AntoineH/smart_augmentation
1
0
Fork 0
mirror of https://github.com/AntoineHX/smart_augmentation.git synced 2025-05-04 20:20:46 +02:00
Code Issues Projects Releases Packages Wiki Activity
smart_augmentation/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx2-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-0.json

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

{
"Accuracy": 73.37,
"Time": [
88.9731457685974,
5.495372122820843
],
"Device": "Graphics Device",
"Param_names": [
"Identity",
"FlipUD",
"FlipLR",
"Rotate",
"TranslateX",
"TranslateY",
"ShearX",
"ShearY",
"Contrast",
"Color",
"Brightness",
"Sharpness",
"Posterize",
"Solarize"
],
"Log": [
{
"epoch": 1,
"train_loss": 2.240049123764038,
"val_loss": 2.291914463043213,
"acc": 19.56,
"time": 84.25225495616905,
"param": [
{
"p": 0.09498193860054016,
"m": 1.0
},
{
"p": 0.05536443367600441,
"m": 1.0
},
{
"p": 0.06178918853402138,
"m": 1.0
},
{
"p": 0.06905004382133484,
"m": 1.0
},
{
"p": 0.09054092317819595,
"m": 1.0
},
{
"p": 0.08225183933973312,
"m": 1.0
},
{
"p": 0.08322110772132874,
"m": 1.0
},
{
"p": 0.09248801320791245,
"m": 1.0
},
{
"p": 0.053108759224414825,
"m": 1.0
},
{
"p": 0.04386920481920242,
"m": 1.0
},
{
"p": 0.06502120941877365,
"m": 1.0
},
{
"p": 0.08694811165332794,
"m": 1.0
},
{
"p": 0.09638059884309769,
"m": 1.0
},
{
"p": 0.024984542280435562,
"m": 1.0
}
]
},
{
"epoch": 2,
"train_loss": 2.108492612838745,
"val_loss": 2.076101779937744,
"acc": 22.99,
"time": 84.809908606112,
"param": [
{
"p": 0.08807211369276047,
"m": 1.0
},
{
"p": 0.06507594138383865,
"m": 1.0
},
{
"p": 0.07480014115571976,
"m": 1.0
},
{
"p": 0.07859891653060913,
"m": 1.0
},
{
"p": 0.08336305618286133,
"m": 1.0
},
{
"p": 0.08073168247938156,
"m": 1.0
},
{
"p": 0.07982363551855087,
"m": 1.0
},
{
"p": 0.08756493031978607,
"m": 1.0
},
{
"p": 0.06556325405836105,
"m": 1.0
},
{
"p": 0.06495098769664764,
"m": 1.0
},
{
"p": 0.07054038345813751,
"m": 1.0
},
{
"p": 0.07901397347450256,
"m": 1.0
},
{
"p": 0.07813005149364471,
"m": 1.0
},
{
"p": 0.003770963056012988,
"m": 1.0
}
]
},
{
"epoch": 3,
"train_loss": 2.1409242153167725,
"val_loss": 1.9347949028015137,
"acc": 27.55,
"time": 88.7736519840546,
"param": [
{
"p": 0.09687427431344986,
"m": 1.0
},
{
"p": 0.06395645439624786,
"m": 1.0
},
{
"p": 0.09186099469661713,
"m": 1.0
},
{
"p": 0.08473740518093109,
"m": 1.0
},
{
"p": 0.08255726844072342,
"m": 1.0
},
{
"p": 0.0781894400715828,
"m": 1.0
},
{
"p": 0.0782899335026741,
"m": 1.0
},
{
"p": 0.08101417124271393,
"m": 1.0
},
{
"p": 0.05685999244451523,
"m": 1.0
},
{
"p": 0.07382454723119736,
"m": 1.0
},
{
"p": 0.07585738599300385,
"m": 1.0
},
{
"p": 0.060108497738838196,
"m": 1.0
},
{
"p": 0.07586970180273056,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 4,
"train_loss": 2.163273334503174,
"val_loss": 1.8816416263580322,
"acc": 33.57,
"time": 84.42416693200357,
"param": [
{
"p": 0.09567612409591675,
"m": 1.0
},
{
"p": 0.06410098075866699,
"m": 1.0
},
{
"p": 0.10731573402881622,
"m": 1.0
},
{
"p": 0.09744156897068024,
"m": 1.0
},
{
"p": 0.08297662436962128,
"m": 1.0
},
{
"p": 0.05286093428730965,
"m": 1.0
},
{
"p": 0.08130630850791931,
"m": 1.0
},
{
"p": 0.07467352598905563,
"m": 1.0
},
{
"p": 0.05780007317662239,
"m": 1.0
},
{
"p": 0.07178208231925964,
"m": 1.0
},
{
"p": 0.09223213791847229,
"m": 1.0
},
{
"p": 0.055587783455848694,
"m": 1.0
},
{
"p": 0.06624612957239151,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 5,
"train_loss": 1.8856430053710938,
"val_loss": 1.7948821783065796,
"acc": 36.48,
"time": 83.53577316715382,
"param": [
{
"p": 0.0964626893401146,
"m": 1.0
},
{
"p": 0.06862722337245941,
"m": 1.0
},
{
"p": 0.14243003726005554,
"m": 1.0
},
{
"p": 0.09406867623329163,
"m": 1.0
},
{
"p": 0.09181089699268341,
"m": 1.0
},
{
"p": 0.020416397601366043,
"m": 1.0
},
{
"p": 0.07471378147602081,
"m": 1.0
},
{
"p": 0.0673273429274559,
"m": 1.0
},
{
"p": 0.06182635575532913,
"m": 1.0
},
{
"p": 0.06709364056587219,
"m": 1.0
},
{
"p": 0.12429454922676086,
"m": 1.0
},
{
"p": 0.049823097884655,
"m": 1.0
},
{
"p": 0.04110535979270935,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 6,
"train_loss": 1.9561898708343506,
"val_loss": 1.6911174058914185,
"acc": 41.24,
"time": 93.99539312487468,
"param": [
{
"p": 0.08294152468442917,
"m": 1.0
},
{
"p": 0.036525409668684006,
"m": 1.0
},
{
"p": 0.19898514449596405,
"m": 1.0
},
{
"p": 0.10158059746026993,
"m": 1.0
},
{
"p": 0.09217066317796707,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06910556554794312,
"m": 1.0
},
{
"p": 0.06652715802192688,
"m": 1.0
},
{
"p": 0.06240294873714447,
"m": 1.0
},
{
"p": 0.07381340861320496,
"m": 1.0
},
{
"p": 0.15766750276088715,
"m": 1.0
},
{
"p": 0.04755515605211258,
"m": 1.0
},
{
"p": 0.010724933817982674,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 7,
"train_loss": 1.7570925951004028,
"val_loss": 1.6327309608459473,
"acc": 42.99,
"time": 97.52603544807062,
"param": [
{
"p": 0.07581460475921631,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.2561917304992676,
"m": 1.0
},
{
"p": 0.11177024990320206,
"m": 1.0
},
{
"p": 0.06624989211559296,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07703964412212372,
"m": 1.0
},
{
"p": 0.06679258495569229,
"m": 1.0
},
{
"p": 0.05772852152585983,
"m": 1.0
},
{
"p": 0.054274704307317734,
"m": 1.0
},
{
"p": 0.1771836131811142,
"m": 1.0
},
{
"p": 0.04079090803861618,
"m": 1.0
},
{
"p": 0.01616363786160946,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 8,
"train_loss": 1.7683042287826538,
"val_loss": 1.4754005670547485,
"acc": 42.82,
"time": 94.55926443496719,
"param": [
{
"p": 0.08323052525520325,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.22751103341579437,
"m": 1.0
},
{
"p": 0.10165777802467346,
"m": 1.0
},
{
"p": 0.06506358832120895,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07251275330781937,
"m": 1.0
},
{
"p": 0.07297160476446152,
"m": 1.0
},
{
"p": 0.05703532695770264,
"m": 1.0
},
{
"p": 0.05621490627527237,
"m": 1.0
},
{
"p": 0.16790863871574402,
"m": 1.0
},
{
"p": 0.04989020153880119,
"m": 1.0
},
{
"p": 0.046003568917512894,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 9,
"train_loss": 1.697526216506958,
"val_loss": 1.5245281457901,
"acc": 46.94,
"time": 84.9214760218747,
"param": [
{
"p": 0.08843260258436203,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.2114277184009552,
"m": 1.0
},
{
"p": 0.10307130217552185,
"m": 1.0
},
{
"p": 0.050993263721466064,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06914983689785004,
"m": 1.0
},
{
"p": 0.07286804914474487,
"m": 1.0
},
{
"p": 0.04789401963353157,
"m": 1.0
},
{
"p": 0.05984635278582573,
"m": 1.0
},
{
"p": 0.15908949077129364,
"m": 1.0
},
{
"p": 0.0746275782585144,
"m": 1.0
},
{
"p": 0.06259988248348236,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 10,
"train_loss": 1.836470127105713,
"val_loss": 1.45931077003479,
"acc": 48.16,
"time": 88.69120870693587,
"param": [
{
"p": 0.0973358079791069,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.20348601043224335,
"m": 1.0
},
{
"p": 0.0980042964220047,
"m": 1.0
},
{
"p": 0.016501720994710922,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06289602816104889,
"m": 1.0
},
{
"p": 0.07794524729251862,
"m": 1.0
},
{
"p": 0.06179992854595184,
"m": 1.0
},
{
"p": 0.07559852302074432,
"m": 1.0
},
{
"p": 0.15343403816223145,
"m": 1.0
},
{
"p": 0.08034152537584305,
"m": 1.0
},
{
"p": 0.07265688478946686,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 11,
"train_loss": 1.4991904497146606,
"val_loss": 1.470936894416809,
"acc": 48.28,
"time": 82.71319486713037,
"param": [
{
"p": 0.11200647801160812,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.19122077524662018,
"m": 1.0
},
{
"p": 0.10006670653820038,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.062294140458106995,
"m": 1.0
},
{
"p": 0.07369882613420486,
"m": 1.0
},
{
"p": 0.07148497551679611,
"m": 1.0
},
{
"p": 0.08230356127023697,
"m": 1.0
},
{
"p": 0.16183972358703613,
"m": 1.0
},
{
"p": 0.07310211658477783,
"m": 1.0
},
{
"p": 0.07198276370763779,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 12,
"train_loss": 1.74306058883667,
"val_loss": 1.4157025814056396,
"acc": 49.33,
"time": 84.47221570904367,
"param": [
{
"p": 0.12735019624233246,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.20252127945423126,
"m": 1.0
},
{
"p": 0.1014474555850029,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.041541583836078644,
"m": 1.0
},
{
"p": 0.06516675651073456,
"m": 1.0
},
{
"p": 0.07187771797180176,
"m": 1.0
},
{
"p": 0.07745512574911118,
"m": 1.0
},
{
"p": 0.19237351417541504,
"m": 1.0
},
{
"p": 0.05824960395693779,
"m": 1.0
},
{
"p": 0.06201675534248352,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 13,
"train_loss": 1.38993501663208,
"val_loss": 1.4441285133361816,
"acc": 50.14,
"time": 97.54712426406331,
"param": [
{
"p": 0.1256319284439087,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.21725817024707794,
"m": 1.0
},
{
"p": 0.09805463999509811,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.006419280078262091,
"m": 1.0
},
{
"p": 0.02390875294804573,
"m": 1.0
},
{
"p": 0.06803087145090103,
"m": 1.0
},
{
"p": 0.07665370404720306,
"m": 1.0
},
{
"p": 0.06810295581817627,
"m": 1.0
},
{
"p": 0.18935982882976532,
"m": 1.0
},
{
"p": 0.05929812416434288,
"m": 1.0
},
{
"p": 0.06728178262710571,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 14,
"train_loss": 1.5031194686889648,
"val_loss": 1.3106240034103394,
"acc": 52.05,
"time": 94.61743689584546,
"param": [
{
"p": 0.11458814889192581,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.21785449981689453,
"m": 1.0
},
{
"p": 0.08688946813344955,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0238917488604784,
"m": 1.0
},
{
"p": 0.02182711288332939,
"m": 1.0
},
{
"p": 0.0725737139582634,
"m": 1.0
},
{
"p": 0.08384355902671814,
"m": 1.0
},
{
"p": 0.06759196519851685,
"m": 1.0
},
{
"p": 0.17037346959114075,
"m": 1.0
},
{
"p": 0.06311164796352386,
"m": 1.0
},
{
"p": 0.07745464146137238,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 15,
"train_loss": 1.5489953756332397,
"val_loss": 1.2073003053665161,
"acc": 54.29,
"time": 85.64566953596659,
"param": [
{
"p": 0.11782215535640717,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.21664758026599884,
"m": 1.0
},
{
"p": 0.0870678722858429,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.012116970494389534,
"m": 1.0
},
{
"p": 0.02193789929151535,
"m": 1.0
},
{
"p": 0.07542762160301208,
"m": 1.0
},
{
"p": 0.07494743913412094,
"m": 1.0
},
{
"p": 0.07236693799495697,
"m": 1.0
},
{
"p": 0.16492490470409393,
"m": 1.0
},
{
"p": 0.0709766149520874,
"m": 1.0
},
{
"p": 0.08576390892267227,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 16,
"train_loss": 1.6445761919021606,
"val_loss": 1.3220964670181274,
"acc": 54.04,
"time": 98.79558730917051,
"param": [
{
"p": 0.12612992525100708,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.21378034353256226,
"m": 1.0
},
{
"p": 0.09109897166490555,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.022532489150762558,
"m": 1.0
},
{
"p": 0.07994504272937775,
"m": 1.0
},
{
"p": 0.06334313750267029,
"m": 1.0
},
{
"p": 0.08354462683200836,
"m": 1.0
},
{
"p": 0.1615286022424698,
"m": 1.0
},
{
"p": 0.0666898787021637,
"m": 1.0
},
{
"p": 0.09140698611736298,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 17,
"train_loss": 1.3608465194702148,
"val_loss": 1.3230241537094116,
"acc": 54.5,
"time": 87.79129830095917,
"param": [
{
"p": 0.13633927702903748,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.2123311311006546,
"m": 1.0
},
{
"p": 0.08297264575958252,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.023967163637280464,
"m": 1.0
},
{
"p": 0.09012217074632645,
"m": 1.0
},
{
"p": 0.05221736058592796,
"m": 1.0
},
{
"p": 0.09813086688518524,
"m": 1.0
},
{
"p": 0.15037494897842407,
"m": 1.0
},
{
"p": 0.06728403270244598,
"m": 1.0
},
{
"p": 0.08626043796539307,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 18,
"train_loss": 1.5027332305908203,
"val_loss": 1.2952971458435059,
"acc": 55.39,
"time": 84.8117150478065,
"param": [
{
"p": 0.14757677912712097,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.23584085702896118,
"m": 1.0
},
{
"p": 0.06532593071460724,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.013784767128527164,
"m": 1.0
},
{
"p": 0.08329649269580841,
"m": 1.0
},
{
"p": 0.024920348078012466,
"m": 1.0
},
{
"p": 0.09666801989078522,
"m": 1.0
},
{
"p": 0.15612614154815674,
"m": 1.0
},
{
"p": 0.08500322699546814,
"m": 1.0
},
{
"p": 0.09145741909742355,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 19,
"train_loss": 1.2561440467834473,
"val_loss": 1.197343349456787,
"acc": 55.99,
"time": 96.6664872171823,
"param": [
{
"p": 0.15204763412475586,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.26861125230789185,
"m": 1.0
},
{
"p": 0.03948898985981941,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08728659152984619,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0860176607966423,
"m": 1.0
},
{
"p": 0.17668692767620087,
"m": 1.0
},
{
"p": 0.1012372076511383,
"m": 1.0
},
{
"p": 0.08862379193305969,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 20,
"train_loss": 1.2222400903701782,
"val_loss": 1.187727689743042,
"acc": 57.09,
"time": 97.30830171704292,
"param": [
{
"p": 0.13838720321655273,
"m": 1.0
},
{
"p": 0.0011277166195213795,
"m": 1.0
},
{
"p": 0.23686780035495758,
"m": 1.0
},
{
"p": 0.033313021063804626,
"m": 1.0
},
{
"p": 0.010487854480743408,
"m": 1.0
},
{
"p": 0.007366482634097338,
"m": 1.0
},
{
"p": 0.011188840493559837,
"m": 1.0
},
{
"p": 0.09876125305891037,
"m": 1.0
},
{
"p": 0.006297600455582142,
"m": 1.0
},
{
"p": 0.0954773873090744,
"m": 1.0
},
{
"p": 0.16400545835494995,
"m": 1.0
},
{
"p": 0.10697001218795776,
"m": 1.0
},
{
"p": 0.08974934369325638,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 21,
"train_loss": 1.3862992525100708,
"val_loss": 1.1664801836013794,
"acc": 58.95,
"time": 85.96737038413994,
"param": [
{
"p": 0.12701688706874847,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.21792279183864594,
"m": 1.0
},
{
"p": 0.023667430505156517,
"m": 1.0
},
{
"p": 0.005919898860156536,
"m": 1.0
},
{
"p": 0.010047771967947483,
"m": 1.0
},
{
"p": 0.026527615264058113,
"m": 1.0
},
{
"p": 0.10496597737073898,
"m": 1.0
},
{
"p": 0.016289159655570984,
"m": 1.0
},
{
"p": 0.09675859659910202,
"m": 1.0
},
{
"p": 0.16348928213119507,
"m": 1.0
},
{
"p": 0.10715808719396591,
"m": 1.0
},
{
"p": 0.10023641586303711,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 22,
"train_loss": 1.541553020477295,
"val_loss": 1.0808815956115723,
"acc": 58.61,
"time": 83.89138011005707,
"param": [
{
"p": 0.1326943039894104,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.22178716957569122,
"m": 1.0
},
{
"p": 0.0014807494590058923,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0058730291202664375,
"m": 1.0
},
{
"p": 0.038928478956222534,
"m": 1.0
},
{
"p": 0.10008861869573593,
"m": 1.0
},
{
"p": 0.01795816794037819,
"m": 1.0
},
{
"p": 0.09745335578918457,
"m": 1.0
},
{
"p": 0.16984012722969055,
"m": 1.0
},
{
"p": 0.10067959129810333,
"m": 1.0
},
{
"p": 0.11321642994880676,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 23,
"train_loss": 1.432025671005249,
"val_loss": 1.1173022985458374,
"acc": 59.71,
"time": 86.6980431699194,
"param": [
{
"p": 0.1293066143989563,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.21431909501552582,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.002965216524899006,
"m": 1.0
},
{
"p": 0.05576024204492569,
"m": 1.0
},
{
"p": 0.09658839553594589,
"m": 1.0
},
{
"p": 0.03363000974059105,
"m": 1.0
},
{
"p": 0.09451454132795334,
"m": 1.0
},
{
"p": 0.16222824156284332,
"m": 1.0
},
{
"p": 0.09301190823316574,
"m": 1.0
},
{
"p": 0.11767565459012985,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 24,
"train_loss": 1.0537818670272827,
"val_loss": 1.0872154235839844,
"acc": 61.04,
"time": 81.9904762529768,
"param": [
{
"p": 0.12618117034435272,
"m": 1.0
},
{
"p": 0.007544197142124176,
"m": 1.0
},
{
"p": 0.18318171799182892,
"m": 1.0
},
{
"p": 0.02169051580131054,
"m": 1.0
},
{
"p": 0.0021222189534455538,
"m": 1.0
},
{
"p": 0.01686996780335903,
"m": 1.0
},
{
"p": 0.06262758374214172,
"m": 1.0
},
{
"p": 0.08310511708259583,
"m": 1.0
},
{
"p": 0.0606558620929718,
"m": 1.0
},
{
"p": 0.09186211973428726,
"m": 1.0
},
{
"p": 0.1430807262659073,
"m": 1.0
},
{
"p": 0.09012790769338608,
"m": 1.0
},
{
"p": 0.10663753002882004,
"m": 1.0
},
{
"p": 0.004313332028687,
"m": 1.0
}
]
},
{
"epoch": 25,
"train_loss": 1.4145768880844116,
"val_loss": 1.1351648569107056,
"acc": 59.82,
"time": 82.6076271389611,
"param": [
{
"p": 0.13574795424938202,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1859549731016159,
"m": 1.0
},
{
"p": 0.020581236109137535,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.007702699396759272,
"m": 1.0
},
{
"p": 0.05311886593699455,
"m": 1.0
},
{
"p": 0.06976872682571411,
"m": 1.0
},
{
"p": 0.07406400889158249,
"m": 1.0
},
{
"p": 0.09131704270839691,
"m": 1.0
},
{
"p": 0.15111510455608368,
"m": 1.0
},
{
"p": 0.09285259246826172,
"m": 1.0
},
{
"p": 0.10906821489334106,
"m": 1.0
},
{
"p": 0.008708571083843708,
"m": 1.0
}
]
},
{
"epoch": 26,
"train_loss": 1.250152349472046,
"val_loss": 1.145179033279419,
"acc": 61.0,
"time": 82.74292272585444,
"param": [
{
"p": 0.14495620131492615,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.18917050957679749,
"m": 1.0
},
{
"p": 0.016612716019153595,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.003596654860302806,
"m": 1.0
},
{
"p": 0.046620626002550125,
"m": 1.0
},
{
"p": 0.06436260044574738,
"m": 1.0
},
{
"p": 0.08112303912639618,
"m": 1.0
},
{
"p": 0.08346602320671082,
"m": 1.0
},
{
"p": 0.14579680562019348,
"m": 1.0
},
{
"p": 0.10656788945198059,
"m": 1.0
},
{
"p": 0.10325546562671661,
"m": 1.0
},
{
"p": 0.014471552334725857,
"m": 1.0
}
]
},
{
"epoch": 27,
"train_loss": 1.2384198904037476,
"val_loss": 1.1634202003479004,
"acc": 59.86,
"time": 91.10819128202274,
"param": [
{
"p": 0.14394482970237732,
"m": 1.0
},
{
"p": 0.0015688133426010609,
"m": 1.0
},
{
"p": 0.1733689308166504,
"m": 1.0
},
{
"p": 0.022563746199011803,
"m": 1.0
},
{
"p": 0.0053701987490057945,
"m": 1.0
},
{
"p": 0.0149453179910779,
"m": 1.0
},
{
"p": 0.039198026061058044,
"m": 1.0
},
{
"p": 0.06460990011692047,
"m": 1.0
},
{
"p": 0.08782710134983063,
"m": 1.0
},
{
"p": 0.0807327851653099,
"m": 1.0
},
{
"p": 0.1300676167011261,
"m": 1.0
},
{
"p": 0.10979852825403214,
"m": 1.0
},
{
"p": 0.09780087321996689,
"m": 1.0
},
{
"p": 0.028203383088111877,
"m": 1.0
}
]
},
{
"epoch": 28,
"train_loss": 1.398038625717163,
"val_loss": 1.0869131088256836,
"acc": 61.2,
"time": 85.79039844614454,
"param": [
{
"p": 0.14762048423290253,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.18727000057697296,
"m": 1.0
},
{
"p": 0.027068639174103737,
"m": 1.0
},
{
"p": 0.011836938560009003,
"m": 1.0
},
{
"p": 0.02473645843565464,
"m": 1.0
},
{
"p": 0.02321692369878292,
"m": 1.0
},
{
"p": 0.06578561663627625,
"m": 1.0
},
{
"p": 0.09596330672502518,
"m": 1.0
},
{
"p": 0.07533498853445053,
"m": 1.0
},
{
"p": 0.1231360211968422,
"m": 1.0
},
{
"p": 0.09383972734212875,
"m": 1.0
},
{
"p": 0.09922856837511063,
"m": 1.0
},
{
"p": 0.024962319061160088,
"m": 1.0
}
]
},
{
"epoch": 29,
"train_loss": 1.2489956617355347,
"val_loss": 1.1583040952682495,
"acc": 59.19,
"time": 91.01488490193151,
"param": [
{
"p": 0.15852415561676025,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.2140282541513443,
"m": 1.0
},
{
"p": 0.024164695292711258,
"m": 1.0
},
{
"p": 0.000650238711386919,
"m": 1.0
},
{
"p": 0.010087193921208382,
"m": 1.0
},
{
"p": 0.016655772924423218,
"m": 1.0
},
{
"p": 0.07018980383872986,
"m": 1.0
},
{
"p": 0.10894419997930527,
"m": 1.0
},
{
"p": 0.06379184871912003,
"m": 1.0
},
{
"p": 0.1208830326795578,
"m": 1.0
},
{
"p": 0.09873680770397186,
"m": 1.0
},
{
"p": 0.10451629012823105,
"m": 1.0
},
{
"p": 0.008827589452266693,
"m": 1.0
}
]
},
{
"epoch": 30,
"train_loss": 1.1590533256530762,
"val_loss": 1.0322810411453247,
"acc": 62.78,
"time": 87.48473419900984,
"param": [
{
"p": 0.1676410734653473,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.2375512719154358,
"m": 1.0
},
{
"p": 0.006964406464248896,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0085684135556221,
"m": 1.0
},
{
"p": 0.07724040746688843,
"m": 1.0
},
{
"p": 0.11388587951660156,
"m": 1.0
},
{
"p": 0.04550717771053314,
"m": 1.0
},
{
"p": 0.12072142958641052,
"m": 1.0
},
{
"p": 0.11842139810323715,
"m": 1.0
},
{
"p": 0.10349848121404648,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 31,
"train_loss": 1.0500410795211792,
"val_loss": 1.1077053546905518,
"acc": 61.91,
"time": 90.52913708100095,
"param": [
{
"p": 0.16910944879055023,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.2483643889427185,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0008907995652407408,
"m": 1.0
},
{
"p": 0.08165935426950455,
"m": 1.0
},
{
"p": 0.11679641902446747,
"m": 1.0
},
{
"p": 0.03861655294895172,
"m": 1.0
},
{
"p": 0.1148548275232315,
"m": 1.0
},
{
"p": 0.12291926145553589,
"m": 1.0
},
{
"p": 0.10678890347480774,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 32,
"train_loss": 1.4117294549942017,
"val_loss": 1.03567636013031,
"acc": 62.71,
"time": 90.08417309494689,
"param": [
{
"p": 0.17099393904209137,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.2545699179172516,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06861455738544464,
"m": 1.0
},
{
"p": 0.11873645335435867,
"m": 1.0
},
{
"p": 0.03511127829551697,
"m": 1.0
},
{
"p": 0.11847896128892899,
"m": 1.0
},
{
"p": 0.11742536723613739,
"m": 1.0
},
{
"p": 0.11606954038143158,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 33,
"train_loss": 1.1365432739257812,
"val_loss": 1.052796483039856,
"acc": 61.92,
"time": 89.463673066115,
"param": [
{
"p": 0.17805300652980804,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.26945874094963074,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.042864393442869186,
"m": 1.0
},
{
"p": 0.11668670922517776,
"m": 1.0
},
{
"p": 0.02579418569803238,
"m": 1.0
},
{
"p": 0.11935246735811234,
"m": 1.0
},
{
"p": 0.12074403464794159,
"m": 1.0
},
{
"p": 0.12704642117023468,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 34,
"train_loss": 0.908772885799408,
"val_loss": 0.979433000087738,
"acc": 63.87,
"time": 97.9303132109344,
"param": [
{
"p": 0.1578344851732254,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.2624097764492035,
"m": 1.0
},
{
"p": 0.006155358627438545,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.01598672941327095,
"m": 1.0
},
{
"p": 0.015758324414491653,
"m": 1.0
},
{
"p": 0.028748206794261932,
"m": 1.0
},
{
"p": 0.11221805214881897,
"m": 1.0
},
{
"p": 0.03305428847670555,
"m": 1.0
},
{
"p": 0.11716724932193756,
"m": 1.0
},
{
"p": 0.11962909996509552,
"m": 1.0
},
{
"p": 0.1310383528470993,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 35,
"train_loss": 1.1683446168899536,
"val_loss": 0.9779870510101318,
"acc": 63.42,
"time": 85.3313769060187,
"param": [
{
"p": 0.1323574036359787,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.22319142520427704,
"m": 1.0
},
{
"p": 0.013528990559279919,
"m": 1.0
},
{
"p": 0.014019094407558441,
"m": 1.0
},
{
"p": 0.03631395101547241,
"m": 1.0
},
{
"p": 0.029647594317793846,
"m": 1.0
},
{
"p": 0.02426285855472088,
"m": 1.0
},
{
"p": 0.11314967274665833,
"m": 1.0
},
{
"p": 0.0584322027862072,
"m": 1.0
},
{
"p": 0.1050131693482399,
"m": 1.0
},
{
"p": 0.11712412536144257,
"m": 1.0
},
{
"p": 0.1322413831949234,
"m": 1.0
},
{
"p": 0.000718166003935039,
"m": 1.0
}
]
},
{
"epoch": 36,
"train_loss": 1.301566481590271,
"val_loss": 0.938077986240387,
"acc": 63.02,
"time": 92.04156478797086,
"param": [
{
"p": 0.11963330954313278,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1683833748102188,
"m": 1.0
},
{
"p": 0.024088401347398758,
"m": 1.0
},
{
"p": 0.011823236010968685,
"m": 1.0
},
{
"p": 0.054639991372823715,
"m": 1.0
},
{
"p": 0.047906599938869476,
"m": 1.0
},
{
"p": 0.03996455669403076,
"m": 1.0
},
{
"p": 0.10791916400194168,
"m": 1.0
},
{
"p": 0.08001580089330673,
"m": 1.0
},
{
"p": 0.09654074907302856,
"m": 1.0
},
{
"p": 0.11423943191766739,
"m": 1.0
},
{
"p": 0.1316150426864624,
"m": 1.0
},
{
"p": 0.0032304180786013603,
"m": 1.0
}
]
},
{
"epoch": 37,
"train_loss": 1.3236262798309326,
"val_loss": 1.0870692729949951,
"acc": 63.42,
"time": 100.17849598196335,
"param": [
{
"p": 0.11807933449745178,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.14428412914276123,
"m": 1.0
},
{
"p": 0.023595547303557396,
"m": 1.0
},
{
"p": 0.000430704967584461,
"m": 1.0
},
{
"p": 0.060201846063137054,
"m": 1.0
},
{
"p": 0.061167847365140915,
"m": 1.0
},
{
"p": 0.05212447792291641,
"m": 1.0
},
{
"p": 0.1093566045165062,
"m": 1.0
},
{
"p": 0.09804870188236237,
"m": 1.0
},
{
"p": 0.09002342075109482,
"m": 1.0
},
{
"p": 0.11667695641517639,
"m": 1.0
},
{
"p": 0.1256030648946762,
"m": 1.0
},
{
"p": 0.0004073097079526633,
"m": 1.0
}
]
},
{
"epoch": 38,
"train_loss": 0.9583086967468262,
"val_loss": 0.9056682586669922,
"acc": 64.92,
"time": 93.56978774396703,
"param": [
{
"p": 0.11176250874996185,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1250426471233368,
"m": 1.0
},
{
"p": 0.04260426387190819,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04896422103047371,
"m": 1.0
},
{
"p": 0.051200054585933685,
"m": 1.0
},
{
"p": 0.05227283015847206,
"m": 1.0
},
{
"p": 0.11104723811149597,
"m": 1.0
},
{
"p": 0.12125667929649353,
"m": 1.0
},
{
"p": 0.08806481212377548,
"m": 1.0
},
{
"p": 0.11005271226167679,
"m": 1.0
},
{
"p": 0.13087551295757294,
"m": 1.0
},
{
"p": 0.0068564810790121555,
"m": 1.0
}
]
},
{
"epoch": 39,
"train_loss": 1.0704677104949951,
"val_loss": 0.9626286625862122,
"acc": 65.66,
"time": 89.71954071801156,
"param": [
{
"p": 0.10774511098861694,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11263632029294968,
"m": 1.0
},
{
"p": 0.06393485516309738,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03028605319559574,
"m": 1.0
},
{
"p": 0.04065082222223282,
"m": 1.0
},
{
"p": 0.0460851676762104,
"m": 1.0
},
{
"p": 0.11657421290874481,
"m": 1.0
},
{
"p": 0.13359729945659637,
"m": 1.0
},
{
"p": 0.09155496209859848,
"m": 1.0
},
{
"p": 0.1063176766037941,
"m": 1.0
},
{
"p": 0.1371690332889557,
"m": 1.0
},
{
"p": 0.013448433019220829,
"m": 1.0
}
]
},
{
"epoch": 40,
"train_loss": 1.1759674549102783,
"val_loss": 1.0784410238265991,
"acc": 66.37,
"time": 82.82520240615122,
"param": [
{
"p": 0.10363339632749557,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10308490693569183,
"m": 1.0
},
{
"p": 0.07272302359342575,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.008027308620512486,
"m": 1.0
},
{
"p": 0.026826471090316772,
"m": 1.0
},
{
"p": 0.043475065380334854,
"m": 1.0
},
{
"p": 0.12309546023607254,
"m": 1.0
},
{
"p": 0.1488770693540573,
"m": 1.0
},
{
"p": 0.10740498453378677,
"m": 1.0
},
{
"p": 0.1109519749879837,
"m": 1.0
},
{
"p": 0.15190035104751587,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 41,
"train_loss": 1.069295048713684,
"val_loss": 0.9633502960205078,
"acc": 65.24,
"time": 84.0283353200648,
"param": [
{
"p": 0.0978969931602478,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08555953949689865,
"m": 1.0
},
{
"p": 0.07674410194158554,
"m": 1.0
},
{
"p": 0.00924678985029459,
"m": 1.0
},
{
"p": 0.020660322159528732,
"m": 1.0
},
{
"p": 0.03150086849927902,
"m": 1.0
},
{
"p": 0.038962021470069885,
"m": 1.0
},
{
"p": 0.12106335908174515,
"m": 1.0
},
{
"p": 0.15154503285884857,
"m": 1.0
},
{
"p": 0.10871715098619461,
"m": 1.0
},
{
"p": 0.0983874723315239,
"m": 1.0
},
{
"p": 0.15486833453178406,
"m": 1.0
},
{
"p": 0.004848017822951078,
"m": 1.0
}
]
},
{
"epoch": 42,
"train_loss": 1.4257965087890625,
"val_loss": 0.8144357204437256,
"acc": 66.26,
"time": 84.67642567609437,
"param": [
{
"p": 0.09730079025030136,
"m": 1.0
},
{
"p": 0.0013947744155302644,
"m": 1.0
},
{
"p": 0.08698809146881104,
"m": 1.0
},
{
"p": 0.08113642036914825,
"m": 1.0
},
{
"p": 0.0032992400228977203,
"m": 1.0
},
{
"p": 0.042604587972164154,
"m": 1.0
},
{
"p": 0.044277291744947433,
"m": 1.0
},
{
"p": 0.04703475534915924,
"m": 1.0
},
{
"p": 0.10427820682525635,
"m": 1.0
},
{
"p": 0.14162543416023254,
"m": 1.0
},
{
"p": 0.11002594977617264,
"m": 1.0
},
{
"p": 0.08031854778528214,
"m": 1.0
},
{
"p": 0.14525708556175232,
"m": 1.0
},
{
"p": 0.01445875782519579,
"m": 1.0
}
]
},
{
"epoch": 43,
"train_loss": 1.2393724918365479,
"val_loss": 0.8873863816261292,
"acc": 66.12,
"time": 84.23489752109163,
"param": [
{
"p": 0.11473826318979263,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0802873820066452,
"m": 1.0
},
{
"p": 0.09194149821996689,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05425169691443443,
"m": 1.0
},
{
"p": 0.06258406490087509,
"m": 1.0
},
{
"p": 0.05589764937758446,
"m": 1.0
},
{
"p": 0.08403314650058746,
"m": 1.0
},
{
"p": 0.14008553326129913,
"m": 1.0
},
{
"p": 0.10741592198610306,
"m": 1.0
},
{
"p": 0.06849594414234161,
"m": 1.0
},
{
"p": 0.140268936753273,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 44,
"train_loss": 1.2816189527511597,
"val_loss": 0.9833940863609314,
"acc": 65.64,
"time": 84.38761305087246,
"param": [
{
"p": 0.1256791353225708,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07656145840883255,
"m": 1.0
},
{
"p": 0.0935516357421875,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04865598306059837,
"m": 1.0
},
{
"p": 0.08417097479104996,
"m": 1.0
},
{
"p": 0.05097673833370209,
"m": 1.0
},
{
"p": 0.07904631644487381,
"m": 1.0
},
{
"p": 0.13656370341777802,
"m": 1.0
},
{
"p": 0.11018543690443039,
"m": 1.0
},
{
"p": 0.056122325360774994,
"m": 1.0
},
{
"p": 0.13848631083965302,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 45,
"train_loss": 1.0404919385910034,
"val_loss": 0.9717797636985779,
"acc": 67.18,
"time": 83.6447660929989,
"param": [
{
"p": 0.13670673966407776,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07010379433631897,
"m": 1.0
},
{
"p": 0.08971617370843887,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04514482989907265,
"m": 1.0
},
{
"p": 0.08680348098278046,
"m": 1.0
},
{
"p": 0.03789042308926582,
"m": 1.0
},
{
"p": 0.07690455764532089,
"m": 1.0
},
{
"p": 0.14026987552642822,
"m": 1.0
},
{
"p": 0.11775511503219604,
"m": 1.0
},
{
"p": 0.040276363492012024,
"m": 1.0
},
{
"p": 0.15842871367931366,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 46,
"train_loss": 0.9470192790031433,
"val_loss": 0.952453076839447,
"acc": 66.6,
"time": 84.85913750086911,
"param": [
{
"p": 0.1543126106262207,
"m": 1.0
},
{
"p": 0.003982847090810537,
"m": 1.0
},
{
"p": 0.06252853572368622,
"m": 1.0
},
{
"p": 0.09243331104516983,
"m": 1.0
},
{
"p": 0.0013681300915777683,
"m": 1.0
},
{
"p": 0.05636833980679512,
"m": 1.0
},
{
"p": 0.09394904226064682,
"m": 1.0
},
{
"p": 0.028383055701851845,
"m": 1.0
},
{
"p": 0.06844444572925568,
"m": 1.0
},
{
"p": 0.14417795836925507,
"m": 1.0
},
{
"p": 0.10726841539144516,
"m": 1.0
},
{
"p": 0.012422007508575916,
"m": 1.0
},
{
"p": 0.1719682365655899,
"m": 1.0
},
{
"p": 0.002393095288425684,
"m": 1.0
}
]
},
{
"epoch": 47,
"train_loss": 1.0875811576843262,
"val_loss": 0.9545486569404602,
"acc": 67.5,
"time": 90.32423766097054,
"param": [
{
"p": 0.17873387038707733,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05040761083364487,
"m": 1.0
},
{
"p": 0.07720598578453064,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05347500741481781,
"m": 1.0
},
{
"p": 0.0965297669172287,
"m": 1.0
},
{
"p": 0.026529425755143166,
"m": 1.0
},
{
"p": 0.0727681815624237,
"m": 1.0
},
{
"p": 0.15172399580478668,
"m": 1.0
},
{
"p": 0.09531594067811966,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.197310209274292,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 48,
"train_loss": 1.088868260383606,
"val_loss": 0.8905062675476074,
"acc": 66.41,
"time": 86.69713799306192,
"param": [
{
"p": 0.19273881614208221,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.038277119398117065,
"m": 1.0
},
{
"p": 0.05529698729515076,
"m": 1.0
},
{
"p": 0.0033019527327269316,
"m": 1.0
},
{
"p": 0.058811645954847336,
"m": 1.0
},
{
"p": 0.08603351563215256,
"m": 1.0
},
{
"p": 0.03648298978805542,
"m": 1.0
},
{
"p": 0.07306893914937973,
"m": 1.0
},
{
"p": 0.14369834959506989,
"m": 1.0
},
{
"p": 0.0876975953578949,
"m": 1.0
},
{
"p": 0.005991731770336628,
"m": 1.0
},
{
"p": 0.20672664046287537,
"m": 1.0
},
{
"p": 0.01187373697757721,
"m": 1.0
}
]
},
{
"epoch": 49,
"train_loss": 1.298614263534546,
"val_loss": 0.8051926493644714,
"acc": 67.59,
"time": 89.62935359682888,
"param": [
{
"p": 0.16719257831573486,
"m": 1.0
},
{
"p": 0.0033294616732746363,
"m": 1.0
},
{
"p": 0.045281101018190384,
"m": 1.0
},
{
"p": 0.04966380447149277,
"m": 1.0
},
{
"p": 0.023958759382367134,
"m": 1.0
},
{
"p": 0.06225649639964104,
"m": 1.0
},
{
"p": 0.07475254684686661,
"m": 1.0
},
{
"p": 0.05613458529114723,
"m": 1.0
},
{
"p": 0.06475622951984406,
"m": 1.0
},
{
"p": 0.12970323860645294,
"m": 1.0
},
{
"p": 0.08227010816335678,
"m": 1.0
},
{
"p": 0.027811676263809204,
"m": 1.0
},
{
"p": 0.18471810221672058,
"m": 1.0
},
{
"p": 0.028171317651867867,
"m": 1.0
}
]
},
{
"epoch": 50,
"train_loss": 0.9561266899108887,
"val_loss": 0.8853242993354797,
"acc": 67.22,
"time": 89.01371702412143,
"param": [
{
"p": 0.1454998403787613,
"m": 1.0
},
{
"p": 0.0014696016442030668,
"m": 1.0
},
{
"p": 0.044249117374420166,
"m": 1.0
},
{
"p": 0.05671553313732147,
"m": 1.0
},
{
"p": 0.027333037927746773,
"m": 1.0
},
{
"p": 0.06727030873298645,
"m": 1.0
},
{
"p": 0.07984232902526855,
"m": 1.0
},
{
"p": 0.06215431168675423,
"m": 1.0
},
{
"p": 0.07208982855081558,
"m": 1.0
},
{
"p": 0.12294846773147583,
"m": 1.0
},
{
"p": 0.07523996382951736,
"m": 1.0
},
{
"p": 0.043079134076833725,
"m": 1.0
},
{
"p": 0.16726364195346832,
"m": 1.0
},
{
"p": 0.034844934940338135,
"m": 1.0
}
]
},
{
"epoch": 51,
"train_loss": 1.0144898891448975,
"val_loss": 1.0045654773712158,
"acc": 67.16,
"time": 93.27964073093608,
"param": [
{
"p": 0.15896016359329224,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.040577393025159836,
"m": 1.0
},
{
"p": 0.05254550650715828,
"m": 1.0
},
{
"p": 0.021307695657014847,
"m": 1.0
},
{
"p": 0.06062693893909454,
"m": 1.0
},
{
"p": 0.07905126363039017,
"m": 1.0
},
{
"p": 0.06547489017248154,
"m": 1.0
},
{
"p": 0.0714736059308052,
"m": 1.0
},
{
"p": 0.12476228922605515,
"m": 1.0
},
{
"p": 0.07758483290672302,
"m": 1.0
},
{
"p": 0.044502951204776764,
"m": 1.0
},
{
"p": 0.1805727779865265,
"m": 1.0
},
{
"p": 0.022559698671102524,
"m": 1.0
}
]
},
{
"epoch": 52,
"train_loss": 1.1416854858398438,
"val_loss": 0.9278042316436768,
"acc": 67.23,
"time": 91.97502649389207,
"param": [
{
"p": 0.17265141010284424,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04154074192047119,
"m": 1.0
},
{
"p": 0.04462260380387306,
"m": 1.0
},
{
"p": 0.016318796202540398,
"m": 1.0
},
{
"p": 0.05363938957452774,
"m": 1.0
},
{
"p": 0.07460920512676239,
"m": 1.0
},
{
"p": 0.05924610793590546,
"m": 1.0
},
{
"p": 0.05398115888237953,
"m": 1.0
},
{
"p": 0.11616510897874832,
"m": 1.0
},
{
"p": 0.07523444294929504,
"m": 1.0
},
{
"p": 0.06614165753126144,
"m": 1.0
},
{
"p": 0.19539791345596313,
"m": 1.0
},
{
"p": 0.03045155294239521,
"m": 1.0
}
]
},
{
"epoch": 53,
"train_loss": 0.8957462906837463,
"val_loss": 0.9086104035377502,
"acc": 67.2,
"time": 98.11953054601327,
"param": [
{
"p": 0.2087811678647995,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.023192528635263443,
"m": 1.0
},
{
"p": 0.027746425941586494,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03734206035733223,
"m": 1.0
},
{
"p": 0.08006501942873001,
"m": 1.0
},
{
"p": 0.05191083252429962,
"m": 1.0
},
{
"p": 0.045475542545318604,
"m": 1.0
},
{
"p": 0.12175452709197998,
"m": 1.0
},
{
"p": 0.07000111788511276,
"m": 1.0
},
{
"p": 0.09123039990663528,
"m": 1.0
},
{
"p": 0.22623024880886078,
"m": 1.0
},
{
"p": 0.016270196065306664,
"m": 1.0
}
]
},
{
"epoch": 54,
"train_loss": 0.9937208890914917,
"val_loss": 0.912473738193512,
"acc": 67.36,
"time": 86.84843179397285,
"param": [
{
"p": 0.22108004987239838,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.01653333194553852,
"m": 1.0
},
{
"p": 0.03301486000418663,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.02647792361676693,
"m": 1.0
},
{
"p": 0.09134215116500854,
"m": 1.0
},
{
"p": 0.05707089230418205,
"m": 1.0
},
{
"p": 0.038582202047109604,
"m": 1.0
},
{
"p": 0.1274476796388626,
"m": 1.0
},
{
"p": 0.05443738028407097,
"m": 1.0
},
{
"p": 0.10592682659626007,
"m": 1.0
},
{
"p": 0.22808673977851868,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 55,
"train_loss": 0.984218418598175,
"val_loss": 0.7918311357498169,
"acc": 67.93,
"time": 98.18687561200932,
"param": [
{
"p": 0.2255251556634903,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.016552627086639404,
"m": 1.0
},
{
"p": 0.03972938656806946,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.017215033993124962,
"m": 1.0
},
{
"p": 0.08647226542234421,
"m": 1.0
},
{
"p": 0.0724436491727829,
"m": 1.0
},
{
"p": 0.026019081473350525,
"m": 1.0
},
{
"p": 0.13563354313373566,
"m": 1.0
},
{
"p": 0.03458946943283081,
"m": 1.0
},
{
"p": 0.12199492007493973,
"m": 1.0
},
{
"p": 0.22382491827011108,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 56,
"train_loss": 0.9916080832481384,
"val_loss": 0.9765585064888,
"acc": 68.74,
"time": 99.27203643810935,
"param": [
{
"p": 0.24661561846733093,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.017221949994564056,
"m": 1.0
},
{
"p": 0.03779756277799606,
"m": 1.0
},
{
"p": 0.0018885394092649221,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07373840361833572,
"m": 1.0
},
{
"p": 0.07799194008111954,
"m": 1.0
},
{
"p": 0.01686329022049904,
"m": 1.0
},
{
"p": 0.1371079534292221,
"m": 1.0
},
{
"p": 0.01642657071352005,
"m": 1.0
},
{
"p": 0.14185558259487152,
"m": 1.0
},
{
"p": 0.23249267041683197,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 57,
"train_loss": 0.9273586869239807,
"val_loss": 0.8257739543914795,
"acc": 67.02,
"time": 99.55269149690866,
"param": [
{
"p": 0.2502562403678894,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0070804934948682785,
"m": 1.0
},
{
"p": 0.038554832339286804,
"m": 1.0
},
{
"p": 0.003770087379962206,
"m": 1.0
},
{
"p": 0.01314711757004261,
"m": 1.0
},
{
"p": 0.056372810155153275,
"m": 1.0
},
{
"p": 0.07359430193901062,
"m": 1.0
},
{
"p": 0.01609509438276291,
"m": 1.0
},
{
"p": 0.12593933939933777,
"m": 1.0
},
{
"p": 0.01467195339500904,
"m": 1.0
},
{
"p": 0.1545286923646927,
"m": 1.0
},
{
"p": 0.2450869381427765,
"m": 1.0
},
{
"p": 0.0009020856232382357,
"m": 1.0
}
]
},
{
"epoch": 58,
"train_loss": 1.021485447883606,
"val_loss": 0.8197450041770935,
"acc": 68.94,
"time": 85.64866034197621,
"param": [
{
"p": 0.25560688972473145,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.011528264731168747,
"m": 1.0
},
{
"p": 0.03279479220509529,
"m": 1.0
},
{
"p": 0.002343751024454832,
"m": 1.0
},
{
"p": 0.01952512376010418,
"m": 1.0
},
{
"p": 0.03550366684794426,
"m": 1.0
},
{
"p": 0.06955503672361374,
"m": 1.0
},
{
"p": 0.016720959916710854,
"m": 1.0
},
{
"p": 0.11864761263132095,
"m": 1.0
},
{
"p": 0.021823199465870857,
"m": 1.0
},
{
"p": 0.1693616509437561,
"m": 1.0
},
{
"p": 0.2465890347957611,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 59,
"train_loss": 0.8451145887374878,
"val_loss": 0.9354524612426758,
"acc": 69.55,
"time": 85.22588426619768,
"param": [
{
"p": 0.2755780816078186,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.008806716650724411,
"m": 1.0
},
{
"p": 0.028554128482937813,
"m": 1.0
},
{
"p": 0.004479669034481049,
"m": 1.0
},
{
"p": 0.014216057024896145,
"m": 1.0
},
{
"p": 0.028929056599736214,
"m": 1.0
},
{
"p": 0.0710415169596672,
"m": 1.0
},
{
"p": 0.009381776675581932,
"m": 1.0
},
{
"p": 0.10971344262361526,
"m": 1.0
},
{
"p": 0.016434838995337486,
"m": 1.0
},
{
"p": 0.18241815268993378,
"m": 1.0
},
{
"p": 0.25044652819633484,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 60,
"train_loss": 1.1377601623535156,
"val_loss": 0.8664377927780151,
"acc": 68.39,
"time": 82.72363584092818,
"param": [
{
"p": 0.2390902042388916,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.026769928634166718,
"m": 1.0
},
{
"p": 0.02842945046722889,
"m": 1.0
},
{
"p": 0.026147939264774323,
"m": 1.0
},
{
"p": 0.0436798557639122,
"m": 1.0
},
{
"p": 0.03954146057367325,
"m": 1.0
},
{
"p": 0.06248117983341217,
"m": 1.0
},
{
"p": 0.02828962914645672,
"m": 1.0
},
{
"p": 0.09829775243997574,
"m": 1.0
},
{
"p": 0.01763613522052765,
"m": 1.0
},
{
"p": 0.17310799658298492,
"m": 1.0
},
{
"p": 0.20840218663215637,
"m": 1.0
},
{
"p": 0.008126217871904373,
"m": 1.0
}
]
},
{
"epoch": 61,
"train_loss": 1.0667269229888916,
"val_loss": 0.8852100372314453,
"acc": 69.06,
"time": 82.67310987086967,
"param": [
{
"p": 0.20456163585186005,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.053532060235738754,
"m": 1.0
},
{
"p": 0.03189755231142044,
"m": 1.0
},
{
"p": 0.022612223401665688,
"m": 1.0
},
{
"p": 0.0616222582757473,
"m": 1.0
},
{
"p": 0.04722743481397629,
"m": 1.0
},
{
"p": 0.05472038313746452,
"m": 1.0
},
{
"p": 0.03966986760497093,
"m": 1.0
},
{
"p": 0.09640362858772278,
"m": 1.0
},
{
"p": 0.023008301854133606,
"m": 1.0
},
{
"p": 0.16468478739261627,
"m": 1.0
},
{
"p": 0.18587279319763184,
"m": 1.0
},
{
"p": 0.014187087304890156,
"m": 1.0
}
]
},
{
"epoch": 62,
"train_loss": 0.9850395917892456,
"val_loss": 0.8375176787376404,
"acc": 69.35,
"time": 82.7748184739612,
"param": [
{
"p": 0.1641601324081421,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07538680732250214,
"m": 1.0
},
{
"p": 0.035764388740062714,
"m": 1.0
},
{
"p": 0.027674172073602676,
"m": 1.0
},
{
"p": 0.06101307272911072,
"m": 1.0
},
{
"p": 0.056897424161434174,
"m": 1.0
},
{
"p": 0.056261803954839706,
"m": 1.0
},
{
"p": 0.04979121685028076,
"m": 1.0
},
{
"p": 0.0944235697388649,
"m": 1.0
},
{
"p": 0.04907405376434326,
"m": 1.0
},
{
"p": 0.14447857439517975,
"m": 1.0
},
{
"p": 0.15332898497581482,
"m": 1.0
},
{
"p": 0.03174576163291931,
"m": 1.0
}
]
},
{
"epoch": 63,
"train_loss": 1.080058217048645,
"val_loss": 0.7113077044487,
"acc": 69.83,
"time": 88.49244744493626,
"param": [
{
"p": 0.14330118894577026,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09014241397380829,
"m": 1.0
},
{
"p": 0.03044905699789524,
"m": 1.0
},
{
"p": 0.045187853276729584,
"m": 1.0
},
{
"p": 0.05478609725832939,
"m": 1.0
},
{
"p": 0.06048643961548805,
"m": 1.0
},
{
"p": 0.05898601934313774,
"m": 1.0
},
{
"p": 0.05292142927646637,
"m": 1.0
},
{
"p": 0.10042190551757812,
"m": 1.0
},
{
"p": 0.05778183788061142,
"m": 1.0
},
{
"p": 0.128812775015831,
"m": 1.0
},
{
"p": 0.1347711980342865,
"m": 1.0
},
{
"p": 0.0419517420232296,
"m": 1.0
}
]
},
{
"epoch": 64,
"train_loss": 0.9909058213233948,
"val_loss": 0.8564062714576721,
"acc": 69.7,
"time": 91.95917330216616,
"param": [
{
"p": 0.15208002924919128,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10548588633537292,
"m": 1.0
},
{
"p": 0.021383818238973618,
"m": 1.0
},
{
"p": 0.060465022921562195,
"m": 1.0
},
{
"p": 0.05602676421403885,
"m": 1.0
},
{
"p": 0.053780656307935715,
"m": 1.0
},
{
"p": 0.06173053756356239,
"m": 1.0
},
{
"p": 0.028072286397218704,
"m": 1.0
},
{
"p": 0.10727912187576294,
"m": 1.0
},
{
"p": 0.05031083896756172,
"m": 1.0
},
{
"p": 0.13153919577598572,
"m": 1.0
},
{
"p": 0.13694144785404205,
"m": 1.0
},
{
"p": 0.03490441292524338,
"m": 1.0
}
]
},
{
"epoch": 65,
"train_loss": 1.0315455198287964,
"val_loss": 0.7941492795944214,
"acc": 70.64,
"time": 89.08055455517024,
"param": [
{
"p": 0.14783571660518646,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10704147070646286,
"m": 1.0
},
{
"p": 0.0027568009681999683,
"m": 1.0
},
{
"p": 0.07285690307617188,
"m": 1.0
},
{
"p": 0.07568620145320892,
"m": 1.0
},
{
"p": 0.058912526816129684,
"m": 1.0
},
{
"p": 0.06182623654603958,
"m": 1.0
},
{
"p": 0.0024939991999417543,
"m": 1.0
},
{
"p": 0.11401242017745972,
"m": 1.0
},
{
"p": 0.040537092834711075,
"m": 1.0
},
{
"p": 0.13861504197120667,
"m": 1.0
},
{
"p": 0.13114666938781738,
"m": 1.0
},
{
"p": 0.046278953552246094,
"m": 1.0
}
]
},
{
"epoch": 66,
"train_loss": 1.2200349569320679,
"val_loss": 0.8232474327087402,
"acc": 70.09,
"time": 91.0058317121584,
"param": [
{
"p": 0.14193199574947357,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10916855931282043,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07833320647478104,
"m": 1.0
},
{
"p": 0.06902957707643509,
"m": 1.0
},
{
"p": 0.06168482452630997,
"m": 1.0
},
{
"p": 0.056818969547748566,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12314022332429886,
"m": 1.0
},
{
"p": 0.03827017918229103,
"m": 1.0
},
{
"p": 0.1340842992067337,
"m": 1.0
},
{
"p": 0.13166020810604095,
"m": 1.0
},
{
"p": 0.055877942591905594,
"m": 1.0
}
]
},
{
"epoch": 67,
"train_loss": 0.9068138003349304,
"val_loss": 1.0349453687667847,
"acc": 69.18,
"time": 85.74351614317857,
"param": [
{
"p": 0.13455386459827423,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11010991781949997,
"m": 1.0
},
{
"p": 0.0015953443944454193,
"m": 1.0
},
{
"p": 0.07021693885326385,
"m": 1.0
},
{
"p": 0.0698157250881195,
"m": 1.0
},
{
"p": 0.06995534151792526,
"m": 1.0
},
{
"p": 0.05848047509789467,
"m": 1.0
},
{
"p": 0.0020665472839027643,
"m": 1.0
},
{
"p": 0.13259240984916687,
"m": 1.0
},
{
"p": 0.04309777542948723,
"m": 1.0
},
{
"p": 0.1283649355173111,
"m": 1.0
},
{
"p": 0.1338619589805603,
"m": 1.0
},
{
"p": 0.045288778841495514,
"m": 1.0
}
]
},
{
"epoch": 68,
"train_loss": 1.237501859664917,
"val_loss": 0.8491960763931274,
"acc": 69.89,
"time": 82.62942979694344,
"param": [
{
"p": 0.1246989443898201,
"m": 1.0
},
{
"p": 8.937162419897504e-06,
"m": 1.0
},
{
"p": 0.10780991613864899,
"m": 1.0
},
{
"p": 0.009583157487213612,
"m": 1.0
},
{
"p": 0.05775143951177597,
"m": 1.0
},
{
"p": 0.07935331761837006,
"m": 1.0
},
{
"p": 0.0680977925658226,
"m": 1.0
},
{
"p": 0.06672363728284836,
"m": 1.0
},
{
"p": 0.01438079122453928,
"m": 1.0
},
{
"p": 0.13844236731529236,
"m": 1.0
},
{
"p": 0.045228179544210434,
"m": 1.0
},
{
"p": 0.11610608547925949,
"m": 1.0
},
{
"p": 0.1358831375837326,
"m": 1.0
},
{
"p": 0.035932254046201706,
"m": 1.0
}
]
},
{
"epoch": 69,
"train_loss": 0.7521669864654541,
"val_loss": 0.7936854362487793,
"acc": 70.7,
"time": 83.79900473705493,
"param": [
{
"p": 0.11294741183519363,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11004681140184402,
"m": 1.0
},
{
"p": 0.015577707439661026,
"m": 1.0
},
{
"p": 0.041125405579805374,
"m": 1.0
},
{
"p": 0.07180680334568024,
"m": 1.0
},
{
"p": 0.06177382916212082,
"m": 1.0
},
{
"p": 0.07480243593454361,
"m": 1.0
},
{
"p": 0.044925257563591,
"m": 1.0
},
{
"p": 0.13266706466674805,
"m": 1.0
},
{
"p": 0.050644222646951675,
"m": 1.0
},
{
"p": 0.11922283470630646,
"m": 1.0
},
{
"p": 0.13936449587345123,
"m": 1.0
},
{
"p": 0.02509566769003868,
"m": 1.0
}
]
},
{
"epoch": 70,
"train_loss": 1.033424973487854,
"val_loss": 0.7880183458328247,
"acc": 69.87,
"time": 83.16597932088189,
"param": [
{
"p": 0.10775645822286606,
"m": 1.0
},
{
"p": 0.0022299219854176044,
"m": 1.0
},
{
"p": 0.11863961815834045,
"m": 1.0
},
{
"p": 0.008817789144814014,
"m": 1.0
},
{
"p": 0.03760680556297302,
"m": 1.0
},
{
"p": 0.060579460114240646,
"m": 1.0
},
{
"p": 0.05665523558855057,
"m": 1.0
},
{
"p": 0.07595668733119965,
"m": 1.0
},
{
"p": 0.06271812319755554,
"m": 1.0
},
{
"p": 0.12358476221561432,
"m": 1.0
},
{
"p": 0.05583536624908447,
"m": 1.0
},
{
"p": 0.1242426335811615,
"m": 1.0
},
{
"p": 0.15061570703983307,
"m": 1.0
},
{
"p": 0.01476147398352623,
"m": 1.0
}
]
},
{
"epoch": 71,
"train_loss": 0.8827171325683594,
"val_loss": 0.9539223313331604,
"acc": 70.44,
"time": 85.9728432490956,
"param": [
{
"p": 0.10406734049320221,
"m": 1.0
},
{
"p": 0.010294679552316666,
"m": 1.0
},
{
"p": 0.1251581460237503,
"m": 1.0
},
{
"p": 0.010311494581401348,
"m": 1.0
},
{
"p": 0.02593034878373146,
"m": 1.0
},
{
"p": 0.056287702172994614,
"m": 1.0
},
{
"p": 0.043102625757455826,
"m": 1.0
},
{
"p": 0.08232108503580093,
"m": 1.0
},
{
"p": 0.07245533913373947,
"m": 1.0
},
{
"p": 0.11845621466636658,
"m": 1.0
},
{
"p": 0.06379682570695877,
"m": 1.0
},
{
"p": 0.12154795974493027,
"m": 1.0
},
{
"p": 0.14618727564811707,
"m": 1.0
},
{
"p": 0.020083021372556686,
"m": 1.0
}
]
},
{
"epoch": 72,
"train_loss": 1.0416185855865479,
"val_loss": 0.7280377149581909,
"acc": 71.0,
"time": 83.43260259996168,
"param": [
{
"p": 0.09433205425739288,
"m": 1.0
},
{
"p": 0.010395822115242481,
"m": 1.0
},
{
"p": 0.11179599910974503,
"m": 1.0
},
{
"p": 0.021220818161964417,
"m": 1.0
},
{
"p": 0.02620643749833107,
"m": 1.0
},
{
"p": 0.07323064655065536,
"m": 1.0
},
{
"p": 0.03453398868441582,
"m": 1.0
},
{
"p": 0.0836540013551712,
"m": 1.0
},
{
"p": 0.08001476526260376,
"m": 1.0
},
{
"p": 0.12023165822029114,
"m": 1.0
},
{
"p": 0.06969406455755234,
"m": 1.0
},
{
"p": 0.11815094202756882,
"m": 1.0
},
{
"p": 0.13067927956581116,
"m": 1.0
},
{
"p": 0.025859525427222252,
"m": 1.0
}
]
},
{
"epoch": 73,
"train_loss": 0.865280032157898,
"val_loss": 0.8081017136573792,
"acc": 70.41,
"time": 97.09871928486973,
"param": [
{
"p": 0.1118493527173996,
"m": 1.0
},
{
"p": 0.007507441099733114,
"m": 1.0
},
{
"p": 0.09835102409124374,
"m": 1.0
},
{
"p": 0.016091449186205864,
"m": 1.0
},
{
"p": 0.03073165938258171,
"m": 1.0
},
{
"p": 0.09379091113805771,
"m": 1.0
},
{
"p": 0.04035041853785515,
"m": 1.0
},
{
"p": 0.0788612961769104,
"m": 1.0
},
{
"p": 0.08591555804014206,
"m": 1.0
},
{
"p": 0.11367078125476837,
"m": 1.0
},
{
"p": 0.07593020796775818,
"m": 1.0
},
{
"p": 0.10117252916097641,
"m": 1.0
},
{
"p": 0.12673844397068024,
"m": 1.0
},
{
"p": 0.019038913771510124,
"m": 1.0
}
]
},
{
"epoch": 74,
"train_loss": 0.8887814879417419,
"val_loss": 0.8359910249710083,
"acc": 69.36,
"time": 96.1945737679489,
"param": [
{
"p": 0.12423578649759293,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10170559585094452,
"m": 1.0
},
{
"p": 0.00598157150670886,
"m": 1.0
},
{
"p": 0.017840992659330368,
"m": 1.0
},
{
"p": 0.10739109665155411,
"m": 1.0
},
{
"p": 0.05542822182178497,
"m": 1.0
},
{
"p": 0.061340801417827606,
"m": 1.0
},
{
"p": 0.09350480139255524,
"m": 1.0
},
{
"p": 0.11514239758253098,
"m": 1.0
},
{
"p": 0.07053478807210922,
"m": 1.0
},
{
"p": 0.09125373512506485,
"m": 1.0
},
{
"p": 0.13231627643108368,
"m": 1.0
},
{
"p": 0.023323968052864075,
"m": 1.0
}
]
},
{
"epoch": 75,
"train_loss": 0.7850121259689331,
"val_loss": 0.8703819513320923,
"acc": 70.01,
"time": 96.35817330679856,
"param": [
{
"p": 0.12163657695055008,
"m": 1.0
},
{
"p": 0.0032987184822559357,
"m": 1.0
},
{
"p": 0.0918109193444252,
"m": 1.0
},
{
"p": 0.03081485629081726,
"m": 1.0
},
{
"p": 0.008627047762274742,
"m": 1.0
},
{
"p": 0.10011105984449387,
"m": 1.0
},
{
"p": 0.07486193627119064,
"m": 1.0
},
{
"p": 0.040611397475004196,
"m": 1.0
},
{
"p": 0.10147122293710709,
"m": 1.0
},
{
"p": 0.11792396008968353,
"m": 1.0
},
{
"p": 0.070876844227314,
"m": 1.0
},
{
"p": 0.08494304865598679,
"m": 1.0
},
{
"p": 0.12068098038434982,
"m": 1.0
},
{
"p": 0.032331496477127075,
"m": 1.0
}
]
},
{
"epoch": 76,
"train_loss": 1.2867918014526367,
"val_loss": 1.017155647277832,
"acc": 69.74,
"time": 89.82099665794522,
"param": [
{
"p": 0.11232772469520569,
"m": 1.0
},
{
"p": 0.024425745010375977,
"m": 1.0
},
{
"p": 0.08347656577825546,
"m": 1.0
},
{
"p": 0.04086579009890556,
"m": 1.0
},
{
"p": 0.027980439364910126,
"m": 1.0
},
{
"p": 0.07659539580345154,
"m": 1.0
},
{
"p": 0.06404996663331985,
"m": 1.0
},
{
"p": 0.029120739549398422,
"m": 1.0
},
{
"p": 0.10229606181383133,
"m": 1.0
},
{
"p": 0.12110082805156708,
"m": 1.0
},
{
"p": 0.0825442373752594,
"m": 1.0
},
{
"p": 0.08438779413700104,
"m": 1.0
},
{
"p": 0.10972143709659576,
"m": 1.0
},
{
"p": 0.04110731929540634,
"m": 1.0
}
]
},
{
"epoch": 77,
"train_loss": 0.813322901725769,
"val_loss": 0.8500744104385376,
"acc": 70.83,
"time": 83.60087210591882,
"param": [
{
"p": 0.12010691314935684,
"m": 1.0
},
{
"p": 0.03685298189520836,
"m": 1.0
},
{
"p": 0.07386954873800278,
"m": 1.0
},
{
"p": 0.039093561470508575,
"m": 1.0
},
{
"p": 0.04043412208557129,
"m": 1.0
},
{
"p": 0.05811990797519684,
"m": 1.0
},
{
"p": 0.05071953311562538,
"m": 1.0
},
{
"p": 0.029075326398015022,
"m": 1.0
},
{
"p": 0.0840149000287056,
"m": 1.0
},
{
"p": 0.1361943483352661,
"m": 1.0
},
{
"p": 0.08702708780765533,
"m": 1.0
},
{
"p": 0.09261796623468399,
"m": 1.0
},
{
"p": 0.10992223769426346,
"m": 1.0
},
{
"p": 0.04195159301161766,
"m": 1.0
}
]
},
{
"epoch": 78,
"train_loss": 0.8386869430541992,
"val_loss": 0.8846942186355591,
"acc": 70.4,
"time": 96.93563493201509,
"param": [
{
"p": 0.1365717202425003,
"m": 1.0
},
{
"p": 0.023913510143756866,
"m": 1.0
},
{
"p": 0.06624089926481247,
"m": 1.0
},
{
"p": 0.03259984776377678,
"m": 1.0
},
{
"p": 0.040860094130039215,
"m": 1.0
},
{
"p": 0.06629129499197006,
"m": 1.0
},
{
"p": 0.040246617048978806,
"m": 1.0
},
{
"p": 0.029761264100670815,
"m": 1.0
},
{
"p": 0.07504066824913025,
"m": 1.0
},
{
"p": 0.14800548553466797,
"m": 1.0
},
{
"p": 0.0976777896285057,
"m": 1.0
},
{
"p": 0.09175429493188858,
"m": 1.0
},
{
"p": 0.11762785166501999,
"m": 1.0
},
{
"p": 0.033408645540475845,
"m": 1.0
}
]
},
{
"epoch": 79,
"train_loss": 0.9548302888870239,
"val_loss": 0.7247291803359985,
"acc": 70.5,
"time": 84.00758302793838,
"param": [
{
"p": 0.14457382261753082,
"m": 1.0
},
{
"p": 0.004495067987591028,
"m": 1.0
},
{
"p": 0.06466937810182571,
"m": 1.0
},
{
"p": 0.023430854082107544,
"m": 1.0
},
{
"p": 0.06358320266008377,
"m": 1.0
},
{
"p": 0.08534567803144455,
"m": 1.0
},
{
"p": 0.01593364030122757,
"m": 1.0
},
{
"p": 0.02436091937124729,
"m": 1.0
},
{
"p": 0.07202219218015671,
"m": 1.0
},
{
"p": 0.15288466215133667,
"m": 1.0
},
{
"p": 0.09553530067205429,
"m": 1.0
},
{
"p": 0.0943041741847992,
"m": 1.0
},
{
"p": 0.11782554537057877,
"m": 1.0
},
{
"p": 0.04103555530309677,
"m": 1.0
}
]
},
{
"epoch": 80,
"train_loss": 0.9357786178588867,
"val_loss": 0.8787815570831299,
"acc": 70.88,
"time": 96.46899021207355,
"param": [
{
"p": 0.1458168923854828,
"m": 1.0
},
{
"p": 0.004047432914376259,
"m": 1.0
},
{
"p": 0.06770037859678268,
"m": 1.0
},
{
"p": 0.025400646030902863,
"m": 1.0
},
{
"p": 0.06190698593854904,
"m": 1.0
},
{
"p": 0.10619897395372391,
"m": 1.0
},
{
"p": 0.02090957760810852,
"m": 1.0
},
{
"p": 0.033128105103969574,
"m": 1.0
},
{
"p": 0.06672286987304688,
"m": 1.0
},
{
"p": 0.13005796074867249,
"m": 1.0
},
{
"p": 0.08229278028011322,
"m": 1.0
},
{
"p": 0.09175103902816772,
"m": 1.0
},
{
"p": 0.1038890853524208,
"m": 1.0
},
{
"p": 0.06017723307013512,
"m": 1.0
}
]
},
{
"epoch": 81,
"train_loss": 0.980421781539917,
"val_loss": 0.8141908645629883,
"acc": 71.54,
"time": 87.29591372003779,
"param": [
{
"p": 0.14692983031272888,
"m": 1.0
},
{
"p": 0.005550875794142485,
"m": 1.0
},
{
"p": 0.07575272768735886,
"m": 1.0
},
{
"p": 0.014196709729731083,
"m": 1.0
},
{
"p": 0.06843266636133194,
"m": 1.0
},
{
"p": 0.1073940247297287,
"m": 1.0
},
{
"p": 0.02581196092069149,
"m": 1.0
},
{
"p": 0.053820692002773285,
"m": 1.0
},
{
"p": 0.06474301964044571,
"m": 1.0
},
{
"p": 0.12057492136955261,
"m": 1.0
},
{
"p": 0.06602881848812103,
"m": 1.0
},
{
"p": 0.08315194398164749,
"m": 1.0
},
{
"p": 0.10338791459798813,
"m": 1.0
},
{
"p": 0.06422387063503265,
"m": 1.0
}
]
},
{
"epoch": 82,
"train_loss": 0.9006834030151367,
"val_loss": 0.8091796636581421,
"acc": 71.83,
"time": 82.84190909587778,
"param": [
{
"p": 0.13360358774662018,
"m": 1.0
},
{
"p": 0.01761768013238907,
"m": 1.0
},
{
"p": 0.0842047706246376,
"m": 1.0
},
{
"p": 0.002429352840408683,
"m": 1.0
},
{
"p": 0.061943016946315765,
"m": 1.0
},
{
"p": 0.09555978327989578,
"m": 1.0
},
{
"p": 0.04311760142445564,
"m": 1.0
},
{
"p": 0.062056366354227066,
"m": 1.0
},
{
"p": 0.06101760268211365,
"m": 1.0
},
{
"p": 0.10280857980251312,
"m": 1.0
},
{
"p": 0.05883311852812767,
"m": 1.0
},
{
"p": 0.07984694093465805,
"m": 1.0
},
{
"p": 0.10686380416154861,
"m": 1.0
},
{
"p": 0.09009769558906555,
"m": 1.0
}
]
},
{
"epoch": 83,
"train_loss": 1.2821590900421143,
"val_loss": 0.7908779382705688,
"acc": 71.23,
"time": 86.23714092979208,
"param": [
{
"p": 0.12053629010915756,
"m": 1.0
},
{
"p": 0.03307616338133812,
"m": 1.0
},
{
"p": 0.08478660136461258,
"m": 1.0
},
{
"p": 0.011703780852258205,
"m": 1.0
},
{
"p": 0.055303044617176056,
"m": 1.0
},
{
"p": 0.09537823498249054,
"m": 1.0
},
{
"p": 0.04967689514160156,
"m": 1.0
},
{
"p": 0.056790534406900406,
"m": 1.0
},
{
"p": 0.057362042367458344,
"m": 1.0
},
{
"p": 0.08942873030900955,
"m": 1.0
},
{
"p": 0.0595063790678978,
"m": 1.0
},
{
"p": 0.0759231299161911,
"m": 1.0
},
{
"p": 0.11045370250940323,
"m": 1.0
},
{
"p": 0.10007451474666595,
"m": 1.0
}
]
},
{
"epoch": 84,
"train_loss": 1.121138572692871,
"val_loss": 0.8347778916358948,
"acc": 70.98,
"time": 97.39761687698774,
"param": [
{
"p": 0.1134226992726326,
"m": 1.0
},
{
"p": 0.03185781463980675,
"m": 1.0
},
{
"p": 0.09204573184251785,
"m": 1.0
},
{
"p": 0.022009391337633133,
"m": 1.0
},
{
"p": 0.05126678943634033,
"m": 1.0
},
{
"p": 0.09077541530132294,
"m": 1.0
},
{
"p": 0.06409002840518951,
"m": 1.0
},
{
"p": 0.04953055456280708,
"m": 1.0
},
{
"p": 0.06379865854978561,
"m": 1.0
},
{
"p": 0.09233565628528595,
"m": 1.0
},
{
"p": 0.06225007772445679,
"m": 1.0
},
{
"p": 0.06811022758483887,
"m": 1.0
},
{
"p": 0.11166084557771683,
"m": 1.0
},
{
"p": 0.08684603124856949,
"m": 1.0
}
]
},
{
"epoch": 85,
"train_loss": 0.9111269116401672,
"val_loss": 0.7622522711753845,
"acc": 70.33,
"time": 83.31154048489407,
"param": [
{
"p": 0.11229894310235977,
"m": 1.0
},
{
"p": 0.021018730476498604,
"m": 1.0
},
{
"p": 0.0913810282945633,
"m": 1.0
},
{
"p": 0.014547772705554962,
"m": 1.0
},
{
"p": 0.05590250715613365,
"m": 1.0
},
{
"p": 0.09411191940307617,
"m": 1.0
},
{
"p": 0.07671219110488892,
"m": 1.0
},
{
"p": 0.04620936140418053,
"m": 1.0
},
{
"p": 0.07177665084600449,
"m": 1.0
},
{
"p": 0.08929194509983063,
"m": 1.0
},
{
"p": 0.06927747279405594,
"m": 1.0
},
{
"p": 0.07051748037338257,
"m": 1.0
},
{
"p": 0.12326177954673767,
"m": 1.0
},
{
"p": 0.06369227916002274,
"m": 1.0
}
]
},
{
"epoch": 86,
"train_loss": 1.0326144695281982,
"val_loss": 0.8024243712425232,
"acc": 71.15,
"time": 83.73574127419852,
"param": [
{
"p": 0.12257424741983414,
"m": 1.0
},
{
"p": 0.02000790648162365,
"m": 1.0
},
{
"p": 0.09040907025337219,
"m": 1.0
},
{
"p": 0.003249306930229068,
"m": 1.0
},
{
"p": 0.05936869606375694,
"m": 1.0
},
{
"p": 0.08286964148283005,
"m": 1.0
},
{
"p": 0.07538704574108124,
"m": 1.0
},
{
"p": 0.05489716678857803,
"m": 1.0
},
{
"p": 0.0744001716375351,
"m": 1.0
},
{
"p": 0.08454247564077377,
"m": 1.0
},
{
"p": 0.07056570053100586,
"m": 1.0
},
{
"p": 0.08405961841344833,
"m": 1.0
},
{
"p": 0.12671023607254028,
"m": 1.0
},
{
"p": 0.05095873028039932,
"m": 1.0
}
]
},
{
"epoch": 87,
"train_loss": 0.9364957809448242,
"val_loss": 1.0625625848770142,
"acc": 70.59,
"time": 83.48416070197709,
"param": [
{
"p": 0.142548069357872,
"m": 1.0
},
{
"p": 0.025600425899028778,
"m": 1.0
},
{
"p": 0.07116659730672836,
"m": 1.0
},
{
"p": 0.00312070082873106,
"m": 1.0
},
{
"p": 0.0591241829097271,
"m": 1.0
},
{
"p": 0.07232629507780075,
"m": 1.0
},
{
"p": 0.07640110701322556,
"m": 1.0
},
{
"p": 0.04740387201309204,
"m": 1.0
},
{
"p": 0.08525170385837555,
"m": 1.0
},
{
"p": 0.0714510902762413,
"m": 1.0
},
{
"p": 0.07729028165340424,
"m": 1.0
},
{
"p": 0.09665176272392273,
"m": 1.0
},
{
"p": 0.13516725599765778,
"m": 1.0
},
{
"p": 0.036496661603450775,
"m": 1.0
}
]
},
{
"epoch": 88,
"train_loss": 0.796138346195221,
"val_loss": 0.7735017538070679,
"acc": 71.33,
"time": 85.9195372830145,
"param": [
{
"p": 0.1328393816947937,
"m": 1.0
},
{
"p": 0.04136784374713898,
"m": 1.0
},
{
"p": 0.04666920751333237,
"m": 1.0
},
{
"p": 0.02388809621334076,
"m": 1.0
},
{
"p": 0.0776272565126419,
"m": 1.0
},
{
"p": 0.05150725319981575,
"m": 1.0
},
{
"p": 0.06390676647424698,
"m": 1.0
},
{
"p": 0.05037815868854523,
"m": 1.0
},
{
"p": 0.08249827474355698,
"m": 1.0
},
{
"p": 0.07665974646806717,
"m": 1.0
},
{
"p": 0.07153146713972092,
"m": 1.0
},
{
"p": 0.09925621747970581,
"m": 1.0
},
{
"p": 0.13128238916397095,
"m": 1.0
},
{
"p": 0.05058789253234863,
"m": 1.0
}
]
},
{
"epoch": 89,
"train_loss": 1.1255570650100708,
"val_loss": 0.7662319540977478,
"acc": 71.29,
"time": 88.3827275368385,
"param": [
{
"p": 0.13489380478858948,
"m": 1.0
},
{
"p": 0.02335108444094658,
"m": 1.0
},
{
"p": 0.025817973539233208,
"m": 1.0
},
{
"p": 0.027152303606271744,
"m": 1.0
},
{
"p": 0.088426873087883,
"m": 1.0
},
{
"p": 0.047673579305410385,
"m": 1.0
},
{
"p": 0.0659656971693039,
"m": 1.0
},
{
"p": 0.05831022933125496,
"m": 1.0
},
{
"p": 0.08643198013305664,
"m": 1.0
},
{
"p": 0.08721799403429031,
"m": 1.0
},
{
"p": 0.06844228506088257,
"m": 1.0
},
{
"p": 0.09532272815704346,
"m": 1.0
},
{
"p": 0.13495153188705444,
"m": 1.0
},
{
"p": 0.05604197084903717,
"m": 1.0
}
]
},
{
"epoch": 90,
"train_loss": 0.8419224619865417,
"val_loss": 0.7646008729934692,
"acc": 71.06,
"time": 92.89983486896381,
"param": [
{
"p": 0.1439187228679657,
"m": 1.0
},
{
"p": 0.003507956163957715,
"m": 1.0
},
{
"p": 0.013580650091171265,
"m": 1.0
},
{
"p": 0.016713472083210945,
"m": 1.0
},
{
"p": 0.08055167645215988,
"m": 1.0
},
{
"p": 0.06069257855415344,
"m": 1.0
},
{
"p": 0.07594498991966248,
"m": 1.0
},
{
"p": 0.07053868472576141,
"m": 1.0
},
{
"p": 0.09138104319572449,
"m": 1.0
},
{
"p": 0.10849273204803467,
"m": 1.0
},
{
"p": 0.062170207500457764,
"m": 1.0
},
{
"p": 0.09269635379314423,
"m": 1.0
},
{
"p": 0.13252808153629303,
"m": 1.0
},
{
"p": 0.047282785177230835,
"m": 1.0
}
]
},
{
"epoch": 91,
"train_loss": 0.9853736758232117,
"val_loss": 0.886957585811615,
"acc": 71.09,
"time": 85.04137999610975,
"param": [
{
"p": 0.1441458910703659,
"m": 1.0
},
{
"p": 0.0011162669397890568,
"m": 1.0
},
{
"p": 0.011782377026975155,
"m": 1.0
},
{
"p": 0.004397749435156584,
"m": 1.0
},
{
"p": 0.06298286467790604,
"m": 1.0
},
{
"p": 0.0825914591550827,
"m": 1.0
},
{
"p": 0.07998065650463104,
"m": 1.0
},
{
"p": 0.09049888700246811,
"m": 1.0
},
{
"p": 0.07900746166706085,
"m": 1.0
},
{
"p": 0.11437970399856567,
"m": 1.0
},
{
"p": 0.06521972268819809,
"m": 1.0
},
{
"p": 0.10035204887390137,
"m": 1.0
},
{
"p": 0.13209672272205353,
"m": 1.0
},
{
"p": 0.031448159366846085,
"m": 1.0
}
]
},
{
"epoch": 92,
"train_loss": 0.8012034893035889,
"val_loss": 0.8479412794113159,
"acc": 71.18,
"time": 85.44087660405785,
"param": [
{
"p": 0.15994444489479065,
"m": 1.0
},
{
"p": 0.0018027357291430235,
"m": 1.0
},
{
"p": 0.004249819554388523,
"m": 1.0
},
{
"p": 0.0023897290229797363,
"m": 1.0
},
{
"p": 0.0536523312330246,
"m": 1.0
},
{
"p": 0.08033927530050278,
"m": 1.0
},
{
"p": 0.08277825266122818,
"m": 1.0
},
{
"p": 0.09393157064914703,
"m": 1.0
},
{
"p": 0.06198064610362053,
"m": 1.0
},
{
"p": 0.1104929968714714,
"m": 1.0
},
{
"p": 0.07733682543039322,
"m": 1.0
},
{
"p": 0.10959598422050476,
"m": 1.0
},
{
"p": 0.14546430110931396,
"m": 1.0
},
{
"p": 0.016041096299886703,
"m": 1.0
}
]
},
{
"epoch": 93,
"train_loss": 0.9360663890838623,
"val_loss": 0.9594837427139282,
"acc": 70.75,
"time": 95.48901658505201,
"param": [
{
"p": 0.15549880266189575,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.006330395117402077,
"m": 1.0
},
{
"p": 0.0214161965996027,
"m": 1.0
},
{
"p": 0.048207029700279236,
"m": 1.0
},
{
"p": 0.0782841145992279,
"m": 1.0
},
{
"p": 0.06651796400547028,
"m": 1.0
},
{
"p": 0.08746235817670822,
"m": 1.0
},
{
"p": 0.05377897247672081,
"m": 1.0
},
{
"p": 0.10839258879423141,
"m": 1.0
},
{
"p": 0.08132175356149673,
"m": 1.0
},
{
"p": 0.09472151100635529,
"m": 1.0
},
{
"p": 0.16267600655555725,
"m": 1.0
},
{
"p": 0.03539225831627846,
"m": 1.0
}
]
},
{
"epoch": 94,
"train_loss": 0.8072782754898071,
"val_loss": 0.8579736351966858,
"acc": 71.61,
"time": 85.75541090383194,
"param": [
{
"p": 0.14292913675308228,
"m": 1.0
},
{
"p": 0.001341883558779955,
"m": 1.0
},
{
"p": 0.01745719648897648,
"m": 1.0
},
{
"p": 0.046798225492239,
"m": 1.0
},
{
"p": 0.05212625861167908,
"m": 1.0
},
{
"p": 0.0806896984577179,
"m": 1.0
},
{
"p": 0.050017211586236954,
"m": 1.0
},
{
"p": 0.0759294331073761,
"m": 1.0
},
{
"p": 0.05106734856963158,
"m": 1.0
},
{
"p": 0.08977685868740082,
"m": 1.0
},
{
"p": 0.07564239203929901,
"m": 1.0
},
{
"p": 0.08684200048446655,
"m": 1.0
},
{
"p": 0.17117513716220856,
"m": 1.0
},
{
"p": 0.058207228779792786,
"m": 1.0
}
]
},
{
"epoch": 95,
"train_loss": 0.9428381323814392,
"val_loss": 0.7904104590415955,
"acc": 70.79,
"time": 95.65678929700516,
"param": [
{
"p": 0.12773814797401428,
"m": 1.0
},
{
"p": 0.007705826312303543,
"m": 1.0
},
{
"p": 0.04489617049694061,
"m": 1.0
},
{
"p": 0.07801461964845657,
"m": 1.0
},
{
"p": 0.04108256846666336,
"m": 1.0
},
{
"p": 0.07365820556879044,
"m": 1.0
},
{
"p": 0.05676190182566643,
"m": 1.0
},
{
"p": 0.06989604979753494,
"m": 1.0
},
{
"p": 0.06436466425657272,
"m": 1.0
},
{
"p": 0.07738765329122543,
"m": 1.0
},
{
"p": 0.06963250786066055,
"m": 1.0
},
{
"p": 0.07370365411043167,
"m": 1.0
},
{
"p": 0.14866270124912262,
"m": 1.0
},
{
"p": 0.06649532914161682,
"m": 1.0
}
]
},
{
"epoch": 96,
"train_loss": 1.1186684370040894,
"val_loss": 0.8538320660591125,
"acc": 71.13,
"time": 98.04252333496697,
"param": [
{
"p": 0.13073958456516266,
"m": 1.0
},
{
"p": 0.008979203179478645,
"m": 1.0
},
{
"p": 0.07261435687541962,
"m": 1.0
},
{
"p": 0.08747164905071259,
"m": 1.0
},
{
"p": 0.019973481073975563,
"m": 1.0
},
{
"p": 0.053496118634939194,
"m": 1.0
},
{
"p": 0.07002495974302292,
"m": 1.0
},
{
"p": 0.0676497295498848,
"m": 1.0
},
{
"p": 0.057698436081409454,
"m": 1.0
},
{
"p": 0.07399201393127441,
"m": 1.0
},
{
"p": 0.05643600597977638,
"m": 1.0
},
{
"p": 0.07417532801628113,
"m": 1.0
},
{
"p": 0.1508098542690277,
"m": 1.0
},
{
"p": 0.07593921571969986,
"m": 1.0
}
]
},
{
"epoch": 97,
"train_loss": 0.9617944359779358,
"val_loss": 0.8916221857070923,
"acc": 71.91,
"time": 99.83919740281999,
"param": [
{
"p": 0.13175828754901886,
"m": 1.0
},
{
"p": 0.003655240871012211,
"m": 1.0
},
{
"p": 0.08362177759408951,
"m": 1.0
},
{
"p": 0.08010610938072205,
"m": 1.0
},
{
"p": 0.019961053505539894,
"m": 1.0
},
{
"p": 0.04608897492289543,
"m": 1.0
},
{
"p": 0.07225348800420761,
"m": 1.0
},
{
"p": 0.05740590766072273,
"m": 1.0
},
{
"p": 0.056923624128103256,
"m": 1.0
},
{
"p": 0.07112974673509598,
"m": 1.0
},
{
"p": 0.06619744002819061,
"m": 1.0
},
{
"p": 0.07795928418636322,
"m": 1.0
},
{
"p": 0.15117700397968292,
"m": 1.0
},
{
"p": 0.08176204562187195,
"m": 1.0
}
]
},
{
"epoch": 98,
"train_loss": 0.8872804045677185,
"val_loss": 0.823926568031311,
"acc": 71.25,
"time": 88.9561778740026,
"param": [
{
"p": 0.13976655900478363,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07800343632698059,
"m": 1.0
},
{
"p": 0.08222144097089767,
"m": 1.0
},
{
"p": 0.027060776948928833,
"m": 1.0
},
{
"p": 0.047583408653736115,
"m": 1.0
},
{
"p": 0.05048026517033577,
"m": 1.0
},
{
"p": 0.05277102813124657,
"m": 1.0
},
{
"p": 0.04899995028972626,
"m": 1.0
},
{
"p": 0.07633567601442337,
"m": 1.0
},
{
"p": 0.08409179747104645,
"m": 1.0
},
{
"p": 0.08685719221830368,
"m": 1.0
},
{
"p": 0.1399630457162857,
"m": 1.0
},
{
"p": 0.085865318775177,
"m": 1.0
}
]
},
{
"epoch": 99,
"train_loss": 1.0284771919250488,
"val_loss": 0.9217870235443115,
"acc": 71.34,
"time": 86.23004681104794,
"param": [
{
"p": 0.15452806651592255,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08352068811655045,
"m": 1.0
},
{
"p": 0.08056934922933578,
"m": 1.0
},
{
"p": 0.052547480911016464,
"m": 1.0
},
{
"p": 0.05122636631131172,
"m": 1.0
},
{
"p": 0.026044992730021477,
"m": 1.0
},
{
"p": 0.051122475415468216,
"m": 1.0
},
{
"p": 0.04810183867812157,
"m": 1.0
},
{
"p": 0.07699841260910034,
"m": 1.0
},
{
"p": 0.08827048540115356,
"m": 1.0
},
{
"p": 0.08875375986099243,
"m": 1.0
},
{
"p": 0.11981440335512161,
"m": 1.0
},
{
"p": 0.0785016342997551,
"m": 1.0
}
]
},
{
"epoch": 100,
"train_loss": 0.9737052917480469,
"val_loss": 0.8496941924095154,
"acc": 71.47,
"time": 86.15485525899567,
"param": [
{
"p": 0.14884574711322784,
"m": 1.0
},
{
"p": 0.003219127655029297,
"m": 1.0
},
{
"p": 0.09321793913841248,
"m": 1.0
},
{
"p": 0.07940668612718582,
"m": 1.0
},
{
"p": 0.06823574006557465,
"m": 1.0
},
{
"p": 0.0566251203417778,
"m": 1.0
},
{
"p": 0.024202663451433182,
"m": 1.0
},
{
"p": 0.05387077480554581,
"m": 1.0
},
{
"p": 0.05584855377674103,
"m": 1.0
},
{
"p": 0.07005977630615234,
"m": 1.0
},
{
"p": 0.09349719434976578,
"m": 1.0
},
{
"p": 0.0815679281949997,
"m": 1.0
},
{
"p": 0.0998450517654419,
"m": 1.0
},
{
"p": 0.07155762612819672,
"m": 1.0
}
]
},
{
"epoch": 101,
"train_loss": 0.9458956122398376,
"val_loss": 0.7819920182228088,
"acc": 71.33,
"time": 96.86445306614041,
"param": [
{
"p": 0.13703303039073944,
"m": 1.0
},
{
"p": 0.00988867785781622,
"m": 1.0
},
{
"p": 0.1021295115351677,
"m": 1.0
},
{
"p": 0.06810791045427322,
"m": 1.0
},
{
"p": 0.07173872739076614,
"m": 1.0
},
{
"p": 0.06591647118330002,
"m": 1.0
},
{
"p": 0.026233961805701256,
"m": 1.0
},
{
"p": 0.060367293655872345,
"m": 1.0
},
{
"p": 0.06067304685711861,
"m": 1.0
},
{
"p": 0.07217855006456375,
"m": 1.0
},
{
"p": 0.09517508000135422,
"m": 1.0
},
{
"p": 0.07859482616186142,
"m": 1.0
},
{
"p": 0.08385473489761353,
"m": 1.0
},
{
"p": 0.06810818612575531,
"m": 1.0
}
]
},
{
"epoch": 102,
"train_loss": 0.9510256052017212,
"val_loss": 0.8313276171684265,
"acc": 71.48,
"time": 90.42714612209238,
"param": [
{
"p": 0.11727999150753021,
"m": 1.0
},
{
"p": 0.01179032027721405,
"m": 1.0
},
{
"p": 0.09972438216209412,
"m": 1.0
},
{
"p": 0.07361873239278793,
"m": 1.0
},
{
"p": 0.061596740037202835,
"m": 1.0
},
{
"p": 0.0712164044380188,
"m": 1.0
},
{
"p": 0.046908121556043625,
"m": 1.0
},
{
"p": 0.06881830096244812,
"m": 1.0
},
{
"p": 0.06725682318210602,
"m": 1.0
},
{
"p": 0.07280498743057251,
"m": 1.0
},
{
"p": 0.08742228150367737,
"m": 1.0
},
{
"p": 0.0873156264424324,
"m": 1.0
},
{
"p": 0.07621891051530838,
"m": 1.0
},
{
"p": 0.05802839249372482,
"m": 1.0
}
]
},
{
"epoch": 103,
"train_loss": 0.9035691618919373,
"val_loss": 0.9916075468063354,
"acc": 71.81,
"time": 82.17503655492328,
"param": [
{
"p": 0.12511257827281952,
"m": 1.0
},
{
"p": 0.02673584409058094,
"m": 1.0
},
{
"p": 0.09052394330501556,
"m": 1.0
},
{
"p": 0.07160156220197678,
"m": 1.0
},
{
"p": 0.05351840704679489,
"m": 1.0
},
{
"p": 0.07055260986089706,
"m": 1.0
},
{
"p": 0.05166133865714073,
"m": 1.0
},
{
"p": 0.06343881040811539,
"m": 1.0
},
{
"p": 0.06489299982786179,
"m": 1.0
},
{
"p": 0.08889947831630707,
"m": 1.0
},
{
"p": 0.08383193612098694,
"m": 1.0
},
{
"p": 0.09222134947776794,
"m": 1.0
},
{
"p": 0.07668279111385345,
"m": 1.0
},
{
"p": 0.04032626375555992,
"m": 1.0
}
]
},
{
"epoch": 104,
"train_loss": 0.7118819952011108,
"val_loss": 0.7167164087295532,
"acc": 71.91,
"time": 82.95718803186901,
"param": [
{
"p": 0.13613200187683105,
"m": 1.0
},
{
"p": 0.037982478737831116,
"m": 1.0
},
{
"p": 0.08411458134651184,
"m": 1.0
},
{
"p": 0.058798253536224365,
"m": 1.0
},
{
"p": 0.04806850478053093,
"m": 1.0
},
{
"p": 0.06472888588905334,
"m": 1.0
},
{
"p": 0.05211827903985977,
"m": 1.0
},
{
"p": 0.06689818948507309,
"m": 1.0
},
{
"p": 0.07121310383081436,
"m": 1.0
},
{
"p": 0.10888709127902985,
"m": 1.0
},
{
"p": 0.07340457290410995,
"m": 1.0
},
{
"p": 0.08455417305231094,
"m": 1.0
},
{
"p": 0.07916286587715149,
"m": 1.0
},
{
"p": 0.0339369960129261,
"m": 1.0
}
]
},
{
"epoch": 105,
"train_loss": 0.8401919603347778,
"val_loss": 0.8045089244842529,
"acc": 71.96,
"time": 82.67243906087242,
"param": [
{
"p": 0.13999931514263153,
"m": 1.0
},
{
"p": 0.0366215743124485,
"m": 1.0
},
{
"p": 0.07597740739583969,
"m": 1.0
},
{
"p": 0.05668799951672554,
"m": 1.0
},
{
"p": 0.04076496884226799,
"m": 1.0
},
{
"p": 0.06252438575029373,
"m": 1.0
},
{
"p": 0.05294113606214523,
"m": 1.0
},
{
"p": 0.06506086140871048,
"m": 1.0
},
{
"p": 0.07716407626867294,
"m": 1.0
},
{
"p": 0.11737930774688721,
"m": 1.0
},
{
"p": 0.06463661789894104,
"m": 1.0
},
{
"p": 0.07658468186855316,
"m": 1.0
},
{
"p": 0.09154940396547318,
"m": 1.0
},
{
"p": 0.04210825636982918,
"m": 1.0
}
]
},
{
"epoch": 106,
"train_loss": 0.8833337426185608,
"val_loss": 0.7341811060905457,
"acc": 71.82,
"time": 87.64741305890493,
"param": [
{
"p": 0.12881654500961304,
"m": 1.0
},
{
"p": 0.04410788416862488,
"m": 1.0
},
{
"p": 0.07656151056289673,
"m": 1.0
},
{
"p": 0.06795559078454971,
"m": 1.0
},
{
"p": 0.03124673292040825,
"m": 1.0
},
{
"p": 0.0611572302877903,
"m": 1.0
},
{
"p": 0.0684983879327774,
"m": 1.0
},
{
"p": 0.06213637441396713,
"m": 1.0
},
{
"p": 0.0770285502076149,
"m": 1.0
},
{
"p": 0.11714016646146774,
"m": 1.0
},
{
"p": 0.05747580528259277,
"m": 1.0
},
{
"p": 0.05347788706421852,
"m": 1.0
},
{
"p": 0.10348816961050034,
"m": 1.0
},
{
"p": 0.05090911313891411,
"m": 1.0
}
]
},
{
"epoch": 107,
"train_loss": 0.7818472981452942,
"val_loss": 0.9314127564430237,
"acc": 71.6,
"time": 89.82684164890088,
"param": [
{
"p": 0.13959920406341553,
"m": 1.0
},
{
"p": 0.044222522526979446,
"m": 1.0
},
{
"p": 0.07626336067914963,
"m": 1.0
},
{
"p": 0.07552247494459152,
"m": 1.0
},
{
"p": 0.02675713412463665,
"m": 1.0
},
{
"p": 0.06123868748545647,
"m": 1.0
},
{
"p": 0.09308833628892899,
"m": 1.0
},
{
"p": 0.06683538854122162,
"m": 1.0
},
{
"p": 0.07339836657047272,
"m": 1.0
},
{
"p": 0.12338301539421082,
"m": 1.0
},
{
"p": 0.034734778106212616,
"m": 1.0
},
{
"p": 0.027487382292747498,
"m": 1.0
},
{
"p": 0.10429973155260086,
"m": 1.0
},
{
"p": 0.05316959694027901,
"m": 1.0
}
]
},
{
"epoch": 108,
"train_loss": 0.9869848489761353,
"val_loss": 0.8823654055595398,
"acc": 72.4,
"time": 87.56145084602758,
"param": [
{
"p": 0.1464676558971405,
"m": 1.0
},
{
"p": 0.016669271513819695,
"m": 1.0
},
{
"p": 0.08356653898954391,
"m": 1.0
},
{
"p": 0.08204008638858795,
"m": 1.0
},
{
"p": 0.023942474275827408,
"m": 1.0
},
{
"p": 0.060204535722732544,
"m": 1.0
},
{
"p": 0.1106320321559906,
"m": 1.0
},
{
"p": 0.06547054648399353,
"m": 1.0
},
{
"p": 0.07164665311574936,
"m": 1.0
},
{
"p": 0.14122623205184937,
"m": 1.0
},
{
"p": 0.017001990228891373,
"m": 1.0
},
{
"p": 0.009216378442943096,
"m": 1.0
},
{
"p": 0.10829910635948181,
"m": 1.0
},
{
"p": 0.06361651420593262,
"m": 1.0
}
]
},
{
"epoch": 109,
"train_loss": 0.5859419703483582,
"val_loss": 0.7952373027801514,
"acc": 71.63,
"time": 93.92632475192659,
"param": [
{
"p": 0.13503265380859375,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0957232192158699,
"m": 1.0
},
{
"p": 0.07922017574310303,
"m": 1.0
},
{
"p": 0.028935307636857033,
"m": 1.0
},
{
"p": 0.05917505547404289,
"m": 1.0
},
{
"p": 0.12041384726762772,
"m": 1.0
},
{
"p": 0.05657327175140381,
"m": 1.0
},
{
"p": 0.08494927734136581,
"m": 1.0
},
{
"p": 0.14844754338264465,
"m": 1.0
},
{
"p": 0.010399664752185345,
"m": 1.0
},
{
"p": 0.0016858831513673067,
"m": 1.0
},
{
"p": 0.10504107177257538,
"m": 1.0
},
{
"p": 0.07440293580293655,
"m": 1.0
}
]
},
{
"epoch": 110,
"train_loss": 0.6881333589553833,
"val_loss": 0.8680739402770996,
"acc": 70.97,
"time": 97.88435072218999,
"param": [
{
"p": 0.15044376254081726,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10061024874448776,
"m": 1.0
},
{
"p": 0.08311084657907486,
"m": 1.0
},
{
"p": 0.0186834167689085,
"m": 1.0
},
{
"p": 0.05701678246259689,
"m": 1.0
},
{
"p": 0.1177230030298233,
"m": 1.0
},
{
"p": 0.025845149531960487,
"m": 1.0
},
{
"p": 0.08237402886152267,
"m": 1.0
},
{
"p": 0.15695303678512573,
"m": 1.0
},
{
"p": 0.016519468277692795,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10613696277141571,
"m": 1.0
},
{
"p": 0.08458320796489716,
"m": 1.0
}
]
},
{
"epoch": 111,
"train_loss": 0.7391433715820312,
"val_loss": 0.6891047954559326,
"acc": 71.9,
"time": 99.41436070599593,
"param": [
{
"p": 0.15417516231536865,
"m": 1.0
},
{
"p": 0.0032259379513561726,
"m": 1.0
},
{
"p": 0.09925361722707748,
"m": 1.0
},
{
"p": 0.09029319882392883,
"m": 1.0
},
{
"p": 0.0024511415977030993,
"m": 1.0
},
{
"p": 0.0728960633277893,
"m": 1.0
},
{
"p": 0.11644020676612854,
"m": 1.0
},
{
"p": 0.00884905643761158,
"m": 1.0
},
{
"p": 0.08857763558626175,
"m": 1.0
},
{
"p": 0.1581547111272812,
"m": 1.0
},
{
"p": 0.0074424175545573235,
"m": 1.0
},
{
"p": 0.009113420732319355,
"m": 1.0
},
{
"p": 0.11077830195426941,
"m": 1.0
},
{
"p": 0.07834921777248383,
"m": 1.0
}
]
},
{
"epoch": 112,
"train_loss": 0.8933811783790588,
"val_loss": 0.7487497925758362,
"acc": 72.38,
"time": 92.51381543511525,
"param": [
{
"p": 0.14736619591712952,
"m": 1.0
},
{
"p": 0.028392983600497246,
"m": 1.0
},
{
"p": 0.09180445969104767,
"m": 1.0
},
{
"p": 0.09468107670545578,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0868234783411026,
"m": 1.0
},
{
"p": 0.10138806700706482,
"m": 1.0
},
{
"p": 0.0043717361986637115,
"m": 1.0
},
{
"p": 0.0875934362411499,
"m": 1.0
},
{
"p": 0.15575474500656128,
"m": 1.0
},
{
"p": 0.0011115007800981402,
"m": 1.0
},
{
"p": 0.026048598811030388,
"m": 1.0
},
{
"p": 0.10657691955566406,
"m": 1.0
},
{
"p": 0.06808673590421677,
"m": 1.0
}
]
},
{
"epoch": 113,
"train_loss": 0.8158268332481384,
"val_loss": 0.9144593477249146,
"acc": 72.22,
"time": 84.80667310906574,
"param": [
{
"p": 0.1358710676431656,
"m": 1.0
},
{
"p": 0.04672741889953613,
"m": 1.0
},
{
"p": 0.07364287227392197,
"m": 1.0
},
{
"p": 0.0928359255194664,
"m": 1.0
},
{
"p": 0.009398909285664558,
"m": 1.0
},
{
"p": 0.08491091430187225,
"m": 1.0
},
{
"p": 0.08822933584451675,
"m": 1.0
},
{
"p": 0.025409165769815445,
"m": 1.0
},
{
"p": 0.08189286291599274,
"m": 1.0
},
{
"p": 0.1289496123790741,
"m": 1.0
},
{
"p": 0.021147416904568672,
"m": 1.0
},
{
"p": 0.04556639865040779,
"m": 1.0
},
{
"p": 0.11346504837274551,
"m": 1.0
},
{
"p": 0.05195315182209015,
"m": 1.0
}
]
},
{
"epoch": 114,
"train_loss": 0.8930326700210571,
"val_loss": 0.898564875125885,
"acc": 72.43,
"time": 82.82344174291939,
"param": [
{
"p": 0.13204039633274078,
"m": 1.0
},
{
"p": 0.0565190389752388,
"m": 1.0
},
{
"p": 0.0758967325091362,
"m": 1.0
},
{
"p": 0.08655280619859695,
"m": 1.0
},
{
"p": 0.023164154961705208,
"m": 1.0
},
{
"p": 0.08079144358634949,
"m": 1.0
},
{
"p": 0.06534149497747421,
"m": 1.0
},
{
"p": 0.027714574709534645,
"m": 1.0
},
{
"p": 0.07803092151880264,
"m": 1.0
},
{
"p": 0.10941360890865326,
"m": 1.0
},
{
"p": 0.0353342741727829,
"m": 1.0
},
{
"p": 0.06076028570532799,
"m": 1.0
},
{
"p": 0.1299438178539276,
"m": 1.0
},
{
"p": 0.03849639371037483,
"m": 1.0
}
]
},
{
"epoch": 115,
"train_loss": 0.7923083901405334,
"val_loss": 0.7126799821853638,
"acc": 72.41,
"time": 98.14306897390634,
"param": [
{
"p": 0.12417125701904297,
"m": 1.0
},
{
"p": 0.060582779347896576,
"m": 1.0
},
{
"p": 0.08014555275440216,
"m": 1.0
},
{
"p": 0.08883976191282272,
"m": 1.0
},
{
"p": 0.032092925161123276,
"m": 1.0
},
{
"p": 0.08450422435998917,
"m": 1.0
},
{
"p": 0.04973248764872551,
"m": 1.0
},
{
"p": 0.021630702540278435,
"m": 1.0
},
{
"p": 0.07946543395519257,
"m": 1.0
},
{
"p": 0.09549195319414139,
"m": 1.0
},
{
"p": 0.03851289674639702,
"m": 1.0
},
{
"p": 0.06467869132757187,
"m": 1.0
},
{
"p": 0.13826487958431244,
"m": 1.0
},
{
"p": 0.04188648238778114,
"m": 1.0
}
]
},
{
"epoch": 116,
"train_loss": 0.8984330296516418,
"val_loss": 0.7483029961585999,
"acc": 71.36,
"time": 91.22740864101797,
"param": [
{
"p": 0.12521541118621826,
"m": 1.0
},
{
"p": 0.043304502964019775,
"m": 1.0
},
{
"p": 0.08786852657794952,
"m": 1.0
},
{
"p": 0.08378945291042328,
"m": 1.0
},
{
"p": 0.030882632359862328,
"m": 1.0
},
{
"p": 0.09902724623680115,
"m": 1.0
},
{
"p": 0.03282899037003517,
"m": 1.0
},
{
"p": 0.022437935695052147,
"m": 1.0
},
{
"p": 0.08317360281944275,
"m": 1.0
},
{
"p": 0.09540139883756638,
"m": 1.0
},
{
"p": 0.027253873646259308,
"m": 1.0
},
{
"p": 0.07281186431646347,
"m": 1.0
},
{
"p": 0.15050828456878662,
"m": 1.0
},
{
"p": 0.04549625143408775,
"m": 1.0
}
]
},
{
"epoch": 117,
"train_loss": 0.7614639401435852,
"val_loss": 0.8440366387367249,
"acc": 71.71,
"time": 95.97038421500474,
"param": [
{
"p": 0.12501627206802368,
"m": 1.0
},
{
"p": 0.03528513014316559,
"m": 1.0
},
{
"p": 0.08818455785512924,
"m": 1.0
},
{
"p": 0.07845129072666168,
"m": 1.0
},
{
"p": 0.04025747999548912,
"m": 1.0
},
{
"p": 0.09408678114414215,
"m": 1.0
},
{
"p": 0.004537919536232948,
"m": 1.0
},
{
"p": 0.03677999600768089,
"m": 1.0
},
{
"p": 0.09844336658716202,
"m": 1.0
},
{
"p": 0.09398330003023148,
"m": 1.0
},
{
"p": 0.028749389573931694,
"m": 1.0
},
{
"p": 0.09025800228118896,
"m": 1.0
},
{
"p": 0.14086759090423584,
"m": 1.0
},
{
"p": 0.045098926872015,
"m": 1.0
}
]
},
{
"epoch": 118,
"train_loss": 0.952829122543335,
"val_loss": 0.8187503814697266,
"acc": 72.62,
"time": 89.13258146797307,
"param": [
{
"p": 0.11724396795034409,
"m": 1.0
},
{
"p": 0.016974791884422302,
"m": 1.0
},
{
"p": 0.08459844440221786,
"m": 1.0
},
{
"p": 0.08158063143491745,
"m": 1.0
},
{
"p": 0.05723651498556137,
"m": 1.0
},
{
"p": 0.08236066997051239,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0608142726123333,
"m": 1.0
},
{
"p": 0.10949121415615082,
"m": 1.0
},
{
"p": 0.08466149121522903,
"m": 1.0
},
{
"p": 0.03122282400727272,
"m": 1.0
},
{
"p": 0.0883793979883194,
"m": 1.0
},
{
"p": 0.13541282713413239,
"m": 1.0
},
{
"p": 0.05002297833561897,
"m": 1.0
}
]
},
{
"epoch": 119,
"train_loss": 0.7843369841575623,
"val_loss": 0.8115176558494568,
"acc": 72.28,
"time": 84.43617708794773,
"param": [
{
"p": 0.12313046306371689,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08130902051925659,
"m": 1.0
},
{
"p": 0.0822143405675888,
"m": 1.0
},
{
"p": 0.06082027032971382,
"m": 1.0
},
{
"p": 0.08030194044113159,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06275840848684311,
"m": 1.0
},
{
"p": 0.1154513955116272,
"m": 1.0
},
{
"p": 0.07987171411514282,
"m": 1.0
},
{
"p": 0.036829084157943726,
"m": 1.0
},
{
"p": 0.08942744880914688,
"m": 1.0
},
{
"p": 0.13781705498695374,
"m": 1.0
},
{
"p": 0.05006876960396767,
"m": 1.0
}
]
},
{
"epoch": 120,
"train_loss": 0.9637401103973389,
"val_loss": 0.8464623689651489,
"acc": 72.44,
"time": 95.46310858614743,
"param": [
{
"p": 0.12813010811805725,
"m": 1.0
},
{
"p": 0.003194329561665654,
"m": 1.0
},
{
"p": 0.08041762560606003,
"m": 1.0
},
{
"p": 0.06041369587182999,
"m": 1.0
},
{
"p": 0.07179681956768036,
"m": 1.0
},
{
"p": 0.07559741288423538,
"m": 1.0
},
{
"p": 0.005134500563144684,
"m": 1.0
},
{
"p": 0.05684921145439148,
"m": 1.0
},
{
"p": 0.114040806889534,
"m": 1.0
},
{
"p": 0.07447434961795807,
"m": 1.0
},
{
"p": 0.03674953803420067,
"m": 1.0
},
{
"p": 0.0962739959359169,
"m": 1.0
},
{
"p": 0.13852129876613617,
"m": 1.0
},
{
"p": 0.058406323194503784,
"m": 1.0
}
]
},
{
"epoch": 121,
"train_loss": 0.8238266706466675,
"val_loss": 0.8356123566627502,
"acc": 72.67,
"time": 99.9309419170022,
"param": [
{
"p": 0.1268710196018219,
"m": 1.0
},
{
"p": 0.004287702962756157,
"m": 1.0
},
{
"p": 0.06735600531101227,
"m": 1.0
},
{
"p": 0.04679948836565018,
"m": 1.0
},
{
"p": 0.07599154859781265,
"m": 1.0
},
{
"p": 0.0887875035405159,
"m": 1.0
},
{
"p": 0.014799704775214195,
"m": 1.0
},
{
"p": 0.05744341015815735,
"m": 1.0
},
{
"p": 0.10955944657325745,
"m": 1.0
},
{
"p": 0.07448992133140564,
"m": 1.0
},
{
"p": 0.025189222767949104,
"m": 1.0
},
{
"p": 0.08926007896661758,
"m": 1.0
},
{
"p": 0.1514049768447876,
"m": 1.0
},
{
"p": 0.06775994598865509,
"m": 1.0
}
]
},
{
"epoch": 122,
"train_loss": 0.9515149593353271,
"val_loss": 0.8492478728294373,
"acc": 72.37,
"time": 90.94532898091711,
"param": [
{
"p": 0.1315259039402008,
"m": 1.0
},
{
"p": 0.022844141349196434,
"m": 1.0
},
{
"p": 0.05481923744082451,
"m": 1.0
},
{
"p": 0.03735567256808281,
"m": 1.0
},
{
"p": 0.07367246598005295,
"m": 1.0
},
{
"p": 0.09546148777008057,
"m": 1.0
},
{
"p": 0.012516964226961136,
"m": 1.0
},
{
"p": 0.06565216928720474,
"m": 1.0
},
{
"p": 0.10499653965234756,
"m": 1.0
},
{
"p": 0.06635181605815887,
"m": 1.0
},
{
"p": 0.01863454282283783,
"m": 1.0
},
{
"p": 0.08375561982393265,
"m": 1.0
},
{
"p": 0.1714763343334198,
"m": 1.0
},
{
"p": 0.0609370656311512,
"m": 1.0
}
]
},
{
"epoch": 123,
"train_loss": 0.8461024165153503,
"val_loss": 0.9287270903587341,
"acc": 72.43,
"time": 83.48431634996086,
"param": [
{
"p": 0.14153975248336792,
"m": 1.0
},
{
"p": 0.02338554337620735,
"m": 1.0
},
{
"p": 0.05527740716934204,
"m": 1.0
},
{
"p": 0.015362907201051712,
"m": 1.0
},
{
"p": 0.06025807932019234,
"m": 1.0
},
{
"p": 0.09783203899860382,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07413645088672638,
"m": 1.0
},
{
"p": 0.11476638913154602,
"m": 1.0
},
{
"p": 0.06110687553882599,
"m": 1.0
},
{
"p": 0.0038347637746483088,
"m": 1.0
},
{
"p": 0.07931281626224518,
"m": 1.0
},
{
"p": 0.21962758898735046,
"m": 1.0
},
{
"p": 0.053559403866529465,
"m": 1.0
}
]
},
{
"epoch": 124,
"train_loss": 0.734448254108429,
"val_loss": 0.8571737408638,
"acc": 71.96,
"time": 89.35671066795476,
"param": [
{
"p": 0.13352569937705994,
"m": 1.0
},
{
"p": 0.021212762221693993,
"m": 1.0
},
{
"p": 0.05797287076711655,
"m": 1.0
},
{
"p": 0.018105220049619675,
"m": 1.0
},
{
"p": 0.06526245176792145,
"m": 1.0
},
{
"p": 0.09187488257884979,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07779636234045029,
"m": 1.0
},
{
"p": 0.10909384489059448,
"m": 1.0
},
{
"p": 0.04628545418381691,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08287956565618515,
"m": 1.0
},
{
"p": 0.25105759501457214,
"m": 1.0
},
{
"p": 0.04493328928947449,
"m": 1.0
}
]
},
{
"epoch": 125,
"train_loss": 0.7690925598144531,
"val_loss": 0.7239971160888672,
"acc": 72.32,
"time": 93.61404566187412,
"param": [
{
"p": 0.11516383290290833,
"m": 1.0
},
{
"p": 0.023082466796040535,
"m": 1.0
},
{
"p": 0.04812534153461456,
"m": 1.0
},
{
"p": 0.03193885460495949,
"m": 1.0
},
{
"p": 0.08990786969661713,
"m": 1.0
},
{
"p": 0.0787673369050026,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07089965790510178,
"m": 1.0
},
{
"p": 0.1082117035984993,
"m": 1.0
},
{
"p": 0.03376255929470062,
"m": 1.0
},
{
"p": 0.0017057342920452356,
"m": 1.0
},
{
"p": 0.0906348004937172,
"m": 1.0
},
{
"p": 0.25938960909843445,
"m": 1.0
},
{
"p": 0.04841021075844765,
"m": 1.0
}
]
},
{
"epoch": 126,
"train_loss": 0.8435810804367065,
"val_loss": 0.8892361521720886,
"acc": 71.21,
"time": 84.8734033331275,
"param": [
{
"p": 0.08493334800004959,
"m": 1.0
},
{
"p": 0.027042699977755547,
"m": 1.0
},
{
"p": 0.045303452759981155,
"m": 1.0
},
{
"p": 0.05378564074635506,
"m": 1.0
},
{
"p": 0.11565599590539932,
"m": 1.0
},
{
"p": 0.056594785302877426,
"m": 1.0
},
{
"p": 0.003665956435725093,
"m": 1.0
},
{
"p": 0.06725773215293884,
"m": 1.0
},
{
"p": 0.1102338656783104,
"m": 1.0
},
{
"p": 0.03369741514325142,
"m": 1.0
},
{
"p": 0.011259526014328003,
"m": 1.0
},
{
"p": 0.09260217845439911,
"m": 1.0
},
{
"p": 0.24331273138523102,
"m": 1.0
},
{
"p": 0.05465470626950264,
"m": 1.0
}
]
},
{
"epoch": 127,
"train_loss": 0.9792821407318115,
"val_loss": 0.7438183426856995,
"acc": 72.08,
"time": 90.66799916117452,
"param": [
{
"p": 0.057573352009058,
"m": 1.0
},
{
"p": 0.0432390421628952,
"m": 1.0
},
{
"p": 0.04343033209443092,
"m": 1.0
},
{
"p": 0.05759105086326599,
"m": 1.0
},
{
"p": 0.13033966720104218,
"m": 1.0
},
{
"p": 0.03958786651492119,
"m": 1.0
},
{
"p": 0.007194620557129383,
"m": 1.0
},
{
"p": 0.06908918917179108,
"m": 1.0
},
{
"p": 0.10975920408964157,
"m": 1.0
},
{
"p": 0.04272041469812393,
"m": 1.0
},
{
"p": 0.023488838225603104,
"m": 1.0
},
{
"p": 0.09382767975330353,
"m": 1.0
},
{
"p": 0.20985352993011475,
"m": 1.0
},
{
"p": 0.07230515778064728,
"m": 1.0
}
]
},
{
"epoch": 128,
"train_loss": 0.9877712726593018,
"val_loss": 0.7303435206413269,
"acc": 72.06,
"time": 87.3663649209775,
"param": [
{
"p": 0.05030805617570877,
"m": 1.0
},
{
"p": 0.0441037155687809,
"m": 1.0
},
{
"p": 0.06822241842746735,
"m": 1.0
},
{
"p": 0.04954735189676285,
"m": 1.0
},
{
"p": 0.11644497513771057,
"m": 1.0
},
{
"p": 0.0414276048541069,
"m": 1.0
},
{
"p": 0.025643689557909966,
"m": 1.0
},
{
"p": 0.058814458549022675,
"m": 1.0
},
{
"p": 0.09851891547441483,
"m": 1.0
},
{
"p": 0.05231793224811554,
"m": 1.0
},
{
"p": 0.03681924566626549,
"m": 1.0
},
{
"p": 0.10293523967266083,
"m": 1.0
},
{
"p": 0.17814554274082184,
"m": 1.0
},
{
"p": 0.07675081491470337,
"m": 1.0
}
]
},
{
"epoch": 129,
"train_loss": 0.8004800081253052,
"val_loss": 0.7512233257293701,
"acc": 72.7,
"time": 84.8145244747866,
"param": [
{
"p": 0.0429515540599823,
"m": 1.0
},
{
"p": 0.03499593213200569,
"m": 1.0
},
{
"p": 0.07842522114515305,
"m": 1.0
},
{
"p": 0.037792496383190155,
"m": 1.0
},
{
"p": 0.11704836040735245,
"m": 1.0
},
{
"p": 0.048514753580093384,
"m": 1.0
},
{
"p": 0.039948757737874985,
"m": 1.0
},
{
"p": 0.05737169831991196,
"m": 1.0
},
{
"p": 0.0959395170211792,
"m": 1.0
},
{
"p": 0.06342307478189468,
"m": 1.0
},
{
"p": 0.029317252337932587,
"m": 1.0
},
{
"p": 0.11647962778806686,
"m": 1.0
},
{
"p": 0.15432916581630707,
"m": 1.0
},
{
"p": 0.08346253633499146,
"m": 1.0
}
]
},
{
"epoch": 130,
"train_loss": 0.9729037284851074,
"val_loss": 0.7723352313041687,
"acc": 72.68,
"time": 96.14570010895841,
"param": [
{
"p": 0.045763809233903885,
"m": 1.0
},
{
"p": 0.04319142922759056,
"m": 1.0
},
{
"p": 0.07925742119550705,
"m": 1.0
},
{
"p": 0.041100919246673584,
"m": 1.0
},
{
"p": 0.09992551058530807,
"m": 1.0
},
{
"p": 0.06730969995260239,
"m": 1.0
},
{
"p": 0.06326138228178024,
"m": 1.0
},
{
"p": 0.05677572637796402,
"m": 1.0
},
{
"p": 0.09110153466463089,
"m": 1.0
},
{
"p": 0.057173579931259155,
"m": 1.0
},
{
"p": 0.04057483375072479,
"m": 1.0
},
{
"p": 0.11463745683431625,
"m": 1.0
},
{
"p": 0.11808539181947708,
"m": 1.0
},
{
"p": 0.08184119313955307,
"m": 1.0
}
]
},
{
"epoch": 131,
"train_loss": 1.0818589925765991,
"val_loss": 0.7869091033935547,
"acc": 73.22,
"time": 99.28909599408507,
"param": [
{
"p": 0.051962126046419144,
"m": 1.0
},
{
"p": 0.06198744848370552,
"m": 1.0
},
{
"p": 0.08543344587087631,
"m": 1.0
},
{
"p": 0.051667969673871994,
"m": 1.0
},
{
"p": 0.09953679144382477,
"m": 1.0
},
{
"p": 0.07284132391214371,
"m": 1.0
},
{
"p": 0.062320902943611145,
"m": 1.0
},
{
"p": 0.04315759986639023,
"m": 1.0
},
{
"p": 0.09392707794904709,
"m": 1.0
},
{
"p": 0.044126011431217194,
"m": 1.0
},
{
"p": 0.05822383612394333,
"m": 1.0
},
{
"p": 0.11762994527816772,
"m": 1.0
},
{
"p": 0.09250666946172714,
"m": 1.0
},
{
"p": 0.06467884033918381,
"m": 1.0
}
]
},
{
"epoch": 132,
"train_loss": 1.1717064380645752,
"val_loss": 0.8351958990097046,
"acc": 71.57,
"time": 83.1707894441206,
"param": [
{
"p": 0.05375789478421211,
"m": 1.0
},
{
"p": 0.07996287941932678,
"m": 1.0
},
{
"p": 0.09440939873456955,
"m": 1.0
},
{
"p": 0.049155645072460175,
"m": 1.0
},
{
"p": 0.11556310206651688,
"m": 1.0
},
{
"p": 0.06105050817131996,
"m": 1.0
},
{
"p": 0.06953543424606323,
"m": 1.0
},
{
"p": 0.03655392304062843,
"m": 1.0
},
{
"p": 0.08438006788492203,
"m": 1.0
},
{
"p": 0.042267460376024246,
"m": 1.0
},
{
"p": 0.06964673101902008,
"m": 1.0
},
{
"p": 0.11695539206266403,
"m": 1.0
},
{
"p": 0.08059196174144745,
"m": 1.0
},
{
"p": 0.04616961628198624,
"m": 1.0
}
]
},
{
"epoch": 133,
"train_loss": 1.033129096031189,
"val_loss": 0.9406318068504333,
"acc": 72.87,
"time": 82.77182873687707,
"param": [
{
"p": 0.06873888522386551,
"m": 1.0
},
{
"p": 0.06829345971345901,
"m": 1.0
},
{
"p": 0.10879521071910858,
"m": 1.0
},
{
"p": 0.03686177730560303,
"m": 1.0
},
{
"p": 0.1218748688697815,
"m": 1.0
},
{
"p": 0.062299128621816635,
"m": 1.0
},
{
"p": 0.09371025115251541,
"m": 1.0
},
{
"p": 0.024179382249712944,
"m": 1.0
},
{
"p": 0.05665687844157219,
"m": 1.0
},
{
"p": 0.02976398542523384,
"m": 1.0
},
{
"p": 0.07983331382274628,
"m": 1.0
},
{
"p": 0.13537287712097168,
"m": 1.0
},
{
"p": 0.07622723281383514,
"m": 1.0
},
{
"p": 0.0373927541077137,
"m": 1.0
}
]
},
{
"epoch": 134,
"train_loss": 1.0554301738739014,
"val_loss": 0.7833316326141357,
"acc": 72.07,
"time": 82.75587150105275,
"param": [
{
"p": 0.07553914934396744,
"m": 1.0
},
{
"p": 0.05802258476614952,
"m": 1.0
},
{
"p": 0.10399232804775238,
"m": 1.0
},
{
"p": 0.026629598811268806,
"m": 1.0
},
{
"p": 0.1247902438044548,
"m": 1.0
},
{
"p": 0.06511792540550232,
"m": 1.0
},
{
"p": 0.09799078106880188,
"m": 1.0
},
{
"p": 0.02356969192624092,
"m": 1.0
},
{
"p": 0.04356888309121132,
"m": 1.0
},
{
"p": 0.03216689079999924,
"m": 1.0
},
{
"p": 0.08289899677038193,
"m": 1.0
},
{
"p": 0.14310874044895172,
"m": 1.0
},
{
"p": 0.07330920547246933,
"m": 1.0
},
{
"p": 0.049295056611299515,
"m": 1.0
}
]
},
{
"epoch": 135,
"train_loss": 0.9265782833099365,
"val_loss": 0.7300612330436707,
"acc": 72.68,
"time": 81.90982301696204,
"param": [
{
"p": 0.06311263144016266,
"m": 1.0
},
{
"p": 0.07179959118366241,
"m": 1.0
},
{
"p": 0.09892678260803223,
"m": 1.0
},
{
"p": 0.018596766516566277,
"m": 1.0
},
{
"p": 0.13839194178581238,
"m": 1.0
},
{
"p": 0.05459057539701462,
"m": 1.0
},
{
"p": 0.10256826877593994,
"m": 1.0
},
{
"p": 0.029692713171243668,
"m": 1.0
},
{
"p": 0.04915016517043114,
"m": 1.0
},
{
"p": 0.03007318638265133,
"m": 1.0
},
{
"p": 0.09312742203474045,
"m": 1.0
},
{
"p": 0.13308754563331604,
"m": 1.0
},
{
"p": 0.05456674098968506,
"m": 1.0
},
{
"p": 0.06231576204299927,
"m": 1.0
}
]
},
{
"epoch": 136,
"train_loss": 0.7515885233879089,
"val_loss": 0.8274477124214172,
"acc": 71.86,
"time": 82.98175697610714,
"param": [
{
"p": 0.0671134814620018,
"m": 1.0
},
{
"p": 0.07043454051017761,
"m": 1.0
},
{
"p": 0.09663151204586029,
"m": 1.0
},
{
"p": 0.022836845368146896,
"m": 1.0
},
{
"p": 0.1320524364709854,
"m": 1.0
},
{
"p": 0.04887300357222557,
"m": 1.0
},
{
"p": 0.1001969575881958,
"m": 1.0
},
{
"p": 0.03843642398715019,
"m": 1.0
},
{
"p": 0.041891567409038544,
"m": 1.0
},
{
"p": 0.03313574567437172,
"m": 1.0
},
{
"p": 0.09807399660348892,
"m": 1.0
},
{
"p": 0.1300070732831955,
"m": 1.0
},
{
"p": 0.035867225378751755,
"m": 1.0
},
{
"p": 0.0844491645693779,
"m": 1.0
}
]
},
{
"epoch": 137,
"train_loss": 0.6958453059196472,
"val_loss": 0.7891499400138855,
"acc": 72.98,
"time": 86.5151952910237,
"param": [
{
"p": 0.07665053755044937,
"m": 1.0
},
{
"p": 0.052028197795152664,
"m": 1.0
},
{
"p": 0.10577123612165451,
"m": 1.0
},
{
"p": 0.02431153692305088,
"m": 1.0
},
{
"p": 0.10705094039440155,
"m": 1.0
},
{
"p": 0.05025874078273773,
"m": 1.0
},
{
"p": 0.10568518191576004,
"m": 1.0
},
{
"p": 0.0406196303665638,
"m": 1.0
},
{
"p": 0.02540564350783825,
"m": 1.0
},
{
"p": 0.04994963854551315,
"m": 1.0
},
{
"p": 0.09623736143112183,
"m": 1.0
},
{
"p": 0.14667704701423645,
"m": 1.0
},
{
"p": 0.024175776168704033,
"m": 1.0
},
{
"p": 0.09517848491668701,
"m": 1.0
}
]
},
{
"epoch": 138,
"train_loss": 0.8608936667442322,
"val_loss": 0.7006277441978455,
"acc": 72.43,
"time": 99.98432473791763,
"param": [
{
"p": 0.08184491097927094,
"m": 1.0
},
{
"p": 0.028440052643418312,
"m": 1.0
},
{
"p": 0.12117856740951538,
"m": 1.0
},
{
"p": 0.027944153174757957,
"m": 1.0
},
{
"p": 0.09234262257814407,
"m": 1.0
},
{
"p": 0.0456635057926178,
"m": 1.0
},
{
"p": 0.12524665892124176,
"m": 1.0
},
{
"p": 0.04550210386514664,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05520276352763176,
"m": 1.0
},
{
"p": 0.10417582839727402,
"m": 1.0
},
{
"p": 0.17079952359199524,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10165923088788986,
"m": 1.0
}
]
},
{
"epoch": 139,
"train_loss": 0.6513631939888,
"val_loss": 0.7423897385597229,
"acc": 72.88,
"time": 84.28147939220071,
"param": [
{
"p": 0.08577147126197815,
"m": 1.0
},
{
"p": 0.010643948800861835,
"m": 1.0
},
{
"p": 0.13532251119613647,
"m": 1.0
},
{
"p": 0.014946790412068367,
"m": 1.0
},
{
"p": 0.0881086215376854,
"m": 1.0
},
{
"p": 0.029634980484843254,
"m": 1.0
},
{
"p": 0.13048548996448517,
"m": 1.0
},
{
"p": 0.05515093728899956,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.052805379033088684,
"m": 1.0
},
{
"p": 0.10120368003845215,
"m": 1.0
},
{
"p": 0.17563845217227936,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1202877089381218,
"m": 1.0
}
]
},
{
"epoch": 140,
"train_loss": 0.7653573155403137,
"val_loss": 0.8426802754402161,
"acc": 72.48,
"time": 92.60770841105841,
"param": [
{
"p": 0.07407664507627487,
"m": 1.0
},
{
"p": 0.002113794907927513,
"m": 1.0
},
{
"p": 0.15177924931049347,
"m": 1.0
},
{
"p": 0.01649472862482071,
"m": 1.0
},
{
"p": 0.08800969272851944,
"m": 1.0
},
{
"p": 0.02118520252406597,
"m": 1.0
},
{
"p": 0.12890805304050446,
"m": 1.0
},
{
"p": 0.06599299609661102,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.041623931378126144,
"m": 1.0
},
{
"p": 0.09841430932283401,
"m": 1.0
},
{
"p": 0.16975641250610352,
"m": 1.0
},
{
"p": 0.00020395206229295582,
"m": 1.0
},
{
"p": 0.14144107699394226,
"m": 1.0
}
]
},
{
"epoch": 141,
"train_loss": 0.9877126812934875,
"val_loss": 0.8060964345932007,
"acc": 72.54,
"time": 82.8797817628365,
"param": [
{
"p": 0.06911574304103851,
"m": 1.0
},
{
"p": 0.0032088146544992924,
"m": 1.0
},
{
"p": 0.15944986045360565,
"m": 1.0
},
{
"p": 0.01435782015323639,
"m": 1.0
},
{
"p": 0.09398125857114792,
"m": 1.0
},
{
"p": 0.04378717765212059,
"m": 1.0
},
{
"p": 0.11480052024126053,
"m": 1.0
},
{
"p": 0.058834679424762726,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03290288895368576,
"m": 1.0
},
{
"p": 0.10447530448436737,
"m": 1.0
},
{
"p": 0.16452066600322723,
"m": 1.0
},
{
"p": 0.004565643612295389,
"m": 1.0
},
{
"p": 0.13599960505962372,
"m": 1.0
}
]
},
{
"epoch": 142,
"train_loss": 0.7950096130371094,
"val_loss": 0.7661904096603394,
"acc": 72.34,
"time": 82.55754486098886,
"param": [
{
"p": 0.0783819854259491,
"m": 1.0
},
{
"p": 0.005548977293074131,
"m": 1.0
},
{
"p": 0.14798186719417572,
"m": 1.0
},
{
"p": 0.027426935732364655,
"m": 1.0
},
{
"p": 0.09397340565919876,
"m": 1.0
},
{
"p": 0.0506514273583889,
"m": 1.0
},
{
"p": 0.10320077836513519,
"m": 1.0
},
{
"p": 0.048488568514585495,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04866444692015648,
"m": 1.0
},
{
"p": 0.09807392954826355,
"m": 1.0
},
{
"p": 0.1524651199579239,
"m": 1.0
},
{
"p": 0.015563150867819786,
"m": 1.0
},
{
"p": 0.12957939505577087,
"m": 1.0
}
]
},
{
"epoch": 143,
"train_loss": 0.9282594323158264,
"val_loss": 0.8464967608451843,
"acc": 72.38,
"time": 91.14667245489545,
"param": [
{
"p": 0.09016375988721848,
"m": 1.0
},
{
"p": 0.006318316794931889,
"m": 1.0
},
{
"p": 0.14626318216323853,
"m": 1.0
},
{
"p": 0.033101603388786316,
"m": 1.0
},
{
"p": 0.10626441240310669,
"m": 1.0
},
{
"p": 0.04260686784982681,
"m": 1.0
},
{
"p": 0.09933488816022873,
"m": 1.0
},
{
"p": 0.03631501644849777,
"m": 1.0
},
{
"p": 0.004557667765766382,
"m": 1.0
},
{
"p": 0.06682761758565903,
"m": 1.0
},
{
"p": 0.08406796306371689,
"m": 1.0
},
{
"p": 0.14571473002433777,
"m": 1.0
},
{
"p": 0.013045448809862137,
"m": 1.0
},
{
"p": 0.125418558716774,
"m": 1.0
}
]
},
{
"epoch": 144,
"train_loss": 0.8260828852653503,
"val_loss": 0.7744656205177307,
"acc": 72.77,
"time": 86.52517525991425,
"param": [
{
"p": 0.10642662644386292,
"m": 1.0
},
{
"p": 0.006512850057333708,
"m": 1.0
},
{
"p": 0.14498955011367798,
"m": 1.0
},
{
"p": 0.024638541042804718,
"m": 1.0
},
{
"p": 0.10193812102079391,
"m": 1.0
},
{
"p": 0.05544087663292885,
"m": 1.0
},
{
"p": 0.09141946583986282,
"m": 1.0
},
{
"p": 0.02992648258805275,
"m": 1.0
},
{
"p": 0.02299204096198082,
"m": 1.0
},
{
"p": 0.09465084224939346,
"m": 1.0
},
{
"p": 0.06352745741605759,
"m": 1.0
},
{
"p": 0.12502682209014893,
"m": 1.0
},
{
"p": 0.006168276071548462,
"m": 1.0
},
{
"p": 0.12634210288524628,
"m": 1.0
}
]
},
{
"epoch": 145,
"train_loss": 0.7375686764717102,
"val_loss": 0.8458213806152344,
"acc": 73.2,
"time": 89.5509638369549,
"param": [
{
"p": 0.10913145542144775,
"m": 1.0
},
{
"p": 0.002971622394397855,
"m": 1.0
},
{
"p": 0.14897632598876953,
"m": 1.0
},
{
"p": 0.016192857176065445,
"m": 1.0
},
{
"p": 0.10123828798532486,
"m": 1.0
},
{
"p": 0.06144459545612335,
"m": 1.0
},
{
"p": 0.08530140668153763,
"m": 1.0
},
{
"p": 0.035227857530117035,
"m": 1.0
},
{
"p": 0.02319420874118805,
"m": 1.0
},
{
"p": 0.11396700143814087,
"m": 1.0
},
{
"p": 0.05913282185792923,
"m": 1.0
},
{
"p": 0.10503324121236801,
"m": 1.0
},
{
"p": 0.013489967212080956,
"m": 1.0
},
{
"p": 0.12469837069511414,
"m": 1.0
}
]
},
{
"epoch": 146,
"train_loss": 0.6980244517326355,
"val_loss": 0.8686733245849609,
"acc": 72.33,
"time": 84.967677394161,
"param": [
{
"p": 0.11122998595237732,
"m": 1.0
},
{
"p": 0.010583695024251938,
"m": 1.0
},
{
"p": 0.11679787188768387,
"m": 1.0
},
{
"p": 0.008042972534894943,
"m": 1.0
},
{
"p": 0.09984517097473145,
"m": 1.0
},
{
"p": 0.06778190284967422,
"m": 1.0
},
{
"p": 0.08317204564809799,
"m": 1.0
},
{
"p": 0.056722063571214676,
"m": 1.0
},
{
"p": 0.038670334964990616,
"m": 1.0
},
{
"p": 0.10804246366024017,
"m": 1.0
},
{
"p": 0.06730308383703232,
"m": 1.0
},
{
"p": 0.09231261163949966,
"m": 1.0
},
{
"p": 0.021215813234448433,
"m": 1.0
},
{
"p": 0.11828002333641052,
"m": 1.0
}
]
},
{
"epoch": 147,
"train_loss": 0.7623264193534851,
"val_loss": 0.7748068571090698,
"acc": 73.37,
"time": 84.3447310749907,
"param": [
{
"p": 0.10210748761892319,
"m": 1.0
},
{
"p": 0.01898321323096752,
"m": 1.0
},
{
"p": 0.10462094098329544,
"m": 1.0
},
{
"p": 0.025200292468070984,
"m": 1.0
},
{
"p": 0.10330428928136826,
"m": 1.0
},
{
"p": 0.07728200405836105,
"m": 1.0
},
{
"p": 0.07401733845472336,
"m": 1.0
},
{
"p": 0.07530646026134491,
"m": 1.0
},
{
"p": 0.04581292346119881,
"m": 1.0
},
{
"p": 0.09024355560541153,
"m": 1.0
},
{
"p": 0.06713711470365524,
"m": 1.0
},
{
"p": 0.07649697363376617,
"m": 1.0
},
{
"p": 0.026203792542219162,
"m": 1.0
},
{
"p": 0.1132836639881134,
"m": 1.0
}
]
},
{
"epoch": 148,
"train_loss": 1.1324257850646973,
"val_loss": 0.8872215747833252,
"acc": 73.21,
"time": 84.24316141894087,
"param": [
{
"p": 0.09662569314241409,
"m": 1.0
},
{
"p": 0.03878597915172577,
"m": 1.0
},
{
"p": 0.08195177465677261,
"m": 1.0
},
{
"p": 0.04036635905504227,
"m": 1.0
},
{
"p": 0.10682053118944168,
"m": 1.0
},
{
"p": 0.08813382685184479,
"m": 1.0
},
{
"p": 0.07331933826208115,
"m": 1.0
},
{
"p": 0.07417803257703781,
"m": 1.0
},
{
"p": 0.04579447954893112,
"m": 1.0
},
{
"p": 0.07681865990161896,
"m": 1.0
},
{
"p": 0.05132048949599266,
"m": 1.0
},
{
"p": 0.08226912468671799,
"m": 1.0
},
{
"p": 0.04821573942899704,
"m": 1.0
},
{
"p": 0.09539991617202759,
"m": 1.0
}
]
},
{
"epoch": 149,
"train_loss": 1.078338623046875,
"val_loss": 0.8346129059791565,
"acc": 72.33,
"time": 83.78800934902392,
"param": [
{
"p": 0.09294764697551727,
"m": 1.0
},
{
"p": 0.056125231087207794,
"m": 1.0
},
{
"p": 0.05411049351096153,
"m": 1.0
},
{
"p": 0.06399473547935486,
"m": 1.0
},
{
"p": 0.10778281092643738,
"m": 1.0
},
{
"p": 0.09280136972665787,
"m": 1.0
},
{
"p": 0.0751613900065422,
"m": 1.0
},
{
"p": 0.0755077451467514,
"m": 1.0
},
{
"p": 0.05007476732134819,
"m": 1.0
},
{
"p": 0.06067095696926117,
"m": 1.0
},
{
"p": 0.043185461312532425,
"m": 1.0
},
{
"p": 0.08693797141313553,
"m": 1.0
},
{
"p": 0.05273612588644028,
"m": 1.0
},
{
"p": 0.08796332031488419,
"m": 1.0
}
]
},
{
"epoch": 150,
"train_loss": 0.6951539516448975,
"val_loss": 0.8099674582481384,
"acc": 72.92,
"time": 94.14453077502549,
"param": [
{
"p": 0.09349216520786285,
"m": 1.0
},
{
"p": 0.05002683401107788,
"m": 1.0
},
{
"p": 0.036398012191057205,
"m": 1.0
},
{
"p": 0.07073121517896652,
"m": 1.0
},
{
"p": 0.09012795984745026,
"m": 1.0
},
{
"p": 0.09754187613725662,
"m": 1.0
},
{
"p": 0.0703820288181305,
"m": 1.0
},
{
"p": 0.0897059366106987,
"m": 1.0
},
{
"p": 0.06017649546265602,
"m": 1.0
},
{
"p": 0.054128702729940414,
"m": 1.0
},
{
"p": 0.053039759397506714,
"m": 1.0
},
{
"p": 0.09335532039403915,
"m": 1.0
},
{
"p": 0.06040685251355171,
"m": 1.0
},
{
"p": 0.08048690110445023,
"m": 1.0
}
]
}
]
}
Reference in a new issue View git blame Copy permalink