"m": 1.0
},
{
"p": 0.07533624023199081,
"m": 1.0
},
{
"p": 0.07778619229793549,
"m": 1.0
},
{
"p": 0.06068719923496246,
"m": 1.0
},
{
"p": 0.05776122957468033,
"m": 1.0
}
]
},
{
"epoch": 46,
"train_loss": 1.227450966835022,
"val_loss": 1.0211466550827026,
"acc": 65.02,
"time": 89.47359976707958,
"param": [
{
"p": 0.06441618502140045,
"m": 1.0
},
{
"p": 0.0482589453458786,
"m": 1.0
},
{
"p": 0.09807413071393967,
"m": 1.0
},
{
"p": 0.038422610610723495,
"m": 1.0
},
{
"p": 0.04992513731122017,
"m": 1.0
},
{
"p": 0.06864888221025467,
"m": 1.0
},
{
"p": 0.06861728429794312,
"m": 1.0
},
{
"p": 0.06410109251737595,
"m": 1.0
},
{
"p": 0.057310979813337326,
"m": 1.0
},
{
"p": 0.08740675449371338,
"m": 1.0
},
{
"p": 0.09708739817142487,
"m": 1.0
},
{
"p": 0.09066849946975708,
"m": 1.0
},
{
"p": 0.09896036237478256,
"m": 1.0
},
{
"p": 0.06810180842876434,
"m": 1.0
}
]
},
{
"epoch": 47,
"train_loss": 1.3471603393554688,
"val_loss": 1.0648925304412842,
"acc": 64.09,
"time": 88.46844883984886,
"param": [
{
"p": 0.06788567453622818,
"m": 1.0
},
{
"p": 0.06967996060848236,
"m": 1.0
},
{
"p": 0.08901700377464294,
"m": 1.0
},
{
"p": 0.06399928778409958,
"m": 1.0
},
{
"p": 0.06331133842468262,
"m": 1.0
},
{
"p": 0.05736061558127403,
"m": 1.0
},
{
"p": 0.08219537883996964,
"m": 1.0
},
{
"p": 0.07564853131771088,
"m": 1.0
},
{
"p": 0.06553701311349869,
"m": 1.0
},
{
"p": 0.06653806567192078,
"m": 1.0
},
{
"p": 0.05328904464840889,
"m": 1.0
},
{
"p": 0.095576710999012,
"m": 1.0
},
{
"p": 0.06866556406021118,
"m": 1.0
},
{
"p": 0.08129585534334183,
"m": 1.0
}
]
},
{
"epoch": 48,
"train_loss": 1.2092677354812622,
"val_loss": 0.9822612404823303,
"acc": 66.19,
"time": 90.03778083994985,
"param": [
{
"p": 0.08964059501886368,
"m": 1.0
},
{
"p": 0.04206962510943413,
"m": 1.0
},
{
"p": 0.07390651106834412,
"m": 1.0
},
{
"p": 0.06504268944263458,
"m": 1.0
},
{
"p": 0.06377913802862167,
"m": 1.0
},
{
"p": 0.06239891052246094,
"m": 1.0
},
{
"p": 0.08991393446922302,
"m": 1.0
},
{
"p": 0.0686815157532692,
"m": 1.0
},
{
"p": 0.07525880634784698,
"m": 1.0
},
{
"p": 0.0737338662147522,
"m": 1.0
},
{
"p": 0.07729823887348175,
"m": 1.0
},
{
"p": 0.07636015862226486,
"m": 1.0
},
{
"p": 0.08223247528076172,
"m": 1.0
},
{
"p": 0.05968354269862175,
"m": 1.0
}
]
},
{
"epoch": 49,
"train_loss": 1.1731022596359253,
"val_loss": 1.0368813276290894,
"acc": 65.88,
"time": 89.06043464597315,
"param": [
{
"p": 0.08608513325452805,
"m": 1.0
},
{
"p": 0.048277705907821655,
"m": 1.0
},
{
"p": 0.07566726207733154,
"m": 1.0
},
{
"p": 0.06058630719780922,
"m": 1.0
},
{
"p": 0.0434764102101326,
"m": 1.0
},
{
"p": 0.0810319259762764,
"m": 1.0
},
{
"p": 0.08387254923582077,
"m": 1.0
},
{
"p": 0.07608173787593842,
"m": 1.0
},
{
"p": 0.07102112472057343,
"m": 1.0
},
{
"p": 0.07974125444889069,
"m": 1.0
},
{
"p": 0.07269340008497238,
"m": 1.0
},
{
"p": 0.05295434966683388,
"m": 1.0
},
{
"p": 0.10007211565971375,
"m": 1.0
},
{
"p": 0.06843869388103485,
"m": 1.0
}
]
},
{
"epoch": 50,
"train_loss": 1.2884267568588257,
"val_loss": 0.9297799468040466,
"acc": 66.57,
"time": 105.64907265803777,
"param": [
{
"p": 0.0803355723619461,
"m": 1.0
},
{
"p": 0.043647702783346176,
"m": 1.0
},
{
"p": 0.08887556195259094,
"m": 1.0
},
{
"p": 0.05175413936376572,
"m": 1.0
},
{
"p": 0.05656499043107033,
"m": 1.0
},
{
"p": 0.0647975355386734,
"m": 1.0
},
{
"p": 0.058787401765584946,
"m": 1.0
},
{
"p": 0.06487371027469635,
"m": 1.0
},
{
"p": 0.08139118552207947,
"m": 1.0
},
{
"p": 0.09227129071950912,
"m": 1.0
},
{
"p": 0.08359774202108383,
"m": 1.0
},
{
"p": 0.0831708163022995,
"m": 1.0
},
{
"p": 0.0853109061717987,
"m": 1.0
},
{
"p": 0.0646214559674263,
"m": 1.0
}
]
},
{
"epoch": 51,
"train_loss": 1.1773546934127808,
"val_loss": 0.904326856136322,
"acc": 66.55,
"time": 107.70767837204039,
"param": [
{
"p": 0.08155849575996399,
"m": 1.0
},
{
"p": 0.044313352555036545,
"m": 1.0
},
{
"p": 0.07350849360227585,
"m": 1.0
},
{
"p": 0.06744327396154404,
"m": 1.0
},
{
"p": 0.08229474723339081,
"m": 1.0
},
{
"p": 0.051059234887361526,
"m": 1.0
},
{
"p": 0.08574988692998886,
"m": 1.0
},
{
"p": 0.07803485542535782,
"m": 1.0
},
{
"p": 0.05933969467878342,
"m": 1.0
},
{
"p": 0.0726538673043251,
"m": 1.0
},
{
"p": 0.08374612033367157,
"m": 1.0
},
{
"p": 0.07074930518865585,
"m": 1.0
},
{
"p": 0.07580461353063583,
"m": 1.0
},
{
"p": 0.07374398410320282,
"m": 1.0
}
]
},
{
"epoch": 52,
"train_loss": 1.1197230815887451,
"val_loss": 1.0726932287216187,
"acc": 65.67,
"time": 109.05156962387264,
"param": [
{
"p": 0.08682379871606827,
"m": 1.0
},
{
"p": 0.05942878499627113,
"m": 1.0
},
{
"p": 0.08292635530233383,
"m": 1.0
},
{
"p": 0.0847652480006218,
"m": 1.0
},
{
"p": 0.0555105060338974,
"m": 1.0
},
{
"p": 0.06861735880374908,
"m": 1.0
},
{
"p": 0.05783131346106529,
"m": 1.0
},
{
"p": 0.062320467084646225,
"m": 1.0
},
{
"p": 0.06550126522779465,
"m": 1.0
},
{
"p": 0.10090652853250504,
"m": 1.0
},
{
"p": 0.07116342335939407,
"m": 1.0
},
{
"p": 0.06987760961055756,
"m": 1.0
},
{
"p": 0.07937789708375931,
"m": 1.0
},
{
"p": 0.05494941025972366,
"m": 1.0
}
]
},
{
"epoch": 53,
"train_loss": 1.1755191087722778,
"val_loss": 0.9398764967918396,
"acc": 66.64,
"time": 89.96286640991457,
"param": [
{
"p": 0.08145289123058319,
"m": 1.0
},
{
"p": 0.04229309409856796,
"m": 1.0
},
{
"p": 0.11359357088804245,
"m": 1.0
},
{
"p": 0.06834644079208374,
"m": 1.0
},
{
"p": 0.05496814101934433,
"m": 1.0
},
{
"p": 0.06927892565727234,
"m": 1.0
},
{
"p": 0.08093782514333725,
"m": 1.0
},
{
"p": 0.059489957988262177,
"m": 1.0
},
{
"p": 0.06420037150382996,
"m": 1.0
},
{
"p": 0.07041577994823456,
"m": 1.0
},
{
"p": 0.08073215186595917,
"m": 1.0
},
{
"p": 0.05710695683956146,
"m": 1.0
},
{
"p": 0.09330125153064728,
"m": 1.0
},
{
"p": 0.06388264894485474,
"m": 1.0
}
]
},
{
"epoch": 54,
"train_loss": 1.4479426145553589,
"val_loss": 0.8921688795089722,
"acc": 67.77,
"time": 92.56585277011618,
"param": [
{
"p": 0.09548518806695938,
"m": 1.0
},
{
"p": 0.04938483610749245,
"m": 1.0
},
{
"p": 0.07324865460395813,
"m": 1.0
},
{
"p": 0.0417032390832901,
"m": 1.0
},
{
"p": 0.05414412170648575,
"m": 1.0
},
{
"p": 0.09209725260734558,
"m": 1.0
},
{
"p": 0.07410694658756256,
"m": 1.0
},
{
"p": 0.08777151256799698,
"m": 1.0
},
{
"p": 0.08530542254447937,
"m": 1.0
},
{
"p": 0.08307360112667084,
"m": 1.0
},
{
"p": 0.06889145821332932,
"m": 1.0
},
{
"p": 0.05254678428173065,
"m": 1.0
},
{
"p": 0.08441982418298721,
"m": 1.0
},
{
"p": 0.05782118812203407,
"m": 1.0
}
]
},
{
"epoch": 55,
"train_loss": 1.1148109436035156,
"val_loss": 1.0585745573043823,
"acc": 66.57,
"time": 90.09704521903768,
"param": [
{
"p": 0.09485699981451035,
"m": 1.0
},
{
"p": 0.04333946853876114,
"m": 1.0
},
{
"p": 0.0856957733631134,
"m": 1.0
},
{
"p": 0.07387261837720871,
"m": 1.0
},
{
"p": 0.08514169603586197,
"m": 1.0
},
{
"p": 0.07384265214204788,
"m": 1.0
},
{
"p": 0.06941363215446472,
"m": 1.0
},
{
"p": 0.05022583156824112,
"m": 1.0
},
{
"p": 0.07696302235126495,
"m": 1.0
},
{
"p": 0.05253814533352852,
"m": 1.0
},
{
"p": 0.07465115189552307,
"m": 1.0
},
{
"p": 0.08215156197547913,
"m": 1.0
},
{
"p": 0.06822676211595535,
"m": 1.0
},
{
"p": 0.06908071786165237,
"m": 1.0
}
]
},
{
"epoch": 56,
"train_loss": 1.2219932079315186,
"val_loss": 0.8678791522979736,
"acc": 67.72,
"time": 95.36432761885226,
"param": [
{
"p": 0.07073620706796646,
"m": 1.0
},
{
"p": 0.0330149382352829,
"m": 1.0
},
{
"p": 0.06324638426303864,
"m": 1.0
},
{
"p": 0.06279896199703217,
"m": 1.0
},
{
"p": 0.0880211815237999,
"m": 1.0
},
{
"p": 0.05906391516327858,
"m": 1.0
},
{
"p": 0.08418816328048706,
"m": 1.0
},
{
"p": 0.08943803608417511,
"m": 1.0
},
{
"p": 0.05201760679483414,
"m": 1.0
},
{
"p": 0.09684155136346817,
"m": 1.0
},
{
"p": 0.08911478519439697,
"m": 1.0
},
{
"p": 0.06726469099521637,
"m": 1.0
},
{
"p": 0.07774247974157333,
"m": 1.0
},
{
"p": 0.06651109457015991,
"m": 1.0
}
]
},
{
"epoch": 57,
"train_loss": 1.0591961145401,
"val_loss": 0.9724993705749512,
"acc": 66.96,
"time": 92.10646221693605,
"param": [
{
"p": 0.09293441474437714,
"m": 1.0
},
{
"p": 0.04756982997059822,
"m": 1.0
},
{
"p": 0.08288262784481049,
"m": 1.0
},
{
"p": 0.04849578067660332,
"m": 1.0
},
{
"p": 0.0554204061627388,
"m": 1.0
},
{
"p": 0.09055888652801514,
"m": 1.0
},
{
"p": 0.07053849846124649,
"m": 1.0
},
{
"p": 0.08331671357154846,
"m": 1.0
},
{
"p": 0.0810047909617424,
"m": 1.0
},
{
"p": 0.08621254563331604,
"m": 1.0
},
{
"p": 0.08704415708780289,
"m": 1.0
},
{
"p": 0.03676093742251396,
"m": 1.0
},
{
"p": 0.0844915434718132,
"m": 1.0
},
{
"p": 0.052768807858228683,
"m": 1.0
}
]
},
{
"epoch": 58,
"train_loss": 1.1852366924285889,
"val_loss": 1.0044392347335815,
"acc": 67.18,
"time": 100.3612733061891,
"param": [
{
"p": 0.07473258674144745,
"m": 1.0
},
{
"p": 0.04633055627346039,
"m": 1.0
},
{
"p": 0.07608190178871155,
"m": 1.0
},
{
"p": 0.04429791867733002,
"m": 1.0
},
{
"p": 0.06125887483358383,
"m": 1.0
},
{
"p": 0.05352973937988281,
"m": 1.0
},
{
"p": 0.09044487774372101,
"m": 1.0
},
{
"p": 0.08066754788160324,
"m": 1.0
},
{
"p": 0.04729543626308441,
"m": 1.0
},
{
"p": 0.08623762428760529,
"m": 1.0
},
{
"p": 0.07678307592868805,
"m": 1.0
},
{
"p": 0.09015704691410065,
"m": 1.0
},
{
"p": 0.09004194289445877,
"m": 1.0
},
{
"p": 0.08214087039232254,
"m": 1.0
}
]
},
{
"epoch": 59,
"train_loss": 1.227437973022461,
"val_loss": 0.944379448890686,
"acc": 67.73,
"time": 109.89364303997718,
"param": [
{
"p": 0.08040756732225418,
"m": 1.0
},
{
"p": 0.04746929183602333,
"m": 1.0
},
{
"p": 0.07481752336025238,
"m": 1.0
},
{
"p": 0.05224333330988884,
"m": 1.0
},
{
"p": 0.07377336174249649,
"m": 1.0
},
{
"p": 0.0678001269698143,
"m": 1.0
},
{
"p": 0.07606201618909836,
"m": 1.0
},
{
"p": 0.06753772497177124,
"m": 1.0
},
{
"p": 0.08088071644306183,
"m": 1.0
},
{
"p": 0.07093504816293716,
"m": 1.0
},
{
"p": 0.07910259068012238,
"m": 1.0
},
{
"p": 0.0663142278790474,
"m": 1.0
},
{
"p": 0.07957908511161804,
"m": 1.0
},
{
"p": 0.0830773115158081,
"m": 1.0
}
]
},
{
"epoch": 60,
"train_loss": 1.1690292358398438,
"val_loss": 1.086037278175354,
"acc": 67.07,
"time": 102.546946516959,
"param": [
{
"p": 0.08022135496139526,
"m": 1.0
},
{
"p": 0.026085136458277702,
"m": 1.0
},
{
"p": 0.09356756508350372,
"m": 1.0
},
{
"p": 0.08326848596334457,
"m": 1.0
},
{
"p": 0.0449993871152401,
"m": 1.0
},
{
"p": 0.057056743651628494,
"m": 1.0
},
{
"p": 0.06712993234395981,
"m": 1.0
},
{
"p": 0.07956753671169281,
"m": 1.0
},
{
"p": 0.06715134531259537,
"m": 1.0
},
{
"p": 0.0892019271850586,
"m": 1.0
},
{
"p": 0.07714866101741791,
"m": 1.0
},
{
"p": 0.09303075820207596,
"m": 1.0
},
{
"p": 0.09409273415803909,
"m": 1.0
},
{
"p": 0.04747841879725456,
"m": 1.0
}
]
},
{
"epoch": 61,
"train_loss": 1.1447515487670898,
"val_loss": 0.8554405570030212,
"acc": 67.99,
"time": 90.437011891976,
"param": [
{
"p": 0.06607311964035034,
"m": 1.0
},
{
"p": 0.05197341740131378,
"m": 1.0
},
{
"p": 0.0755234882235527,
"m": 1.0
},
{
"p": 0.06537516415119171,
"m": 1.0
},
{
"p": 0.07143054902553558,
"m": 1.0
},
{
"p": 0.05923490598797798,
"m": 1.0
},
{
"p": 0.07137303799390793,
"m": 1.0
},
{
"p": 0.09089982509613037,
"m": 1.0
},
{
"p": 0.06009916588664055,
"m": 1.0
},
{
"p": 0.09070545434951782,
"m": 1.0
},
{
"p": 0.0637604296207428,
"m": 1.0
},
{
"p": 0.07674800604581833,
"m": 1.0
},
{
"p": 0.09206676483154297,
"m": 1.0
},
{
"p": 0.0647367462515831,
"m": 1.0
}
]
},
{
"epoch": 62,
"train_loss": 1.0624332427978516,
"val_loss": 0.9305261373519897,
"acc": 68.39,
"time": 102.74401844898239,
"param": [
{
"p": 0.07436630129814148,
"m": 1.0
},
{
"p": 0.02611914835870266,
"m": 1.0
},
{
"p": 0.06890719383955002,
"m": 1.0
},
{
"p": 0.06407937407493591,
"m": 1.0
},
{
"p": 0.05606353282928467,
"m": 1.0
},
{
"p": 0.0785457044839859,
"m": 1.0
},
{
"p": 0.08693557977676392,
"m": 1.0
},
{
"p": 0.09114629775285721,
"m": 1.0
},
{
"p": 0.08726632595062256,
"m": 1.0
},
{
"p": 0.08308463543653488,
"m": 1.0
},
{
"p": 0.08284731954336166,
"m": 1.0
},
{
"p": 0.0552002377808094,
"m": 1.0
},
{
"p": 0.10255201160907745,
"m": 1.0
},
{
"p": 0.0428863950073719,
"m": 1.0
}
]
},
{
"epoch": 63,
"train_loss": 1.0992529392242432,
"val_loss": 0.8732010722160339,
"acc": 68.07,
"time": 117.18715193704702,
"param": [
{
"p": 0.06058555841445923,
"m": 1.0
},
{
"p": 0.09254826605319977,
"m": 1.0
},
{
"p": 0.09411142021417618,
"m": 1.0
},
{
"p": 0.02450982667505741,
"m": 1.0
},
{
"p": 0.020860878750681877,
"m": 1.0
},
{
"p": 0.06537899374961853,
"m": 1.0
},
{
"p": 0.05024854466319084,
"m": 1.0
},
{
"p": 0.07209790498018265,
"m": 1.0
},
{
"p": 0.06800653785467148,
"m": 1.0
},
{
"p": 0.09610288590192795,
"m": 1.0
},
{
"p": 0.09321747720241547,
"m": 1.0
},
{
"p": 0.07526269555091858,
"m": 1.0
},
{
"p": 0.100701704621315,
"m": 1.0
},
{
"p": 0.08636727184057236,
"m": 1.0
}
]
},
{
"epoch": 64,
"train_loss": 1.1986056566238403,
"val_loss": 0.8053072094917297,
"acc": 68.75,
"time": 91.65951291192323,
"param": [
{
"p": 0.08140052109956741,
"m": 1.0
},
{
"p": 0.06044398620724678,
"m": 1.0
},
{
"p": 0.08581617474555969,
"m": 1.0
},
{
"p": 0.039521899074316025,
"m": 1.0
},
{
"p": 0.07821841537952423,
"m": 1.0
},
{
"p": 0.07812713831663132,
"m": 1.0
},
{
"p": 0.040240269154310226,
"m": 1.0
},
{
"p": 0.06384734064340591,
"m": 1.0
},
{
"p": 0.05756949633359909,
"m": 1.0
},
{
"p": 0.08559281378984451,
"m": 1.0
},
{
"p": 0.08018205314874649,
"m": 1.0
},
{
"p": 0.07450800389051437,
"m": 1.0
},
{
"p": 0.07924438267946243,
"m": 1.0
},
{
"p": 0.09528756886720657,
"m": 1.0
}
]
},
{
"epoch": 65,
"train_loss": 0.9749663472175598,
"val_loss": 0.8960167169570923,
"acc": 66.4,
"time": 113.90972211095504,
"param": [
{
"p": 0.09751380980014801,
"m": 1.0
},
{
"p": 0.04314228519797325,
"m": 1.0
},
{
"p": 0.06991841644048691,
"m": 1.0
},
{
"p": 0.045867446810007095,
"m": 1.0
},
{
"p": 0.03183756396174431,
"m": 1.0
},
{
"p": 0.08945853263139725,
"m": 1.0
},
{
"p": 0.07751130312681198,
"m": 1.0
},
{
"p": 0.06341526657342911,
"m": 1.0
},
{
"p": 0.07241766899824142,
"m": 1.0
},
{
"p": 0.08074412494897842,
"m": 1.0
},
{
"p": 0.06855835765600204,
"m": 1.0
},
{
"p": 0.089423269033432,
"m": 1.0
},
{
"p": 0.09921005368232727,
"m": 1.0
},
{
"p": 0.07098186761140823,
"m": 1.0
}
]
},
{
"epoch": 66,
"train_loss": 1.1939873695373535,
"val_loss": 0.9997207522392273,
"acc": 68.48,
"time": 114.76761621888727,
"param": [
{
"p": 0.0888865739107132,
"m": 1.0
},
{
"p": 0.049803491681814194,
"m": 1.0
},
{
"p": 0.061914268881082535,
"m": 1.0
},
{
"p": 0.04289857670664787,
"m": 1.0
},
{
"p": 0.04796358570456505,
"m": 1.0
},
{
"p": 0.07802540808916092,
"m": 1.0
},
{
"p": 0.07788312435150146,
"m": 1.0
},
{
"p": 0.07913541793823242,
"m": 1.0
},
{
"p": 0.08461344242095947,
"m": 1.0
},
{
"p": 0.08247010409832001,
"m": 1.0
},
{
"p": 0.07207544893026352,
"m": 1.0
},
{
"p": 0.08075463771820068,
"m": 1.0
},
{
"p": 0.07931604981422424,
"m": 1.0
},
{
"p": 0.07425981014966965,
"m": 1.0
}
]
},
{
"epoch": 67,
"train_loss": 1.1140520572662354,
"val_loss": 0.8285695314407349,
"acc": 69.18,
"time": 89.25671233003959,
"param": [
{
"p": 0.11112803965806961,
"m": 1.0
},
{
"p": 0.050561290234327316,
"m": 1.0
},
{
"p": 0.1014772355556488,
"m": 1.0
},
{
"p": 0.002951583359390497,
"m": 1.0
},
{
"p": 0.03867214918136597,
"m": 1.0
},
{
"p": 0.0815742239356041,
"m": 1.0
},
{
"p": 0.07070205360651016,
"m": 1.0
},
{
"p": 0.0800970047712326,
"m": 1.0
},
{
"p": 0.06520578265190125,
"m": 1.0
},
{
"p": 0.07578077912330627,
"m": 1.0
},
{
"p": 0.08780255913734436,
"m": 1.0
},
{
"p": 0.08521100878715515,
"m": 1.0
},
{
"p": 0.07597990334033966,
"m": 1.0
},
{
"p": 0.07285633683204651,
"m": 1.0
}
]
},
{
"epoch": 68,
"train_loss": 1.0420583486557007,
"val_loss": 1.0314139127731323,
"acc": 68.15,
"time": 91.0936629078351,
"param": [
{
"p": 0.08718197792768478,
"m": 1.0
},
{
"p": 0.03876238316297531,
"m": 1.0
},
{
"p": 0.07679376006126404,
"m": 1.0
},
{
"p": 0.05860734358429909,
"m": 1.0
},
{
"p": 0.0665782168507576,
"m": 1.0
},
{
"p": 0.08046729862689972,
"m": 1.0
},
{
"p": 0.05729466676712036,
"m": 1.0
},
{
"p": 0.06531369686126709,
"m": 1.0
},
{
"p": 0.082903191447258,
"m": 1.0
},
{
"p": 0.08148092031478882,
"m": 1.0
},
{
"p": 0.08523683995008469,
"m": 1.0
},
{
"p": 0.07807821035385132,
"m": 1.0
},
{
"p": 0.07778435200452805,
"m": 1.0
},
{
"p": 0.06351711601018906,
"m": 1.0
}
]
},
{
"epoch": 69,
"train_loss": 1.1034605503082275,
"val_loss": 0.8001483082771301,
"acc": 68.64,
"time": 99.64364158711396,
"param": [
{
"p": 0.08592750877141953,
"m": 1.0
},
{
"p": 0.050418008118867874,
"m": 1.0
},
{
"p": 0.07766418904066086,
"m": 1.0
},
{
"p": 0.06435040384531021,
"m": 1.0
},
{
"p": 0.07545779645442963,
"m": 1.0
},
{
"p": 0.06299329549074173,
"m": 1.0
},
{
"p": 0.07186529785394669,
"m": 1.0
},
{
"p": 0.0803520530462265,
"m": 1.0
},
{
"p": 0.06728996336460114,
"m": 1.0
},
{
"p": 0.06672278791666031,
"m": 1.0
},
{
"p": 0.07241462916135788,
"m": 1.0
},
{
"p": 0.07525572180747986,
"m": 1.0
},
{
"p": 0.08324598520994186,
"m": 1.0
},
{
"p": 0.06604235619306564,
"m": 1.0
}
]
},
{
"epoch": 70,
"train_loss": 1.0007026195526123,
"val_loss": 0.9314751029014587,
"acc": 68.63,
"time": 91.51672503212467,
"param": [
{
"p": 0.10228379815816879,
"m": 1.0
},
{
"p": 0.046319954097270966,
"m": 1.0
},
{
"p": 0.06326805800199509,
"m": 1.0
},
{
"p": 0.05131218209862709,
"m": 1.0
},
{
"p": 0.03832153603434563,
"m": 1.0
},
{
"p": 0.05533107742667198,
"m": 1.0
},
{
"p": 0.09943164885044098,
"m": 1.0
},
{
"p": 0.0591508224606514,
"m": 1.0
},
{
"p": 0.08507294207811356,
"m": 1.0
},
{
"p": 0.07633308321237564,
"m": 1.0
},
{
"p": 0.06007365137338638,
"m": 1.0
},
{
"p": 0.07858960330486298,
"m": 1.0
},
{
"p": 0.10411103814840317,
"m": 1.0
},
{
"p": 0.08040058612823486,
"m": 1.0
}
]
},
{
"epoch": 71,
"train_loss": 1.0484898090362549,
"val_loss": 0.9334361553192139,
"acc": 67.19,
"time": 109.21339196013287,
"param": [
{
"p": 0.07448733597993851,
"m": 1.0
},
{
"p": 0.05034646391868591,
"m": 1.0
},
{
"p": 0.09645283967256546,
"m": 1.0
},
{
"p": 0.06178245320916176,
"m": 1.0
},
{
"p": 0.08223432302474976,
"m": 1.0
},
{
"p": 0.07012288272380829,
"m": 1.0
},
{
"p": 0.07167141884565353,
"m": 1.0
},
{
"p": 0.07860121876001358,
"m": 1.0
},
{
"p": 0.06107313930988312,
"m": 1.0
},
{
"p": 0.06846053898334503,
"m": 1.0
},
{
"p": 0.07800428569316864,
"m": 1.0
},
{
"p": 0.07468938827514648,
"m": 1.0
},
{
"p": 0.0821414664387703,
"m": 1.0
},
{
"p": 0.04993227496743202,
"m": 1.0
}
]
},
{
"epoch": 72,
"train_loss": 1.0282055139541626,
"val_loss": 1.030598521232605,
"acc": 67.6,
"time": 92.89745915890671,
"param": [
{
"p": 0.07686188071966171,
"m": 1.0
},
{
"p": 0.062325336039066315,
"m": 1.0
},
{
"p": 0.08030585199594498,
"m": 1.0
},
{
"p": 0.06165971979498863,
"m": 1.0
},
{
"p": 0.057082027196884155,
"m": 1.0
},
{
"p": 0.06860287487506866,
"m": 1.0
},
{
"p": 0.05606996268033981,
"m": 1.0
},
{
"p": 0.06812340021133423,
"m": 1.0
},
{
"p": 0.07951328903436661,
"m": 1.0
},
{
"p": 0.07562857121229172,
"m": 1.0
},
{
"p": 0.07597748935222626,
"m": 1.0
},
{
"p": 0.06629975885152817,
"m": 1.0
},
{
"p": 0.0969352275133133,
"m": 1.0
},
{
"p": 0.07461463660001755,
"m": 1.0
}
]
},
{
"epoch": 73,
"train_loss": 0.9792214632034302,
"val_loss": 0.838469922542572,
"acc": 68.51,
"time": 97.28067759191617,
"param": [
{
"p": 0.08145945519208908,
"m": 1.0
},
{
"p": 0.04204513505101204,
"m": 1.0
},
{
"p": 0.09119393676519394,
"m": 1.0
},
{
"p": 0.05964862182736397,
"m": 1.0
},
{
"p": 0.051022112369537354,
"m": 1.0
},
{
"p": 0.05993206426501274,
"m": 1.0
},
{
"p": 0.07598210126161575,
"m": 1.0
},
{
"p": 0.07125642895698547,
"m": 1.0
},
{
"p": 0.08430968970060349,
"m": 1.0
},
{
"p": 0.0847059041261673,
"m": 1.0
},
{
"p": 0.08233857899904251,
"m": 1.0
},
{
"p": 0.06829588860273361,
"m": 1.0
},
{
"p": 0.062857486307621,
"m": 1.0
},
{
"p": 0.08495264500379562,
"m": 1.0
}
]
},
{
"epoch": 74,
"train_loss": 1.2342514991760254,
"val_loss": 0.7742316126823425,
"acc": 68.11,
"time": 90.94675296894275,
"param": [
{
"p": 0.09050136059522629,
"m": 1.0
},
{
"p": 0.05659102275967598,
"m": 1.0
},
{
"p": 0.06819738447666168,
"m": 1.0
},
{
"p": 0.07851982116699219,
"m": 1.0
},
{
"p": 0.041363753378391266,
"m": 1.0
},
{
"p": 0.0641309916973114,
"m": 1.0
},
{
"p": 0.10048744082450867,
"m": 1.0
},
{
"p": 0.07690615206956863,
"m": 1.0
},
{
"p": 0.07734254002571106,
"m": 1.0
},
{
"p": 0.05712432786822319,
"m": 1.0
},
{
"p": 0.07460467517375946,
"m": 1.0
},
{
"p": 0.09581169486045837,
"m": 1.0
},
{
"p": 0.05597173050045967,
"m": 1.0
},
{
"p": 0.062447208911180496,
"m": 1.0
}
]
},
{
"epoch": 75,
"train_loss": 0.9787908792495728,
"val_loss": 0.984495222568512,
"acc": 69.59,
"time": 90.11035452689976,
"param": [
{
"p": 0.09269054234027863,
"m": 1.0
},
{
"p": 0.040608540177345276,
"m": 1.0
},
{
"p": 0.09230537712574005,
"m": 1.0
},
{
"p": 0.040934450924396515,
"m": 1.0
},
{
"p": 0.06082945317029953,
"m": 1.0
},
{
"p": 0.04176377132534981,
"m": 1.0
},
{
"p": 0.08392204344272614,
"m": 1.0
},
{
"p": 0.07315721362829208,
"m": 1.0
},
{
"p": 0.0631101205945015,
"m": 1.0
},
{
"p": 0.09934720396995544,
"m": 1.0
},
{
"p": 0.0798024907708168,
"m": 1.0
},
{
"p": 0.07991495728492737,
"m": 1.0
},
{
"p": 0.08788474649190903,
"m": 1.0
},
{
"p": 0.06372906267642975,
"m": 1.0
}
]
},
{
"epoch": 76,
"train_loss": 0.9405632615089417,
"val_loss": 0.7952163219451904,
"acc": 69.94,
"time": 101.63554038386792,
"param": [
{
"p": 0.08903202414512634,
"m": 1.0
},
{
"p": 0.07092824578285217,
"m": 1.0
},
{
"p": 0.075338214635849,
"m": 1.0
},
{
"p": 0.05138152837753296,
"m": 1.0
},
{
"p": 0.0587969534099102,
"m": 1.0
},
{
"p": 0.0814603865146637,
"m": 1.0
},
{
"p": 0.0625496506690979,
"m": 1.0
},
{
"p": 0.07977564632892609,
"m": 1.0
},
{
"p": 0.0738711804151535,
"m": 1.0
},
{
"p": 0.06476479023694992,
"m": 1.0
},
{
"p": 0.07583098858594894,
"m": 1.0
},
{
"p": 0.09005746990442276,
"m": 1.0
},
{
"p": 0.0648094043135643,
"m": 1.0
},
{
"p": 0.06140349060297012,
"m": 1.0
}
]
},
{
"epoch": 77,
"train_loss": 0.9442948698997498,
"val_loss": 0.9023866057395935,
"acc": 69.41,
"time": 104.9698313830886,
"param": [
{
"p": 0.08099198341369629,
"m": 1.0
},
{
"p": 0.04995620995759964,
"m": 1.0
},
{
"p": 0.07538464665412903,
"m": 1.0
},
{
"p": 0.06211378425359726,
"m": 1.0
},
{
"p": 0.05430154129862785,
"m": 1.0
},
{
"p": 0.07315272837877274,
"m": 1.0
},
{
"p": 0.07249236851930618,
"m": 1.0
},
{
"p": 0.0685301423072815,
"m": 1.0
},
{
"p": 0.07129668444395065,
"m": 1.0
},
{
"p": 0.05951061472296715,
"m": 1.0
},
{
"p": 0.09799263626337051,
"m": 1.0
},
{
"p": 0.04531756043434143,
"m": 1.0
},
{
"p": 0.1135106161236763,
"m": 1.0
},
{
"p": 0.07544853538274765,
"m": 1.0
}
]
},
{
"epoch": 78,
"train_loss": 1.1143841743469238,
"val_loss": 0.9461802244186401,
"acc": 70.71,
"time": 90.58071894501336,
"param": [
{
"p": 0.08633089065551758,
"m": 1.0
},
{
"p": 0.03719247877597809,
"m": 1.0
},
{
"p": 0.06983637809753418,
"m": 1.0
},
{
"p": 0.05549130216240883,
"m": 1.0
},
{
"p": 0.06790411472320557,
"m": 1.0
},
{
"p": 0.07310637086629868,
"m": 1.0
},
{
"p": 0.07399345189332962,
"m": 1.0
},
{
"p": 0.06609294563531876,
"m": 1.0
},
{
"p": 0.08372986316680908,
"m": 1.0
},
{
"p": 0.05771757662296295,
"m": 1.0
},
{
"p": 0.08998864144086838,
"m": 1.0
},
{
"p": 0.07890192419290543,
"m": 1.0
},
{
"p": 0.08408309519290924,
"m": 1.0
},
{
"p": 0.07563099265098572,
"m": 1.0
}
]
},
{
"epoch": 79,
"train_loss": 1.0900969505310059,
"val_loss": 0.8766589164733887,
"acc": 69.2,
"time": 90.30074397893623,
"param": [
{
"p": 0.09779038280248642,
"m": 1.0
},
{
"p": 0.07817481458187103,
"m": 1.0
},
{
"p": 0.06296198815107346,
"m": 1.0
},
{
"p": 0.03239784762263298,
"m": 1.0
},
{
"p": 0.06365451961755753,
"m": 1.0
},
{
"p": 0.055087920278310776,
"m": 1.0
},
{
"p": 0.08464769273996353,
"m": 1.0
},
{
"p": 0.07561937719583511,
"m": 1.0
},
{
"p": 0.0786672979593277,
"m": 1.0
},
{
"p": 0.07609862834215164,
"m": 1.0
},
{
"p": 0.08008957654237747,
"m": 1.0
},
{
"p": 0.0808790996670723,
"m": 1.0
},
{
"p": 0.059560008347034454,
"m": 1.0
},
{
"p": 0.07437082380056381,
"m": 1.0
}
]
},
{
"epoch": 80,
"train_loss": 0.8777827024459839,
"val_loss": 0.9347016215324402,
"acc": 69.39,
"time": 97.9662684740033,
"param": [
{
"p": 0.07538232952356339,
"m": 1.0
},
{
"p": 0.06929365545511246,
"m": 1.0
},
{
"p": 0.0656055137515068,
"m": 1.0
},
{
"p": 0.061744339764118195,
"m": 1.0
},
{
"p": 0.062005698680877686,
"m": 1.0
},
{
"p": 0.0661781057715416,
"m": 1.0
},
{
"p": 0.05945166200399399,
"m": 1.0
},
{
"p": 0.06940855830907822,
"m": 1.0
},
{
"p": 0.09179326891899109,
"m": 1.0
},
{
"p": 0.0749659314751625,
"m": 1.0
},
{
"p": 0.07268615812063217,
"m": 1.0
},
{
"p": 0.07593481987714767,
"m": 1.0
},
{
"p": 0.09373790770769119,
"m": 1.0
},
{
"p": 0.06181209161877632,
"m": 1.0
}
]
},
{
"epoch": 81,
"train_loss": 1.072774887084961,
"val_loss": 0.9199369549751282,
"acc": 70.36,
"time": 99.27542356983759,
"param": [
{
"p": 0.10673144459724426,
"m": 1.0
},
{
"p": 0.052620962262153625,
"m": 1.0
},
{
"p": 0.08125997334718704,
"m": 1.0
},
{
"p": 0.0714850202202797,
"m": 1.0
},
{
"p": 0.06540004163980484,
"m": 1.0
},
{
"p": 0.06956059485673904,
"m": 1.0
},
{
"p": 0.08910916745662689,
"m": 1.0
},
{
"p": 0.06956925243139267,
"m": 1.0
},
{
"p": 0.07531850785017014,
"m": 1.0
},
{
"p": 0.056113310158252716,
"m": 1.0
},
{
"p": 0.059782225638628006,
"m": 1.0
},
{
"p": 0.06572706252336502,
"m": 1.0
},
{
"p": 0.07025674730539322,
"m": 1.0
},
{
"p": 0.06706571578979492,
"m": 1.0
}
]
},
{
"epoch": 82,
"train_loss": 1.044217824935913,
"val_loss": 0.870940625667572,
"acc": 70.14,
"time": 90.20618504309095,
"param": [
{
"p": 0.0801042839884758,
"m": 1.0
},
{
"p": 0.0586966946721077,
"m": 1.0
},
{
"p": 0.0933557078242302,
"m": 1.0
},
{
"p": 0.042803604155778885,
"m": 1.0
},
{
"p": 0.06181425601243973,
"m": 1.0
},
{
"p": 0.06616959720849991,
"m": 1.0
},
{
"p": 0.07067152112722397,
"m": 1.0
},
{
"p": 0.07697387784719467,
"m": 1.0
},
{
"p": 0.07065734267234802,
"m": 1.0
},
{
"p": 0.08279570937156677,
"m": 1.0
},
{
"p": 0.06768276542425156,
"m": 1.0
},
{
"p": 0.07785484939813614,
"m": 1.0
},
{
"p": 0.09166333824396133,
"m": 1.0
},
{
"p": 0.05875645577907562,
"m": 1.0
}
]
},
{
"epoch": 83,
"train_loss": 1.048250436782837,
"val_loss": 0.9372570514678955,
"acc": 69.96,
"time": 92.53230504598469,
"param": [
{
"p": 0.07907133549451828,
"m": 1.0
},
{
"p": 0.044778283685445786,
"m": 1.0
},
{
"p": 0.08148885518312454,
"m": 1.0
},
{
"p": 0.04678412154316902,
"m": 1.0
},
{
"p": 0.06850794702768326,
"m": 1.0
},
{
"p": 0.07336627691984177,
"m": 1.0
},
{
"p": 0.04788520187139511,
"m": 1.0
},
{
"p": 0.0939028263092041,
"m": 1.0
},
{
"p": 0.07730270177125931,
"m": 1.0
},
{
"p": 0.05884231626987457,
"m": 1.0
},
{
"p": 0.07777315378189087,
"m": 1.0
},
{
"p": 0.07480570673942566,
"m": 1.0
},
{
"p": 0.09373706579208374,
"m": 1.0
},
{
"p": 0.0817541629076004,
"m": 1.0
}
]
},
{
"epoch": 84,
"train_loss": 0.8717548847198486,
"val_loss": 0.9100315570831299,
"acc": 70.09,
"time": 104.43401432805695,
"param": [
{
"p": 0.07862287759780884,
"m": 1.0
},
{
"p": 0.03721356391906738,
"m": 1.0
},
{
"p": 0.07712136209011078,
"m": 1.0
},
{
"p": 0.061414942145347595,
"m": 1.0
},
{
"p": 0.023981699720025063,
"m": 1.0
},
{
"p": 0.0679096132516861,
"m": 1.0
},
{
"p": 0.05494265258312225,
"m": 1.0
},
{
"p": 0.04776907339692116,
"m": 1.0
},
{
"p": 0.07474581152200699,
"m": 1.0
},
{
"p": 0.10601634532213211,
"m": 1.0
},
{
"p": 0.09957364946603775,
"m": 1.0
},
{
"p": 0.09367704391479492,
"m": 1.0
},
{
"p": 0.09439192712306976,
"m": 1.0
},
{
"p": 0.08261952549219131,
"m": 1.0
}
]
},
{
"epoch": 85,
"train_loss": 1.0191292762756348,
"val_loss": 0.8201446533203125,
"acc": 68.88,
"time": 90.69055625400506,
"param": [
{
"p": 0.06355524063110352,
"m": 1.0
},
{
"p": 0.08737281709909439,
"m": 1.0
},
{
"p": 0.07066480070352554,
"m": 1.0
},
{
"p": 0.07303214818239212,
"m": 1.0
},
{
"p": 0.0460989810526371,
"m": 1.0
},
{
"p": 0.059873588383197784,
"m": 1.0
},
{
"p": 0.08089084923267365,
"m": 1.0
},
{
"p": 0.08806679397821426,
"m": 1.0
},
{
"p": 0.07225612550973892,
"m": 1.0
},
{
"p": 0.07604554295539856,
"m": 1.0
},
{
"p": 0.05338781327009201,
"m": 1.0
},
{
"p": 0.08704937994480133,
"m": 1.0
},
{
"p": 0.06945362687110901,
"m": 1.0
},
{
"p": 0.07225226610898972,
"m": 1.0
}
]
},
{
"epoch": 86,
"train_loss": 0.9263648986816406,
"val_loss": 0.7649967670440674,
"acc": 70.76,
"time": 90.97838394506834,
"param": [
{
"p": 0.08210301399230957,
"m": 1.0
},
{
"p": 0.04541536048054695,
"m": 1.0
},
{
"p": 0.1008133590221405,
"m": 1.0
},
{
"p": 0.0502435602247715,
"m": 1.0
},
{
"p": 0.07090950012207031,
"m": 1.0
},
{
"p": 0.07239113003015518,
"m": 1.0
},
{
"p": 0.08037697523832321,
"m": 1.0
},
{
"p": 0.0736338272690773,
"m": 1.0
},
{
"p": 0.05192139744758606,
"m": 1.0
},
{
"p": 0.0670597180724144,
"m": 1.0
},
{
"p": 0.09313897788524628,
"m": 1.0
},
{
"p": 0.10084104537963867,
"m": 1.0
},
{
"p": 0.06104344129562378,
"m": 1.0
},
{
"p": 0.05010877922177315,
"m": 1.0
}
]
},
{
"epoch": 87,
"train_loss": 0.9851953387260437,
"val_loss": 0.8871303200721741,
"acc": 68.34,
"time": 94.25978118390776,
"param": [
{
"p": 0.09079770743846893,
"m": 1.0
},
{
"p": 0.06139764562249184,
"m": 1.0
},
{
"p": 0.07719731330871582,
"m": 1.0
},
{
"p": 0.029815688729286194,
"m": 1.0
},
{
"p": 0.08341513574123383,
"m": 1.0
},
{
"p": 0.0563049279153347,
"m": 1.0
},
{
"p": 0.06786142289638519,
"m": 1.0
},
{
"p": 0.058867860585451126,
"m": 1.0
},
{
"p": 0.06060980632901192,
"m": 1.0
},
{
"p": 0.07687859982252121,
"m": 1.0
},
{
"p": 0.09586840122938156,
"m": 1.0
},
{
"p": 0.07710595428943634,
"m": 1.0
},
{
"p": 0.10089753568172455,
"m": 1.0
},
{
"p": 0.0629819929599762,
"m": 1.0
}
]
},
{
"epoch": 88,
"train_loss": 1.0690581798553467,
"val_loss": 0.8842046856880188,
"acc": 70.06,
"time": 91.03889414877631,
"param": [
{
"p": 0.07098391652107239,
"m": 1.0
},
{
"p": 0.042931683361530304,
"m": 1.0
},
{
"p": 0.08031754940748215,
"m": 1.0
},
{
"p": 0.06719796359539032,
"m": 1.0
},
{
"p": 0.05207500979304314,
"m": 1.0
},
{
"p": 0.08335553109645844,
"m": 1.0
},
{
"p": 0.05663527175784111,
"m": 1.0
},
{
"p": 0.10413437336683273,
"m": 1.0
},
{
"p": 0.09066008031368256,
"m": 1.0
},
{
"p": 0.050651609897613525,
"m": 1.0
},
{
"p": 0.08243558555841446,
"m": 1.0
},
{
"p": 0.05595991760492325,
"m": 1.0
},
{
"p": 0.10209900140762329,
"m": 1.0
},
{
"p": 0.06056241691112518,
"m": 1.0
}
]
},
{
"epoch": 89,
"train_loss": 0.8951432704925537,
"val_loss": 0.9287052154541016,
"acc": 69.76,
"time": 100.55268680304289,
"param": [
{
"p": 0.07096096128225327,
"m": 1.0
},
{
"p": 0.06873440742492676,
"m": 1.0
},
{
"p": 0.05794355645775795,
"m": 1.0
},
{
"p": 0.06737639755010605,
"m": 1.0
},
{
"p": 0.04521629586815834,
"m": 1.0
},
{
"p": 0.10028861463069916,
"m": 1.0
},
{
"p": 0.050912756472826004,
"m": 1.0
},
{
"p": 0.06549656391143799,
"m": 1.0
},
{
"p": 0.05284292623400688,
"m": 1.0
},
{
"p": 0.07942108809947968,
"m": 1.0
},
{
"p": 0.08752145618200302,
"m": 1.0
},
{
"p": 0.08072152733802795,
"m": 1.0
},
{
"p": 0.08546029031276703,
"m": 1.0
},
{
"p": 0.0871032178401947,
"m": 1.0
}
]
},
{
"epoch": 90,
"train_loss": 1.1017322540283203,
"val_loss": 0.8473008871078491,
"acc": 71.0,
"time": 94.50668084411882,
"param": [
{
"p": 0.049116216599941254,
"m": 1.0
},
{
"p": 0.07444458454847336,
"m": 1.0
},
{
"p": 0.07970311492681503,
"m": 1.0
},
{
"p": 0.05945210158824921,
"m": 1.0
},
{
"p": 0.0474541075527668,
"m": 1.0
},
{
"p": 0.05860161781311035,
"m": 1.0
},
{
"p": 0.0711919516324997,
"m": 1.0
},
{
"p": 0.07862865179777145,
"m": 1.0
},
{
"p": 0.07107347995042801,
"m": 1.0
},
{
"p": 0.0918416902422905,
"m": 1.0
},
{
"p": 0.07529418915510178,
"m": 1.0
},
{
"p": 0.08030786365270615,
"m": 1.0
},
{
"p": 0.10180521011352539,
"m": 1.0
},
{
"p": 0.06108527630567551,
"m": 1.0
}
]
},
{
"epoch": 91,
"train_loss": 1.0814473628997803,
"val_loss": 0.8189148306846619,
"acc": 70.71,
"time": 91.15045575308613,
"param": [
{
"p": 0.0915704220533371,
"m": 1.0
},
{
"p": 0.0443139486014843,
"m": 1.0
},
{
"p": 0.08767545968294144,
"m": 1.0
},
{
"p": 0.06767244637012482,
"m": 1.0
},
{
"p": 0.0634622573852539,
"m": 1.0
},
{
"p": 0.0742526650428772,
"m": 1.0
},
{
"p": 0.06593722105026245,
"m": 1.0
},
{
"p": 0.045129552483558655,
"m": 1.0
},
{
"p": 0.0867127999663353,
"m": 1.0
},
{
"p": 0.07167477905750275,
"m": 1.0
},
{
"p": 0.0790582224726677,
"m": 1.0
},
{
"p": 0.08647017180919647,
"m": 1.0
},
{
"p": 0.08164781332015991,
"m": 1.0
},
{
"p": 0.054422080516815186,
"m": 1.0
}
]
},
{
"epoch": 92,
"train_loss": 0.9344967603683472,
"val_loss": 0.7716127038002014,
"acc": 71.62,
"time": 95.13334520114586,
"param": [
{
"p": 0.06446840614080429,
"m": 1.0
},
{
"p": 0.0393897220492363,
"m": 1.0
},
{
"p": 0.08337314426898956,
"m": 1.0
},
{
"p": 0.05027780681848526,
"m": 1.0
},
{
"p": 0.08678529411554337,
"m": 1.0
},
{
"p": 0.06827033311128616,
"m": 1.0
},
{
"p": 0.06298025697469711,
"m": 1.0
},
{
"p": 0.07105661928653717,
"m": 1.0
},
{
"p": 0.08070605248212814,
"m": 1.0
},
{
"p": 0.07853163778781891,
"m": 1.0
},
{
"p": 0.09444770216941833,
"m": 1.0
},
{
"p": 0.07802724838256836,
"m": 1.0
},
{
"p": 0.07040442526340485,
"m": 1.0
},
{
"p": 0.07128140330314636,
"m": 1.0
}
]
},
{
"epoch": 93,
"train_loss": 1.0578185319900513,
"val_loss": 0.9053987860679626,
"acc": 70.29,
"time": 90.50549777899869,
"param": [
{
"p": 0.09154030680656433,
"m": 1.0
},
{
"p": 0.0586201474070549,
"m": 1.0
},
{
"p": 0.059570807963609695,
"m": 1.0
},
{
"p": 0.04686165228486061,
"m": 1.0
},
{
"p": 0.05482729896903038,
"m": 1.0
},
{
"p": 0.07003641873598099,
"m": 1.0
},
{
"p": 0.09165535867214203,
"m": 1.0
},
{
"p": 0.06294667720794678,
"m": 1.0
},
{
"p": 0.11289799958467484,
"m": 1.0
},
{
"p": 0.061396703124046326,
"m": 1.0
},
{
"p": 0.08121513575315475,
"m": 1.0
},
{
"p": 0.08750340342521667,
"m": 1.0
},
{
"p": 0.06174546852707863,
"m": 1.0
},
{
"p": 0.05918262153863907,
"m": 1.0
}
]
},
{
"epoch": 94,
"train_loss": 0.8634477257728577,
"val_loss": 0.857660710811615,
"acc": 71.07,
"time": 108.12232474097982,
"param": [
{
"p": 0.07884238660335541,
"m": 1.0
},
{
"p": 0.03698625788092613,
"m": 1.0
},
{
"p": 0.07249937951564789,
"m": 1.0
},
{
"p": 0.03726722300052643,
"m": 1.0
},
{
"p": 0.05654240772128105,
"m": 1.0
},
{
"p": 0.08011613041162491,
"m": 1.0
},
{
"p": 0.05262943357229233,
"m": 1.0
},
{
"p": 0.051290206611156464,
"m": 1.0
},
{
"p": 0.0929952934384346,
"m": 1.0
},
{
"p": 0.10002375394105911,
"m": 1.0
},
{
"p": 0.08368834853172302,
"m": 1.0
},
{
"p": 0.0896213948726654,
"m": 1.0
},
{
"p": 0.11978626996278763,
"m": 1.0
},
{
"p": 0.047711487859487534,
"m": 1.0
}
]
},
{
"epoch": 95,
"train_loss": 1.1044902801513672,
"val_loss": 0.8384203910827637,
"acc": 72.04,
"time": 110.19835963705555,
"param": [
{
"p": 0.09202385693788528,
"m": 1.0
},
{
"p": 0.04569504037499428,
"m": 1.0
},
{
"p": 0.0721854716539383,
"m": 1.0
},
{
"p": 0.04897339642047882,
"m": 1.0
},
{
"p": 0.058415431529283524,
"m": 1.0
},
{
"p": 0.07485413551330566,
"m": 1.0
},
{
"p": 0.07660745084285736,
"m": 1.0
},
{
"p": 0.07190588861703873,
"m": 1.0
},
{
"p": 0.07286539673805237,
"m": 1.0
},
{
"p": 0.07702922821044922,
"m": 1.0
},
{
"p": 0.055205438286066055,
"m": 1.0
},
{
"p": 0.0896521583199501,
"m": 1.0
},
{
"p": 0.085475392639637,
"m": 1.0
},
{
"p": 0.07911171764135361,
"m": 1.0
}
]
},
{
"epoch": 96,
"train_loss": 0.8971335887908936,
"val_loss": 0.7139915823936462,
"acc": 72.09,
"time": 113.08854183508083,
"param": [
{
"p": 0.08033722639083862,
"m": 1.0
},
{
"p": 0.020951081067323685,
"m": 1.0
},
{
"p": 0.08948671072721481,
"m": 1.0
},
{
"p": 0.08454117923974991,
"m": 1.0
},
{
"p": 0.034422583878040314,
"m": 1.0
},
{
"p": 0.08448968082666397,
"m": 1.0
},
{
"p": 0.07907982915639877,
"m": 1.0
},
{
"p": 0.08469603955745697,
"m": 1.0
},
{
"p": 0.09110186249017715,
"m": 1.0
},
{
"p": 0.04076104611158371,
"m": 1.0
},
{
"p": 0.059095896780490875,
"m": 1.0
},
{
"p": 0.07522174715995789,
"m": 1.0
},
{
"p": 0.108814537525177,
"m": 1.0
},
{
"p": 0.06700058281421661,
"m": 1.0
}
]
},
{
"epoch": 97,
"train_loss": 1.035709023475647,
"val_loss": 0.840722918510437,
"acc": 71.22,
"time": 92.10115119302645,
"param": [
{
"p": 0.08892969787120819,
"m": 1.0
},
{
"p": 0.061742153018713,
"m": 1.0
},
{
"p": 0.07054195553064346,
"m": 1.0
},
{
"p": 0.06347261369228363,
"m": 1.0
},
{
"p": 0.050744667649269104,
"m": 1.0
},
{
"p": 0.05597631260752678,
"m": 1.0
},
{
"p": 0.06087436527013779,
"m": 1.0
},
{
"p": 0.06575345247983932,
"m": 1.0
},
{
"p": 0.0831437036395073,
"m": 1.0
},
{
"p": 0.08518784493207932,
"m": 1.0
},
{
"p": 0.07289761304855347,
"m": 1.0
},
{
"p": 0.07170615345239639,
"m": 1.0
},
{
"p": 0.09410692751407623,
"m": 1.0
},
{
"p": 0.07492265850305557,
"m": 1.0
}
]
},
{
"epoch": 98,
"train_loss": 1.0133761167526245,
"val_loss": 0.9320740699768066,
"acc": 71.51,
"time": 92.88130072201602,
"param": [
{
"p": 0.06007030978798866,
"m": 1.0
},
{
"p": 0.06833630800247192,
"m": 1.0
},
{
"p": 0.05901586636900902,
"m": 1.0
},
{
"p": 0.04058588296175003,
"m": 1.0
},
{
"p": 0.06299740076065063,
"m": 1.0
},
{
"p": 0.0764109417796135,
"m": 1.0
},
{
"p": 0.049330953508615494,
"m": 1.0
},
{
"p": 0.06714998930692673,
"m": 1.0
},
{
"p": 0.1093066930770874,
"m": 1.0
},
{
"p": 0.05416220799088478,
"m": 1.0
},
{
"p": 0.09067945182323456,
"m": 1.0
},
{
"p": 0.07807164639234543,
"m": 1.0
},
{
"p": 0.1012020856142044,
"m": 1.0
},
{
"p": 0.08268025517463684,
"m": 1.0
}
]
},
{
"epoch": 99,
"train_loss": 0.8711249232292175,
"val_loss": 0.843897819519043,
"acc": 71.85,
"time": 94.44598216703162,
"param": [
{
"p": 0.08586013317108154,
"m": 1.0
},
{
"p": 0.08182740211486816,
"m": 1.0
},
{
"p": 0.07416995614767075,
"m": 1.0
},
{
"p": 0.054160818457603455,
"m": 1.0
},
{
"p": 0.08176879584789276,
"m": 1.0
},
{
"p": 0.05894877761602402,
"m": 1.0
},
{
"p": 0.048258665949106216,
"m": 1.0
},
{
"p": 0.10159752517938614,
"m": 1.0
},
{
"p": 0.06424863636493683,
"m": 1.0
},
{
"p": 0.06539113819599152,
"m": 1.0
},
{
"p": 0.06053575500845909,
"m": 1.0
},
{
"p": 0.09345885366201401,
"m": 1.0
},
{
"p": 0.08939743787050247,
"m": 1.0
},
{
"p": 0.04037616029381752,
"m": 1.0
}
]
},
{
"epoch": 100,
"train_loss": 0.8665065765380859,
"val_loss": 0.8660501837730408,
"acc": 70.66,
"time": 100.98930270294659,
"param": [
{
"p": 0.06046999618411064,
"m": 1.0
},
{
"p": 0.06370396912097931,
"m": 1.0
},
{
"p": 0.08173026889562607,
"m": 1.0
},
{
"p": 0.06239006668329239,
"m": 1.0
},
{
"p": 0.059322942048311234,
"m": 1.0
},
{
"p": 0.05534490570425987,
"m": 1.0
},
{
"p": 0.11117345094680786,
"m": 1.0
},
{
"p": 0.08380882441997528,
"m": 1.0
},
{
"p": 0.07616938650608063,
"m": 1.0
},
{
"p": 0.05575846508145332,
"m": 1.0
},
{
"p": 0.05615374445915222,
"m": 1.0
},
{
"p": 0.03749297931790352,
"m": 1.0
},
{
"p": 0.09890078753232956,
"m": 1.0
},
{
"p": 0.09758015722036362,
"m": 1.0
}
]
},
{
"epoch": 101,
"train_loss": 0.8040391206741333,
"val_loss": 0.8274953961372375,
"acc": 70.58,
"time": 115.99540268001147,
"param": [
{
"p": 0.08827149868011475,
"m": 1.0
},
{
"p": 0.051650140434503555,
"m": 1.0
},
{
"p": 0.07072277367115021,
"m": 1.0
},
{
"p": 0.027940331026911736,
"m": 1.0
},
{
"p": 0.0603950135409832,
"m": 1.0
},
{
"p": 0.09189337491989136,
"m": 1.0
},
{
"p": 0.05610468611121178,
"m": 1.0
},
{
"p": 0.07907633483409882,
"m": 1.0
},
{
"p": 0.06912026554346085,
"m": 1.0
},
{
"p": 0.10277044028043747,
"m": 1.0
},
{
"p": 0.09150229394435883,
"m": 1.0
},
{
"p": 0.07508236914873123,
"m": 1.0
},
{
"p": 0.0789148360490799,
"m": 1.0
},
{
"p": 0.0565556064248085,
"m": 1.0
}
]
},
{
"epoch": 102,
"train_loss": 0.8135497570037842,
"val_loss": 0.6728676557540894,
"acc": 70.76,
"time": 92.30197352496907,
"param": [
{
"p": 0.07063529640436172,
"m": 1.0
},
{
"p": 0.04387949779629707,
"m": 1.0
},
{
"p": 0.06299670040607452,
"m": 1.0
},
{
"p": 0.04783254489302635,
"m": 1.0
},
{
"p": 0.07608195394277573,
"m": 1.0
},
{
"p": 0.04810972511768341,
"m": 1.0
},
{
"p": 0.07759114354848862,
"m": 1.0
},
{
"p": 0.07878271490335464,
"m": 1.0
},
{
"p": 0.06465139240026474,
"m": 1.0
},
{
"p": 0.08747661858797073,
"m": 1.0
},
{
"p": 0.07880572974681854,
"m": 1.0
},
{
"p": 0.08661922812461853,
"m": 1.0
},
{
"p": 0.09200702607631683,
"m": 1.0
},
{
"p": 0.0845305472612381,
"m": 1.0
}
]
},
{
"epoch": 103,
"train_loss": 0.799503743648529,
"val_loss": 0.809086799621582,
"acc": 71.39,
"time": 111.92987263808027,
"param": [
{
"p": 0.09662849456071854,
"m": 1.0
},
{
"p": 0.06367966532707214,
"m": 1.0
},
{
"p": 0.0794956162571907,
"m": 1.0
},
{
"p": 0.030004508793354034,
"m": 1.0
},
{
"p": 0.03242902457714081,
"m": 1.0
},
{
"p": 0.062304239720106125,
"m": 1.0
},
{
"p": 0.057626254856586456,
"m": 1.0
},
{
"p": 0.09781049191951752,
"m": 1.0
},
{
"p": 0.06143128499388695,
"m": 1.0
},
{
"p": 0.06407838314771652,
"m": 1.0
},
{
"p": 0.0832606628537178,
"m": 1.0
},
{
"p": 0.10665263235569,
"m": 1.0
},
{
"p": 0.08562418818473816,
"m": 1.0
},
{
"p": 0.07897461205720901,
"m": 1.0
}
]
},
{
"epoch": 104,
"train_loss": 0.8854668736457825,
"val_loss": 0.8204396963119507,
"acc": 71.32,
"time": 113.35278730886057,
"param": [
{
"p": 0.10459048300981522,
"m": 1.0
},
{
"p": 0.06497146934270859,
"m": 1.0
},
{
"p": 0.07911685854196548,
"m": 1.0
},
{
"p": 0.022459305822849274,
"m": 1.0
},
{
"p": 0.06815685331821442,
"m": 1.0
},
{
"p": 0.04665267467498779,
"m": 1.0
},
{
"p": 0.07399015128612518,
"m": 1.0
},
{
"p": 0.059457942843437195,
"m": 1.0
},
{
"p": 0.062364157289266586,
"m": 1.0
},
{
"p": 0.10061592608690262,
"m": 1.0
},
{
"p": 0.08157585561275482,
"m": 1.0
},
{
"p": 0.08372176438570023,
"m": 1.0
},
{
"p": 0.08778088539838791,
"m": 1.0
},
{
"p": 0.06454570591449738,
"m": 1.0
}
]
},
{
"epoch": 105,
"train_loss": 0.9895133972167969,
"val_loss": 0.8358619213104248,
"acc": 71.57,
"time": 91.59498481010087,
"param": [
{
"p": 0.09818115830421448,
"m": 1.0
},
{
"p": 0.06343580782413483,
"m": 1.0
},
{
"p": 0.0594920814037323,
"m": 1.0
},
{
"p": 0.04993334785103798,
"m": 1.0
},
{
"p": 0.08959658443927765,
"m": 1.0
},
{
"p": 0.056059159338474274,
"m": 1.0
},
{
"p": 0.06530681997537613,
"m": 1.0
},
{
"p": 0.07255513221025467,
"m": 1.0
},
{
"p": 0.0821128711104393,
"m": 1.0
},
{
"p": 0.07060598582029343,
"m": 1.0
},
{
"p": 0.06259003281593323,
"m": 1.0
},
{
"p": 0.06486283242702484,
"m": 1.0
},
{
"p": 0.08637239784002304,
"m": 1.0
},
{
"p": 0.07889581471681595,
"m": 1.0
}
]
},
{
"epoch": 106,
"train_loss": 0.981302797794342,
"val_loss": 0.6613917946815491,
"acc": 71.38,
"time": 103.8979704589583,
"param": [
{
"p": 0.10823802649974823,
"m": 1.0
},
{
"p": 0.03866223245859146,
"m": 1.0
},
{
"p": 0.07303138822317123,
"m": 1.0
},
{
"p": 0.04870908707380295,
"m": 1.0
},
{
"p": 0.0645592138171196,
"m": 1.0
},
{
"p": 0.05599702149629593,
"m": 1.0
},
{
"p": 0.08174600452184677,
"m": 1.0
},
{
"p": 0.03839678317308426,
"m": 1.0
},
{
"p": 0.0905051901936531,
"m": 1.0
},
{
"p": 0.07975415885448456,
"m": 1.0
},
{
"p": 0.06988583505153656,
"m": 1.0
},
{
"p": 0.09817877411842346,
"m": 1.0
},
{
"p": 0.12359987944364548,
"m": 1.0
},
{
"p": 0.028736421838402748,
"m": 1.0
}
]
},
{
"epoch": 107,
"train_loss": 0.9554812908172607,
"val_loss": 0.811576247215271,
"acc": 71.03,
"time": 89.81033265893348,
"param": [
{
"p": 0.10581806302070618,
"m": 1.0
},
{
"p": 0.05520177260041237,
"m": 1.0
},
{
"p": 0.07264340668916702,
"m": 1.0
},
{
"p": 0.02536141499876976,
"m": 1.0
},
{
"p": 0.06511761248111725,
"m": 1.0
},
{
"p": 0.05470358952879906,
"m": 1.0
},
{
"p": 0.04593242332339287,
"m": 1.0
},
{
"p": 0.08667685836553574,
"m": 1.0
},
{
"p": 0.09587396681308746,
"m": 1.0
},
{
"p": 0.0722602903842926,
"m": 1.0
},
{
"p": 0.07998534291982651,
"m": 1.0
},
{
"p": 0.07980765402317047,
"m": 1.0
},
{
"p": 0.08775942772626877,
"m": 1.0
},
{
"p": 0.07285821437835693,
"m": 1.0
}
]
},
{
"epoch": 108,
"train_loss": 0.9879200458526611,
"val_loss": 0.81487637758255,
"acc": 71.44,
"time": 97.11099025909789,
"param": [
{
"p": 0.07746231555938721,
"m": 1.0
},
{
"p": 0.027259856462478638,
"m": 1.0
},
{
"p": 0.07167023420333862,
"m": 1.0
},
{
"p": 0.045284420251846313,
"m": 1.0
},
{
"p": 0.10205332934856415,
"m": 1.0
},
{
"p": 0.06806350499391556,
"m": 1.0
},
{
"p": 0.06421451270580292,
"m": 1.0
},
{
"p": 0.06759090721607208,
"m": 1.0
},
{
"p": 0.10182349383831024,
"m": 1.0
},
{
"p": 0.07758988440036774,
"m": 1.0
},
{
"p": 0.061461061239242554,
"m": 1.0
},
{
"p": 0.10152995586395264,
"m": 1.0
},
{
"p": 0.0672735869884491,
"m": 1.0
},
{
"p": 0.0667228102684021,
"m": 1.0
}
]
},
{
"epoch": 109,
"train_loss": 1.0146923065185547,
"val_loss": 0.8640901446342468,
"acc": 71.51,
"time": 90.13294184301049,
"param": [
{
"p": 0.09624188393354416,
"m": 1.0
},
{
"p": 0.04303364455699921,
"m": 1.0
},
{
"p": 0.09516021609306335,
"m": 1.0
},
{
"p": 0.05038292706012726,
"m": 1.0
},
{
"p": 0.059900570660829544,
"m": 1.0
},
{
"p": 0.059463221579790115,
"m": 1.0
},
{
"p": 0.0900680348277092,
"m": 1.0
},
{
"p": 0.0765884518623352,
"m": 1.0
},
{
"p": 0.06376984715461731,
"m": 1.0
},
{
"p": 0.08142431825399399,
"m": 1.0
},
{
"p": 0.07354675233364105,
"m": 1.0
},
{
"p": 0.08197343349456787,
"m": 1.0
},
{
"p": 0.080930694937706,
"m": 1.0
},
{
"p": 0.04751596227288246,
"m": 1.0
}
]
},
{
"epoch": 110,
"train_loss": 0.9308732151985168,
"val_loss": 0.7153456807136536,
"acc": 71.71,
"time": 90.92194999707863,
"param": [
{
"p": 0.05246441811323166,
"m": 1.0
},
{
"p": 0.043370574712753296,
"m": 1.0
},
{
"p": 0.061760228127241135,
"m": 1.0
},
{
"p": 0.07732760161161423,
"m": 1.0
},
{
"p": 0.05000590160489082,
"m": 1.0
},
{
"p": 0.08063074201345444,
"m": 1.0
},
{
"p": 0.06037787348031998,
"m": 1.0
},
{
"p": 0.08035958558320999,
"m": 1.0
},
{
"p": 0.08110065013170242,
"m": 1.0
},
{
"p": 0.08408872783184052,
"m": 1.0
},
{
"p": 0.08282523602247238,
"m": 1.0
},
{
"p": 0.06646937131881714,
"m": 1.0
},
{
"p": 0.08896911144256592,
"m": 1.0
},
{
"p": 0.0902499258518219,
"m": 1.0
}
]
},
{
"epoch": 111,
"train_loss": 1.0690815448760986,
"val_loss": 0.8796579241752625,
"acc": 72.19,
"time": 90.5444225948304,
"param": [
{
"p": 0.08229921013116837,
"m": 1.0
},
{
"p": 0.050871506333351135,
"m": 1.0
},
{
"p": 0.09348801523447037,
"m": 1.0
},
{
"p": 0.04961511492729187,
"m": 1.0
},
{
"p": 0.06278575956821442,
"m": 1.0
},
{
"p": 0.059871893376111984,
"m": 1.0
},
{
"p": 0.08710270375013351,
"m": 1.0
},
{
"p": 0.0758458599448204,
"m": 1.0
},
{
"p": 0.05699702352285385,
"m": 1.0
},
{
"p": 0.10296770185232162,
"m": 1.0
},
{
"p": 0.07570090889930725,
"m": 1.0
},
{
"p": 0.054614078253507614,
"m": 1.0
},
{
"p": 0.05578833073377609,
"m": 1.0
},
{
"p": 0.0920519083738327,
"m": 1.0
}
]
},
{
"epoch": 112,
"train_loss": 0.891861081123352,
"val_loss": 0.8486315608024597,
"acc": 71.29,
"time": 93.58765482809395,
"param": [
{
"p": 0.09137207269668579,
"m": 1.0
},
{
"p": 0.04332069680094719,
"m": 1.0
},
{
"p": 0.086941659450531,
"m": 1.0
},
{
"p": 0.05591149255633354,
"m": 1.0
},
{
"p": 0.07576965540647507,
"m": 1.0
},
{
"p": 0.07630607485771179,
"m": 1.0
},
{
"p": 0.07772526890039444,
"m": 1.0
},
{
"p": 0.06238836422562599,
"m": 1.0
},
{
"p": 0.08399669826030731,
"m": 1.0
},
{
"p": 0.06984066218137741,
"m": 1.0
},
{
"p": 0.08415970951318741,
"m": 1.0
},
{
"p": 0.06903140246868134,
"m": 1.0
},
{
"p": 0.055376920849084854,
"m": 1.0
},
{
"p": 0.06785938143730164,
"m": 1.0
}
]
},
{
"epoch": 113,
"train_loss": 0.9027358889579773,
"val_loss": 0.7620912194252014,
"acc": 72.43,
"time": 96.56174433091655,
"param": [
{
"p": 0.10392715036869049,
"m": 1.0
},
{
"p": 0.05518122389912605,
"m": 1.0
},
{
"p": 0.07279574871063232,
"m": 1.0
},
{
"p": 0.06513111293315887,
"m": 1.0
},
{
"p": 0.04358701407909393,
"m": 1.0
},
{
"p": 0.05732114985585213,
"m": 1.0
},
{
"p": 0.07576357573270798,
"m": 1.0
},
{
"p": 0.07561308890581131,
"m": 1.0
},
{
"p": 0.05980788543820381,
"m": 1.0
},
{
"p": 0.087302066385746,
"m": 1.0
},
{
"p": 0.0515156015753746,
"m": 1.0
},
{
"p": 0.08287755399942398,
"m": 1.0
},
{
"p": 0.08466874063014984,
"m": 1.0
},
{
"p": 0.08450812101364136,
"m": 1.0
}
]
},
{
"epoch": 114,
"train_loss": 0.826985776424408,
"val_loss": 0.9151262640953064,
"acc": 70.91,
"time": 90.66116926609538,
"param": [
{
"p": 0.08850091695785522,
"m": 1.0
},
{
"p": 0.08233190327882767,
"m": 1.0
},
{
"p": 0.07051406055688858,
"m": 1.0
},
{
"p": 0.051587119698524475,
"m": 1.0
},
{
"p": 0.06188507750630379,
"m": 1.0
},
{
"p": 0.06916378438472748,
"m": 1.0
},
{
"p": 0.07978586852550507,
"m": 1.0
},
{
"p": 0.05711442604660988,
"m": 1.0
},
{
"p": 0.06659821420907974,
"m": 1.0
},
{
"p": 0.052606191486120224,
"m": 1.0
},
{
"p": 0.07710016518831253,
"m": 1.0
},
{
"p": 0.09316743910312653,
"m": 1.0
},
{
"p": 0.07742492854595184,
"m": 1.0
},
{
"p": 0.07221987843513489,
"m": 1.0
}
]
},
{
"epoch": 115,
"train_loss": 0.8678234815597534,
"val_loss": 0.837660014629364,
"acc": 72.04,
"time": 89.6354640389327,
"param": [
{
"p": 0.06731163710355759,
"m": 1.0
},
{
"p": 0.043676815927028656,
"m": 1.0
},
{
"p": 0.08133938163518906,
"m": 1.0
},
{
"p": 0.03674308955669403,
"m": 1.0
},
{
"p": 0.06062261387705803,
"m": 1.0
},
{
"p": 0.09441561996936798,
"m": 1.0
},
{
"p": 0.06168089807033539,
"m": 1.0
},
{
"p": 0.09973841905593872,
"m": 1.0
},
{
"p": 0.07467474788427353,
"m": 1.0
},
{
"p": 0.0646454244852066,
"m": 1.0
},
{
"p": 0.09256745129823685,
"m": 1.0
},
{
"p": 0.07785315066576004,
"m": 1.0
},
{
"p": 0.07065600156784058,
"m": 1.0
},
{
"p": 0.07407480478286743,
"m": 1.0
}
]
},
{
"epoch": 116,
"train_loss": 1.0220420360565186,
"val_loss": 0.7570809721946716,
"acc": 71.59,
"time": 90.33968011895195,
"param": [
{
"p": 0.07537637650966644,
"m": 1.0
},
{
"p": 0.054469622671604156,
"m": 1.0
},
{
"p": 0.08237197250127792,
"m": 1.0
},
{
"p": 0.07426483184099197,
"m": 1.0
},
{
"p": 0.06908447295427322,
"m": 1.0
},
{
"p": 0.08063806593418121,
"m": 1.0
},
{
"p": 0.05732601135969162,
"m": 1.0
},
{
"p": 0.07588277757167816,
"m": 1.0
},
{
"p": 0.07525883615016937,
"m": 1.0
},
{
"p": 0.09394481778144836,
"m": 1.0
},
{
"p": 0.06043166667222977,
"m": 1.0
},
{
"p": 0.07278423756361008,
"m": 1.0
},
{
"p": 0.07853060960769653,
"m": 1.0
},
{
"p": 0.04963567480444908,
"m": 1.0
}
]
},
{
"epoch": 117,
"train_loss": 0.7735863924026489,
"val_loss": 0.878572404384613,
"acc": 71.41,
"time": 91.30582034378313,
"param": [
{
"p": 0.06459841877222061,
"m": 1.0
},
{
"p": 0.0400262326002121,
"m": 1.0
},
{
"p": 0.09927757829427719,
"m": 1.0
},
{
"p": 0.04636794701218605,
"m": 1.0
},
{
"p": 0.08763060718774796,
"m": 1.0
},
{
"p": 0.06397171318531036,
"m": 1.0
},
{
"p": 0.058602068573236465,
"m": 1.0
},
{
"p": 0.0767400786280632,
"m": 1.0
},
{
"p": 0.09405159205198288,
"m": 1.0
},
{
"p": 0.07937270402908325,
"m": 1.0
},
{
"p": 0.07805851101875305,
"m": 1.0
},
{
"p": 0.062244199216365814,
"m": 1.0
},
{
"p": 0.07423143088817596,
"m": 1.0
},
{
"p": 0.07482707500457764,
"m": 1.0
}
]
},
{
"epoch": 118,
"train_loss": 0.7716550230979919,
"val_loss": 0.8065367341041565,
"acc": 72.48,
"time": 101.45781523315236,
"param": [
{
"p": 0.07003426551818848,
"m": 1.0
},
{
"p": 0.014376354403793812,
"m": 1.0
},
{
"p": 0.06297320127487183,
"m": 1.0
},
{
"p": 0.03005535528063774,
"m": 1.0
},
{
"p": 0.06404946744441986,
"m": 1.0
},
{
"p": 0.07540776580572128,
"m": 1.0
},
{
"p": 0.07737746834754944,
"m": 1.0
},
{
"p": 0.06315258890390396,
"m": 1.0
},
{
"p": 0.10784685611724854,
"m": 1.0
},
{
"p": 0.06809064745903015,
"m": 1.0
},
{
"p": 0.12164348363876343,
"m": 1.0
},
{
"p": 0.09161979705095291,
"m": 1.0
},
{
"p": 0.08444294333457947,
"m": 1.0
},
{
"p": 0.06892982870340347,
"m": 1.0
}
]
},
{
"epoch": 119,
"train_loss": 0.9149243235588074,
"val_loss": 0.7751399278640747,
"acc": 72.03,
"time": 96.78059968608432,
"param": [
{
"p": 0.08381087332963943,
"m": 1.0
},
{
"p": 0.05396921560168266,
"m": 1.0
},
{
"p": 0.07464480400085449,
"m": 1.0
},
{
"p": 0.04893510043621063,
"m": 1.0
},
{
"p": 0.05677413195371628,
"m": 1.0
},
{
"p": 0.07632492482662201,
"m": 1.0
},
{
"p": 0.04987465590238571,
"m": 1.0
},
{
"p": 0.07283686846494675,
"m": 1.0
},
{
"p": 0.05718467757105827,
"m": 1.0
},
{
"p": 0.08458679169416428,
"m": 1.0
},
{
"p": 0.06806919723749161,
"m": 1.0
},
{
"p": 0.1014312356710434,
"m": 1.0
},
{
"p": 0.10563577711582184,
"m": 1.0
},
{
"p": 0.06592167168855667,
"m": 1.0
}
]
},
{
"epoch": 120,
"train_loss": 0.8630117774009705,
"val_loss": 0.8717118501663208,
"acc": 70.5,
"time": 94.8955899218563,
"param": [
{
"p": 0.07726533710956573,
"m": 1.0
},
{
"p": 0.06273167580366135,
"m": 1.0
},
{
"p": 0.07236314564943314,
"m": 1.0
},
{
"p": 0.04989350959658623,
"m": 1.0
},
{
"p": 0.08687461912631989,
"m": 1.0
},
{
"p": 0.07361680269241333,
"m": 1.0
},
{
"p": 0.07533665746450424,
"m": 1.0
},
{
"p": 0.06069545820355415,
"m": 1.0
},
{
"p": 0.06813762336969376,
"m": 1.0
},
{
"p": 0.08773361891508102,
"m": 1.0
},
{
"p": 0.05978461354970932,
"m": 1.0
},
{
"p": 0.06531824916601181,
"m": 1.0
},
{
"p": 0.07656801491975784,
"m": 1.0
},
{
"p": 0.0836806669831276,
"m": 1.0
}
]
},
{
"epoch": 121,
"train_loss": 0.8579440712928772,
"val_loss": 0.700117826461792,
"acc": 72.19,
"time": 91.64828885882162,
"param": [
{
"p": 0.0782787948846817,
"m": 1.0
},
{
"p": 0.06057627871632576,
"m": 1.0
},
{
"p": 0.07828542590141296,
"m": 1.0
},
{
"p": 0.090547576546669,
"m": 1.0
},
{
"p": 0.06419562548398972,
"m": 1.0
},
{
"p": 0.06028381735086441,
"m": 1.0
},
{
"p": 0.06477072834968567,
"m": 1.0
},
{
"p": 0.04417281970381737,
"m": 1.0
},
{
"p": 0.06662722676992416,
"m": 1.0
},
{
"p": 0.0928439050912857,
"m": 1.0
},
{
"p": 0.07299554347991943,
"m": 1.0
},
{
"p": 0.10291415452957153,
"m": 1.0
},
{
"p": 0.07753186672925949,
"m": 1.0
},
{
"p": 0.04597616195678711,
"m": 1.0
}
]
},
{
"epoch": 122,
"train_loss": 0.9613206386566162,
"val_loss": 0.8257230520248413,
"acc": 72.51,
"time": 92.4854657300748,
"param": [
{
"p": 0.08897925913333893,
"m": 1.0
},
{
"p": 0.0809011161327362,
"m": 1.0
},
{
"p": 0.06141030788421631,
"m": 1.0
},
{
"p": 0.05439295992255211,
"m": 1.0
},
{
"p": 0.045346323400735855,
"m": 1.0
},
{
"p": 0.09178010374307632,
"m": 1.0
},
{
"p": 0.059572983533144,
"m": 1.0
},
{
"p": 0.08688202500343323,
"m": 1.0
},
{
"p": 0.07479209452867508,
"m": 1.0
},
{
"p": 0.06857334822416306,
"m": 1.0
},
{
"p": 0.0730946883559227,
"m": 1.0
},
{
"p": 0.07973287999629974,
"m": 1.0
},
{
"p": 0.07164166867733002,
"m": 1.0
},
{
"p": 0.06290027499198914,
"m": 1.0
}
]
},
{
"epoch": 123,
"train_loss": 0.8889289498329163,
"val_loss": 0.9499812722206116,
"acc": 71.88,
"time": 93.22238479205407,
"param": [
{
"p": 0.08654729276895523,
"m": 1.0
},
{
"p": 0.02977669984102249,
"m": 1.0
},
{
"p": 0.082276351749897,
"m": 1.0
},
{
"p": 0.04312611743807793,
"m": 1.0
},
{
"p": 0.052195992320775986,
"m": 1.0
},
{
"p": 0.07794991135597229,
"m": 1.0
},
{
"p": 0.07637379318475723,
"m": 1.0
},
{
"p": 0.07598564028739929,
"m": 1.0
},
{
"p": 0.055706776678562164,
"m": 1.0
},
{
"p": 0.0733732208609581,
"m": 1.0
},
{
"p": 0.06387180089950562,
"m": 1.0
},
{
"p": 0.10398294776678085,
"m": 1.0
},
{
"p": 0.09903484582901001,
"m": 1.0
},
{
"p": 0.07979867607355118,
"m": 1.0
}
]
},
{
"epoch": 124,
"train_loss": 1.0119609832763672,
"val_loss": 0.7881931066513062,
"acc": 72.23,
"time": 103.00242747389711,
"param": [
{
"p": 0.07731132209300995,
"m": 1.0
},
{
"p": 0.03601640835404396,
"m": 1.0
},
{
"p": 0.07494721561670303,
"m": 1.0
},
{
"p": 0.0852053165435791,
"m": 1.0
},
{
"p": 0.04506317153573036,
"m": 1.0
},
{
"p": 0.086219921708107,
"m": 1.0
},
{
"p": 0.08359111100435257,
"m": 1.0
},
{
"p": 0.0507882796227932,
"m": 1.0
},
{
"p": 0.0651378333568573,
"m": 1.0
},
{
"p": 0.06001519411802292,
"m": 1.0
},
{
"p": 0.05726347863674164,
"m": 1.0
},
{
"p": 0.10321511328220367,
"m": 1.0
},
{
"p": 0.07111553102731705,
"m": 1.0
},
{
"p": 0.10411002486944199,
"m": 1.0
}
]
},
{
"epoch": 125,
"train_loss": 0.9321197271347046,
"val_loss": 0.7713162899017334,
"acc": 71.88,
"time": 111.2703521931544,
"param": [
{
"p": 0.08530764281749725,
"m": 1.0
},
{
"p": 0.037434373050928116,
"m": 1.0
},
{
"p": 0.06503907591104507,
"m": 1.0
},
{
"p": 0.04204367473721504,
"m": 1.0
},
{
"p": 0.06840859353542328,
"m": 1.0
},
{
"p": 0.06771779805421829,
"m": 1.0
},
{
"p": 0.05245504155755043,
"m": 1.0
},
{
"p": 0.09393124282360077,
"m": 1.0
},
{
"p": 0.0874551385641098,
"m": 1.0
},
{
"p": 0.10273630172014236,
"m": 1.0
},
{
"p": 0.08472296595573425,
"m": 1.0
},
{
"p": 0.0503004752099514,
"m": 1.0
},
{
"p": 0.08940645307302475,
"m": 1.0
},
{
"p": 0.0730411633849144,
"m": 1.0
}
]
},
{
"epoch": 126,
"train_loss": 0.8904346823692322,
"val_loss": 0.9899086356163025,
"acc": 71.47,
"time": 92.01043376605958,
"param": [
{
"p": 0.07169022411108017,
"m": 1.0
},
{
"p": 0.06930972635746002,
"m": 1.0
},
{
"p": 0.05672626569867134,
"m": 1.0
},
{
"p": 0.06424443423748016,
"m": 1.0
},
{
"p": 0.06813961267471313,
"m": 1.0
},
{
"p": 0.06066251918673515,
"m": 1.0
},
{
"p": 0.09156717360019684,
"m": 1.0
},
{
"p": 0.08312686532735825,
"m": 1.0
},
{
"p": 0.09995188564062119,
"m": 1.0
},
{
"p": 0.059828221797943115,
"m": 1.0
},
{
"p": 0.055236563086509705,
"m": 1.0
},
{
"p": 0.0854831412434578,
"m": 1.0
},
{
"p": 0.08592699468135834,
"m": 1.0
},
{
"p": 0.048106465488672256,
"m": 1.0
}
]
},
{
"epoch": 127,
"train_loss": 0.8413525223731995,
"val_loss": 0.7901138663291931,
"acc": 71.52,
"time": 96.59974871599115,
"param": [
{
"p": 0.0834905132651329,
"m": 1.0
},
{
"p": 0.05828797072172165,
"m": 1.0
},
{
"p": 0.06882117688655853,
"m": 1.0
},
{
"p": 0.05160119757056236,
"m": 1.0
},
{
"p": 0.0694698765873909,
"m": 1.0
},
{
"p": 0.068642757833004,
"m": 1.0
},
{
"p": 0.07221273332834244,
"m": 1.0
},
{
"p": 0.06425438821315765,
"m": 1.0
},
{
"p": 0.07365690916776657,
"m": 1.0
},
{
"p": 0.08085601776838303,
"m": 1.0
},
{
"p": 0.06826254725456238,
"m": 1.0
},
{
"p": 0.08995694667100906,
"m": 1.0
},
{
"p": 0.08129598200321198,
"m": 1.0
},
{
"p": 0.06919101625680923,
"m": 1.0
}
]
},
{
"epoch": 128,
"train_loss": 0.7886688113212585,
"val_loss": 0.7262516021728516,
"acc": 72.29,
"time": 88.56089193094522,
"param": [
{
"p": 0.0834294855594635,
"m": 1.0
},
{
"p": 0.034012746065855026,
"m": 1.0
},
{
"p": 0.0921315997838974,
"m": 1.0
},
{
"p": 0.04989023506641388,
"m": 1.0
},
{
"p": 0.0422421395778656,
"m": 1.0
},
{
"p": 0.07493163645267487,
"m": 1.0
},
{
"p": 0.06299778074026108,
"m": 1.0
},
{
"p": 0.07826893031597137,
"m": 1.0
},
{
"p": 0.07591065019369125,
"m": 1.0
},
{
"p": 0.06823045015335083,
"m": 1.0
},
{
"p": 0.0898672491312027,
"m": 1.0
},
{
"p": 0.08264052867889404,
"m": 1.0
},
{
"p": 0.08563731610774994,
"m": 1.0
},
{
"p": 0.07980922609567642,
"m": 1.0
}
]
},
{
"epoch": 129,
"train_loss": 0.7583292722702026,
"val_loss": 0.7710864543914795,
"acc": 72.86,
"time": 90.54878378519788,
"param": [
{
"p": 0.06314614415168762,
"m": 1.0
},
{
"p": 0.061875633895397186,
"m": 1.0
},
{
"p": 0.08552466332912445,
"m": 1.0
},
{
"p": 0.06321914494037628,
"m": 1.0
},
{
"p": 0.06685525178909302,
"m": 1.0
},
{
"p": 0.0531674288213253,
"m": 1.0
},
{
"p": 0.06484435498714447,
"m": 1.0
},
{
"p": 0.0555107556283474,
"m": 1.0
},
{
"p": 0.06883615255355835,
"m": 1.0
},
{
"p": 0.09475084394216537,
"m": 1.0
},
{
"p": 0.06909727305173874,
"m": 1.0
},
{
"p": 0.08471902459859848,
"m": 1.0
},
{
"p": 0.0946665033698082,
"m": 1.0
},
{
"p": 0.07378686219453812,
"m": 1.0
}
]
},
{
"epoch": 130,
"train_loss": 0.8918478488922119,
"val_loss": 0.8869079351425171,
"acc": 71.28,
"time": 91.55448430008255,
"param": [
{
"p": 0.10747689753770828,
"m": 1.0
},
{
"p": 0.06201208010315895,
"m": 1.0
},
{
"p": 0.07357407361268997,
"m": 1.0
},
{
"p": 0.08617907762527466,
"m": 1.0
},
{
"p": 0.033780187368392944,
"m": 1.0
},
{
"p": 0.04974614083766937,
"m": 1.0
},
{
"p": 0.08410121500492096,
"m": 1.0
},
{
"p": 0.04386572167277336,
"m": 1.0
},
{
"p": 0.07105592638254166,
"m": 1.0
},
{
"p": 0.09806305915117264,
"m": 1.0
},
{
"p": 0.07762709259986877,
"m": 1.0
},
{
"p": 0.0827777162194252,
"m": 1.0
},
{
"p": 0.08504095673561096,
"m": 1.0
},
{
"p": 0.04469986632466316,
"m": 1.0
}
]
},
{
"epoch": 131,
"train_loss": 0.9203503131866455,
"val_loss": 0.8457157611846924,
"acc": 72.8,
"time": 89.00621472508647,
"param": [
{
"p": 0.08938095718622208,
"m": 1.0
},
{
"p": 0.036873478442430496,
"m": 1.0
},
{
"p": 0.07495589554309845,
"m": 1.0
},
{
"p": 0.056315962225198746,
"m": 1.0
},
{
"p": 0.06618674844503403,
"m": 1.0
},
{
"p": 0.06897846609354019,
"m": 1.0
},
{
"p": 0.061661891639232635,
"m": 1.0
},
{
"p": 0.06589162349700928,
"m": 1.0
},
{
"p": 0.0948554053902626,
"m": 1.0
},
{
"p": 0.0713251605629921,
"m": 1.0
},
{
"p": 0.07618622481822968,
"m": 1.0
},
{
"p": 0.08119482547044754,
"m": 1.0
},
{
"p": 0.0699484646320343,
"m": 1.0
},
{
"p": 0.0862448662519455,
"m": 1.0
}
]
},
{
"epoch": 132,
"train_loss": 0.8723345994949341,
"val_loss": 0.9374659061431885,
"acc": 72.17,
"time": 102.02535046008416,
"param": [
{
"p": 0.08040836453437805,
"m": 1.0
},
{
"p": 0.05880240350961685,
"m": 1.0
},
{
"p": 0.06684905290603638,
"m": 1.0
},
{
"p": 0.06314802169799805,
"m": 1.0
},
{
"p": 0.08668535947799683,
"m": 1.0
},
{
"p": 0.06339813023805618,
"m": 1.0
},
{
"p": 0.05582857131958008,
"m": 1.0
},
{
"p": 0.07572514563798904,
"m": 1.0
},
{
"p": 0.0660972073674202,
"m": 1.0
},
{
"p": 0.07882363349199295,
"m": 1.0
},
{
"p": 0.09197476506233215,
"m": 1.0
},
{
"p": 0.058491021394729614,
"m": 1.0
},
{
"p": 0.09524678438901901,
"m": 1.0
},
{
"p": 0.05852161720395088,
"m": 1.0
}
]
},
{
"epoch": 133,
"train_loss": 0.7711198329925537,
"val_loss": 0.8589843511581421,
"acc": 72.41,
"time": 93.50937831704505,
"param": [
{
"p": 0.08946748077869415,
"m": 1.0
},
{
"p": 0.07596098631620407,
"m": 1.0
},
{
"p": 0.08075136691331863,
"m": 1.0
},
{
"p": 0.07010219246149063,
"m": 1.0
},
{
"p": 0.04882937669754028,
"m": 1.0
},
{
"p": 0.06339365243911743,
"m": 1.0
},
{
"p": 0.07139629870653152,
"m": 1.0
},
{
"p": 0.04209284111857414,
"m": 1.0
},
{
"p": 0.06878291815519333,
"m": 1.0
},
{
"p": 0.08038445562124252,
"m": 1.0
},
{
"p": 0.0748564824461937,
"m": 1.0
},
{
"p": 0.07506527006626129,
"m": 1.0
},
{
"p": 0.09067299962043762,
"m": 1.0
},
{
"p": 0.06824365258216858,
"m": 1.0
}
]
},
{
"epoch": 134,
"train_loss": 0.8032780289649963,
"val_loss": 0.8927834033966064,
"acc": 72.39,
"time": 91.07152125798166,
"param": [
{
"p": 0.07852233946323395,
"m": 1.0
},
{
"p": 0.060572732239961624,
"m": 1.0
},
{
"p": 0.08369141817092896,
"m": 1.0
},
{
"p": 0.0609162338078022,
"m": 1.0
},
{
"p": 0.0525999441742897,
"m": 1.0
},
{
"p": 0.06254714727401733,
"m": 1.0
},
{
"p": 0.05330328643321991,
"m": 1.0
},
{
"p": 0.06310585886240005,
"m": 1.0
},
{
"p": 0.1013021469116211,
"m": 1.0
},
{
"p": 0.04660338908433914,
"m": 1.0
},
{
"p": 0.06918975710868835,
"m": 1.0
},
{
"p": 0.07456104457378387,
"m": 1.0
},
{
"p": 0.0993761271238327,
"m": 1.0
},
{
"p": 0.09370861947536469,
"m": 1.0
}
]
},
{
"epoch": 135,
"train_loss": 0.8020693063735962,
"val_loss": 0.767296552658081,
"acc": 72.64,
"time": 111.53523896215484,
"param": [
{
"p": 0.07736125588417053,
"m": 1.0
},
{
"p": 0.06740300357341766,
"m": 1.0
},
{
"p": 0.06438154727220535,
"m": 1.0
},
{
"p": 0.08597616851329803,
"m": 1.0
},
{
"p": 0.07824157178401947,
"m": 1.0
},
{
"p": 0.05998726934194565,
"m": 1.0
},
{
"p": 0.044380903244018555,
"m": 1.0
},
{
"p": 0.09865368157625198,
"m": 1.0
},
{
"p": 0.07751693576574326,
"m": 1.0
},
{
"p": 0.08343576639890671,
"m": 1.0
},
{
"p": 0.06034405902028084,
"m": 1.0
},
{
"p": 0.05708497390151024,
"m": 1.0
},
{
"p": 0.07269494980573654,
"m": 1.0
},
{
"p": 0.07253788411617279,
"m": 1.0
}
]
},
{
"epoch": 136,
"train_loss": 0.7691054344177246,
"val_loss": 0.7511199116706848,
"acc": 72.31,
"time": 92.58576416200958,
"param": [
{
"p": 0.07987779378890991,
"m": 1.0
},
{
"p": 0.043331578373909,
"m": 1.0
},
{
"p": 0.08868635445833206,
"m": 1.0
},
{
"p": 0.05165202543139458,
"m": 1.0
},
{
"p": 0.05560401827096939,
"m": 1.0
},
{
"p": 0.054998353123664856,
"m": 1.0
},
{
"p": 0.09710294753313065,
"m": 1.0
},
{
"p": 0.05482066795229912,
"m": 1.0
},
{
"p": 0.08142057806253433,
"m": 1.0
},
{
"p": 0.0829041376709938,
"m": 1.0
},
{
"p": 0.0884050652384758,
"m": 1.0
},
{
"p": 0.0811559185385704,
"m": 1.0
},
{
"p": 0.08465361595153809,
"m": 1.0
},
{
"p": 0.05538694187998772,
"m": 1.0
}
]
},
{
"epoch": 137,
"train_loss": 0.8878021836280823,
"val_loss": 0.7934533953666687,
"acc": 72.07,
"time": 96.69496433902532,
"param": [
{
"p": 0.07603507488965988,
"m": 1.0
},
{
"p": 0.05502861738204956,
"m": 1.0
},
{
"p": 0.058556269854307175,
"m": 1.0
},
{
"p": 0.07664038985967636,
"m": 1.0
},
{
"p": 0.07608526200056076,
"m": 1.0
},
{
"p": 0.07061196118593216,
"m": 1.0
},
{
"p": 0.06902655214071274,
"m": 1.0
},
{
"p": 0.07385465502738953,
"m": 1.0
},
{
"p": 0.07526566833257675,
"m": 1.0
},
{
"p": 0.10579336434602737,
"m": 1.0
},
{
"p": 0.06410350650548935,
"m": 1.0
},
{
"p": 0.06299073249101639,
"m": 1.0
},
{
"p": 0.07286573201417923,
"m": 1.0
},
{
"p": 0.0631423145532608,
"m": 1.0
}
]
},
{
"epoch": 138,
"train_loss": 0.8370734453201294,
"val_loss": 0.7526361346244812,
"acc": 71.99,
"time": 110.72734880796634,
"param": [
{
"p": 0.1060907244682312,
"m": 1.0
},
{
"p": 0.04758079722523689,
"m": 1.0
},
{
"p": 0.10431669652462006,
"m": 1.0
},
{
"p": 0.06433626264333725,
"m": 1.0
},
{
"p": 0.07963069528341293,
"m": 1.0
},
{
"p": 0.04925054311752319,
"m": 1.0
},
{
"p": 0.06386217474937439,
"m": 1.0
},
{
"p": 0.04909025505185127,
"m": 1.0
},
{
"p": 0.06540188938379288,
"m": 1.0
},
{
"p": 0.09452521800994873,
"m": 1.0
},
{
"p": 0.07719404250383377,
"m": 1.0
},
{
"p": 0.047473445534706116,
"m": 1.0
},
{
"p": 0.0897655040025711,
"m": 1.0
},
{
"p": 0.061481770128011703,
"m": 1.0
}
]
},
{
"epoch": 139,
"train_loss": 0.9056574702262878,
"val_loss": 0.857104480266571,
"acc": 71.89,
"time": 103.91410213289782,
"param": [
{
"p": 0.08219248056411743,
"m": 1.0
},
{
"p": 0.05558560788631439,
"m": 1.0
},
{
"p": 0.06615956127643585,
"m": 1.0
},
{
"p": 0.04148915037512779,
"m": 1.0
},
{
"p": 0.08314498513936996,
"m": 1.0
},
{
"p": 0.07823947072029114,
"m": 1.0
},
{
"p": 0.058899249881505966,
"m": 1.0
},
{
"p": 0.05706760287284851,
"m": 1.0
},
{
"p": 0.08858904987573624,
"m": 1.0
},
{
"p": 0.06477511674165726,
"m": 1.0
},
{
"p": 0.0982656329870224,
"m": 1.0
},
{
"p": 0.07245388627052307,
"m": 1.0
},
{
"p": 0.08533140271902084,
"m": 1.0
},
{
"p": 0.06780686229467392,
"m": 1.0
}
]
},
{
"epoch": 140,
"train_loss": 0.8300955295562744,
"val_loss": 0.9465770721435547,
"acc": 72.15,
"time": 98.75615562382154,
"param": [
{
"p": 0.08375729620456696,
"m": 1.0
},
{
"p": 0.04841681197285652,
"m": 1.0
},
{
"p": 0.07806552946567535,
"m": 1.0
},
{
"p": 0.029460815712809563,
"m": 1.0
},
{
"p": 0.05428889021277428,
"m": 1.0
},
{
"p": 0.05490902066230774,
"m": 1.0
},
{
"p": 0.07447607815265656,
"m": 1.0
},
{
"p": 0.07901905477046967,
"m": 1.0
},
{
"p": 0.07774165272712708,
"m": 1.0
},
{
"p": 0.07572881877422333,
"m": 1.0
},
{
"p": 0.0933079868555069,
"m": 1.0
},
{
"p": 0.06467147171497345,
"m": 1.0
},
{
"p": 0.09468381106853485,
"m": 1.0
},
{
"p": 0.09147274494171143,
"m": 1.0
}
]
},
{
"epoch": 141,
"train_loss": 1.223057508468628,
"val_loss": 0.8518338203430176,
"acc": 72.05,
"time": 94.86461511999369,
"param": [
{
"p": 0.08012907207012177,
"m": 1.0
},
{
"p": 0.05800996720790863,
"m": 1.0
},
{
"p": 0.0947004184126854,
"m": 1.0
},
{
"p": 0.03374943137168884,
"m": 1.0
},
{
"p": 0.057461369782686234,
"m": 1.0
},
{
"p": 0.08856140077114105,
"m": 1.0
},
{
"p": 0.06696774810552597,
"m": 1.0
},
{
"p": 0.07940337806940079,
"m": 1.0
},
{
"p": 0.07142738252878189,
"m": 1.0
},
{
"p": 0.05762998014688492,
"m": 1.0
},
{
"p": 0.09460055828094482,
"m": 1.0
},
{
"p": 0.07963725924491882,
"m": 1.0
},
{
"p": 0.056234560906887054,
"m": 1.0
},
{
"p": 0.08148740231990814,
"m": 1.0
}
]
},
{
"epoch": 142,
"train_loss": 0.6840227842330933,
"val_loss": 0.8062402606010437,
"acc": 72.77,
"time": 90.5548751661554,
"param": [
{
"p": 0.06705653667449951,
"m": 1.0
},
{
"p": 0.0800633355975151,
"m": 1.0
},
{
"p": 0.08023110032081604,
"m": 1.0
},
{
"p": 0.07501386106014252,
"m": 1.0
},
{
"p": 0.054223719984292984,
"m": 1.0
},
{
"p": 0.05056685581803322,
"m": 1.0
},
{
"p": 0.07877203077077866,
"m": 1.0
},
{
"p": 0.09649423509836197,
"m": 1.0
},
{
"p": 0.06257039308547974,
"m": 1.0
},
{
"p": 0.07331486791372299,
"m": 1.0
},
{
"p": 0.057670801877975464,
"m": 1.0
},
{
"p": 0.08624325692653656,
"m": 1.0
},
{
"p": 0.07804470509290695,
"m": 1.0
},
{
"p": 0.05973431095480919,
"m": 1.0
}
]
},
{
"epoch": 143,
"train_loss": 0.9057808518409729,
"val_loss": 1.0137580633163452,
"acc": 72.13,
"time": 92.16351435892284,
"param": [
{
"p": 0.05672892928123474,
"m": 1.0
},
{
"p": 0.07097845524549484,
"m": 1.0
},
{
"p": 0.08800780773162842,
"m": 1.0
},
{
"p": 0.08351662009954453,
"m": 1.0
},
{
"p": 0.057789623737335205,
"m": 1.0
},
{
"p": 0.06598160415887833,
"m": 1.0
},
{
"p": 0.0453542023897171,
"m": 1.0
},
{
"p": 0.07356734573841095,
"m": 1.0
},
{
"p": 0.07339385896921158,
"m": 1.0
},
{
"p": 0.04951828345656395,
"m": 1.0
},
{
"p": 0.08775107562541962,
"m": 1.0
},
{
"p": 0.10683485120534897,
"m": 1.0
},
{
"p": 0.089249387383461,
"m": 1.0
},
{
"p": 0.05132785812020302,
"m": 1.0
}
]
},
{
"epoch": 144,
"train_loss": 0.9328360557556152,
"val_loss": 0.8159852027893066,
"acc": 73.08,
"time": 95.8799789629411,
"param": [
{
"p": 0.0797404795885086,
"m": 1.0
},
{
"p": 0.029753755778074265,
"m": 1.0
},
{
"p": 0.061136405915021896,
"m": 1.0
},
{
"p": 0.05897114798426628,
"m": 1.0
},
{
"p": 0.05808371677994728,
"m": 1.0
},
{
"p": 0.04299239441752434,
"m": 1.0
},
{
"p": 0.06364062428474426,
"m": 1.0
},
{
"p": 0.08571580797433853,
"m": 1.0
},
{
"p": 0.08629286289215088,
"m": 1.0
},
{
"p": 0.08119746297597885,
"m": 1.0
},
{
"p": 0.06565428525209427,
"m": 1.0
},
{
"p": 0.10078837722539902,
"m": 1.0
},
{
"p": 0.09127192199230194,
"m": 1.0
},
{
"p": 0.09476086497306824,
"m": 1.0
}
]
},
{
"epoch": 145,
"train_loss": 0.764604389667511,
"val_loss": 0.7423475980758667,
"acc": 72.46,
"time": 90.51982931606472,
"param": [
{
"p": 0.08162880688905716,
"m": 1.0
},
{
"p": 0.07119123637676239,
"m": 1.0
},
{
"p": 0.06157216802239418,
"m": 1.0
},
{
"p": 0.0513138547539711,
"m": 1.0
},
{
"p": 0.056458402425050735,
"m": 1.0
},
{
"p": 0.041538652032613754,
"m": 1.0
},
{
"p": 0.06667955964803696,
"m": 1.0
},
{
"p": 0.06744679063558578,
"m": 1.0
},
{
"p": 0.0916283056139946,
"m": 1.0
},
{
"p": 0.07104906439781189,
"m": 1.0
},
{
"p": 0.09667420387268066,
"m": 1.0
},
{
"p": 0.10567094385623932,
"m": 1.0
},
{
"p": 0.08698384463787079,
"m": 1.0
},
{
"p": 0.05016413703560829,
"m": 1.0
}
]
},
{
"epoch": 146,
"train_loss": 0.8199836611747742,
"val_loss": 0.7448942065238953,
"acc": 71.93,
"time": 96.95278346305713,
"param": [
{
"p": 0.0718778520822525,
"m": 1.0
},
{
"p": 0.06027600169181824,
"m": 1.0
},
{
"p": 0.07691317051649094,
"m": 1.0
},
{
"p": 0.0808136910200119,
"m": 1.0
},
{
"p": 0.039976563304662704,
"m": 1.0
},
{
"p": 0.03223239257931709,
"m": 1.0
},
{
"p": 0.049843739718198776,
"m": 1.0
},
{
"p": 0.0759672001004219,
"m": 1.0
},
{
"p": 0.10022758692502975,
"m": 1.0
},
{
"p": 0.1052301898598671,
"m": 1.0
},
{
"p": 0.07249225676059723,
"m": 1.0
},
{
"p": 0.10400258004665375,
"m": 1.0
},
{
"p": 0.08599237352609634,
"m": 1.0
},
{
"p": 0.04415452852845192,
"m": 1.0
}
]
},
{
"epoch": 147,
"train_loss": 0.8916735649108887,
"val_loss": 0.8626598119735718,
"acc": 72.11,
"time": 89.79577476391569,
"param": [
{
"p": 0.06636083126068115,
"m": 1.0
},
{
"p": 0.07235484570264816,
"m": 1.0
},
{
"p": 0.07586074620485306,
"m": 1.0
},
{
"p": 0.058765169233083725,
"m": 1.0
},
{
"p": 0.04044654965400696,
"m": 1.0
},
{
"p": 0.07745865732431412,
"m": 1.0
},
{
"p": 0.08203569054603577,
"m": 1.0
},
{
"p": 0.09242243319749832,
"m": 1.0
},
{
"p": 0.0775500163435936,
"m": 1.0
},
{
"p": 0.07577741146087646,
"m": 1.0
},
{
"p": 0.06288237124681473,
"m": 1.0
},
{
"p": 0.0720355287194252,
"m": 1.0
},
{
"p": 0.0815361738204956,
"m": 1.0
},
{
"p": 0.06451357156038284,
"m": 1.0
}
]
},
{
"epoch": 148,
"train_loss": 0.8396129608154297,
"val_loss": 0.7672130465507507,
"acc": 72.85,
"time": 93.04438263294287,
"param": [
{
"p": 0.06205996498465538,
"m": 1.0
},
{
"p": 0.06909145414829254,
"m": 1.0
},
{
"p": 0.08343462646007538,
"m": 1.0
},
{
"p": 0.07047029584646225,
"m": 1.0
},
{
"p": 0.045477401465177536,
"m": 1.0
},
{
"p": 0.07652223110198975,
"m": 1.0
},
{
"p": 0.03740113228559494,
"m": 1.0
},
{
"p": 0.06407317519187927,
"m": 1.0
},
{
"p": 0.07370714843273163,
"m": 1.0
},
{
"p": 0.10377000272274017,
"m": 1.0
},
{
"p": 0.09614203870296478,
"m": 1.0
},
{
"p": 0.08088278770446777,
"m": 1.0
},
{
"p": 0.0730951577425003,
"m": 1.0
},
{
"p": 0.06387259066104889,
"m": 1.0
}
]
},
{
"epoch": 149,
"train_loss": 0.6463582515716553,
"val_loss": 0.8538690209388733,
"acc": 71.68,
"time": 91.90987646603025,
"param": [
{
"p": 0.08131060004234314,
"m": 1.0
},
{
"p": 0.07727570831775665,
"m": 1.0
},
{
"p": 0.08153281360864639,
"m": 1.0
},
{
"p": 0.05568510293960571,
"m": 1.0
},
{
"p": 0.07507414370775223,
"m": 1.0
},
{
"p": 0.05525190755724907,
"m": 1.0
},
{
"p": 0.07185737043619156,
"m": 1.0
},
{
"p": 0.04285052418708801,
"m": 1.0
},
{
"p": 0.05959293618798256,
"m": 1.0
},
{
"p": 0.09071168303489685,
"m": 1.0
},
{
"p": 0.09276170283555984,
"m": 1.0
},
{
"p": 0.07595404237508774,
"m": 1.0
},
{
"p": 0.059266895055770874,
"m": 1.0
},
{
"p": 0.08087451010942459,
"m": 1.0
}
]
},
{
"epoch": 150,
"train_loss": 0.676914632320404,
"val_loss": 0.7827709913253784,
"acc": 73.29,
"time": 113.15774676087312,
"param": [
{
"p": 0.09684356302022934,
"m": 1.0
},
{
"p": 0.05980239063501358,
"m": 1.0
},
{
"p": 0.07500612735748291,
"m": 1.0
},
{
"p": 0.0884481742978096,
"m": 1.0
},
{
"p": 0.04735385254025459,
"m": 1.0
},
{
"p": 0.019042979925870895,
"m": 1.0
},
{
"p": 0.06926776468753815,
"m": 1.0
},
{
"p": 0.04493491351604462,
"m": 1.0
},
{
"p": 0.07450138032436371,
"m": 1.0
},
{
"p": 0.07245570421218872,
"m": 1.0
},
{
"p": 0.11047480255365372,
"m": 1.0
},
{
"p": 0.07328841835260391,
"m": 1.0
},
{
"p": 0.08849358558654785,
"m": 1.0
},
{
"p": 0.08008632063865662,
"m": 1.0
}
]
}
]
}