AntoineH/smart_augmentation
1
0
Fork 0
mirror of https://github.com/AntoineHX/smart_augmentation.git synced 2025-05-04 12:10:45 +02:00
Code Issues Projects Releases Packages Wiki Activity
smart_augmentation/higher/res/brutus-tests2/log/Aug_mod(Data_augV5(Mix1.0-14TFx2-MagFxSh)-ResNet18)-150 epochs (dataug:0)- 1 in_it-0.json
Harle, Antoine (Contracteur) 4166922c34 Rangement
2020-02-28 16:46:37 -05:00

9788 lines
No EOL
144 KiB
JSON
Executable file
Raw Blame History

{
"Accuracy": 82.19,
"Time": [
204.39044053150963,
3.1057667845264065,
30860.78485456202
],
"Optimizer": {
"Meta": {
"optim": "Adam",
"lr": 0.01
},
"Inner": {
"optim": "SGD",
"lr": 0.1,
"momentum": 0.9
}
},
"Device": "Graphics Device",
"Param_names": [
"Identity",
"FlipUD",
"FlipLR",
"Rotate",
"TranslateX",
"TranslateY",
"ShearX",
"ShearY",
"Contrast",
"Color",
"Brightness",
"Sharpness",
"Posterize",
"Solarize"
],
"Log": [
{
"epoch": 1,
"train_loss": 0.1336914598941803,
"val_loss": 0.9481530785560608,
"acc": 81.64,
"time": 201.11372911802027,
"param": [
{
"p": 0.0775303766131401,
"m": 0.5
},
{
"p": 0.04266175255179405,
"m": 0.5
},
{
"p": 0.10631432384252548,
"m": 0.5
},
{
"p": 0.08339439332485199,
"m": 0.5
},
{
"p": 0.028705421835184097,
"m": 0.5
},
{
"p": 0.09295675903558731,
"m": 0.5
},
{
"p": 0.08738306164741516,
"m": 0.5
},
{
"p": 0.1061357706785202,
"m": 0.5
},
{
"p": 0.0007210295298136771,
"m": 0.5
},
{
"p": 0.029953651130199432,
"m": 0.5
},
{
"p": 0.13189177215099335,
"m": 0.5
},
{
"p": 0.1751088947057724,
"m": 0.5
},
{
"p": 0.0007210295298136771,
"m": 0.5
},
{
"p": 0.03652171418070793,
"m": 0.5
}
]
},
{
"epoch": 2,
"train_loss": 0.11056005209684372,
"val_loss": 0.9881535768508911,
"acc": 82.06,
"time": 202.9002784669865,
"param": [
{
"p": 0.12748607993125916,
"m": 0.5
},
{
"p": 0.07273025810718536,
"m": 0.5
},
{
"p": 0.09279404580593109,
"m": 0.5
},
{
"p": 0.11545892059803009,
"m": 0.5
},
{
"p": 0.09603898227214813,
"m": 0.5
},
{
"p": 0.0007137320935726166,
"m": 0.5
},
{
"p": 0.05619411543011665,
"m": 0.5
},
{
"p": 0.02162114344537258,
"m": 0.5
},
{
"p": 0.07862979918718338,
"m": 0.5
},
{
"p": 0.010987993329763412,
"m": 0.5
},
{
"p": 0.09184657782316208,
"m": 0.5
},
{
"p": 0.11621654778718948,
"m": 0.5
},
{
"p": 0.06376364082098007,
"m": 0.5
},
{
"p": 0.05551812797784805,
"m": 0.5
}
]
},
{
"epoch": 3,
"train_loss": 0.013630066066980362,
"val_loss": 0.9754314422607422,
"acc": 81.91,
"time": 198.99260800797492,
"param": [
{
"p": 0.11971233040094376,
"m": 0.5
},
{
"p": 0.08827642351388931,
"m": 0.5
},
{
"p": 0.09707055985927582,
"m": 0.5
},
{
"p": 0.09153642505407333,
"m": 0.5
},
{
"p": 0.07900843024253845,
"m": 0.5
},
{
"p": 0.025245942175388336,
"m": 0.5
},
{
"p": 0.04389087110757828,
"m": 0.5
},
{
"p": 0.08698330074548721,
"m": 0.5
},
{
"p": 0.05513804405927658,
"m": 0.5
},
{
"p": 0.0007032654830254614,
"m": 0.5
},
{
"p": 0.09190493077039719,
"m": 0.5
},
{
"p": 0.10916569083929062,
"m": 0.5
},
{
"p": 0.03877559304237366,
"m": 0.5
},
{
"p": 0.07258808612823486,
"m": 0.5
}
]
},
{
"epoch": 4,
"train_loss": 0.17643184959888458,
"val_loss": 1.0266705751419067,
"acc": 81.41,
"time": 202.59053233999293,
"param": [
{
"p": 0.08843827247619629,
"m": 0.5
},
{
"p": 0.08556307852268219,
"m": 0.5
},
{
"p": 0.0007079775095917284,
"m": 0.5
},
{
"p": 0.09660213440656662,
"m": 0.5
},
{
"p": 0.11794402450323105,
"m": 0.5
},
{
"p": 0.021884681656956673,
"m": 0.5
},
{
"p": 0.08173085004091263,
"m": 0.5
},
{
"p": 0.07232216745615005,
"m": 0.5
},
{
"p": 0.053582508116960526,
"m": 0.5
},
{
"p": 0.043231695890426636,
"m": 0.5
},
{
"p": 0.06153266876935959,
"m": 0.5
},
{
"p": 0.15188145637512207,
"m": 0.5
},
{
"p": 0.02377457544207573,
"m": 0.5
},
{
"p": 0.10080398619174957,
"m": 0.5
}
]
},
{
"epoch": 5,
"train_loss": 0.044430192559957504,
"val_loss": 0.9105566143989563,
"acc": 81.13,
"time": 204.3699282639427,
"param": [
{
"p": 0.05041930824518204,
"m": 0.5
},
{
"p": 0.11342783272266388,
"m": 0.5
},
{
"p": 0.0007133540348149836,
"m": 0.5
},
{
"p": 0.06870199739933014,
"m": 0.5
},
{
"p": 0.13053950667381287,
"m": 0.5
},
{
"p": 0.024920616298913956,
"m": 0.5
},
{
"p": 0.08650460094213486,
"m": 0.5
},
{
"p": 0.07781686633825302,
"m": 0.5
},
{
"p": 0.06987714022397995,
"m": 0.5
},
{
"p": 0.039648160338401794,
"m": 0.5
},
{
"p": 0.053221914917230606,
"m": 0.5
},
{
"p": 0.11538873612880707,
"m": 0.5
},
{
"p": 0.09726225584745407,
"m": 0.5
},
{
"p": 0.0715576782822609,
"m": 0.5
}
]
},
{
"epoch": 6,
"train_loss": 0.12230310589075089,
"val_loss": 0.9367262721061707,
"acc": 81.34,
"time": 204.30549493501894,
"param": [
{
"p": 0.04340282827615738,
"m": 0.5
},
{
"p": 0.09945017099380493,
"m": 0.5
},
{
"p": 0.051425058394670486,
"m": 0.5
},
{
"p": 0.1250154972076416,
"m": 0.5
},
{
"p": 0.10890641808509827,
"m": 0.5
},
{
"p": 0.02466234378516674,
"m": 0.5
},
{
"p": 0.08256326615810394,
"m": 0.5
},
{
"p": 0.06586231291294098,
"m": 0.5
},
{
"p": 0.045819833874702454,
"m": 0.5
},
{
"p": 0.033268190920352936,
"m": 0.5
},
{
"p": 0.040514685213565826,
"m": 0.5
},
{
"p": 0.12850669026374817,
"m": 0.5
},
{
"p": 0.07687469571828842,
"m": 0.5
},
{
"p": 0.07372790575027466,
"m": 0.5
}
]
},
{
"epoch": 7,
"train_loss": 0.11285974085330963,
"val_loss": 1.110525369644165,
"acc": 81.46,
"time": 207.79172968794592,
"param": [
{
"p": 0.04582297056913376,
"m": 0.5
},
{
"p": 0.06446098536252975,
"m": 0.5
},
{
"p": 0.05900959670543671,
"m": 0.5
},
{
"p": 0.14006493985652924,
"m": 0.5
},
{
"p": 0.11792685091495514,
"m": 0.5
},
{
"p": 0.02789640612900257,
"m": 0.5
},
{
"p": 0.05299334600567818,
"m": 0.5
},
{
"p": 0.07081102579832077,
"m": 0.5
},
{
"p": 0.05040503293275833,
"m": 0.5
},
{
"p": 0.03959481790661812,
"m": 0.5
},
{
"p": 0.04620399326086044,
"m": 0.5
},
{
"p": 0.11230310052633286,
"m": 0.5
},
{
"p": 0.08431471139192581,
"m": 0.5
},
{
"p": 0.08819220960140228,
"m": 0.5
}
]
},
{
"epoch": 8,
"train_loss": 0.13260303437709808,
"val_loss": 0.8459570407867432,
"acc": 81.56,
"time": 208.02549863106105,
"param": [
{
"p": 0.0643712729215622,
"m": 0.5
},
{
"p": 0.037515249103307724,
"m": 0.5
},
{
"p": 0.07198391854763031,
"m": 0.5
},
{
"p": 0.10596802085638046,
"m": 0.5
},
{
"p": 0.1414794623851776,
"m": 0.5
},
{
"p": 0.032385535538196564,
"m": 0.5
},
{
"p": 0.08338364213705063,
"m": 0.5
},
{
"p": 0.08831895887851715,
"m": 0.5
},
{
"p": 0.005011163651943207,
"m": 0.5
},
{
"p": 0.04693017527461052,
"m": 0.5
},
{
"p": 0.0597345232963562,
"m": 0.5
},
{
"p": 0.088030144572258,
"m": 0.5
},
{
"p": 0.09787382185459137,
"m": 0.5
},
{
"p": 0.07701419293880463,
"m": 0.5
}
]
},
{
"epoch": 9,
"train_loss": 0.12108032405376434,
"val_loss": 1.2457600831985474,
"acc": 80.55,
"time": 205.4785380520625,
"param": [
{
"p": 0.051223453134298325,
"m": 0.5
},
{
"p": 0.13192510604858398,
"m": 0.5
},
{
"p": 0.05572548508644104,
"m": 0.5
},
{
"p": 0.09342515468597412,
"m": 0.5
},
{
"p": 0.10894740372896194,
"m": 0.5
},
{
"p": 0.027158338576555252,
"m": 0.5
},
{
"p": 0.06959524005651474,
"m": 0.5
},
{
"p": 0.06852252036333084,
"m": 0.5
},
{
"p": 0.05826301500201225,
"m": 0.5
},
{
"p": 0.03592245280742645,
"m": 0.5
},
{
"p": 0.046781737357378006,
"m": 0.5
},
{
"p": 0.09950177371501923,
"m": 0.5
},
{
"p": 0.07165047526359558,
"m": 0.5
},
{
"p": 0.08135790377855301,
"m": 0.5
}
]
},
{
"epoch": 10,
"train_loss": 0.08849901705980301,
"val_loss": 0.893248975276947,
"acc": 81.18,
"time": 204.10586674301885,
"param": [
{
"p": 0.04093271121382713,
"m": 0.5
},
{
"p": 0.12506382167339325,
"m": 0.5
},
{
"p": 0.04448147490620613,
"m": 0.5
},
{
"p": 0.13692152500152588,
"m": 0.5
},
{
"p": 0.08801393210887909,
"m": 0.5
},
{
"p": 0.031139496713876724,
"m": 0.5
},
{
"p": 0.07676561176776886,
"m": 0.5
},
{
"p": 0.06609420478343964,
"m": 0.5
},
{
"p": 0.08286264538764954,
"m": 0.5
},
{
"p": 0.030412379652261734,
"m": 0.5
},
{
"p": 0.03742362558841705,
"m": 0.5
},
{
"p": 0.07187852263450623,
"m": 0.5
},
{
"p": 0.07065700739622116,
"m": 0.5
},
{
"p": 0.09735307842493057,
"m": 0.5
}
]
},
{
"epoch": 11,
"train_loss": 0.03079327754676342,
"val_loss": 1.0166244506835938,
"acc": 81.03,
"time": 210.1041596570285,
"param": [
{
"p": 0.02790111117064953,
"m": 0.5
},
{
"p": 0.16141779720783234,
"m": 0.5
},
{
"p": 0.027966231107711792,
"m": 0.5
},
{
"p": 0.12856756150722504,
"m": 0.5
},
{
"p": 0.04913405701518059,
"m": 0.5
},
{
"p": 0.02614193595945835,
"m": 0.5
},
{
"p": 0.061315521597862244,
"m": 0.5
},
{
"p": 0.047641221433877945,
"m": 0.5
},
{
"p": 0.09212478250265121,
"m": 0.5
},
{
"p": 0.01633022539317608,
"m": 0.5
},
{
"p": 0.020733559504151344,
"m": 0.5
},
{
"p": 0.18284429609775543,
"m": 0.5
},
{
"p": 0.05495934560894966,
"m": 0.5
},
{
"p": 0.10292243212461472,
"m": 0.5
}
]
},
{
"epoch": 12,
"train_loss": 0.28029122948646545,
"val_loss": 0.9793674945831299,
"acc": 80.98,
"time": 203.42074894404504,
"param": [
{
"p": 0.03693166747689247,
"m": 0.5
},
{
"p": 0.13102802634239197,
"m": 0.5
},
{
"p": 0.02299344539642334,
"m": 0.5
},
{
"p": 0.10854577273130417,
"m": 0.5
},
{
"p": 0.06028797850012779,
"m": 0.5
},
{
"p": 0.023711374029517174,
"m": 0.5
},
{
"p": 0.10093355178833008,
"m": 0.5
},
{
"p": 0.1146981343626976,
"m": 0.5
},
{
"p": 0.07403983920812607,
"m": 0.5
},
{
"p": 0.020246081054210663,
"m": 0.5
},
{
"p": 0.08287903666496277,
"m": 0.5
},
{
"p": 0.16286621987819672,
"m": 0.5
},
{
"p": 0.05250691622495651,
"m": 0.5
},
{
"p": 0.008331947959959507,
"m": 0.5
}
]
},
{
"epoch": 13,
"train_loss": 0.04651536047458649,
"val_loss": 0.8822861909866333,
"acc": 81.0,
"time": 205.55234121892136,
"param": [
{
"p": 0.03072616271674633,
"m": 0.5
},
{
"p": 0.15858647227287292,
"m": 0.5
},
{
"p": 0.01879620924592018,
"m": 0.5
},
{
"p": 0.08122216910123825,
"m": 0.5
},
{
"p": 0.06809777021408081,
"m": 0.5
},
{
"p": 0.01674133725464344,
"m": 0.5
},
{
"p": 0.07961897552013397,
"m": 0.5
},
{
"p": 0.10795047879219055,
"m": 0.5
},
{
"p": 0.0992678850889206,
"m": 0.5
},
{
"p": 0.0007128159631974995,
"m": 0.5
},
{
"p": 0.06688928604125977,
"m": 0.5
},
{
"p": 0.10876371711492538,
"m": 0.5
},
{
"p": 0.04995717108249664,
"m": 0.5
},
{
"p": 0.11266959458589554,
"m": 0.5
}
]
},
{
"epoch": 14,
"train_loss": 0.03959217667579651,
"val_loss": 1.0930742025375366,
"acc": 80.99,
"time": 204.00364768202417,
"param": [
{
"p": 0.04231845960021019,
"m": 0.5
},
{
"p": 0.12542492151260376,
"m": 0.5
},
{
"p": 0.020642533898353577,
"m": 0.5
},
{
"p": 0.053258493542671204,
"m": 0.5
},
{
"p": 0.0686589777469635,
"m": 0.5
},
{
"p": 0.015293749049305916,
"m": 0.5
},
{
"p": 0.08416902273893356,
"m": 0.5
},
{
"p": 0.09294763952493668,
"m": 0.5
},
{
"p": 0.10414398461580276,
"m": 0.5
},
{
"p": 0.20507240295410156,
"m": 0.5
},
{
"p": 0.0358688160777092,
"m": 0.5
},
{
"p": 0.02291141450405121,
"m": 0.5
},
{
"p": 0.052484020590782166,
"m": 0.5
},
{
"p": 0.07680560648441315,
"m": 0.5
}
]
},
{
"epoch": 15,
"train_loss": 0.07619575411081314,
"val_loss": 0.848422110080719,
"acc": 81.19,
"time": 206.75762009096798,
"param": [
{
"p": 0.03751538321375847,
"m": 0.5
},
{
"p": 0.16121134161949158,
"m": 0.5
},
{
"p": 0.01815364882349968,
"m": 0.5
},
{
"p": 0.047462284564971924,
"m": 0.5
},
{
"p": 0.07447599619626999,
"m": 0.5
},
{
"p": 0.029439380392432213,
"m": 0.5
},
{
"p": 0.08001779764890671,
"m": 0.5
},
{
"p": 0.09179239720106125,
"m": 0.5
},
{
"p": 0.11219673603773117,
"m": 0.5
},
{
"p": 0.18105071783065796,
"m": 0.5
},
{
"p": 0.03941167891025543,
"m": 0.5
},
{
"p": 0.0007139553199522197,
"m": 0.5
},
{
"p": 0.05643685534596443,
"m": 0.5
},
{
"p": 0.07012185454368591,
"m": 0.5
}
]
},
{
"epoch": 16,
"train_loss": 0.08031130582094193,
"val_loss": 1.0702351331710815,
"acc": 81.13,
"time": 208.07648451509885,
"param": [
{
"p": 0.0386970117688179,
"m": 0.5
},
{
"p": 0.18668459355831146,
"m": 0.5
},
{
"p": 0.025031156837940216,
"m": 0.5
},
{
"p": 0.0497623011469841,
"m": 0.5
},
{
"p": 0.06321893632411957,
"m": 0.5
},
{
"p": 0.030842341482639313,
"m": 0.5
},
{
"p": 0.1072947084903717,
"m": 0.5
},
{
"p": 0.09038196504116058,
"m": 0.5
},
{
"p": 0.08301670849323273,
"m": 0.5
},
{
"p": 0.17210501432418823,
"m": 0.5
},
{
"p": 0.029183823615312576,
"m": 0.5
},
{
"p": 0.020199935883283615,
"m": 0.5
},
{
"p": 0.03453056514263153,
"m": 0.5
},
{
"p": 0.06905099004507065,
"m": 0.5
}
]
},
{
"epoch": 17,
"train_loss": 0.07587879151105881,
"val_loss": 1.3217930793762207,
"acc": 81.2,
"time": 208.763432084932,
"param": [
{
"p": 0.03425857052206993,
"m": 0.5
},
{
"p": 0.18293984234333038,
"m": 0.5
},
{
"p": 0.029545780271291733,
"m": 0.5
},
{
"p": 0.04434848576784134,
"m": 0.5
},
{
"p": 0.08187485486268997,
"m": 0.5
},
{
"p": 0.02655816078186035,
"m": 0.5
},
{
"p": 0.11499789357185364,
"m": 0.5
},
{
"p": 0.0844024047255516,
"m": 0.5
},
{
"p": 0.04179997742176056,
"m": 0.5
},
{
"p": 0.14493897557258606,
"m": 0.5
},
{
"p": 0.053875964134931564,
"m": 0.5
},
{
"p": 0.02368970774114132,
"m": 0.5
},
{
"p": 0.07541577517986298,
"m": 0.5
},
{
"p": 0.061353497207164764,
"m": 0.5
}
]
},
{
"epoch": 18,
"train_loss": 0.21371378004550934,
"val_loss": 1.0246225595474243,
"acc": 81.17,
"time": 207.48575358092785,
"param": [
{
"p": 0.02390369586646557,
"m": 0.5
},
{
"p": 0.20794421434402466,
"m": 0.5
},
{
"p": 0.025172550231218338,
"m": 0.5
},
{
"p": 0.04659118875861168,
"m": 0.5
},
{
"p": 0.08681928366422653,
"m": 0.5
},
{
"p": 0.030240749940276146,
"m": 0.5
},
{
"p": 0.0942763015627861,
"m": 0.5
},
{
"p": 0.07482150197029114,
"m": 0.5
},
{
"p": 0.05943331867456436,
"m": 0.5
},
{
"p": 0.13283602893352509,
"m": 0.5
},
{
"p": 0.06301125884056091,
"m": 0.5
},
{
"p": 0.023958275094628334,
"m": 0.5
},
{
"p": 0.07208696752786636,
"m": 0.5
},
{
"p": 0.058904509991407394,
"m": 0.5
}
]
},
{
"epoch": 19,
"train_loss": 0.029337143525481224,
"val_loss": 1.1325790882110596,
"acc": 81.13,
"time": 205.6021908330731,
"param": [
{
"p": 0.02768825553357601,
"m": 0.5
},
{
"p": 0.18232551217079163,
"m": 0.5
},
{
"p": 0.021483013406395912,
"m": 0.5
},
{
"p": 0.03395719453692436,
"m": 0.5
},
{
"p": 0.0797695592045784,
"m": 0.5
},
{
"p": 0.030349355190992355,
"m": 0.5
},
{
"p": 0.10478191822767258,
"m": 0.5
},
{
"p": 0.07951562851667404,
"m": 0.5
},
{
"p": 0.16965948045253754,
"m": 0.5
},
{
"p": 0.09943640232086182,
"m": 0.5
},
{
"p": 0.03383510559797287,
"m": 0.5
},
{
"p": 0.030496878549456596,
"m": 0.5
},
{
"p": 0.0594182014465332,
"m": 0.5
},
{
"p": 0.04728350788354874,
"m": 0.5
}
]
},
{
"epoch": 20,
"train_loss": 0.04894965514540672,
"val_loss": 0.9853326678276062,
"acc": 81.6,
"time": 206.63556322699878,
"param": [
{
"p": 0.01789262145757675,
"m": 0.5
},
{
"p": 0.19948160648345947,
"m": 0.5
},
{
"p": 0.021932069212198257,
"m": 0.5
},
{
"p": 0.04045696184039116,
"m": 0.5
},
{
"p": 0.08811166137456894,
"m": 0.5
},
{
"p": 0.0377744622528553,
"m": 0.5
},
{
"p": 0.09742599725723267,
"m": 0.5
},
{
"p": 0.09238458424806595,
"m": 0.5
},
{
"p": 0.12855035066604614,
"m": 0.5
},
{
"p": 0.08815255761146545,
"m": 0.5
},
{
"p": 0.06094760820269585,
"m": 0.5
},
{
"p": 0.008016884326934814,
"m": 0.5
},
{
"p": 0.06012285128235817,
"m": 0.5
},
{
"p": 0.05874984338879585,
"m": 0.5
}
]
},
{
"epoch": 21,
"train_loss": 0.00422585429623723,
"val_loss": 1.1199527978897095,
"acc": 81.12,
"time": 209.6415588959353,
"param": [
{
"p": 0.13872919976711273,
"m": 0.5
},
{
"p": 0.1278105229139328,
"m": 0.5
},
{
"p": 0.021557442843914032,
"m": 0.5
},
{
"p": 0.034079886972904205,
"m": 0.5
},
{
"p": 0.062337588518857956,
"m": 0.5
},
{
"p": 0.030171677470207214,
"m": 0.5
},
{
"p": 0.06927977502346039,
"m": 0.5
},
{
"p": 0.060094431042671204,
"m": 0.5
},
{
"p": 0.11658059060573578,
"m": 0.5
},
{
"p": 0.06788715720176697,
"m": 0.5
},
{
"p": 0.04712061211466789,
"m": 0.5
},
{
"p": 0.11123872548341751,
"m": 0.5
},
{
"p": 0.07226180285215378,
"m": 0.5
},
{
"p": 0.040850602090358734,
"m": 0.5
}
]
},
{
"epoch": 22,
"train_loss": 0.030485359951853752,
"val_loss": 0.8927701711654663,
"acc": 81.4,
"time": 206.84572785592172,
"param": [
{
"p": 0.12533867359161377,
"m": 0.5
},
{
"p": 0.13044074177742004,
"m": 0.5
},
{
"p": 0.028149161487817764,
"m": 0.5
},
{
"p": 0.036848973482847214,
"m": 0.5
},
{
"p": 0.06169551983475685,
"m": 0.5
},
{
"p": 0.03273520991206169,
"m": 0.5
},
{
"p": 0.07438407838344574,
"m": 0.5
},
{
"p": 0.08241209387779236,
"m": 0.5
},
{
"p": 0.10029136389493942,
"m": 0.5
},
{
"p": 0.06004533916711807,
"m": 0.5
},
{
"p": 0.05187384784221649,
"m": 0.5
},
{
"p": 0.10147245973348618,
"m": 0.5
},
{
"p": 0.06988434493541718,
"m": 0.5
},
{
"p": 0.04442824423313141,
"m": 0.5
}
]
},
{
"epoch": 23,
"train_loss": 0.04015885293483734,
"val_loss": 1.1528323888778687,
"acc": 81.26,
"time": 209.17018969799392,
"param": [
{
"p": 0.0943312868475914,
"m": 0.5
},
{
"p": 0.1206604540348053,
"m": 0.5
},
{
"p": 0.02287965454161167,
"m": 0.5
},
{
"p": 0.02794179879128933,
"m": 0.5
},
{
"p": 0.08199585229158401,
"m": 0.5
},
{
"p": 0.028949137777090073,
"m": 0.5
},
{
"p": 0.23168759047985077,
"m": 0.5
},
{
"p": 0.081724613904953,
"m": 0.5
},
{
"p": 0.060683801770210266,
"m": 0.5
},
{
"p": 0.04492677375674248,
"m": 0.5
},
{
"p": 0.03935471922159195,
"m": 0.5
},
{
"p": 0.07757166028022766,
"m": 0.5
},
{
"p": 0.05192626267671585,
"m": 0.5
},
{
"p": 0.03536646440625191,
"m": 0.5
}
]
},
{
"epoch": 24,
"train_loss": 0.12329334020614624,
"val_loss": 1.0133295059204102,
"acc": 81.22,
"time": 207.00459054508246,
"param": [
{
"p": 0.08995562791824341,
"m": 0.5
},
{
"p": 0.13731271028518677,
"m": 0.5
},
{
"p": 0.02939610183238983,
"m": 0.5
},
{
"p": 0.029886791482567787,
"m": 0.5
},
{
"p": 0.09138297289609909,
"m": 0.5
},
{
"p": 0.01644933968782425,
"m": 0.5
},
{
"p": 0.22303099930286407,
"m": 0.5
},
{
"p": 0.09277516603469849,
"m": 0.5
},
{
"p": 0.000716649868991226,
"m": 0.5
},
{
"p": 0.04326164349913597,
"m": 0.5
},
{
"p": 0.06532856822013855,
"m": 0.5
},
{
"p": 0.07845218479633331,
"m": 0.5
},
{
"p": 0.060876403003931046,
"m": 0.5
},
{
"p": 0.04117479547858238,
"m": 0.5
}
]
},
{
"epoch": 25,
"train_loss": 0.008879092521965504,
"val_loss": 0.9239959716796875,
"acc": 81.25,
"time": 206.19127893995028,
"param": [
{
"p": 0.07918160408735275,
"m": 0.5
},
{
"p": 0.14445631206035614,
"m": 0.5
},
{
"p": 0.021823573857545853,
"m": 0.5
},
{
"p": 0.023210963234305382,
"m": 0.5
},
{
"p": 0.056180473417043686,
"m": 0.5
},
{
"p": 0.03322310373187065,
"m": 0.5
},
{
"p": 0.19622080028057098,
"m": 0.5
},
{
"p": 0.07240691781044006,
"m": 0.5
},
{
"p": 0.11982239037752151,
"m": 0.5
},
{
"p": 0.03667985647916794,
"m": 0.5
},
{
"p": 0.06519614905118942,
"m": 0.5
},
{
"p": 0.07174529135227203,
"m": 0.5
},
{
"p": 0.04323071241378784,
"m": 0.5
},
{
"p": 0.03662191331386566,
"m": 0.5
}
]
},
{
"epoch": 26,
"train_loss": 0.035698119550943375,
"val_loss": 1.0897982120513916,
"acc": 81.35,
"time": 204.84074804396369,
"param": [
{
"p": 0.06030070409178734,
"m": 0.5
},
{
"p": 0.15759170055389404,
"m": 0.5
},
{
"p": 0.02349463850259781,
"m": 0.5
},
{
"p": 0.0007138524088077247,
"m": 0.5
},
{
"p": 0.0544741116464138,
"m": 0.5
},
{
"p": 0.005388179793953896,
"m": 0.5
},
{
"p": 0.1475050151348114,
"m": 0.5
},
{
"p": 0.046330612152814865,
"m": 0.5
},
{
"p": 0.09615591913461685,
"m": 0.5
},
{
"p": 0.02713947743177414,
"m": 0.5
},
{
"p": 0.059806790202856064,
"m": 0.5
},
{
"p": 0.04925710707902908,
"m": 0.5
},
{
"p": 0.24873293936252594,
"m": 0.5
},
{
"p": 0.023108987137675285,
"m": 0.5
}
]
},
{
"epoch": 27,
"train_loss": 0.008507330901920795,
"val_loss": 1.046217679977417,
"acc": 81.14,
"time": 199.3452144479379,
"param": [
{
"p": 0.06348999589681625,
"m": 0.5
},
{
"p": 0.12760169804096222,
"m": 0.5
},
{
"p": 0.015481195412576199,
"m": 0.5
},
{
"p": 0.0007129094447009265,
"m": 0.5
},
{
"p": 0.02090228535234928,
"m": 0.5
},
{
"p": 0.008806505240499973,
"m": 0.5
},
{
"p": 0.14279179275035858,
"m": 0.5
},
{
"p": 0.09762801975011826,
"m": 0.5
},
{
"p": 0.10295187681913376,
"m": 0.5
},
{
"p": 0.029686331748962402,
"m": 0.5
},
{
"p": 0.06087500974535942,
"m": 0.5
},
{
"p": 0.028767580166459084,
"m": 0.5
},
{
"p": 0.24727438390254974,
"m": 0.5
},
{
"p": 0.05303041264414787,
"m": 0.5
}
]
},
{
"epoch": 28,
"train_loss": 0.2118922919034958,
"val_loss": 0.7824712991714478,
"acc": 81.36,
"time": 206.72246170206927,
"param": [
{
"p": 0.04126274585723877,
"m": 0.5
},
{
"p": 0.15593470633029938,
"m": 0.5
},
{
"p": 0.03288406878709793,
"m": 0.5
},
{
"p": 0.03142412751913071,
"m": 0.5
},
{
"p": 0.09831532090902328,
"m": 0.5
},
{
"p": 0.04962639883160591,
"m": 0.5
},
{
"p": 0.11013458669185638,
"m": 0.5
},
{
"p": 0.0828268975019455,
"m": 0.5
},
{
"p": 0.05349963530898094,
"m": 0.5
},
{
"p": 0.02357799932360649,
"m": 0.5
},
{
"p": 0.052318040281534195,
"m": 0.5
},
{
"p": 0.03120880015194416,
"m": 0.5
},
{
"p": 0.1823747456073761,
"m": 0.5
},
{
"p": 0.054611898958683014,
"m": 0.5
}
]
},
{
"epoch": 29,
"train_loss": 0.20410974323749542,
"val_loss": 0.7293954491615295,
"acc": 81.28,
"time": 208.50186423305422,
"param": [
{
"p": 0.03398508578538895,
"m": 0.5
},
{
"p": 0.16836890578269958,
"m": 0.5
},
{
"p": 0.02858235128223896,
"m": 0.5
},
{
"p": 0.022631872445344925,
"m": 0.5
},
{
"p": 0.10377933084964752,
"m": 0.5
},
{
"p": 0.05165241286158562,
"m": 0.5
},
{
"p": 0.10119055211544037,
"m": 0.5
},
{
"p": 0.09759026020765305,
"m": 0.5
},
{
"p": 0.07531172782182693,
"m": 0.5
},
{
"p": 0.021083928644657135,
"m": 0.5
},
{
"p": 0.06029975786805153,
"m": 0.5
},
{
"p": 0.019741451367735863,
"m": 0.5
},
{
"p": 0.1622576117515564,
"m": 0.5
},
{
"p": 0.053524840623140335,
"m": 0.5
}
]
},
{
"epoch": 30,
"train_loss": 0.10889947414398193,
"val_loss": 1.1716489791870117,
"acc": 81.52,
"time": 206.8727583650034,
"param": [
{
"p": 0.04594643414020538,
"m": 0.5
},
{
"p": 0.13598816096782684,
"m": 0.5
},
{
"p": 0.0348229855298996,
"m": 0.5
},
{
"p": 0.017637528479099274,
"m": 0.5
},
{
"p": 0.10535416007041931,
"m": 0.5
},
{
"p": 0.050395891070365906,
"m": 0.5
},
{
"p": 0.09157207608222961,
"m": 0.5
},
{
"p": 0.09599412232637405,
"m": 0.5
},
{
"p": 0.09881332516670227,
"m": 0.5
},
{
"p": 0.018176883459091187,
"m": 0.5
},
{
"p": 0.07577097415924072,
"m": 0.5
},
{
"p": 0.04150556027889252,
"m": 0.5
},
{
"p": 0.13782142102718353,
"m": 0.5
},
{
"p": 0.05020049586892128,
"m": 0.5
}
]
},
{
"epoch": 31,
"train_loss": 0.14436565339565277,
"val_loss": 1.000339150428772,
"acc": 81.12,
"time": 206.75215214909986,
"param": [
{
"p": 0.032791346311569214,
"m": 0.5
},
{
"p": 0.15947723388671875,
"m": 0.5
},
{
"p": 0.037723880261182785,
"m": 0.5
},
{
"p": 0.06154652684926987,
"m": 0.5
},
{
"p": 0.10306274890899658,
"m": 0.5
},
{
"p": 0.04980552941560745,
"m": 0.5
},
{
"p": 0.09117802232503891,
"m": 0.5
},
{
"p": 0.09310281276702881,
"m": 0.5
},
{
"p": 0.08786196261644363,
"m": 0.5
},
{
"p": 0.018244482576847076,
"m": 0.5
},
{
"p": 0.07280681282281876,
"m": 0.5
},
{
"p": 0.026864247396588326,
"m": 0.5
},
{
"p": 0.12323054671287537,
"m": 0.5
},
{
"p": 0.04230385646224022,
"m": 0.5
}
]
},
{
"epoch": 32,
"train_loss": 0.042420484125614166,
"val_loss": 0.8243334293365479,
"acc": 81.16,
"time": 209.30037680093665,
"param": [
{
"p": 0.049773361533880234,
"m": 0.5
},
{
"p": 0.17162999510765076,
"m": 0.5
},
{
"p": 0.03179957717657089,
"m": 0.5
},
{
"p": 0.06679196655750275,
"m": 0.5
},
{
"p": 0.10197030752897263,
"m": 0.5
},
{
"p": 0.052321307361125946,
"m": 0.5
},
{
"p": 0.08473202586174011,
"m": 0.5
},
{
"p": 0.07867538183927536,
"m": 0.5
},
{
"p": 0.052787624299526215,
"m": 0.5
},
{
"p": 0.016198085620999336,
"m": 0.5
},
{
"p": 0.06986379623413086,
"m": 0.5
},
{
"p": 0.06923019886016846,
"m": 0.5
},
{
"p": 0.11225655674934387,
"m": 0.5
},
{
"p": 0.041969917714595795,
"m": 0.5
}
]
},
{
"epoch": 33,
"train_loss": 0.11417713761329651,
"val_loss": 0.9758801460266113,
"acc": 81.35,
"time": 209.44535514200106,
"param": [
{
"p": 0.04974336922168732,
"m": 0.5
},
{
"p": 0.1992521733045578,
"m": 0.5
},
{
"p": 0.0383169986307621,
"m": 0.5
},
{
"p": 0.054644979536533356,
"m": 0.5
},
{
"p": 0.09052742272615433,
"m": 0.5
},
{
"p": 0.05185762420296669,
"m": 0.5
},
{
"p": 0.07734861224889755,
"m": 0.5
},
{
"p": 0.0963602215051651,
"m": 0.5
},
{
"p": 0.06344331055879593,
"m": 0.5
},
{
"p": 0.016418205574154854,
"m": 0.5
},
{
"p": 0.053286124020814896,
"m": 0.5
},
{
"p": 0.06140380725264549,
"m": 0.5
},
{
"p": 0.0913648009300232,
"m": 0.5
},
{
"p": 0.056032344698905945,
"m": 0.5
}
]
},
{
"epoch": 34,
"train_loss": 0.06529644131660461,
"val_loss": 0.8561049103736877,
"acc": 80.95,
"time": 208.43828998599201,
"param": [
{
"p": 0.043735671788454056,
"m": 0.5
},
{
"p": 0.2170940637588501,
"m": 0.5
},
{
"p": 0.038193125277757645,
"m": 0.5
},
{
"p": 0.0447763055562973,
"m": 0.5
},
{
"p": 0.0740145742893219,
"m": 0.5
},
{
"p": 0.05528799071907997,
"m": 0.5
},
{
"p": 0.08722573518753052,
"m": 0.5
},
{
"p": 0.09242796152830124,
"m": 0.5
},
{
"p": 0.06945418566465378,
"m": 0.5
},
{
"p": 0.017767421901226044,
"m": 0.5
},
{
"p": 0.05110190063714981,
"m": 0.5
},
{
"p": 0.06218220293521881,
"m": 0.5
},
{
"p": 0.08057105541229248,
"m": 0.5
},
{
"p": 0.06616777181625366,
"m": 0.5
}
]
},
{
"epoch": 35,
"train_loss": 0.048010896891355515,
"val_loss": 1.1408147811889648,
"acc": 80.99,
"time": 209.61781732004602,
"param": [
{
"p": 0.041877757757902145,
"m": 0.5
},
{
"p": 0.22959528863430023,
"m": 0.5
},
{
"p": 0.022460557520389557,
"m": 0.5
},
{
"p": 0.047203581780195236,
"m": 0.5
},
{
"p": 0.06725484132766724,
"m": 0.5
},
{
"p": 0.05559797212481499,
"m": 0.5
},
{
"p": 0.08584955334663391,
"m": 0.5
},
{
"p": 0.09610600024461746,
"m": 0.5
},
{
"p": 0.08089601993560791,
"m": 0.5
},
{
"p": 0.015232253819704056,
"m": 0.5
},
{
"p": 0.04172317311167717,
"m": 0.5
},
{
"p": 0.06725195795297623,
"m": 0.5
},
{
"p": 0.07768985629081726,
"m": 0.5
},
{
"p": 0.0712612196803093,
"m": 0.5
}
]
},
{
"epoch": 36,
"train_loss": 0.11435212194919586,
"val_loss": 0.8306152820587158,
"acc": 81.32,
"time": 206.13803078304045,
"param": [
{
"p": 0.05093960091471672,
"m": 0.5
},
{
"p": 0.20929469168186188,
"m": 0.5
},
{
"p": 0.0007129015866667032,
"m": 0.5
},
{
"p": 0.03212423995137215,
"m": 0.5
},
{
"p": 0.12007865309715271,
"m": 0.5
},
{
"p": 0.042648959904909134,
"m": 0.5
},
{
"p": 0.07198441028594971,
"m": 0.5
},
{
"p": 0.11781781911849976,
"m": 0.5
},
{
"p": 0.0899035632610321,
"m": 0.5
},
{
"p": 0.009183504618704319,
"m": 0.5
},
{
"p": 0.07191658020019531,
"m": 0.5
},
{
"p": 0.05018781125545502,
"m": 0.5
},
{
"p": 0.06022932752966881,
"m": 0.5
},
{
"p": 0.07297788560390472,
"m": 0.5
}
]
},
{
"epoch": 37,
"train_loss": 0.15047305822372437,
"val_loss": 0.9372416138648987,
"acc": 80.94,
"time": 207.6206209990196,
"param": [
{
"p": 0.046716224402189255,
"m": 0.5
},
{
"p": 0.17717836797237396,
"m": 0.5
},
{
"p": 0.24096529185771942,
"m": 0.5
},
{
"p": 0.037058938294649124,
"m": 0.5
},
{
"p": 0.06917767971754074,
"m": 0.5
},
{
"p": 0.036568883806467056,
"m": 0.5
},
{
"p": 0.0492735430598259,
"m": 0.5
},
{
"p": 0.0926394835114479,
"m": 0.5
},
{
"p": 0.02881474420428276,
"m": 0.5
},
{
"p": 0.0008001375244930387,
"m": 0.5
},
{
"p": 0.04799555614590645,
"m": 0.5
},
{
"p": 0.07249630242586136,
"m": 0.5
},
{
"p": 0.0394473671913147,
"m": 0.5
},
{
"p": 0.060867466032505035,
"m": 0.5
}
]
},
{
"epoch": 38,
"train_loss": 0.21181932091712952,
"val_loss": 1.321449637413025,
"acc": 81.15,
"time": 209.55174906889442,
"param": [
{
"p": 0.046347975730895996,
"m": 0.5
},
{
"p": 0.2074878215789795,
"m": 0.5
},
{
"p": 0.18499448895454407,
"m": 0.5
},
{
"p": 0.04242924600839615,
"m": 0.5
},
{
"p": 0.0829974040389061,
"m": 0.5
},
{
"p": 0.04032934829592705,
"m": 0.5
},
{
"p": 0.06143489480018616,
"m": 0.5
},
{
"p": 0.09310909360647202,
"m": 0.5
},
{
"p": 0.03225818648934364,
"m": 0.5
},
{
"p": 0.0007074160384945571,
"m": 0.5
},
{
"p": 0.053366728127002716,
"m": 0.5
},
{
"p": 0.06909873336553574,
"m": 0.5
},
{
"p": 0.03140784800052643,
"m": 0.5
},
{
"p": 0.05403076484799385,
"m": 0.5
}
]
},
{
"epoch": 39,
"train_loss": 0.0644327774643898,
"val_loss": 0.9423916339874268,
"acc": 80.85,
"time": 206.04992747597862,
"param": [
{
"p": 0.06415746361017227,
"m": 0.5
},
{
"p": 0.1048453226685524,
"m": 0.5
},
{
"p": 0.1320263147354126,
"m": 0.5
},
{
"p": 0.03683960437774658,
"m": 0.5
},
{
"p": 0.10384480655193329,
"m": 0.5
},
{
"p": 0.04052770510315895,
"m": 0.5
},
{
"p": 0.06830868124961853,
"m": 0.5
},
{
"p": 0.10956379026174545,
"m": 0.5
},
{
"p": 0.06175074353814125,
"m": 0.5
},
{
"p": 0.10486917197704315,
"m": 0.5
},
{
"p": 0.037489984184503555,
"m": 0.5
},
{
"p": 0.06426636874675751,
"m": 0.5
},
{
"p": 0.02297911047935486,
"m": 0.5
},
{
"p": 0.04853096604347229,
"m": 0.5
}
]
},
{
"epoch": 40,
"train_loss": 0.08916795253753662,
"val_loss": 1.1404036283493042,
"acc": 81.45,
"time": 205.87363760801964,
"param": [
{
"p": 0.04005610942840576,
"m": 0.5
},
{
"p": 0.09476694464683533,
"m": 0.5
},
{
"p": 0.11245866119861603,
"m": 0.5
},
{
"p": 0.027873296290636063,
"m": 0.5
},
{
"p": 0.12037434428930283,
"m": 0.5
},
{
"p": 0.029739782214164734,
"m": 0.5
},
{
"p": 0.07908319681882858,
"m": 0.5
},
{
"p": 0.09465399384498596,
"m": 0.5
},
{
"p": 0.09434197098016739,
"m": 0.5
},
{
"p": 0.15258660912513733,
"m": 0.5
},
{
"p": 0.042718976736068726,
"m": 0.5
},
{
"p": 0.04026426374912262,
"m": 0.5
},
{
"p": 0.017319995909929276,
"m": 0.5
},
{
"p": 0.05376190319657326,
"m": 0.5
}
]
},
{
"epoch": 41,
"train_loss": 0.26049214601516724,
"val_loss": 1.0358986854553223,
"acc": 80.87,
"time": 207.45092949899845,
"param": [
{
"p": 0.031120942905545235,
"m": 0.5
},
{
"p": 0.18406933546066284,
"m": 0.5
},
{
"p": 0.10887754708528519,
"m": 0.5
},
{
"p": 0.027737068012356758,
"m": 0.5
},
{
"p": 0.08924554288387299,
"m": 0.5
},
{
"p": 0.043036703020334244,
"m": 0.5
},
{
"p": 0.07961037009954453,
"m": 0.5
},
{
"p": 0.07077139616012573,
"m": 0.5
},
{
"p": 0.09840309619903564,
"m": 0.5
},
{
"p": 0.1474991887807846,
"m": 0.5
},
{
"p": 0.013993911445140839,
"m": 0.5
},
{
"p": 0.045622311532497406,
"m": 0.5
},
{
"p": 0.011728615500032902,
"m": 0.5
},
{
"p": 0.0482838973402977,
"m": 0.5
}
]
},
{
"epoch": 42,
"train_loss": 0.013595063239336014,
"val_loss": 0.7612073421478271,
"acc": 80.79,
"time": 206.44327060494106,
"param": [
{
"p": 0.07817355543375015,
"m": 0.5
},
{
"p": 0.18135014176368713,
"m": 0.5
},
{
"p": 0.06649380922317505,
"m": 0.5
},
{
"p": 0.08448685705661774,
"m": 0.5
},
{
"p": 0.06281212717294693,
"m": 0.5
},
{
"p": 0.031663790345191956,
"m": 0.5
},
{
"p": 0.04899497702717781,
"m": 0.5
},
{
"p": 0.08253562450408936,
"m": 0.5
},
{
"p": 0.10758297145366669,
"m": 0.5
},
{
"p": 0.08960772305727005,
"m": 0.5
},
{
"p": 0.05307585746049881,
"m": 0.5
},
{
"p": 0.025091534480452538,
"m": 0.5
},
{
"p": 0.03407939523458481,
"m": 0.5
},
{
"p": 0.05405165255069733,
"m": 0.5
}
]
},
{
"epoch": 43,
"train_loss": 0.24780288338661194,
"val_loss": 0.9087612628936768,
"acc": 80.67,
"time": 205.66696587007027,
"param": [
{
"p": 0.05775724723935127,
"m": 0.5
},
{
"p": 0.11764440685510635,
"m": 0.5
},
{
"p": 0.0535917766392231,
"m": 0.5
},
{
"p": 0.06807178258895874,
"m": 0.5
},
{
"p": 0.20665140450000763,
"m": 0.5
},
{
"p": 0.03927440941333771,
"m": 0.5
},
{
"p": 0.05914408341050148,
"m": 0.5
},
{
"p": 0.10166358202695847,
"m": 0.5
},
{
"p": 0.08437317609786987,
"m": 0.5
},
{
"p": 0.07190202176570892,
"m": 0.5
},
{
"p": 0.031339820474386215,
"m": 0.5
},
{
"p": 0.043892811983823776,
"m": 0.5
},
{
"p": 0.02456502988934517,
"m": 0.5
},
{
"p": 0.04012846201658249,
"m": 0.5
}
]
},
{
"epoch": 44,
"train_loss": 0.0713573768734932,
"val_loss": 0.9407374858856201,
"acc": 81.1,
"time": 207.0390328100184,
"param": [
{
"p": 0.03251087665557861,
"m": 0.5
},
{
"p": 0.12933868169784546,
"m": 0.5
},
{
"p": 0.039478518068790436,
"m": 0.5
},
{
"p": 0.05894920602440834,
"m": 0.5
},
{
"p": 0.15988846123218536,
"m": 0.5
},
{
"p": 0.03767136484384537,
"m": 0.5
},
{
"p": 0.04188116639852524,
"m": 0.5
},
{
"p": 0.01523931697010994,
"m": 0.5
},
{
"p": 0.14547742903232574,
"m": 0.5
},
{
"p": 0.053073182702064514,
"m": 0.5
},
{
"p": 0.13834287226200104,
"m": 0.5
},
{
"p": 0.07743681222200394,
"m": 0.5
},
{
"p": 0.029335172846913338,
"m": 0.5
},
{
"p": 0.04137697070837021,
"m": 0.5
}
]
},
{
"epoch": 45,
"train_loss": 0.2370670586824417,
"val_loss": 1.0357027053833008,
"acc": 81.16,
"time": 204.3240033700131,
"param": [
{
"p": 0.051749031990766525,
"m": 0.5
},
{
"p": 0.20138004422187805,
"m": 0.5
},
{
"p": 0.034349475055933,
"m": 0.5
},
{
"p": 0.059218741953372955,
"m": 0.5
},
{
"p": 0.12860791385173798,
"m": 0.5
},
{
"p": 0.035385556519031525,
"m": 0.5
},
{
"p": 0.051966916769742966,
"m": 0.5
},
{
"p": 0.0007151898462325335,
"m": 0.5
},
{
"p": 0.14236639440059662,
"m": 0.5
},
{
"p": 0.04178657755255699,
"m": 0.5
},
{
"p": 0.11258197575807571,
"m": 0.5
},
{
"p": 0.05733553692698479,
"m": 0.5
},
{
"p": 0.02486524172127247,
"m": 0.5
},
{
"p": 0.05769141763448715,
"m": 0.5
}
]
},
{
"epoch": 46,
"train_loss": 0.22580178081989288,
"val_loss": 1.104151725769043,
"acc": 81.14,
"time": 209.18552495201584,
"param": [
{
"p": 0.0007128982688300312,
"m": 0.5
},
{
"p": 0.19292011857032776,
"m": 0.5
},
{
"p": 0.027354076504707336,
"m": 0.5
},
{
"p": 0.051197852939367294,
"m": 0.5
},
{
"p": 0.10512856394052505,
"m": 0.5
},
{
"p": 0.04998328909277916,
"m": 0.5
},
{
"p": 0.06603012979030609,
"m": 0.5
},
{
"p": 0.12860095500946045,
"m": 0.5
},
{
"p": 0.11876180022954941,
"m": 0.5
},
{
"p": 0.029305942356586456,
"m": 0.5
},
{
"p": 0.09443210810422897,
"m": 0.5
},
{
"p": 0.03301067277789116,
"m": 0.5
},
{
"p": 0.03983538597822189,
"m": 0.5
},
{
"p": 0.06272625923156738,
"m": 0.5
}
]
},
{
"epoch": 47,
"train_loss": 0.10774030536413193,
"val_loss": 0.9484567046165466,
"acc": 80.83,
"time": 206.62613694008905,
"param": [
{
"p": 0.2615757882595062,
"m": 0.5
},
{
"p": 0.1316654235124588,
"m": 0.5
},
{
"p": 0.017111439257860184,
"m": 0.5
},
{
"p": 0.05367013439536095,
"m": 0.5
},
{
"p": 0.02018522284924984,
"m": 0.5
},
{
"p": 0.05177808552980423,
"m": 0.5
},
{
"p": 0.037192706018686295,
"m": 0.5
},
{
"p": 0.09096003323793411,
"m": 0.5
},
{
"p": 0.11935298144817352,
"m": 0.5
},
{
"p": 0.020259853452444077,
"m": 0.5
},
{
"p": 0.07914266735315323,
"m": 0.5
},
{
"p": 0.04799468815326691,
"m": 0.5
},
{
"p": 0.03306957706809044,
"m": 0.5
},
{
"p": 0.0360415056347847,
"m": 0.5
}
]
},
{
"epoch": 48,
"train_loss": 0.10831756144762039,
"val_loss": 0.9477584958076477,
"acc": 80.85,
"time": 203.97398410306778,
"param": [
{
"p": 0.21222643554210663,
"m": 0.5
},
{
"p": 0.1539483517408371,
"m": 0.5
},
{
"p": 0.017561394721269608,
"m": 0.5
},
{
"p": 0.0463830903172493,
"m": 0.5
},
{
"p": 0.14553776383399963,
"m": 0.5
},
{
"p": 0.05059049278497696,
"m": 0.5
},
{
"p": 0.01273465994745493,
"m": 0.5
},
{
"p": 0.047824516892433167,
"m": 0.5
},
{
"p": 0.10443732142448425,
"m": 0.5
},
{
"p": 0.022410547360777855,
"m": 0.5
},
{
"p": 0.07184776663780212,
"m": 0.5
},
{
"p": 0.0499609038233757,
"m": 0.5
},
{
"p": 0.014516005292534828,
"m": 0.5
},
{
"p": 0.050020746886730194,
"m": 0.5
}
]
},
{
"epoch": 49,
"train_loss": 0.09621759504079819,
"val_loss": 0.895235002040863,
"acc": 80.95,
"time": 205.07353374897502,
"param": [
{
"p": 0.14038750529289246,
"m": 0.5
},
{
"p": 0.14797398447990417,
"m": 0.5
},
{
"p": 0.008074493147432804,
"m": 0.5
},
{
"p": 0.04009651392698288,
"m": 0.5
},
{
"p": 0.11917705088853836,
"m": 0.5
},
{
"p": 0.045125436037778854,
"m": 0.5
},
{
"p": 0.10090950131416321,
"m": 0.5
},
{
"p": 0.08156480640172958,
"m": 0.5
},
{
"p": 0.09473103284835815,
"m": 0.5
},
{
"p": 0.012396534904837608,
"m": 0.5
},
{
"p": 0.05843229591846466,
"m": 0.5
},
{
"p": 0.06852419674396515,
"m": 0.5
},
{
"p": 0.02795695886015892,
"m": 0.5
},
{
"p": 0.054649751633405685,
"m": 0.5
}
]
},
{
"epoch": 50,
"train_loss": 0.17757056653499603,
"val_loss": 1.0361117124557495,
"acc": 80.81,
"time": 208.8070838629501,
"param": [
{
"p": 0.12520311772823334,
"m": 0.5
},
{
"p": 0.19818636775016785,
"m": 0.5
},
{
"p": 0.01674492098391056,
"m": 0.5
},
{
"p": 0.044662464410066605,
"m": 0.5
},
{
"p": 0.10747598111629486,
"m": 0.5
},
{
"p": 0.04852405562996864,
"m": 0.5
},
{
"p": 0.08337487280368805,
"m": 0.5
},
{
"p": 0.08725475519895554,
"m": 0.5
},
{
"p": 0.13812164962291718,
"m": 0.5
},
{
"p": 0.016362525522708893,
"m": 0.5
},
{
"p": 0.0007161401445046067,
"m": 0.5
},
{
"p": 0.07401455193758011,
"m": 0.5
},
{
"p": 0.028413327410817146,
"m": 0.5
},
{
"p": 0.030945250764489174,
"m": 0.5
}
]
},
{
"epoch": 51,
"train_loss": 0.053721752017736435,
"val_loss": 1.0734505653381348,
"acc": 80.82,
"time": 206.7455909010023,
"param": [
{
"p": 0.07023850083351135,
"m": 0.5
},
{
"p": 0.19244195520877838,
"m": 0.5
},
{
"p": 0.01460602879524231,
"m": 0.5
},
{
"p": 0.04090694710612297,
"m": 0.5
},
{
"p": 0.06285928934812546,
"m": 0.5
},
{
"p": 0.03698562830686569,
"m": 0.5
},
{
"p": 0.0502169094979763,
"m": 0.5
},
{
"p": 0.09829718619585037,
"m": 0.5
},
{
"p": 0.09334608912467957,
"m": 0.5
},
{
"p": 0.01420447789132595,
"m": 0.5
},
{
"p": 0.20283886790275574,
"m": 0.5
},
{
"p": 0.03376447409391403,
"m": 0.5
},
{
"p": 0.031969767063856125,
"m": 0.5
},
{
"p": 0.057323943823575974,
"m": 0.5
}
]
},
{
"epoch": 52,
"train_loss": 0.02403043955564499,
"val_loss": 1.0136414766311646,
"acc": 81.29,
"time": 202.23621323809493,
"param": [
{
"p": 0.04632357880473137,
"m": 0.5
},
{
"p": 0.09536910802125931,
"m": 0.5
},
{
"p": 0.009844033047556877,
"m": 0.5
},
{
"p": 0.045802708715200424,
"m": 0.5
},
{
"p": 0.04610634595155716,
"m": 0.5
},
{
"p": 0.03868226706981659,
"m": 0.5
},
{
"p": 0.027935031801462173,
"m": 0.5
},
{
"p": 0.03365231677889824,
"m": 0.5
},
{
"p": 0.053157445043325424,
"m": 0.5
},
{
"p": 0.15541338920593262,
"m": 0.5
},
{
"p": 0.15813525021076202,
"m": 0.5
},
{
"p": 0.19881843030452728,
"m": 0.5
},
{
"p": 0.03151245787739754,
"m": 0.5
},
{
"p": 0.05924775078892708,
"m": 0.5
}
]
},
{
"epoch": 53,
"train_loss": 0.032006897032260895,
"val_loss": 1.1511141061782837,
"acc": 81.61,
"time": 201.810265533044,
"param": [
{
"p": 0.023868335410952568,
"m": 0.5
},
{
"p": 0.2201371043920517,
"m": 0.5
},
{
"p": 0.0071293362416327,
"m": 0.5
},
{
"p": 0.047571323812007904,
"m": 0.5
},
{
"p": 0.019593624398112297,
"m": 0.5
},
{
"p": 0.023811761289834976,
"m": 0.5
},
{
"p": 0.07356562465429306,
"m": 0.5
},
{
"p": 0.11235909909009933,
"m": 0.5
},
{
"p": 0.0780741274356842,
"m": 0.5
},
{
"p": 0.1103406623005867,
"m": 0.5
},
{
"p": 0.09614318609237671,
"m": 0.5
},
{
"p": 0.12321845442056656,
"m": 0.5
},
{
"p": 0.014340904541313648,
"m": 0.5
},
{
"p": 0.04984638839960098,
"m": 0.5
}
]
},
{
"epoch": 54,
"train_loss": 0.12113258242607117,
"val_loss": 0.8495663404464722,
"acc": 81.04,
"time": 208.7657613880001,
"param": [
{
"p": 0.04315365478396416,
"m": 0.5
},
{
"p": 0.22117121517658234,
"m": 0.5
},
{
"p": 0.018461821600794792,
"m": 0.5
},
{
"p": 0.04136643186211586,
"m": 0.5
},
{
"p": 0.01547097135335207,
"m": 0.5
},
{
"p": 0.02903381735086441,
"m": 0.5
},
{
"p": 0.07759470492601395,
"m": 0.5
},
{
"p": 0.10727070271968842,
"m": 0.5
},
{
"p": 0.05847148224711418,
"m": 0.5
},
{
"p": 0.09184073656797409,
"m": 0.5
},
{
"p": 0.07960764318704605,
"m": 0.5
},
{
"p": 0.10870812833309174,
"m": 0.5
},
{
"p": 0.035524915903806686,
"m": 0.5
},
{
"p": 0.07232378423213959,
"m": 0.5
}
]
},
{
"epoch": 55,
"train_loss": 0.10548779368400574,
"val_loss": 1.1491106748580933,
"acc": 81.14,
"time": 207.87239028594922,
"param": [
{
"p": 0.022573407739400864,
"m": 0.5
},
{
"p": 0.17243340611457825,
"m": 0.5
},
{
"p": 0.01808125153183937,
"m": 0.5
},
{
"p": 0.10693325847387314,
"m": 0.5
},
{
"p": 0.0304650217294693,
"m": 0.5
},
{
"p": 0.05542410537600517,
"m": 0.5
},
{
"p": 0.065994031727314,
"m": 0.5
},
{
"p": 0.10821571201086044,
"m": 0.5
},
{
"p": 0.09914910793304443,
"m": 0.5
},
{
"p": 0.07034628093242645,
"m": 0.5
},
{
"p": 0.057447828352451324,
"m": 0.5
},
{
"p": 0.08941385895013809,
"m": 0.5
},
{
"p": 0.02227351814508438,
"m": 0.5
},
{
"p": 0.08124919980764389,
"m": 0.5
}
]
},
{
"epoch": 56,
"train_loss": 0.09340556710958481,
"val_loss": 0.9223968386650085,
"acc": 80.97,
"time": 208.08500035805628,
"param": [
{
"p": 0.003262719139456749,
"m": 0.5
},
{
"p": 0.15545451641082764,
"m": 0.5
},
{
"p": 0.01462516002357006,
"m": 0.5
},
{
"p": 0.10473143309354782,
"m": 0.5
},
{
"p": 0.054138049483299255,
"m": 0.5
},
{
"p": 0.05858280509710312,
"m": 0.5
},
{
"p": 0.08354558795690536,
"m": 0.5
},
{
"p": 0.12575829029083252,
"m": 0.5
},
{
"p": 0.1033741682767868,
"m": 0.5
},
{
"p": 0.06444400548934937,
"m": 0.5
},
{
"p": 0.058007530868053436,
"m": 0.5
},
{
"p": 0.07922958582639694,
"m": 0.5
},
{
"p": 0.014099427498877048,
"m": 0.5
},
{
"p": 0.08074670284986496,
"m": 0.5
}
]
},
{
"epoch": 57,
"train_loss": 0.18037845194339752,
"val_loss": 0.9106231927871704,
"acc": 80.75,
"time": 206.1040736330906,
"param": [
{
"p": 0.0007135962950997055,
"m": 0.5
},
{
"p": 0.15125726163387299,
"m": 0.5
},
{
"p": 0.01044856384396553,
"m": 0.5
},
{
"p": 0.10389683395624161,
"m": 0.5
},
{
"p": 0.05464198812842369,
"m": 0.5
},
{
"p": 0.06585658341646194,
"m": 0.5
},
{
"p": 0.07699386775493622,
"m": 0.5
},
{
"p": 0.13886603713035583,
"m": 0.5
},
{
"p": 0.1209293082356453,
"m": 0.5
},
{
"p": 0.06082587316632271,
"m": 0.5
},
{
"p": 0.05988674983382225,
"m": 0.5
},
{
"p": 0.054131265729665756,
"m": 0.5
},
{
"p": 0.010107223875820637,
"m": 0.5
},
{
"p": 0.09144488722085953,
"m": 0.5
}
]
},
{
"epoch": 58,
"train_loss": 0.0414290577173233,
"val_loss": 1.0495063066482544,
"acc": 80.96,
"time": 203.60695240204223,
"param": [
{
"p": 0.24958215653896332,
"m": 0.5
},
{
"p": 0.11198148876428604,
"m": 0.5
},
{
"p": 0.0007128402357921004,
"m": 0.5
},
{
"p": 0.0673995241522789,
"m": 0.5
},
{
"p": 0.04956025630235672,
"m": 0.5
},
{
"p": 0.06090672314167023,
"m": 0.5
},
{
"p": 0.08020087331533432,
"m": 0.5
},
{
"p": 0.11717210710048676,
"m": 0.5
},
{
"p": 0.031801313161849976,
"m": 0.5
},
{
"p": 0.04198741167783737,
"m": 0.5
},
{
"p": 0.04890987277030945,
"m": 0.5
},
{
"p": 0.05873912572860718,
"m": 0.5
},
{
"p": 0.011515459977090359,
"m": 0.5
},
{
"p": 0.0695309042930603,
"m": 0.5
}
]
},
{
"epoch": 59,
"train_loss": 0.03317119926214218,
"val_loss": 0.8799669146537781,
"acc": 81.19,
"time": 203.78878561989404,
"param": [
{
"p": 0.2015908807516098,
"m": 0.5
},
{
"p": 0.09081678837537766,
"m": 0.5
},
{
"p": 0.0028421643655747175,
"m": 0.5
},
{
"p": 0.05944151058793068,
"m": 0.5
},
{
"p": 0.04600081220269203,
"m": 0.5
},
{
"p": 0.07456604391336441,
"m": 0.5
},
{
"p": 0.08468819409608841,
"m": 0.5
},
{
"p": 0.05061422288417816,
"m": 0.5
},
{
"p": 0.15532931685447693,
"m": 0.5
},
{
"p": 0.029868099838495255,
"m": 0.5
},
{
"p": 0.00565278809517622,
"m": 0.5
},
{
"p": 0.04242319613695145,
"m": 0.5
},
{
"p": 0.08530358225107193,
"m": 0.5
},
{
"p": 0.07086250931024551,
"m": 0.5
}
]
},
{
"epoch": 60,
"train_loss": 0.19169475138187408,
"val_loss": 1.331581473350525,
"acc": 81.02,
"time": 202.43470385100227,
"param": [
{
"p": 0.1512589156627655,
"m": 0.5
},
{
"p": 0.05541699379682541,
"m": 0.5
},
{
"p": 0.029020430520176888,
"m": 0.5
},
{
"p": 0.036331597715616226,
"m": 0.5
},
{
"p": 0.04509829729795456,
"m": 0.5
},
{
"p": 0.06659099459648132,
"m": 0.5
},
{
"p": 0.0679718628525734,
"m": 0.5
},
{
"p": 0.07281999289989471,
"m": 0.5
},
{
"p": 0.13675697147846222,
"m": 0.5
},
{
"p": 0.026310650631785393,
"m": 0.5
},
{
"p": 0.13551974296569824,
"m": 0.5
},
{
"p": 0.06301296502351761,
"m": 0.5
},
{
"p": 0.06495141983032227,
"m": 0.5
},
{
"p": 0.04893910884857178,
"m": 0.5
}
]
},
{
"epoch": 61,
"train_loss": 0.02212700806558132,
"val_loss": 1.1288485527038574,
"acc": 81.77,
"time": 204.28330723603722,
"param": [
{
"p": 0.12982948124408722,
"m": 0.5
},
{
"p": 0.060513827949762344,
"m": 0.5
},
{
"p": 0.03106360323727131,
"m": 0.5
},
{
"p": 0.07483549416065216,
"m": 0.5
},
{
"p": 0.04299185797572136,
"m": 0.5
},
{
"p": 0.06666172295808792,
"m": 0.5
},
{
"p": 0.0688570886850357,
"m": 0.5
},
{
"p": 0.12431484460830688,
"m": 0.5
},
{
"p": 0.11322183907032013,
"m": 0.5
},
{
"p": 0.02997354231774807,
"m": 0.5
},
{
"p": 0.12055087089538574,
"m": 0.5
},
{
"p": 0.033959001302719116,
"m": 0.5
},
{
"p": 0.0569726824760437,
"m": 0.5
},
{
"p": 0.046254124492406845,
"m": 0.5
}
]
},
{
"epoch": 62,
"train_loss": 0.09736327081918716,
"val_loss": 0.9159135222434998,
"acc": 81.69,
"time": 205.43450242606923,
"param": [
{
"p": 0.12733614444732666,
"m": 0.5
},
{
"p": 0.06651053577661514,
"m": 0.5
},
{
"p": 0.03335117921233177,
"m": 0.5
},
{
"p": 0.0714598223567009,
"m": 0.5
},
{
"p": 0.04882102832198143,
"m": 0.5
},
{
"p": 0.08400464057922363,
"m": 0.5
},
{
"p": 0.007623441983014345,
"m": 0.5
},
{
"p": 0.10968072712421417,
"m": 0.5
},
{
"p": 0.1370970457792282,
"m": 0.5
},
{
"p": 0.02925903908908367,
"m": 0.5
},
{
"p": 0.11846503615379333,
"m": 0.5
},
{
"p": 0.08519333600997925,
"m": 0.5
},
{
"p": 0.05287717655301094,
"m": 0.5
},
{
"p": 0.028320884332060814,
"m": 0.5
}
]
},
{
"epoch": 63,
"train_loss": 0.20464541018009186,
"val_loss": 0.9836987257003784,
"acc": 81.19,
"time": 206.12154246901628,
"param": [
{
"p": 0.1022234559059143,
"m": 0.5
},
{
"p": 0.07223369926214218,
"m": 0.5
},
{
"p": 0.027720656245946884,
"m": 0.5
},
{
"p": 0.06629680097103119,
"m": 0.5
},
{
"p": 0.038023438304662704,
"m": 0.5
},
{
"p": 0.09766370058059692,
"m": 0.5
},
{
"p": 0.07908600568771362,
"m": 0.5
},
{
"p": 0.12580271065235138,
"m": 0.5
},
{
"p": 0.10157671570777893,
"m": 0.5
},
{
"p": 0.029270272701978683,
"m": 0.5
},
{
"p": 0.09409365057945251,
"m": 0.5
},
{
"p": 0.07646998018026352,
"m": 0.5
},
{
"p": 0.031159786507487297,
"m": 0.5
},
{
"p": 0.05837918445467949,
"m": 0.5
}
]
},
{
"epoch": 64,
"train_loss": 0.2685224413871765,
"val_loss": 0.8806471824645996,
"acc": 81.39,
"time": 206.06361305096652,
"param": [
{
"p": 0.09039036929607391,
"m": 0.5
},
{
"p": 0.07494287192821503,
"m": 0.5
},
{
"p": 0.02298811264336109,
"m": 0.5
},
{
"p": 0.06313431262969971,
"m": 0.5
},
{
"p": 0.0444403775036335,
"m": 0.5
},
{
"p": 0.10110162943601608,
"m": 0.5
},
{
"p": 0.08732664585113525,
"m": 0.5
},
{
"p": 0.1213715523481369,
"m": 0.5
},
{
"p": 0.12375149875879288,
"m": 0.5
},
{
"p": 0.028259096667170525,
"m": 0.5
},
{
"p": 0.0766298845410347,
"m": 0.5
},
{
"p": 0.0754309669137001,
"m": 0.5
},
{
"p": 0.02365916036069393,
"m": 0.5
},
{
"p": 0.06657352298498154,
"m": 0.5
}
]
},
{
"epoch": 65,
"train_loss": 0.05782049894332886,
"val_loss": 0.8238593339920044,
"acc": 81.27,
"time": 205.43276906199753,
"param": [
{
"p": 0.08142774552106857,
"m": 0.5
},
{
"p": 0.07434621453285217,
"m": 0.5
},
{
"p": 0.02090788446366787,
"m": 0.5
},
{
"p": 0.06962627172470093,
"m": 0.5
},
{
"p": 0.037980563938617706,
"m": 0.5
},
{
"p": 0.09241306781768799,
"m": 0.5
},
{
"p": 0.0932050496339798,
"m": 0.5
},
{
"p": 0.12825490534305573,
"m": 0.5
},
{
"p": 0.105452761054039,
"m": 0.5
},
{
"p": 0.033227190375328064,
"m": 0.5
},
{
"p": 0.06314314901828766,
"m": 0.5
},
{
"p": 0.10285789519548416,
"m": 0.5
},
{
"p": 0.021439174190163612,
"m": 0.5
},
{
"p": 0.07571813464164734,
"m": 0.5
}
]
},
{
"epoch": 66,
"train_loss": 0.1225832849740982,
"val_loss": 0.8837815523147583,
"acc": 81.11,
"time": 204.4152600839734,
"param": [
{
"p": 0.07886407524347305,
"m": 0.5
},
{
"p": 0.07927846163511276,
"m": 0.5
},
{
"p": 0.023691706359386444,
"m": 0.5
},
{
"p": 0.07214532047510147,
"m": 0.5
},
{
"p": 0.043992411345243454,
"m": 0.5
},
{
"p": 0.0799512192606926,
"m": 0.5
},
{
"p": 0.10666096210479736,
"m": 0.5
},
{
"p": 0.14519593119621277,
"m": 0.5
},
{
"p": 0.0957760289311409,
"m": 0.5
},
{
"p": 0.03318711742758751,
"m": 0.5
},
{
"p": 0.05618550628423691,
"m": 0.5
},
{
"p": 0.09247514605522156,
"m": 0.5
},
{
"p": 0.0009845097083598375,
"m": 0.5
},
{
"p": 0.09161151200532913,
"m": 0.5
}
]
},
{
"epoch": 67,
"train_loss": 0.15554596483707428,
"val_loss": 0.8531774878501892,
"acc": 80.74,
"time": 206.7999388750177,
"param": [
{
"p": 0.05229689180850983,
"m": 0.5
},
{
"p": 0.0741838663816452,
"m": 0.5
},
{
"p": 0.02007422037422657,
"m": 0.5
},
{
"p": 0.06302275508642197,
"m": 0.5
},
{
"p": 0.024751709774136543,
"m": 0.5
},
{
"p": 0.06773118674755096,
"m": 0.5
},
{
"p": 0.08654248714447021,
"m": 0.5
},
{
"p": 0.12283258140087128,
"m": 0.5
},
{
"p": 0.10521843284368515,
"m": 0.5
},
{
"p": 0.02185218594968319,
"m": 0.5
},
{
"p": 0.019423523917794228,
"m": 0.5
},
{
"p": 0.06100941076874733,
"m": 0.5
},
{
"p": 0.222670316696167,
"m": 0.5
},
{
"p": 0.05839049443602562,
"m": 0.5
}
]
},
{
"epoch": 68,
"train_loss": 0.37339672446250916,
"val_loss": 0.997060239315033,
"acc": 80.79,
"time": 206.88436259306036,
"param": [
{
"p": 0.0380522795021534,
"m": 0.5
},
{
"p": 0.05152980610728264,
"m": 0.5
},
{
"p": 0.01671489141881466,
"m": 0.5
},
{
"p": 0.05934522673487663,
"m": 0.5
},
{
"p": 0.04818956181406975,
"m": 0.5
},
{
"p": 0.07924085855484009,
"m": 0.5
},
{
"p": 0.06939653307199478,
"m": 0.5
},
{
"p": 0.12760505080223083,
"m": 0.5
},
{
"p": 0.10728368163108826,
"m": 0.5
},
{
"p": 0.016483716666698456,
"m": 0.5
},
{
"p": 0.050617098808288574,
"m": 0.5
},
{
"p": 0.07772360742092133,
"m": 0.5
},
{
"p": 0.16546311974525452,
"m": 0.5
},
{
"p": 0.09235454350709915,
"m": 0.5
}
]
},
{
"epoch": 69,
"train_loss": 0.2311369627714157,
"val_loss": 0.937924325466156,
"acc": 80.59,
"time": 207.65841974993236,
"param": [
{
"p": 0.01985713467001915,
"m": 0.5
},
{
"p": 0.18435138463974,
"m": 0.5
},
{
"p": 0.0007101460942067206,
"m": 0.5
},
{
"p": 0.04865816608071327,
"m": 0.5
},
{
"p": 0.03286720812320709,
"m": 0.5
},
{
"p": 0.05202476307749748,
"m": 0.5
},
{
"p": 0.06636229157447815,
"m": 0.5
},
{
"p": 0.10448794066905975,
"m": 0.5
},
{
"p": 0.21916839480400085,
"m": 0.5
},
{
"p": 0.017349163070321083,
"m": 0.5
},
{
"p": 0.0403422936797142,
"m": 0.5
},
{
"p": 0.06954693794250488,
"m": 0.5
},
{
"p": 0.08199003338813782,
"m": 0.5
},
{
"p": 0.06228408217430115,
"m": 0.5
}
]
},
{
"epoch": 70,
"train_loss": 0.03373221680521965,
"val_loss": 0.902880847454071,
"acc": 80.49,
"time": 204.38618109398521,
"param": [
{
"p": 0.019726062193512917,
"m": 0.5
},
{
"p": 0.1767841875553131,
"m": 0.5
},
{
"p": 0.0007062199292704463,
"m": 0.5
},
{
"p": 0.037993092089891434,
"m": 0.5
},
{
"p": 0.027173778042197227,
"m": 0.5
},
{
"p": 0.03770461678504944,
"m": 0.5
},
{
"p": 0.0509442500770092,
"m": 0.5
},
{
"p": 0.15657690167427063,
"m": 0.5
},
{
"p": 0.2491355687379837,
"m": 0.5
},
{
"p": 0.013112020678818226,
"m": 0.5
},
{
"p": 0.037526391446590424,
"m": 0.5
},
{
"p": 0.05049946904182434,
"m": 0.5
},
{
"p": 0.07871031016111374,
"m": 0.5
},
{
"p": 0.06340711563825607,
"m": 0.5
}
]
},
{
"epoch": 71,
"train_loss": 0.07490821182727814,
"val_loss": 1.1909326314926147,
"acc": 80.91,
"time": 205.79024296603166,
"param": [
{
"p": 0.01648436300456524,
"m": 0.5
},
{
"p": 0.14193572103977203,
"m": 0.5
},
{
"p": 0.024083491414785385,
"m": 0.5
},
{
"p": 0.0007154273334890604,
"m": 0.5
},
{
"p": 0.04343930631875992,
"m": 0.5
},
{
"p": 0.03615487739443779,
"m": 0.5
},
{
"p": 0.1016535684466362,
"m": 0.5
},
{
"p": 0.2017335593700409,
"m": 0.5
},
{
"p": 0.19753322005271912,
"m": 0.5
},
{
"p": 0.015456749126315117,
"m": 0.5
},
{
"p": 0.04436923936009407,
"m": 0.5
},
{
"p": 0.05188380926847458,
"m": 0.5
},
{
"p": 0.06535546481609344,
"m": 0.5
},
{
"p": 0.05920122563838959,
"m": 0.5
}
]
},
{
"epoch": 72,
"train_loss": 0.14566576480865479,
"val_loss": 1.1869239807128906,
"acc": 81.08,
"time": 207.53441584401298,
"param": [
{
"p": 0.0118048544973135,
"m": 0.5
},
{
"p": 0.08502349257469177,
"m": 0.5
},
{
"p": 0.020995942875742912,
"m": 0.5
},
{
"p": 0.21053765714168549,
"m": 0.5
},
{
"p": 0.05227852985262871,
"m": 0.5
},
{
"p": 0.0800412967801094,
"m": 0.5
},
{
"p": 0.07219745963811874,
"m": 0.5
},
{
"p": 0.13606370985507965,
"m": 0.5
},
{
"p": 0.11733198910951614,
"m": 0.5
},
{
"p": 0.008496884256601334,
"m": 0.5
},
{
"p": 0.03508106991648674,
"m": 0.5
},
{
"p": 0.06982749700546265,
"m": 0.5
},
{
"p": 0.03565186262130737,
"m": 0.5
},
{
"p": 0.06466782838106155,
"m": 0.5
}
]
},
{
"epoch": 73,
"train_loss": 0.04546702280640602,
"val_loss": 0.9169172048568726,
"acc": 80.96,
"time": 207.75700903101824,
"param": [
{
"p": 0.00071401905734092,
"m": 0.5
},
{
"p": 0.08428355306386948,
"m": 0.5
},
{
"p": 0.019541902467608452,
"m": 0.5
},
{
"p": 0.20851045846939087,
"m": 0.5
},
{
"p": 0.049311988055706024,
"m": 0.5
},
{
"p": 0.0895192101597786,
"m": 0.5
},
{
"p": 0.09828679263591766,
"m": 0.5
},
{
"p": 0.13288947939872742,
"m": 0.5
},
{
"p": 0.11110683530569077,
"m": 0.5
},
{
"p": 0.023183725774288177,
"m": 0.5
},
{
"p": 0.025467639788985252,
"m": 0.5
},
{
"p": 0.0634564459323883,
"m": 0.5
},
{
"p": 0.03655347600579262,
"m": 0.5
},
{
"p": 0.05717439576983452,
"m": 0.5
}
]
},
{
"epoch": 74,
"train_loss": 0.044970620423555374,
"val_loss": 0.9967148900032043,
"acc": 81.63,
"time": 209.47066734801047,
"param": [
{
"p": 0.005354195833206177,
"m": 0.5
},
{
"p": 0.08711327612400055,
"m": 0.5
},
{
"p": 0.031283117830753326,
"m": 0.5
},
{
"p": 0.2152888923883438,
"m": 0.5
},
{
"p": 0.048586249351501465,
"m": 0.5
},
{
"p": 0.0973009318113327,
"m": 0.5
},
{
"p": 0.11316278576850891,
"m": 0.5
},
{
"p": 0.1444966048002243,
"m": 0.5
},
{
"p": 0.10516919940710068,
"m": 0.5
},
{
"p": 0.013457723893225193,
"m": 0.5
},
{
"p": 0.042781200259923935,
"m": 0.5
},
{
"p": 0.04586992785334587,
"m": 0.5
},
{
"p": 0.04942110553383827,
"m": 0.5
},
{
"p": 0.0007148485165089369,
"m": 0.5
}
]
},
{
"epoch": 75,
"train_loss": 0.2909430265426636,
"val_loss": 0.9584470391273499,
"acc": 81.31,
"time": 207.90317352395505,
"param": [
{
"p": 0.0021194887813180685,
"m": 0.5
},
{
"p": 0.08303342759609222,
"m": 0.5
},
{
"p": 0.02734704688191414,
"m": 0.5
},
{
"p": 0.20523326098918915,
"m": 0.5
},
{
"p": 0.04573614150285721,
"m": 0.5
},
{
"p": 0.11421526968479156,
"m": 0.5
},
{
"p": 0.11647289246320724,
"m": 0.5
},
{
"p": 0.1568383276462555,
"m": 0.5
},
{
"p": 0.10574591904878616,
"m": 0.5
},
{
"p": 0.0007157590589486063,
"m": 0.5
},
{
"p": 0.01870589889585972,
"m": 0.5
},
{
"p": 0.05704730004072189,
"m": 0.5
},
{
"p": 0.04563208669424057,
"m": 0.5
},
{
"p": 0.021157149225473404,
"m": 0.5
}
]
},
{
"epoch": 76,
"train_loss": 0.16645382344722748,
"val_loss": 1.0009762048721313,
"acc": 81.3,
"time": 207.27297444990836,
"param": [
{
"p": 0.000710986671037972,
"m": 0.5
},
{
"p": 0.08080922812223434,
"m": 0.5
},
{
"p": 0.02719097211956978,
"m": 0.5
},
{
"p": 0.19922973215579987,
"m": 0.5
},
{
"p": 0.049822352826595306,
"m": 0.5
},
{
"p": 0.11457604169845581,
"m": 0.5
},
{
"p": 0.06667280942201614,
"m": 0.5
},
{
"p": 0.15683867037296295,
"m": 0.5
},
{
"p": 0.13810236752033234,
"m": 0.5
},
{
"p": 0.006306794472038746,
"m": 0.5
},
{
"p": 0.03246496990323067,
"m": 0.5
},
{
"p": 0.05482077971100807,
"m": 0.5
},
{
"p": 0.050449568778276443,
"m": 0.5
},
{
"p": 0.022004760801792145,
"m": 0.5
}
]
},
{
"epoch": 77,
"train_loss": 0.03652206435799599,
"val_loss": 0.8409399390220642,
"acc": 81.3,
"time": 206.61528966994956,
"param": [
{
"p": 0.008096151053905487,
"m": 0.5
},
{
"p": 0.08097942918539047,
"m": 0.5
},
{
"p": 0.03048810176551342,
"m": 0.5
},
{
"p": 0.20021812617778778,
"m": 0.5
},
{
"p": 0.045814137905836105,
"m": 0.5
},
{
"p": 0.10634882748126984,
"m": 0.5
},
{
"p": 0.05367550998926163,
"m": 0.5
},
{
"p": 0.1697663813829422,
"m": 0.5
},
{
"p": 0.14354948699474335,
"m": 0.5
},
{
"p": 0.0007161316461861134,
"m": 0.5
},
{
"p": 0.04471893981099129,
"m": 0.5
},
{
"p": 0.051194481551647186,
"m": 0.5
},
{
"p": 0.04878893122076988,
"m": 0.5
},
{
"p": 0.015645289793610573,
"m": 0.5
}
]
},
{
"epoch": 78,
"train_loss": 0.023360449820756912,
"val_loss": 0.9605545997619629,
"acc": 81.13,
"time": 206.00723565206863,
"param": [
{
"p": 0.012565196491777897,
"m": 0.5
},
{
"p": 0.07018893212080002,
"m": 0.5
},
{
"p": 0.030756007879972458,
"m": 0.5
},
{
"p": 0.17219455540180206,
"m": 0.5
},
{
"p": 0.055642999708652496,
"m": 0.5
},
{
"p": 0.08907288312911987,
"m": 0.5
},
{
"p": 0.09079575538635254,
"m": 0.5
},
{
"p": 0.15763576328754425,
"m": 0.5
},
{
"p": 0.13878163695335388,
"m": 0.5
},
{
"p": 0.009484811685979366,
"m": 0.5
},
{
"p": 0.05890478193759918,
"m": 0.5
},
{
"p": 0.05765388906002045,
"m": 0.5
},
{
"p": 0.042358510196208954,
"m": 0.5
},
{
"p": 0.013964299112558365,
"m": 0.5
}
]
},
{
"epoch": 79,
"train_loss": 0.1315326690673828,
"val_loss": 0.8242958784103394,
"acc": 81.51,
"time": 207.49256876297295,
"param": [
{
"p": 0.015772299841046333,
"m": 0.5
},
{
"p": 0.07241342961788177,
"m": 0.5
},
{
"p": 0.027915796265006065,
"m": 0.5
},
{
"p": 0.1773987114429474,
"m": 0.5
},
{
"p": 0.04320022463798523,
"m": 0.5
},
{
"p": 0.09592855721712112,
"m": 0.5
},
{
"p": 0.07458949834108353,
"m": 0.5
},
{
"p": 0.1602470725774765,
"m": 0.5
},
{
"p": 0.1414465308189392,
"m": 0.5
},
{
"p": 0.01762573979794979,
"m": 0.5
},
{
"p": 0.05334112048149109,
"m": 0.5
},
{
"p": 0.059892814606428146,
"m": 0.5
},
{
"p": 0.04242700710892677,
"m": 0.5
},
{
"p": 0.017801187932491302,
"m": 0.5
}
]
},
{
"epoch": 80,
"train_loss": 0.15236146748065948,
"val_loss": 1.220719337463379,
"acc": 81.76,
"time": 209.58283509209286,
"param": [
{
"p": 0.014941188506782055,
"m": 0.5
},
{
"p": 0.07251669466495514,
"m": 0.5
},
{
"p": 0.027389606460928917,
"m": 0.5
},
{
"p": 0.17741024494171143,
"m": 0.5
},
{
"p": 0.039255283772945404,
"m": 0.5
},
{
"p": 0.07320042699575424,
"m": 0.5
},
{
"p": 0.12528833746910095,
"m": 0.5
},
{
"p": 0.15575452148914337,
"m": 0.5
},
{
"p": 0.1675276756286621,
"m": 0.5
},
{
"p": 0.008376206271350384,
"m": 0.5
},
{
"p": 0.020667508244514465,
"m": 0.5
},
{
"p": 0.06860196590423584,
"m": 0.5
},
{
"p": 0.029575342312455177,
"m": 0.5
},
{
"p": 0.019494976848363876,
"m": 0.5
}
]
},
{
"epoch": 81,
"train_loss": 0.03578527271747589,
"val_loss": 0.8752682209014893,
"acc": 81.64,
"time": 206.58057521900628,
"param": [
{
"p": 0.015389464795589447,
"m": 0.5
},
{
"p": 0.06226601451635361,
"m": 0.5
},
{
"p": 0.025993164628744125,
"m": 0.5
},
{
"p": 0.15167933702468872,
"m": 0.5
},
{
"p": 0.055076658725738525,
"m": 0.5
},
{
"p": 0.08711506426334381,
"m": 0.5
},
{
"p": 0.102245032787323,
"m": 0.5
},
{
"p": 0.14231283962726593,
"m": 0.5
},
{
"p": 0.16347108781337738,
"m": 0.5
},
{
"p": 0.009797811508178711,
"m": 0.5
},
{
"p": 0.03772587701678276,
"m": 0.5
},
{
"p": 0.09323810786008835,
"m": 0.5
},
{
"p": 0.03378364071249962,
"m": 0.5
},
{
"p": 0.01990603841841221,
"m": 0.5
}
]
},
{
"epoch": 82,
"train_loss": 0.022571733221411705,
"val_loss": 0.9952499270439148,
"acc": 81.6,
"time": 207.4425054800231,
"param": [
{
"p": 0.016209479421377182,
"m": 0.5
},
{
"p": 0.05657939612865448,
"m": 0.5
},
{
"p": 0.020312514156103134,
"m": 0.5
},
{
"p": 0.13801884651184082,
"m": 0.5
},
{
"p": 0.04494579881429672,
"m": 0.5
},
{
"p": 0.09673358500003815,
"m": 0.5
},
{
"p": 0.13531258702278137,
"m": 0.5
},
{
"p": 0.16937032341957092,
"m": 0.5
},
{
"p": 0.16168741881847382,
"m": 0.5
},
{
"p": 0.015498590655624866,
"m": 0.5
},
{
"p": 0.052294205874204636,
"m": 0.5
},
{
"p": 0.04797640070319176,
"m": 0.5
},
{
"p": 0.02764519304037094,
"m": 0.5
},
{
"p": 0.017415715381503105,
"m": 0.5
}
]
},
{
"epoch": 83,
"train_loss": 0.017225831747055054,
"val_loss": 1.0435912609100342,
"acc": 81.64,
"time": 204.99461254896596,
"param": [
{
"p": 0.001638322602957487,
"m": 0.5
},
{
"p": 0.04683348163962364,
"m": 0.5
},
{
"p": 0.014772476628422737,
"m": 0.5
},
{
"p": 0.11274990439414978,
"m": 0.5
},
{
"p": 0.054993465542793274,
"m": 0.5
},
{
"p": 0.0764862671494484,
"m": 0.5
},
{
"p": 0.14689669013023376,
"m": 0.5
},
{
"p": 0.15840303897857666,
"m": 0.5
},
{
"p": 0.15083195269107819,
"m": 0.5
},
{
"p": 0.012910090386867523,
"m": 0.5
},
{
"p": 0.04305876046419144,
"m": 0.5
},
{
"p": 0.11731329560279846,
"m": 0.5
},
{
"p": 0.04094936326146126,
"m": 0.5
},
{
"p": 0.022162891924381256,
"m": 0.5
}
]
},
{
"epoch": 84,
"train_loss": 0.14588405191898346,
"val_loss": 0.8974785208702087,
"acc": 81.52,
"time": 203.71484440099448,
"param": [
{
"p": 0.002541178371757269,
"m": 0.5
},
{
"p": 0.04811577498912811,
"m": 0.5
},
{
"p": 0.0007146330899558961,
"m": 0.5
},
{
"p": 0.11384403705596924,
"m": 0.5
},
{
"p": 0.06717460602521896,
"m": 0.5
},
{
"p": 0.0778430625796318,
"m": 0.5
},
{
"p": 0.15584880113601685,
"m": 0.5
},
{
"p": 0.1713264286518097,
"m": 0.5
},
{
"p": 0.161387637257576,
"m": 0.5
},
{
"p": 0.015020865015685558,
"m": 0.5
},
{
"p": 0.0007146330899558961,
"m": 0.5
},
{
"p": 0.12763863801956177,
"m": 0.5
},
{
"p": 0.033135902136564255,
"m": 0.5
},
{
"p": 0.024693764746189117,
"m": 0.5
}
]
},
{
"epoch": 85,
"train_loss": 0.1661292314529419,
"val_loss": 1.1883639097213745,
"acc": 82.08,
"time": 203.09622596902773,
"param": [
{
"p": 0.0016242587007582188,
"m": 0.5
},
{
"p": 0.04253121092915535,
"m": 0.5
},
{
"p": 0.027426229789853096,
"m": 0.5
},
{
"p": 0.1014251857995987,
"m": 0.5
},
{
"p": 0.08029156178236008,
"m": 0.5
},
{
"p": 0.10007710009813309,
"m": 0.5
},
{
"p": 0.1468564122915268,
"m": 0.5
},
{
"p": 0.15933126211166382,
"m": 0.5
},
{
"p": 0.16156241297721863,
"m": 0.5
},
{
"p": 0.01535662729293108,
"m": 0.5
},
{
"p": 0.0027051917277276516,
"m": 0.5
},
{
"p": 0.1175805851817131,
"m": 0.5
},
{
"p": 0.030091451480984688,
"m": 0.5
},
{
"p": 0.013140473514795303,
"m": 0.5
}
]
},
{
"epoch": 86,
"train_loss": 0.05420687794685364,
"val_loss": 1.1101423501968384,
"acc": 81.83,
"time": 201.2893595120404,
"param": [
{
"p": 0.1057317703962326,
"m": 0.5
},
{
"p": 0.026652084663510323,
"m": 0.5
},
{
"p": 0.023404370993375778,
"m": 0.5
},
{
"p": 0.060830019414424896,
"m": 0.5
},
{
"p": 0.052761971950531006,
"m": 0.5
},
{
"p": 0.09598266333341599,
"m": 0.5
},
{
"p": 0.09538534283638,
"m": 0.5
},
{
"p": 0.0953705832362175,
"m": 0.5
},
{
"p": 0.11961761862039566,
"m": 0.5
},
{
"p": 0.005997866857796907,
"m": 0.5
},
{
"p": 0.19516496360301971,
"m": 0.5
},
{
"p": 0.0738452821969986,
"m": 0.5
},
{
"p": 0.019300315529108047,
"m": 0.5
},
{
"p": 0.029955217614769936,
"m": 0.5
}
]
},
{
"epoch": 87,
"train_loss": 0.0676601305603981,
"val_loss": 1.0251688957214355,
"acc": 81.74,
"time": 201.76798056904227,
"param": [
{
"p": 0.09715371578931808,
"m": 0.5
},
{
"p": 0.023972202092409134,
"m": 0.5
},
{
"p": 0.018374493345618248,
"m": 0.5
},
{
"p": 0.05881441757082939,
"m": 0.5
},
{
"p": 0.07710740715265274,
"m": 0.5
},
{
"p": 0.11873714625835419,
"m": 0.5
},
{
"p": 0.09158332645893097,
"m": 0.5
},
{
"p": 0.10840871185064316,
"m": 0.5
},
{
"p": 0.11910974979400635,
"m": 0.5
},
{
"p": 0.015460256487131119,
"m": 0.5
},
{
"p": 0.18243378400802612,
"m": 0.5
},
{
"p": 0.0007149430457502604,
"m": 0.5
},
{
"p": 0.06933934986591339,
"m": 0.5
},
{
"p": 0.01879039965569973,
"m": 0.5
}
]
},
{
"epoch": 88,
"train_loss": 0.029455598443746567,
"val_loss": 1.0071322917938232,
"acc": 81.5,
"time": 204.71230032399762,
"param": [
{
"p": 0.09851245582103729,
"m": 0.5
},
{
"p": 0.01329233217984438,
"m": 0.5
},
{
"p": 0.02532043866813183,
"m": 0.5
},
{
"p": 0.05546555295586586,
"m": 0.5
},
{
"p": 0.06300216168165207,
"m": 0.5
},
{
"p": 0.11997762322425842,
"m": 0.5
},
{
"p": 0.13260027766227722,
"m": 0.5
},
{
"p": 0.1072678416967392,
"m": 0.5
},
{
"p": 0.11760320514440536,
"m": 0.5
},
{
"p": 0.013343270868062973,
"m": 0.5
},
{
"p": 0.17922168970108032,
"m": 0.5
},
{
"p": 0.002968044951558113,
"m": 0.5
},
{
"p": 0.0595867894589901,
"m": 0.5
},
{
"p": 0.011838204227387905,
"m": 0.5
}
]
},
{
"epoch": 89,
"train_loss": 0.057467587292194366,
"val_loss": 0.8426971435546875,
"acc": 81.68,
"time": 199.88025788008235,
"param": [
{
"p": 0.0671926736831665,
"m": 0.5
},
{
"p": 0.024316418915987015,
"m": 0.5
},
{
"p": 0.029615819454193115,
"m": 0.5
},
{
"p": 0.04259985685348511,
"m": 0.5
},
{
"p": 0.06381302326917648,
"m": 0.5
},
{
"p": 0.09339730441570282,
"m": 0.5
},
{
"p": 0.1066947728395462,
"m": 0.5
},
{
"p": 0.09643884748220444,
"m": 0.5
},
{
"p": 0.06479199975728989,
"m": 0.5
},
{
"p": 0.0007106390548869967,
"m": 0.5
},
{
"p": 0.11997546255588531,
"m": 0.5
},
{
"p": 0.24484966695308685,
"m": 0.5
},
{
"p": 0.030417416244745255,
"m": 0.5
},
{
"p": 0.015186086297035217,
"m": 0.5
}
]
},
{
"epoch": 90,
"train_loss": 0.07243026793003082,
"val_loss": 1.0301042795181274,
"acc": 82.01,
"time": 200.35996011795942,
"param": [
{
"p": 0.0606374591588974,
"m": 0.5
},
{
"p": 0.0250160600990057,
"m": 0.5
},
{
"p": 0.028726721182465553,
"m": 0.5
},
{
"p": 0.038887668401002884,
"m": 0.5
},
{
"p": 0.06808733195066452,
"m": 0.5
},
{
"p": 0.11661700904369354,
"m": 0.5
},
{
"p": 0.05505526810884476,
"m": 0.5
},
{
"p": 0.12058719247579575,
"m": 0.5
},
{
"p": 0.10405086725950241,
"m": 0.5
},
{
"p": 0.03709157928824425,
"m": 0.5
},
{
"p": 0.10920140147209167,
"m": 0.5
},
{
"p": 0.22171752154827118,
"m": 0.5
},
{
"p": 0.0007156649953685701,
"m": 0.5
},
{
"p": 0.013608181849122047,
"m": 0.5
}
]
},
{
"epoch": 91,
"train_loss": 0.08666831254959106,
"val_loss": 1.50093412399292,
"acc": 81.67,
"time": 199.18840522901155,
"param": [
{
"p": 0.049109410494565964,
"m": 0.5
},
{
"p": 0.020436415448784828,
"m": 0.5
},
{
"p": 0.01948598586022854,
"m": 0.5
},
{
"p": 0.011250782757997513,
"m": 0.5
},
{
"p": 0.07528190314769745,
"m": 0.5
},
{
"p": 0.09280727058649063,
"m": 0.5
},
{
"p": 0.11987785249948502,
"m": 0.5
},
{
"p": 0.12952275574207306,
"m": 0.5
},
{
"p": 0.09040316194295883,
"m": 0.5
},
{
"p": 0.029934991151094437,
"m": 0.5
},
{
"p": 0.0859815776348114,
"m": 0.5
},
{
"p": 0.17577923834323883,
"m": 0.5
},
{
"p": 0.055537473410367966,
"m": 0.5
},
{
"p": 0.044591162353754044,
"m": 0.5
}
]
},
{
"epoch": 92,
"train_loss": 0.12176604568958282,
"val_loss": 1.1647942066192627,
"acc": 81.73,
"time": 200.15851108706556,
"param": [
{
"p": 0.04278334975242615,
"m": 0.5
},
{
"p": 0.023198572918772697,
"m": 0.5
},
{
"p": 0.009472084231674671,
"m": 0.5
},
{
"p": 0.0007111174636520445,
"m": 0.5
},
{
"p": 0.10402551293373108,
"m": 0.5
},
{
"p": 0.10245589166879654,
"m": 0.5
},
{
"p": 0.10693267732858658,
"m": 0.5
},
{
"p": 0.1616031378507614,
"m": 0.5
},
{
"p": 0.11381012201309204,
"m": 0.5
},
{
"p": 0.024524524807929993,
"m": 0.5
},
{
"p": 0.07249511778354645,
"m": 0.5
},
{
"p": 0.1550048142671585,
"m": 0.5
},
{
"p": 0.044490281492471695,
"m": 0.5
},
{
"p": 0.03849279507994652,
"m": 0.5
}
]
},
{
"epoch": 93,
"train_loss": 0.045867547392845154,
"val_loss": 1.1402807235717773,
"acc": 81.61,
"time": 201.74010314408224,
"param": [
{
"p": 0.035932738333940506,
"m": 0.5
},
{
"p": 0.0209210067987442,
"m": 0.5
},
{
"p": 0.03554443269968033,
"m": 0.5
},
{
"p": 0.04402901977300644,
"m": 0.5
},
{
"p": 0.09338303655385971,
"m": 0.5
},
{
"p": 0.10510115325450897,
"m": 0.5
},
{
"p": 0.12430867552757263,
"m": 0.5
},
{
"p": 0.13044653832912445,
"m": 0.5
},
{
"p": 0.12317835539579391,
"m": 0.5
},
{
"p": 0.02176523394882679,
"m": 0.5
},
{
"p": 0.06173672154545784,
"m": 0.5
},
{
"p": 0.13487635552883148,
"m": 0.5
},
{
"p": 0.03612913563847542,
"m": 0.5
},
{
"p": 0.032647598534822464,
"m": 0.5
}
]
},
{
"epoch": 94,
"train_loss": 0.15995556116104126,
"val_loss": 1.0105183124542236,
"acc": 81.7,
"time": 202.611010959954,
"param": [
{
"p": 0.031313057988882065,
"m": 0.5
},
{
"p": 0.013371594250202179,
"m": 0.5
},
{
"p": 0.03773301839828491,
"m": 0.5
},
{
"p": 0.038645002990961075,
"m": 0.5
},
{
"p": 0.09017359465360641,
"m": 0.5
},
{
"p": 0.11251883208751678,
"m": 0.5
},
{
"p": 0.1337449848651886,
"m": 0.5
},
{
"p": 0.11446426808834076,
"m": 0.5
},
{
"p": 0.14388751983642578,
"m": 0.5
},
{
"p": 0.020542969927191734,
"m": 0.5
},
{
"p": 0.06370901316404343,
"m": 0.5
},
{
"p": 0.11930829286575317,
"m": 0.5
},
{
"p": 0.04970281943678856,
"m": 0.5
},
{
"p": 0.0308850035071373,
"m": 0.5
}
]
},
{
"epoch": 95,
"train_loss": 0.02239467389881611,
"val_loss": 0.6763543486595154,
"acc": 81.83,
"time": 200.76178674108814,
"param": [
{
"p": 0.03532402962446213,
"m": 0.5
},
{
"p": 0.011347712017595768,
"m": 0.5
},
{
"p": 0.038594625890254974,
"m": 0.5
},
{
"p": 0.03750110790133476,
"m": 0.5
},
{
"p": 0.07362711429595947,
"m": 0.5
},
{
"p": 0.14131417870521545,
"m": 0.5
},
{
"p": 0.17553232610225677,
"m": 0.5
},
{
"p": 0.05574905127286911,
"m": 0.5
},
{
"p": 0.14872905611991882,
"m": 0.5
},
{
"p": 0.02028774656355381,
"m": 0.5
},
{
"p": 0.06881287693977356,
"m": 0.5
},
{
"p": 0.11340660601854324,
"m": 0.5
},
{
"p": 0.053231265395879745,
"m": 0.5
},
{
"p": 0.02654239721596241,
"m": 0.5
}
]
},
{
"epoch": 96,
"train_loss": 0.09825258702039719,
"val_loss": 1.2237229347229004,
"acc": 81.36,
"time": 202.84656670398545,
"param": [
{
"p": 0.035948581993579865,
"m": 0.5
},
{
"p": 0.019324729219079018,
"m": 0.5
},
{
"p": 0.04246049374341965,
"m": 0.5
},
{
"p": 0.03624358028173447,
"m": 0.5
},
{
"p": 0.07999885827302933,
"m": 0.5
},
{
"p": 0.15042395889759064,
"m": 0.5
},
{
"p": 0.15329985320568085,
"m": 0.5
},
{
"p": 0.07982529699802399,
"m": 0.5
},
{
"p": 0.147708922624588,
"m": 0.5
},
{
"p": 0.01644483581185341,
"m": 0.5
},
{
"p": 0.054165810346603394,
"m": 0.5
},
{
"p": 0.11398864537477493,
"m": 0.5
},
{
"p": 0.03819574415683746,
"m": 0.5
},
{
"p": 0.03197076916694641,
"m": 0.5
}
]
},
{
"epoch": 97,
"train_loss": 0.0851532518863678,
"val_loss": 1.0149439573287964,
"acc": 81.76,
"time": 199.64177690504584,
"param": [
{
"p": 0.03157283365726471,
"m": 0.5
},
{
"p": 0.02326936088502407,
"m": 0.5
},
{
"p": 0.04080037772655487,
"m": 0.5
},
{
"p": 0.03221336379647255,
"m": 0.5
},
{
"p": 0.07238630205392838,
"m": 0.5
},
{
"p": 0.13035708665847778,
"m": 0.5
},
{
"p": 0.1564895063638687,
"m": 0.5
},
{
"p": 0.142891988158226,
"m": 0.5
},
{
"p": 0.13127385079860687,
"m": 0.5
},
{
"p": 0.011916489340364933,
"m": 0.5
},
{
"p": 0.04852287098765373,
"m": 0.5
},
{
"p": 0.10195530951023102,
"m": 0.5
},
{
"p": 0.04485686495900154,
"m": 0.5
},
{
"p": 0.03149375319480896,
"m": 0.5
}
]
},
{
"epoch": 98,
"train_loss": 0.06516099721193314,
"val_loss": 0.9062347412109375,
"acc": 81.84,
"time": 202.2396768690087,
"param": [
{
"p": 0.030018040910363197,
"m": 0.5
},
{
"p": 0.017680929973721504,
"m": 0.5
},
{
"p": 0.04993366822600365,
"m": 0.5
},
{
"p": 0.03307372331619263,
"m": 0.5
},
{
"p": 0.08968057483434677,
"m": 0.5
},
{
"p": 0.13236023485660553,
"m": 0.5
},
{
"p": 0.16248777508735657,
"m": 0.5
},
{
"p": 0.1293194442987442,
"m": 0.5
},
{
"p": 0.10663341730833054,
"m": 0.5
},
{
"p": 0.000714685011189431,
"m": 0.5
},
{
"p": 0.0627150684595108,
"m": 0.5
},
{
"p": 0.09846308082342148,
"m": 0.5
},
{
"p": 0.04625320807099342,
"m": 0.5
},
{
"p": 0.04066621512174606,
"m": 0.5
}
]
},
{
"epoch": 99,
"train_loss": 0.10326895862817764,
"val_loss": 0.9191344380378723,
"acc": 81.86,
"time": 201.90620282990858,
"param": [
{
"p": 0.028072591871023178,
"m": 0.5
},
{
"p": 0.01940228044986725,
"m": 0.5
},
{
"p": 0.0470249317586422,
"m": 0.5
},
{
"p": 0.03346695750951767,
"m": 0.5
},
{
"p": 0.07580625265836716,
"m": 0.5
},
{
"p": 0.16700181365013123,
"m": 0.5
},
{
"p": 0.11846692115068436,
"m": 0.5
},
{
"p": 0.09415135532617569,
"m": 0.5
},
{
"p": 0.15204769372940063,
"m": 0.5
},
{
"p": 0.0007168532465584576,
"m": 0.5
},
{
"p": 0.055527213960886,
"m": 0.5
},
{
"p": 0.11476411670446396,
"m": 0.5
},
{
"p": 0.05169888958334923,
"m": 0.5
},
{
"p": 0.04185217618942261,
"m": 0.5
}
]
},
{
"epoch": 100,
"train_loss": 0.06254386156797409,
"val_loss": 1.1735552549362183,
"acc": 81.81,
"time": 201.69574703800026,
"param": [
{
"p": 0.023121070116758347,
"m": 0.5
},
{
"p": 0.01818474568426609,
"m": 0.5
},
{
"p": 0.0423557423055172,
"m": 0.5
},
{
"p": 0.029464466497302055,
"m": 0.5
},
{
"p": 0.08025406301021576,
"m": 0.5
},
{
"p": 0.1315372735261917,
"m": 0.5
},
{
"p": 0.09236311912536621,
"m": 0.5
},
{
"p": 0.16961751878261566,
"m": 0.5
},
{
"p": 0.12332500517368317,
"m": 0.5
},
{
"p": 0.05727502703666687,
"m": 0.5
},
{
"p": 0.05814270302653313,
"m": 0.5
},
{
"p": 0.10185767710208893,
"m": 0.5
},
{
"p": 0.03443395346403122,
"m": 0.5
},
{
"p": 0.038067594170570374,
"m": 0.5
}
]
},
{
"epoch": 101,
"train_loss": 0.013534147292375565,
"val_loss": 1.011042833328247,
"acc": 82.08,
"time": 200.35377379099373,
"param": [
{
"p": 0.017199542373418808,
"m": 0.5
},
{
"p": 0.016411561518907547,
"m": 0.5
},
{
"p": 0.03170860558748245,
"m": 0.5
},
{
"p": 0.010997707024216652,
"m": 0.5
},
{
"p": 0.05483955889940262,
"m": 0.5
},
{
"p": 0.10231181979179382,
"m": 0.5
},
{
"p": 0.11651339381933212,
"m": 0.5
},
{
"p": 0.11033616960048676,
"m": 0.5
},
{
"p": 0.1030256450176239,
"m": 0.5
},
{
"p": 0.038710277527570724,
"m": 0.5
},
{
"p": 0.0374988317489624,
"m": 0.5
},
{
"p": 0.07060598582029343,
"m": 0.5
},
{
"p": 0.26660218834877014,
"m": 0.5
},
{
"p": 0.023238753899931908,
"m": 0.5
}
]
},
{
"epoch": 102,
"train_loss": 0.018964797258377075,
"val_loss": 1.0052757263183594,
"acc": 81.52,
"time": 200.40932723099831,
"param": [
{
"p": 0.018235299736261368,
"m": 0.5
},
{
"p": 0.0007146857678890228,
"m": 0.5
},
{
"p": 0.021526025608181953,
"m": 0.5
},
{
"p": 0.12763477861881256,
"m": 0.5
},
{
"p": 0.04313678666949272,
"m": 0.5
},
{
"p": 0.11186482757329941,
"m": 0.5
},
{
"p": 0.07230217754840851,
"m": 0.5
},
{
"p": 0.11442933231592178,
"m": 0.5
},
{
"p": 0.09867044538259506,
"m": 0.5
},
{
"p": 0.030783725902438164,
"m": 0.5
},
{
"p": 0.058699265122413635,
"m": 0.5
},
{
"p": 0.0675387978553772,
"m": 0.5
},
{
"p": 0.21298207342624664,
"m": 0.5
},
{
"p": 0.021481722593307495,
"m": 0.5
}
]
},
{
"epoch": 103,
"train_loss": 0.02025798335671425,
"val_loss": 0.901694655418396,
"acc": 81.7,
"time": 204.35702557698824,
"param": [
{
"p": 0.012040426954627037,
"m": 0.5
},
{
"p": 0.08020895719528198,
"m": 0.5
},
{
"p": 0.02880183979868889,
"m": 0.5
},
{
"p": 0.09382226318120956,
"m": 0.5
},
{
"p": 0.07194270938634872,
"m": 0.5
},
{
"p": 0.07202660292387009,
"m": 0.5
},
{
"p": 0.10137190669775009,
"m": 0.5
},
{
"p": 0.10436031222343445,
"m": 0.5
},
{
"p": 0.13460467755794525,
"m": 0.5
},
{
"p": 0.02527148835361004,
"m": 0.5
},
{
"p": 0.05774867907166481,
"m": 0.5
},
{
"p": 0.04079192876815796,
"m": 0.5
},
{
"p": 0.1547417938709259,
"m": 0.5
},
{
"p": 0.022266443818807602,
"m": 0.5
}
]
},
{
"epoch": 104,
"train_loss": 0.10713186115026474,
"val_loss": 1.1864840984344482,
"acc": 81.5,
"time": 202.1034854699392,
"param": [
{
"p": 0.01702003739774227,
"m": 0.5
},
{
"p": 0.06789827346801758,
"m": 0.5
},
{
"p": 0.02531895413994789,
"m": 0.5
},
{
"p": 0.07981539517641068,
"m": 0.5
},
{
"p": 0.08261103928089142,
"m": 0.5
},
{
"p": 0.06895150244235992,
"m": 0.5
},
{
"p": 0.11480352282524109,
"m": 0.5
},
{
"p": 0.12360922992229462,
"m": 0.5
},
{
"p": 0.14778706431388855,
"m": 0.5
},
{
"p": 0.02129150927066803,
"m": 0.5
},
{
"p": 0.05681239441037178,
"m": 0.5
},
{
"p": 0.036244336515665054,
"m": 0.5
},
{
"p": 0.13033413887023926,
"m": 0.5
},
{
"p": 0.027502624318003654,
"m": 0.5
}
]
},
{
"epoch": 105,
"train_loss": 0.01136651262640953,
"val_loss": 1.0023506879806519,
"acc": 81.5,
"time": 206.81848408398218,
"param": [
{
"p": 0.014666032046079636,
"m": 0.5
},
{
"p": 0.05881408974528313,
"m": 0.5
},
{
"p": 0.022249700501561165,
"m": 0.5
},
{
"p": 0.068489208817482,
"m": 0.5
},
{
"p": 0.09013521671295166,
"m": 0.5
},
{
"p": 0.09828973561525345,
"m": 0.5
},
{
"p": 0.10326028615236282,
"m": 0.5
},
{
"p": 0.17144793272018433,
"m": 0.5
},
{
"p": 0.12402793765068054,
"m": 0.5
},
{
"p": 0.020311953499913216,
"m": 0.5
},
{
"p": 0.04266417399048805,
"m": 0.5
},
{
"p": 0.04230756312608719,
"m": 0.5
},
{
"p": 0.11114513874053955,
"m": 0.5
},
{
"p": 0.03219107538461685,
"m": 0.5
}
]
},
{
"epoch": 106,
"train_loss": 0.0668211281299591,
"val_loss": 0.7275421023368835,
"acc": 81.13,
"time": 205.01314535492565,
"param": [
{
"p": 0.015787722542881966,
"m": 0.5
},
{
"p": 0.051060643047094345,
"m": 0.5
},
{
"p": 0.027018211781978607,
"m": 0.5
},
{
"p": 0.06111912056803703,
"m": 0.5
},
{
"p": 0.09730233252048492,
"m": 0.5
},
{
"p": 0.09651210904121399,
"m": 0.5
},
{
"p": 0.12246274948120117,
"m": 0.5
},
{
"p": 0.1738070249557495,
"m": 0.5
},
{
"p": 0.11392071843147278,
"m": 0.5
},
{
"p": 0.019430285319685936,
"m": 0.5
},
{
"p": 0.03575810790061951,
"m": 0.5
},
{
"p": 0.056595396250486374,
"m": 0.5
},
{
"p": 0.0971575379371643,
"m": 0.5
},
{
"p": 0.032068051397800446,
"m": 0.5
}
]
},
{
"epoch": 107,
"train_loss": 0.08786188811063766,
"val_loss": 0.8757153153419495,
"acc": 81.19,
"time": 208.75620910304133,
"param": [
{
"p": 0.023101037368178368,
"m": 0.5
},
{
"p": 0.05363542214035988,
"m": 0.5
},
{
"p": 0.02851664461195469,
"m": 0.5
},
{
"p": 0.06793371587991714,
"m": 0.5
},
{
"p": 0.10283632576465607,
"m": 0.5
},
{
"p": 0.15781249105930328,
"m": 0.5
},
{
"p": 0.04906429722905159,
"m": 0.5
},
{
"p": 0.20755663514137268,
"m": 0.5
},
{
"p": 0.07907316088676453,
"m": 0.5
},
{
"p": 0.02379855513572693,
"m": 0.5
},
{
"p": 0.00721721351146698,
"m": 0.5
},
{
"p": 0.0548892617225647,
"m": 0.5
},
{
"p": 0.10732898861169815,
"m": 0.5
},
{
"p": 0.03723626211285591,
"m": 0.5
}
]
},
{
"epoch": 108,
"train_loss": 0.02026558481156826,
"val_loss": 0.927956223487854,
"acc": 81.51,
"time": 207.5234313859837,
"param": [
{
"p": 0.01883542165160179,
"m": 0.5
},
{
"p": 0.03466344252228737,
"m": 0.5
},
{
"p": 0.02319619432091713,
"m": 0.5
},
{
"p": 0.04556575417518616,
"m": 0.5
},
{
"p": 0.07817062735557556,
"m": 0.5
},
{
"p": 0.12236914038658142,
"m": 0.5
},
{
"p": 0.22200901806354523,
"m": 0.5
},
{
"p": 0.15920405089855194,
"m": 0.5
},
{
"p": 0.1637510508298874,
"m": 0.5
},
{
"p": 0.0007119086803868413,
"m": 0.5
},
{
"p": 0.0007119086803868413,
"m": 0.5
},
{
"p": 0.037537574768066406,
"m": 0.5
},
{
"p": 0.06713467836380005,
"m": 0.5
},
{
"p": 0.026139086112380028,
"m": 0.5
}
]
},
{
"epoch": 109,
"train_loss": 0.051112014800310135,
"val_loss": 1.0932329893112183,
"acc": 81.36,
"time": 202.39258990692906,
"param": [
{
"p": 0.02133082039654255,
"m": 0.5
},
{
"p": 0.03187170997262001,
"m": 0.5
},
{
"p": 0.032712578773498535,
"m": 0.5
},
{
"p": 0.0383693128824234,
"m": 0.5
},
{
"p": 0.061893071979284286,
"m": 0.5
},
{
"p": 0.12251714617013931,
"m": 0.5
},
{
"p": 0.1920854151248932,
"m": 0.5
},
{
"p": 0.15084496140480042,
"m": 0.5
},
{
"p": 0.16138432919979095,
"m": 0.5
},
{
"p": 0.004222309682518244,
"m": 0.5
},
{
"p": 0.08841580897569656,
"m": 0.5
},
{
"p": 0.0007129102014005184,
"m": 0.5
},
{
"p": 0.05895402655005455,
"m": 0.5
},
{
"p": 0.034685611724853516,
"m": 0.5
}
]
},
{
"epoch": 110,
"train_loss": 0.2692176103591919,
"val_loss": 1.1249247789382935,
"acc": 81.48,
"time": 201.404341535992,
"param": [
{
"p": 0.02100839465856552,
"m": 0.5
},
{
"p": 0.019612345844507217,
"m": 0.5
},
{
"p": 0.013909239321947098,
"m": 0.5
},
{
"p": 0.026411302387714386,
"m": 0.5
},
{
"p": 0.09616222977638245,
"m": 0.5
},
{
"p": 0.10408072173595428,
"m": 0.5
},
{
"p": 0.12388361245393753,
"m": 0.5
},
{
"p": 0.10580330342054367,
"m": 0.5
},
{
"p": 0.12990209460258484,
"m": 0.5
},
{
"p": 0.016303490847349167,
"m": 0.5
},
{
"p": 0.05841207504272461,
"m": 0.5
},
{
"p": 0.21247927844524384,
"m": 0.5
},
{
"p": 0.03896651044487953,
"m": 0.5
},
{
"p": 0.033065445721149445,
"m": 0.5
}
]
},
{
"epoch": 111,
"train_loss": 0.12565699219703674,
"val_loss": 0.8367802500724792,
"acc": 81.54,
"time": 197.85566930507775,
"param": [
{
"p": 0.021713174879550934,
"m": 0.5
},
{
"p": 0.01740683987736702,
"m": 0.5
},
{
"p": 0.02203870378434658,
"m": 0.5
},
{
"p": 0.01709827408194542,
"m": 0.5
},
{
"p": 0.09493740648031235,
"m": 0.5
},
{
"p": 0.14120016992092133,
"m": 0.5
},
{
"p": 0.11095340549945831,
"m": 0.5
},
{
"p": 0.12493234127759933,
"m": 0.5
},
{
"p": 0.09968511015176773,
"m": 0.5
},
{
"p": 0.01941496878862381,
"m": 0.5
},
{
"p": 0.07600953429937363,
"m": 0.5
},
{
"p": 0.19028963148593903,
"m": 0.5
},
{
"p": 0.03069503977894783,
"m": 0.5
},
{
"p": 0.03362546116113663,
"m": 0.5
}
]
},
{
"epoch": 112,
"train_loss": 0.1748982071876526,
"val_loss": 1.29505455493927,
"acc": 81.55,
"time": 200.22715079097543,
"param": [
{
"p": 0.03237113729119301,
"m": 0.5
},
{
"p": 0.01622294820845127,
"m": 0.5
},
{
"p": 0.01945274882018566,
"m": 0.5
},
{
"p": 0.014869998209178448,
"m": 0.5
},
{
"p": 0.1041111946105957,
"m": 0.5
},
{
"p": 0.11505647748708725,
"m": 0.5
},
{
"p": 0.09902293235063553,
"m": 0.5
},
{
"p": 0.15104103088378906,
"m": 0.5
},
{
"p": 0.12523342669010162,
"m": 0.5
},
{
"p": 0.0007148272707127035,
"m": 0.5
},
{
"p": 0.09136512875556946,
"m": 0.5
},
{
"p": 0.16940827667713165,
"m": 0.5
},
{
"p": 0.022061709314584732,
"m": 0.5
},
{
"p": 0.03906811773777008,
"m": 0.5
}
]
},
{
"epoch": 113,
"train_loss": 0.1269819140434265,
"val_loss": 1.0914177894592285,
"acc": 81.46,
"time": 199.97864873695653,
"param": [
{
"p": 0.026712968945503235,
"m": 0.5
},
{
"p": 0.014583018608391285,
"m": 0.5
},
{
"p": 0.019879309460520744,
"m": 0.5
},
{
"p": 0.017203817144036293,
"m": 0.5
},
{
"p": 0.1078096479177475,
"m": 0.5
},
{
"p": 0.16830819845199585,
"m": 0.5
},
{
"p": 0.08836162090301514,
"m": 0.5
},
{
"p": 0.09926475584506989,
"m": 0.5
},
{
"p": 0.11810407042503357,
"m": 0.5
},
{
"p": 0.029358867555856705,
"m": 0.5
},
{
"p": 0.09307420253753662,
"m": 0.5
},
{
"p": 0.15122674405574799,
"m": 0.5
},
{
"p": 0.02734515443444252,
"m": 0.5
},
{
"p": 0.038767699152231216,
"m": 0.5
}
]
},
{
"epoch": 114,
"train_loss": 0.139812633395195,
"val_loss": 1.2169300317764282,
"acc": 81.92,
"time": 201.84209569299128,
"param": [
{
"p": 0.03281810134649277,
"m": 0.5
},
{
"p": 0.020378928631544113,
"m": 0.5
},
{
"p": 0.03306923806667328,
"m": 0.5
},
{
"p": 0.027553245425224304,
"m": 0.5
},
{
"p": 0.10772231221199036,
"m": 0.5
},
{
"p": 0.17887410521507263,
"m": 0.5
},
{
"p": 0.07807005196809769,
"m": 0.5
},
{
"p": 0.09900400787591934,
"m": 0.5
},
{
"p": 0.09877891838550568,
"m": 0.5
},
{
"p": 0.0324578583240509,
"m": 0.5
},
{
"p": 0.08782068639993668,
"m": 0.5
},
{
"p": 0.13388055562973022,
"m": 0.5
},
{
"p": 0.03813064470887184,
"m": 0.5
},
{
"p": 0.031441427767276764,
"m": 0.5
}
]
},
{
"epoch": 115,
"train_loss": 0.27929720282554626,
"val_loss": 0.9693632125854492,
"acc": 82.19,
"time": 200.52258723799605,
"param": [
{
"p": 0.052732087671756744,
"m": 0.5
},
{
"p": 0.011396154761314392,
"m": 0.5
},
{
"p": 0.037223149091005325,
"m": 0.5
},
{
"p": 0.030309518799185753,
"m": 0.5
},
{
"p": 0.10259375721216202,
"m": 0.5
},
{
"p": 0.18125459551811218,
"m": 0.5
},
{
"p": 0.08069777488708496,
"m": 0.5
},
{
"p": 0.13252466917037964,
"m": 0.5
},
{
"p": 0.04158792272210121,
"m": 0.5
},
{
"p": 0.03774755448102951,
"m": 0.5
},
{
"p": 0.07731759548187256,
"m": 0.5
},
{
"p": 0.1376558095216751,
"m": 0.5
},
{
"p": 0.04192907735705376,
"m": 0.5
},
{
"p": 0.03503044694662094,
"m": 0.5
}
]
},
{
"epoch": 116,
"train_loss": 0.07173209637403488,
"val_loss": 1.2447752952575684,
"acc": 81.83,
"time": 201.7813012599945,
"param": [
{
"p": 0.04729462042450905,
"m": 0.5
},
{
"p": 0.02934424765408039,
"m": 0.5
},
{
"p": 0.02129213884472847,
"m": 0.5
},
{
"p": 0.03071453422307968,
"m": 0.5
},
{
"p": 0.08961211889982224,
"m": 0.5
},
{
"p": 0.1992252767086029,
"m": 0.5
},
{
"p": 0.07179821282625198,
"m": 0.5
},
{
"p": 0.16500239074230194,
"m": 0.5
},
{
"p": 0.03724197298288345,
"m": 0.5
},
{
"p": 0.035173576325178146,
"m": 0.5
},
{
"p": 0.08793196827173233,
"m": 0.5
},
{
"p": 0.12225843220949173,
"m": 0.5
},
{
"p": 0.03958519175648689,
"m": 0.5
},
{
"p": 0.02352539822459221,
"m": 0.5
}
]
},
{
"epoch": 117,
"train_loss": 0.02599473111331463,
"val_loss": 1.1645082235336304,
"acc": 81.87,
"time": 203.0251829320332,
"param": [
{
"p": 0.036305882036685944,
"m": 0.5
},
{
"p": 0.028019582852721214,
"m": 0.5
},
{
"p": 0.0007133334875106812,
"m": 0.5
},
{
"p": 0.030519746243953705,
"m": 0.5
},
{
"p": 0.10276498645544052,
"m": 0.5
},
{
"p": 0.19174884259700775,
"m": 0.5
},
{
"p": 0.05943065136671066,
"m": 0.5
},
{
"p": 0.16102640330791473,
"m": 0.5
},
{
"p": 0.13675712049007416,
"m": 0.5
},
{
"p": 0.02646738849580288,
"m": 0.5
},
{
"p": 0.07958380877971649,
"m": 0.5
},
{
"p": 0.09885258227586746,
"m": 0.5
},
{
"p": 0.0389290526509285,
"m": 0.5
},
{
"p": 0.008880593813955784,
"m": 0.5
}
]
},
{
"epoch": 118,
"train_loss": 0.25153467059135437,
"val_loss": 1.2811692953109741,
"acc": 81.84,
"time": 201.14150283508934,
"param": [
{
"p": 0.02782323956489563,
"m": 0.5
},
{
"p": 0.022393038496375084,
"m": 0.5
},
{
"p": 0.18572063744068146,
"m": 0.5
},
{
"p": 0.022509664297103882,
"m": 0.5
},
{
"p": 0.0962163656949997,
"m": 0.5
},
{
"p": 0.16044659912586212,
"m": 0.5
},
{
"p": 0.0399768128991127,
"m": 0.5
},
{
"p": 0.16237260401248932,
"m": 0.5
},
{
"p": 0.10256893932819366,
"m": 0.5
},
{
"p": 0.017213895916938782,
"m": 0.5
},
{
"p": 0.046523429453372955,
"m": 0.5
},
{
"p": 0.06498831510543823,
"m": 0.5
},
{
"p": 0.020445898175239563,
"m": 0.5
},
{
"p": 0.030800601467490196,
"m": 0.5
}
]
},
{
"epoch": 119,
"train_loss": 0.16098639369010925,
"val_loss": 1.0774118900299072,
"acc": 81.96,
"time": 205.1455716319615,
"param": [
{
"p": 0.015225679613649845,
"m": 0.5
},
{
"p": 0.028280043974518776,
"m": 0.5
},
{
"p": 0.1482020765542984,
"m": 0.5
},
{
"p": 0.02502467855811119,
"m": 0.5
},
{
"p": 0.08159339427947998,
"m": 0.5
},
{
"p": 0.12647584080696106,
"m": 0.5
},
{
"p": 0.028299905359745026,
"m": 0.5
},
{
"p": 0.10009826719760895,
"m": 0.5
},
{
"p": 0.05361466482281685,
"m": 0.5
},
{
"p": 0.004657754674553871,
"m": 0.5
},
{
"p": 0.06479994207620621,
"m": 0.5
},
{
"p": 0.05132937803864479,
"m": 0.5
},
{
"p": 0.2595147490501404,
"m": 0.5
},
{
"p": 0.012883632443845272,
"m": 0.5
}
]
},
{
"epoch": 120,
"train_loss": 0.08076772093772888,
"val_loss": 0.9341099262237549,
"acc": 82.03,
"time": 202.52919317304622,
"param": [
{
"p": 0.0007145511917769909,
"m": 0.5
},
{
"p": 0.019030537456274033,
"m": 0.5
},
{
"p": 0.12000349164009094,
"m": 0.5
},
{
"p": 0.026365356519818306,
"m": 0.5
},
{
"p": 0.09600821882486343,
"m": 0.5
},
{
"p": 0.12854911386966705,
"m": 0.5
},
{
"p": 0.024175630882382393,
"m": 0.5
},
{
"p": 0.12527437508106232,
"m": 0.5
},
{
"p": 0.0743282288312912,
"m": 0.5
},
{
"p": 0.024387957528233528,
"m": 0.5
},
{
"p": 0.07215990871191025,
"m": 0.5
},
{
"p": 0.042934004217386246,
"m": 0.5
},
{
"p": 0.2155643105506897,
"m": 0.5
},
{
"p": 0.03050435148179531,
"m": 0.5
}
]
},
{
"epoch": 121,
"train_loss": 0.10639583319425583,
"val_loss": 1.0077109336853027,
"acc": 81.78,
"time": 204.564231795026,
"param": [
{
"p": 0.011492647230625153,
"m": 0.5
},
{
"p": 0.024561185389757156,
"m": 0.5
},
{
"p": 0.1078379675745964,
"m": 0.5
},
{
"p": 0.024906158447265625,
"m": 0.5
},
{
"p": 0.09167740494012833,
"m": 0.5
},
{
"p": 0.16914106905460358,
"m": 0.5
},
{
"p": 0.024897344410419464,
"m": 0.5
},
{
"p": 0.143556147813797,
"m": 0.5
},
{
"p": 0.07163852453231812,
"m": 0.5
},
{
"p": 0.01351302769035101,
"m": 0.5
},
{
"p": 0.05766211077570915,
"m": 0.5
},
{
"p": 0.03879431262612343,
"m": 0.5
},
{
"p": 0.19387274980545044,
"m": 0.5
},
{
"p": 0.026449376717209816,
"m": 0.5
}
]
},
{
"epoch": 122,
"train_loss": 0.1255096048116684,
"val_loss": 1.0614882707595825,
"acc": 81.75,
"time": 204.87386124604382,
"param": [
{
"p": 0.0007134593324735761,
"m": 0.5
},
{
"p": 0.02635987475514412,
"m": 0.5
},
{
"p": 0.09188522398471832,
"m": 0.5
},
{
"p": 0.014347041957080364,
"m": 0.5
},
{
"p": 0.09931572526693344,
"m": 0.5
},
{
"p": 0.16737377643585205,
"m": 0.5
},
{
"p": 0.027231426909565926,
"m": 0.5
},
{
"p": 0.10093727707862854,
"m": 0.5
},
{
"p": 0.08831927180290222,
"m": 0.5
},
{
"p": 0.07431410998106003,
"m": 0.5
},
{
"p": 0.06567449867725372,
"m": 0.5
},
{
"p": 0.03347504884004593,
"m": 0.5
},
{
"p": 0.16466876864433289,
"m": 0.5
},
{
"p": 0.04538457468152046,
"m": 0.5
}
]
},
{
"epoch": 123,
"train_loss": 0.25439995527267456,
"val_loss": 0.7875945568084717,
"acc": 81.44,
"time": 206.29628939996473,
"param": [
{
"p": 0.004402401857078075,
"m": 0.5
},
{
"p": 0.020691489800810814,
"m": 0.5
},
{
"p": 0.07854878902435303,
"m": 0.5
},
{
"p": 0.030632715672254562,
"m": 0.5
},
{
"p": 0.09252257645130157,
"m": 0.5
},
{
"p": 0.14632222056388855,
"m": 0.5
},
{
"p": 0.020824572071433067,
"m": 0.5
},
{
"p": 0.12007375061511993,
"m": 0.5
},
{
"p": 0.21366938948631287,
"m": 0.5
},
{
"p": 0.06364738196134567,
"m": 0.5
},
{
"p": 0.0007121466915123165,
"m": 0.5
},
{
"p": 0.02835039608180523,
"m": 0.5
},
{
"p": 0.13995060324668884,
"m": 0.5
},
{
"p": 0.03965161740779877,
"m": 0.5
}
]
},
{
"epoch": 124,
"train_loss": 0.1714991331100464,
"val_loss": 0.8709247708320618,
"acc": 81.51,
"time": 205.6475618839031,
"param": [
{
"p": 0.0007135995547287166,
"m": 0.5
},
{
"p": 0.027903320267796516,
"m": 0.5
},
{
"p": 0.060633547604084015,
"m": 0.5
},
{
"p": 0.03358413651585579,
"m": 0.5
},
{
"p": 0.12058702111244202,
"m": 0.5
},
{
"p": 0.1613718867301941,
"m": 0.5
},
{
"p": 0.015355360694229603,
"m": 0.5
},
{
"p": 0.11441019922494888,
"m": 0.5
},
{
"p": 0.18558967113494873,
"m": 0.5
},
{
"p": 0.05052287504076958,
"m": 0.5
},
{
"p": 0.07903359830379486,
"m": 0.5
},
{
"p": 0.015057425945997238,
"m": 0.5
},
{
"p": 0.10818520188331604,
"m": 0.5
},
{
"p": 0.027052171528339386,
"m": 0.5
}
]
},
{
"epoch": 125,
"train_loss": 0.19852545857429504,
"val_loss": 1.0761466026306152,
"acc": 81.58,
"time": 201.47775105398614,
"param": [
{
"p": 0.018588660284876823,
"m": 0.5
},
{
"p": 0.02871520444750786,
"m": 0.5
},
{
"p": 0.043881211429834366,
"m": 0.5
},
{
"p": 0.02110622078180313,
"m": 0.5
},
{
"p": 0.11454728245735168,
"m": 0.5
},
{
"p": 0.16827687621116638,
"m": 0.5
},
{
"p": 0.0036451544146984816,
"m": 0.5
},
{
"p": 0.15879595279693604,
"m": 0.5
},
{
"p": 0.13364934921264648,
"m": 0.5
},
{
"p": 0.0356743261218071,
"m": 0.5
},
{
"p": 0.05713909491896629,
"m": 0.5
},
{
"p": 0.0007115349289961159,
"m": 0.5
},
{
"p": 0.07837382704019547,
"m": 0.5
},
{
"p": 0.13689523935317993,
"m": 0.5
}
]
},
{
"epoch": 126,
"train_loss": 0.2723197042942047,
"val_loss": 0.6888552904129028,
"acc": 81.5,
"time": 197.92403290292714,
"param": [
{
"p": 0.011640656739473343,
"m": 0.5
},
{
"p": 0.01802092231810093,
"m": 0.5
},
{
"p": 0.029360700398683548,
"m": 0.5
},
{
"p": 0.031323157250881195,
"m": 0.5
},
{
"p": 0.09187279641628265,
"m": 0.5
},
{
"p": 0.14992594718933105,
"m": 0.5
},
{
"p": 0.0007112132734619081,
"m": 0.5
},
{
"p": 0.08224202692508698,
"m": 0.5
},
{
"p": 0.08479811251163483,
"m": 0.5
},
{
"p": 0.021954869851469994,
"m": 0.5
},
{
"p": 0.09570259600877762,
"m": 0.5
},
{
"p": 0.22337962687015533,
"m": 0.5
},
{
"p": 0.04981517791748047,
"m": 0.5
},
{
"p": 0.10925218462944031,
"m": 0.5
}
]
},
{
"epoch": 127,
"train_loss": 0.056956786662340164,
"val_loss": 1.305408000946045,
"acc": 81.83,
"time": 200.51559367706068,
"param": [
{
"p": 0.041999492794275284,
"m": 0.5
},
{
"p": 0.015293321572244167,
"m": 0.5
},
{
"p": 0.023356063291430473,
"m": 0.5
},
{
"p": 0.029089637100696564,
"m": 0.5
},
{
"p": 0.10564801096916199,
"m": 0.5
},
{
"p": 0.17768648266792297,
"m": 0.5
},
{
"p": 0.023069869726896286,
"m": 0.5
},
{
"p": 0.10726746171712875,
"m": 0.5
},
{
"p": 0.06598252803087234,
"m": 0.5
},
{
"p": 0.021935289725661278,
"m": 0.5
},
{
"p": 0.09366325289011002,
"m": 0.5
},
{
"p": 0.17285041511058807,
"m": 0.5
},
{
"p": 0.03744221851229668,
"m": 0.5
},
{
"p": 0.08471589535474777,
"m": 0.5
}
]
},
{
"epoch": 128,
"train_loss": 0.2190643846988678,
"val_loss": 1.0174082517623901,
"acc": 81.26,
"time": 200.76654444495216,
"param": [
{
"p": 0.03194604441523552,
"m": 0.5
},
{
"p": 0.027666199952363968,
"m": 0.5
},
{
"p": 0.024704912677407265,
"m": 0.5
},
{
"p": 0.02520233951508999,
"m": 0.5
},
{
"p": 0.12880563735961914,
"m": 0.5
},
{
"p": 0.1881241649389267,
"m": 0.5
},
{
"p": 0.01593386009335518,
"m": 0.5
},
{
"p": 0.05231945216655731,
"m": 0.5
},
{
"p": 0.06259471923112869,
"m": 0.5
},
{
"p": 0.03599417209625244,
"m": 0.5
},
{
"p": 0.10871627181768417,
"m": 0.5
},
{
"p": 0.17206750810146332,
"m": 0.5
},
{
"p": 0.03671668842434883,
"m": 0.5
},
{
"p": 0.08920808881521225,
"m": 0.5
}
]
},
{
"epoch": 129,
"train_loss": 0.07943812012672424,
"val_loss": 1.018522024154663,
"acc": 81.52,
"time": 198.89934511494357,
"param": [
{
"p": 0.026766154915094376,
"m": 0.5
},
{
"p": 0.02049233391880989,
"m": 0.5
},
{
"p": 0.015040168538689613,
"m": 0.5
},
{
"p": 0.024949464946985245,
"m": 0.5
},
{
"p": 0.11179094761610031,
"m": 0.5
},
{
"p": 0.16342666745185852,
"m": 0.5
},
{
"p": 0.01455332338809967,
"m": 0.5
},
{
"p": 0.2386886328458786,
"m": 0.5
},
{
"p": 0.04877755418419838,
"m": 0.5
},
{
"p": 0.03408263251185417,
"m": 0.5
},
{
"p": 0.07071556150913239,
"m": 0.5
},
{
"p": 0.13275235891342163,
"m": 0.5
},
{
"p": 0.027461623772978783,
"m": 0.5
},
{
"p": 0.07050251215696335,
"m": 0.5
}
]
},
{
"epoch": 130,
"train_loss": 0.2888493835926056,
"val_loss": 0.8188157081604004,
"acc": 81.43,
"time": 203.076495689922,
"param": [
{
"p": 0.025140544399619102,
"m": 0.5
},
{
"p": 0.019187061116099358,
"m": 0.5
},
{
"p": 0.023352038115262985,
"m": 0.5
},
{
"p": 0.017389139160513878,
"m": 0.5
},
{
"p": 0.13056674599647522,
"m": 0.5
},
{
"p": 0.14710097014904022,
"m": 0.5
},
{
"p": 0.008793560788035393,
"m": 0.5
},
{
"p": 0.26509150862693787,
"m": 0.5
},
{
"p": 0.04512624815106392,
"m": 0.5
},
{
"p": 0.04110253229737282,
"m": 0.5
},
{
"p": 0.05298519879579544,
"m": 0.5
},
{
"p": 0.12635941803455353,
"m": 0.5
},
{
"p": 0.027751106768846512,
"m": 0.5
},
{
"p": 0.07005395740270615,
"m": 0.5
}
]
},
{
"epoch": 131,
"train_loss": 0.22199885547161102,
"val_loss": 1.0629178285598755,
"acc": 81.5,
"time": 201.64247112802695,
"param": [
{
"p": 0.014375303871929646,
"m": 0.5
},
{
"p": 0.02355065569281578,
"m": 0.5
},
{
"p": 0.012869180180132389,
"m": 0.5
},
{
"p": 0.017380669713020325,
"m": 0.5
},
{
"p": 0.11695118993520737,
"m": 0.5
},
{
"p": 0.18196932971477509,
"m": 0.5
},
{
"p": 0.022515645250678062,
"m": 0.5
},
{
"p": 0.24548348784446716,
"m": 0.5
},
{
"p": 0.043074969202280045,
"m": 0.5
},
{
"p": 0.03878980502486229,
"m": 0.5
},
{
"p": 0.07329761981964111,
"m": 0.5
},
{
"p": 0.11745921522378922,
"m": 0.5
},
{
"p": 0.02620461955666542,
"m": 0.5
},
{
"p": 0.06607837229967117,
"m": 0.5
}
]
},
{
"epoch": 132,
"train_loss": 0.05473961681127548,
"val_loss": 0.6691368818283081,
"acc": 81.62,
"time": 200.69280620792415,
"param": [
{
"p": 0.020286405459046364,
"m": 0.5
},
{
"p": 0.023186620324850082,
"m": 0.5
},
{
"p": 0.013668406754732132,
"m": 0.5
},
{
"p": 0.03699711337685585,
"m": 0.5
},
{
"p": 0.14752183854579926,
"m": 0.5
},
{
"p": 0.202642560005188,
"m": 0.5
},
{
"p": 0.02411077916622162,
"m": 0.5
},
{
"p": 0.22230567038059235,
"m": 0.5
},
{
"p": 0.04369505122303963,
"m": 0.5
},
{
"p": 0.02553189918398857,
"m": 0.5
},
{
"p": 0.06472104787826538,
"m": 0.5
},
{
"p": 0.10600567609071732,
"m": 0.5
},
{
"p": 0.003394714090973139,
"m": 0.5
},
{
"p": 0.06593229621648788,
"m": 0.5
}
]
},
{
"epoch": 133,
"train_loss": 0.10898445546627045,
"val_loss": 1.1182581186294556,
"acc": 81.61,
"time": 200.69404931098688,
"param": [
{
"p": 0.0170100349932909,
"m": 0.5
},
{
"p": 0.02018476463854313,
"m": 0.5
},
{
"p": 0.013731779530644417,
"m": 0.5
},
{
"p": 0.034680213779211044,
"m": 0.5
},
{
"p": 0.12583425641059875,
"m": 0.5
},
{
"p": 0.1774461269378662,
"m": 0.5
},
{
"p": 0.019350912421941757,
"m": 0.5
},
{
"p": 0.1452346295118332,
"m": 0.5
},
{
"p": 0.03637657314538956,
"m": 0.5
},
{
"p": 0.02358521707355976,
"m": 0.5
},
{
"p": 0.02915143221616745,
"m": 0.5
},
{
"p": 0.06943715363740921,
"m": 0.5
},
{
"p": 0.2456711083650589,
"m": 0.5
},
{
"p": 0.04230581969022751,
"m": 0.5
}
]
},
{
"epoch": 134,
"train_loss": 0.1286344826221466,
"val_loss": 1.0033317804336548,
"acc": 81.87,
"time": 201.5288022949826,
"param": [
{
"p": 0.031527865678071976,
"m": 0.5
},
{
"p": 0.018641198053956032,
"m": 0.5
},
{
"p": 0.017622487619519234,
"m": 0.5
},
{
"p": 0.029173623770475388,
"m": 0.5
},
{
"p": 0.13457682728767395,
"m": 0.5
},
{
"p": 0.19188815355300903,
"m": 0.5
},
{
"p": 0.02068600431084633,
"m": 0.5
},
{
"p": 0.11149691790342331,
"m": 0.5
},
{
"p": 0.027477776631712914,
"m": 0.5
},
{
"p": 0.021271787583827972,
"m": 0.5
},
{
"p": 0.10383491963148117,
"m": 0.5
},
{
"p": 0.05317592993378639,
"m": 0.5
},
{
"p": 0.192888543009758,
"m": 0.5
},
{
"p": 0.04573798552155495,
"m": 0.5
}
]
},
{
"epoch": 135,
"train_loss": 0.08403082191944122,
"val_loss": 1.2575687170028687,
"acc": 81.71,
"time": 200.47165746300016,
"param": [
{
"p": 0.046486746519804,
"m": 0.5
},
{
"p": 0.021203404292464256,
"m": 0.5
},
{
"p": 0.020479323342442513,
"m": 0.5
},
{
"p": 0.03296618536114693,
"m": 0.5
},
{
"p": 0.14867249131202698,
"m": 0.5
},
{
"p": 0.2116432636976242,
"m": 0.5
},
{
"p": 0.021935874596238136,
"m": 0.5
},
{
"p": 0.09156385064125061,
"m": 0.5
},
{
"p": 0.026333363726735115,
"m": 0.5
},
{
"p": 0.02812942862510681,
"m": 0.5
},
{
"p": 0.09813375771045685,
"m": 0.5
},
{
"p": 0.043881550431251526,
"m": 0.5
},
{
"p": 0.15904447436332703,
"m": 0.5
},
{
"p": 0.049526263028383255,
"m": 0.5
}
]
},
{
"epoch": 136,
"train_loss": 0.31161659955978394,
"val_loss": 0.9426692724227905,
"acc": 81.83,
"time": 202.12746325007174,
"param": [
{
"p": 0.0551021434366703,
"m": 0.5
},
{
"p": 0.0037203910760581493,
"m": 0.5
},
{
"p": 0.024083707481622696,
"m": 0.5
},
{
"p": 0.03279775753617287,
"m": 0.5
},
{
"p": 0.1467188000679016,
"m": 0.5
},
{
"p": 0.19895553588867188,
"m": 0.5
},
{
"p": 0.024481989443302155,
"m": 0.5
},
{
"p": 0.09307409822940826,
"m": 0.5
},
{
"p": 0.023853054270148277,
"m": 0.5
},
{
"p": 0.029470527544617653,
"m": 0.5
},
{
"p": 0.11327891796827316,
"m": 0.5
},
{
"p": 0.042902812361717224,
"m": 0.5
},
{
"p": 0.161789670586586,
"m": 0.5
},
{
"p": 0.049770575016736984,
"m": 0.5
}
]
},
{
"epoch": 137,
"train_loss": 0.13369739055633545,
"val_loss": 0.8932147026062012,
"acc": 81.31,
"time": 203.37474282900803,
"param": [
{
"p": 0.03434697538614273,
"m": 0.5
},
{
"p": 0.15751832723617554,
"m": 0.5
},
{
"p": 0.016656821593642235,
"m": 0.5
},
{
"p": 0.03222399204969406,
"m": 0.5
},
{
"p": 0.1259349137544632,
"m": 0.5
},
{
"p": 0.19443023204803467,
"m": 0.5
},
{
"p": 0.020100809633731842,
"m": 0.5
},
{
"p": 0.07414394617080688,
"m": 0.5
},
{
"p": 0.009868458844721317,
"m": 0.5
},
{
"p": 0.0409039668738842,
"m": 0.5
},
{
"p": 0.0959542915225029,
"m": 0.5
},
{
"p": 0.035980451852083206,
"m": 0.5
},
{
"p": 0.1293697953224182,
"m": 0.5
},
{
"p": 0.03256702050566673,
"m": 0.5
}
]
},
{
"epoch": 138,
"train_loss": 0.20697610080242157,
"val_loss": 0.8311716914176941,
"acc": 81.26,
"time": 205.70246409403626,
"param": [
{
"p": 0.04161471873521805,
"m": 0.5
},
{
"p": 0.14230529963970184,
"m": 0.5
},
{
"p": 0.017023658379912376,
"m": 0.5
},
{
"p": 0.029929455369710922,
"m": 0.5
},
{
"p": 0.1471419781446457,
"m": 0.5
},
{
"p": 0.22798684239387512,
"m": 0.5
},
{
"p": 0.0007486225804314017,
"m": 0.5
},
{
"p": 0.06551238894462585,
"m": 0.5
},
{
"p": 0.02931055799126625,
"m": 0.5
},
{
"p": 0.04187632352113724,
"m": 0.5
},
{
"p": 0.07609473168849945,
"m": 0.5
},
{
"p": 0.032117810100317,
"m": 0.5
},
{
"p": 0.11469905823469162,
"m": 0.5
},
{
"p": 0.03363850712776184,
"m": 0.5
}
]
},
{
"epoch": 139,
"train_loss": 0.14421963691711426,
"val_loss": 1.2325018644332886,
"acc": 80.83,
"time": 204.565041749971,
"param": [
{
"p": 0.0493023581802845,
"m": 0.5
},
{
"p": 0.10047633200883865,
"m": 0.5
},
{
"p": 0.018817732110619545,
"m": 0.5
},
{
"p": 0.02926698699593544,
"m": 0.5
},
{
"p": 0.12989294528961182,
"m": 0.5
},
{
"p": 0.19484469294548035,
"m": 0.5
},
{
"p": 0.13196489214897156,
"m": 0.5
},
{
"p": 0.046596627682447433,
"m": 0.5
},
{
"p": 0.023586247116327286,
"m": 0.5
},
{
"p": 0.03528822213411331,
"m": 0.5
},
{
"p": 0.0920390710234642,
"m": 0.5
},
{
"p": 0.028438065201044083,
"m": 0.5
},
{
"p": 0.08053186535835266,
"m": 0.5
},
{
"p": 0.038953930139541626,
"m": 0.5
}
]
},
{
"epoch": 140,
"train_loss": 0.17637108266353607,
"val_loss": 0.6706781983375549,
"acc": 80.92,
"time": 206.3103993179975,
"param": [
{
"p": 0.03483229875564575,
"m": 0.5
},
{
"p": 0.0743187814950943,
"m": 0.5
},
{
"p": 0.019723178818821907,
"m": 0.5
},
{
"p": 0.0353781022131443,
"m": 0.5
},
{
"p": 0.1639494150876999,
"m": 0.5
},
{
"p": 0.2353161722421646,
"m": 0.5
},
{
"p": 0.10069288313388824,
"m": 0.5
},
{
"p": 0.03293536230921745,
"m": 0.5
},
{
"p": 0.02786944806575775,
"m": 0.5
},
{
"p": 0.032987501472234726,
"m": 0.5
},
{
"p": 0.12358763813972473,
"m": 0.5
},
{
"p": 0.027979683130979538,
"m": 0.5
},
{
"p": 0.0588718019425869,
"m": 0.5
},
{
"p": 0.03155769780278206,
"m": 0.5
}
]
},
{
"epoch": 141,
"train_loss": 0.10537665337324142,
"val_loss": 1.0921721458435059,
"acc": 81.6,
"time": 204.1456309860805,
"param": [
{
"p": 0.04513230547308922,
"m": 0.5
},
{
"p": 0.06281353533267975,
"m": 0.5
},
{
"p": 0.0218491330742836,
"m": 0.5
},
{
"p": 0.038147520273923874,
"m": 0.5
},
{
"p": 0.1636422872543335,
"m": 0.5
},
{
"p": 0.24229735136032104,
"m": 0.5
},
{
"p": 0.08605701476335526,
"m": 0.5
},
{
"p": 0.030996983870863914,
"m": 0.5
},
{
"p": 0.029052676633000374,
"m": 0.5
},
{
"p": 0.03771962597966194,
"m": 0.5
},
{
"p": 0.12251146882772446,
"m": 0.5
},
{
"p": 0.029178651049733162,
"m": 0.5
},
{
"p": 0.04930819198489189,
"m": 0.5
},
{
"p": 0.04129326716065407,
"m": 0.5
}
]
},
{
"epoch": 142,
"train_loss": 0.17174839973449707,
"val_loss": 1.0086818933486938,
"acc": 81.55,
"time": 202.09012150205672,
"param": [
{
"p": 0.05073590576648712,
"m": 0.5
},
{
"p": 0.051754675805568695,
"m": 0.5
},
{
"p": 0.023503459990024567,
"m": 0.5
},
{
"p": 0.059865523129701614,
"m": 0.5
},
{
"p": 0.16348415613174438,
"m": 0.5
},
{
"p": 0.2536642849445343,
"m": 0.5
},
{
"p": 0.07064918428659439,
"m": 0.5
},
{
"p": 0.025994231924414635,
"m": 0.5
},
{
"p": 0.031404417008161545,
"m": 0.5
},
{
"p": 0.040678370743989944,
"m": 0.5
},
{
"p": 0.12259184569120407,
"m": 0.5
},
{
"p": 0.025749651715159416,
"m": 0.5
},
{
"p": 0.04036920890212059,
"m": 0.5
},
{
"p": 0.03955508768558502,
"m": 0.5
}
]
},
{
"epoch": 143,
"train_loss": 0.40188875794410706,
"val_loss": 1.1074451208114624,
"acc": 81.37,
"time": 201.23624696105253,
"param": [
{
"p": 0.05354439094662666,
"m": 0.5
},
{
"p": 0.045478321611881256,
"m": 0.5
},
{
"p": 0.03239845111966133,
"m": 0.5
},
{
"p": 0.061792947351932526,
"m": 0.5
},
{
"p": 0.1736433058977127,
"m": 0.5
},
{
"p": 0.26260891556739807,
"m": 0.5
},
{
"p": 0.06790946424007416,
"m": 0.5
},
{
"p": 0.025747716426849365,
"m": 0.5
},
{
"p": 0.01392071321606636,
"m": 0.5
},
{
"p": 0.039738014340400696,
"m": 0.5
},
{
"p": 0.11843203008174896,
"m": 0.5
},
{
"p": 0.02075682021677494,
"m": 0.5
},
{
"p": 0.03657158464193344,
"m": 0.5
},
{
"p": 0.04745738208293915,
"m": 0.5
}
]
},
{
"epoch": 144,
"train_loss": 0.03129148855805397,
"val_loss": 0.9468657374382019,
"acc": 81.22,
"time": 201.9464482909534,
"param": [
{
"p": 0.05053304508328438,
"m": 0.5
},
{
"p": 0.044846758246421814,
"m": 0.5
},
{
"p": 0.030138541013002396,
"m": 0.5
},
{
"p": 0.06954052299261093,
"m": 0.5
},
{
"p": 0.14932504296302795,
"m": 0.5
},
{
"p": 0.29009515047073364,
"m": 0.5
},
{
"p": 0.06246325746178627,
"m": 0.5
},
{
"p": 0.023163221776485443,
"m": 0.5
},
{
"p": 0.032554078847169876,
"m": 0.5
},
{
"p": 0.038705531507730484,
"m": 0.5
},
{
"p": 0.1427110880613327,
"m": 0.5
},
{
"p": 0.01700388453900814,
"m": 0.5
},
{
"p": 0.03271523863077164,
"m": 0.5
},
{
"p": 0.016204623505473137,
"m": 0.5
}
]
},
{
"epoch": 145,
"train_loss": 0.32264330983161926,
"val_loss": 1.0784064531326294,
"acc": 81.94,
"time": 201.72656778001692,
"param": [
{
"p": 0.0326874740421772,
"m": 0.5
},
{
"p": 0.0405886173248291,
"m": 0.5
},
{
"p": 0.029690152034163475,
"m": 0.5
},
{
"p": 0.06374415010213852,
"m": 0.5
},
{
"p": 0.13878080248832703,
"m": 0.5
},
{
"p": 0.31415700912475586,
"m": 0.5
},
{
"p": 0.052352748811244965,
"m": 0.5
},
{
"p": 0.019563479349017143,
"m": 0.5
},
{
"p": 0.045088399201631546,
"m": 0.5
},
{
"p": 0.053880441933870316,
"m": 0.5
},
{
"p": 0.13124576210975647,
"m": 0.5
},
{
"p": 0.009011377580463886,
"m": 0.5
},
{
"p": 0.02919996716082096,
"m": 0.5
},
{
"p": 0.04000971093773842,
"m": 0.5
}
]
},
{
"epoch": 146,
"train_loss": 0.25891950726509094,
"val_loss": 1.1071075201034546,
"acc": 81.54,
"time": 201.3850450280588,
"param": [
{
"p": 0.040210042148828506,
"m": 0.5
},
{
"p": 0.03926881402730942,
"m": 0.5
},
{
"p": 0.02227775566279888,
"m": 0.5
},
{
"p": 0.059724271297454834,
"m": 0.5
},
{
"p": 0.1293879747390747,
"m": 0.5
},
{
"p": 0.3428325653076172,
"m": 0.5
},
{
"p": 0.04903393238782883,
"m": 0.5
},
{
"p": 0.016861705109477043,
"m": 0.5
},
{
"p": 0.038987547159194946,
"m": 0.5
},
{
"p": 0.056956563144922256,
"m": 0.5
},
{
"p": 0.11625143140554428,
"m": 0.5
},
{
"p": 0.011501716449856758,
"m": 0.5
},
{
"p": 0.027054741978645325,
"m": 0.5
},
{
"p": 0.04965096712112427,
"m": 0.5
}
]
},
{
"epoch": 147,
"train_loss": 0.23695288598537445,
"val_loss": 0.7802708148956299,
"acc": 81.42,
"time": 200.63796817406546,
"param": [
{
"p": 0.04949261620640755,
"m": 0.5
},
{
"p": 0.03441763296723366,
"m": 0.5
},
{
"p": 0.02473057620227337,
"m": 0.5
},
{
"p": 0.03773246705532074,
"m": 0.5
},
{
"p": 0.16996972262859344,
"m": 0.5
},
{
"p": 0.3605085611343384,
"m": 0.5
},
{
"p": 0.04324863478541374,
"m": 0.5
},
{
"p": 0.014322841539978981,
"m": 0.5
},
{
"p": 0.054230861365795135,
"m": 0.5
},
{
"p": 0.05733358487486839,
"m": 0.5
},
{
"p": 0.05729229748249054,
"m": 0.5
},
{
"p": 0.012683047913014889,
"m": 0.5
},
{
"p": 0.023973453789949417,
"m": 0.5
},
{
"p": 0.06006377935409546,
"m": 0.5
}
]
},
{
"epoch": 148,
"train_loss": 0.16871704161167145,
"val_loss": 0.7972761988639832,
"acc": 81.42,
"time": 197.66673978196923,
"param": [
{
"p": 0.05744693800806999,
"m": 0.5
},
{
"p": 0.028158502653241158,
"m": 0.5
},
{
"p": 0.025745905935764313,
"m": 0.5
},
{
"p": 0.02557964064180851,
"m": 0.5
},
{
"p": 0.18964584171772003,
"m": 0.5
},
{
"p": 0.3076612949371338,
"m": 0.5
},
{
"p": 0.035587653517723083,
"m": 0.5
},
{
"p": 0.01880542002618313,
"m": 0.5
},
{
"p": 0.04073036089539528,
"m": 0.5
},
{
"p": 0.058773476630449295,
"m": 0.5
},
{
"p": 0.12007536739110947,
"m": 0.5
},
{
"p": 0.004135968629270792,
"m": 0.5
},
{
"p": 0.019419271498918533,
"m": 0.5
},
{
"p": 0.06823430955410004,
"m": 0.5
}
]
},
{
"epoch": 149,
"train_loss": 0.06377853453159332,
"val_loss": 0.8740119338035583,
"acc": 81.45,
"time": 197.56698679190595,
"param": [
{
"p": 0.0434102788567543,
"m": 0.5
},
{
"p": 0.022717894986271858,
"m": 0.5
},
{
"p": 0.024296706542372704,
"m": 0.5
},
{
"p": 0.05312911421060562,
"m": 0.5
},
{
"p": 0.1726578176021576,
"m": 0.5
},
{
"p": 0.31041404604911804,
"m": 0.5
},
{
"p": 0.02846638858318329,
"m": 0.5
},
{
"p": 0.03314271941781044,
"m": 0.5
},
{
"p": 0.04172135517001152,
"m": 0.5
},
{
"p": 0.0656314417719841,
"m": 0.5
},
{
"p": 0.10627888143062592,
"m": 0.5
},
{
"p": 0.005537498742341995,
"m": 0.5
},
{
"p": 0.018078889697790146,
"m": 0.5
},
{
"p": 0.07451698929071426,
"m": 0.5
}
]
},
{
"epoch": 150,
"train_loss": 0.28788861632347107,
"val_loss": 0.9798358082771301,
"acc": 81.63,
"time": 200.2565849199891,
"param": [
{
"p": 0.06071954593062401,
"m": 0.5
},
{
"p": 0.019772643223404884,
"m": 0.5
},
{
"p": 0.01492983102798462,
"m": 0.5
},
{
"p": 0.059928782284259796,
"m": 0.5
},
{
"p": 0.19210223853588104,
"m": 0.5
},
{
"p": 0.3015689253807068,
"m": 0.5
},
{
"p": 0.022405557334423065,
"m": 0.5
},
{
"p": 0.029241295531392097,
"m": 0.5
},
{
"p": 0.026306163519620895,
"m": 0.5
},
{
"p": 0.056126128882169724,
"m": 0.5
},
{
"p": 0.06857965886592865,
"m": 0.5
},
{
"p": 0.06419681757688522,
"m": 0.5
},
{
"p": 0.01596255600452423,
"m": 0.5
},
{
"p": 0.0681597962975502,
"m": 0.5
}
]
}
]
}
Reference in a new issue View git blame Copy permalink