smart_augmentation/higher/res/HPsearch/log/Aug_mod(Data_augV5(Mix0.3-14TFx3-MagFxSh)-ResNet)-200 epochs (dataug:0)- 1 in_it-2.json
Harle, Antoine (Contracteur) 4166922c34 Rangement
2020-02-28 16:46:37 -05:00

13038 lines
No EOL
191 KiB
JSON
Executable file

{
"Accuracy": 74.5,
"Time": [
315.5208271227207,
14.246198461293652,
63249.73822099902
],
"Optimizer": {
"Meta": {
"optim": "Adam",
"lr": 0.01
},
"Inner": {
"optim": "SGD",
"lr": 0.01,
"momentum": 0.9
}
},
"Device": "Graphics Device",
"Param_names": [
"Identity",
"FlipUD",
"FlipLR",
"Rotate",
"TranslateX",
"TranslateY",
"ShearX",
"ShearY",
"Contrast",
"Color",
"Brightness",
"Sharpness",
"Posterize",
"Solarize"
],
"Log": [
{
"epoch": 1,
"train_loss": 4.21263313293457,
"val_loss": 2.1736819744110107,
"acc": 15.89,
"time": 296.2925316900364,
"param": [
{
"p": 0.060517143458127975,
"m": 1.0
},
{
"p": 0.07974089682102203,
"m": 1.0
},
{
"p": 0.07550111413002014,
"m": 1.0
},
{
"p": 0.06119472533464432,
"m": 1.0
},
{
"p": 0.07474472373723984,
"m": 1.0
},
{
"p": 0.0753951147198677,
"m": 1.0
},
{
"p": 0.06055721268057823,
"m": 1.0
},
{
"p": 0.06440573185682297,
"m": 1.0
},
{
"p": 0.052270885556936264,
"m": 1.0
},
{
"p": 0.06447646021842957,
"m": 1.0
},
{
"p": 0.05321602523326874,
"m": 1.0
},
{
"p": 0.11679663509130478,
"m": 1.0
},
{
"p": 0.06989280879497528,
"m": 1.0
},
{
"p": 0.09129058569669724,
"m": 1.0
}
]
},
{
"epoch": 2,
"train_loss": 4.075587749481201,
"val_loss": 1.8163725137710571,
"acc": 32.92,
"time": 327.71583205397474,
"param": [
{
"p": 0.022127406671643257,
"m": 1.0
},
{
"p": 0.0944814458489418,
"m": 1.0
},
{
"p": 0.12143810838460922,
"m": 1.0
},
{
"p": 0.08211150020360947,
"m": 1.0
},
{
"p": 0.030342401936650276,
"m": 1.0
},
{
"p": 0.1813635379076004,
"m": 1.0
},
{
"p": 0.0007203874993138015,
"m": 1.0
},
{
"p": 0.03573153540492058,
"m": 1.0
},
{
"p": 0.0007203874993138015,
"m": 1.0
},
{
"p": 0.0007203874993138015,
"m": 1.0
},
{
"p": 0.0007203874993138015,
"m": 1.0
},
{
"p": 0.21424676477909088,
"m": 1.0
},
{
"p": 0.12022440880537033,
"m": 1.0
},
{
"p": 0.09505131840705872,
"m": 1.0
}
]
},
{
"epoch": 3,
"train_loss": 3.8192930221557617,
"val_loss": 1.8047897815704346,
"acc": 34.16,
"time": 309.640018538048,
"param": [
{
"p": 0.0007161724497564137,
"m": 1.0
},
{
"p": 0.0007161724497564137,
"m": 1.0
},
{
"p": 0.18609380722045898,
"m": 1.0
},
{
"p": 0.05893932655453682,
"m": 1.0
},
{
"p": 0.0007161724497564137,
"m": 1.0
},
{
"p": 0.2272779494524002,
"m": 1.0
},
{
"p": 0.0007161724497564137,
"m": 1.0
},
{
"p": 0.0007161724497564137,
"m": 1.0
},
{
"p": 0.0007161724497564137,
"m": 1.0
},
{
"p": 0.0009368535247631371,
"m": 1.0
},
{
"p": 0.0007161724497564137,
"m": 1.0
},
{
"p": 0.305839866399765,
"m": 1.0
},
{
"p": 0.21518287062644958,
"m": 1.0
},
{
"p": 0.0007161724497564137,
"m": 1.0
}
]
},
{
"epoch": 4,
"train_loss": 3.7564713954925537,
"val_loss": 1.6936787366867065,
"acc": 39.0,
"time": 299.9945224499679,
"param": [
{
"p": 0.0007196970982477069,
"m": 1.0
},
{
"p": 0.0007196970982477069,
"m": 1.0
},
{
"p": 0.19345268607139587,
"m": 1.0
},
{
"p": 0.0007196970982477069,
"m": 1.0
},
{
"p": 0.0007196970982477069,
"m": 1.0
},
{
"p": 0.1765587031841278,
"m": 1.0
},
{
"p": 0.0011376936454325914,
"m": 1.0
},
{
"p": 0.0007196970982477069,
"m": 1.0
},
{
"p": 0.0007196970982477069,
"m": 1.0
},
{
"p": 0.0007196970982477069,
"m": 1.0
},
{
"p": 0.0007196970982477069,
"m": 1.0
},
{
"p": 0.3854045271873474,
"m": 1.0
},
{
"p": 0.23696915805339813,
"m": 1.0
},
{
"p": 0.0007196970982477069,
"m": 1.0
}
]
},
{
"epoch": 5,
"train_loss": 3.321674346923828,
"val_loss": 1.4698365926742554,
"acc": 45.92,
"time": 301.621632528957,
"param": [
{
"p": 0.04809902608394623,
"m": 1.0
},
{
"p": 0.0007186713628470898,
"m": 1.0
},
{
"p": 0.1684907227754593,
"m": 1.0
},
{
"p": 0.0007186713628470898,
"m": 1.0
},
{
"p": 0.0007186713628470898,
"m": 1.0
},
{
"p": 0.026654666289687157,
"m": 1.0
},
{
"p": 0.06291841715574265,
"m": 1.0
},
{
"p": 0.0031926489900797606,
"m": 1.0
},
{
"p": 0.048813868314027786,
"m": 1.0
},
{
"p": 0.0007186713628470898,
"m": 1.0
},
{
"p": 0.021521251648664474,
"m": 1.0
},
{
"p": 0.37074151635169983,
"m": 1.0
},
{
"p": 0.24597452580928802,
"m": 1.0
},
{
"p": 0.0007186713628470898,
"m": 1.0
}
]
},
{
"epoch": 6,
"train_loss": 3.414444923400879,
"val_loss": 1.4568355083465576,
"acc": 46.36,
"time": 292.35211023601005,
"param": [
{
"p": 0.007604837417602539,
"m": 1.0
},
{
"p": 0.0007020685006864369,
"m": 1.0
},
{
"p": 0.136470228433609,
"m": 1.0
},
{
"p": 0.048878200352191925,
"m": 1.0
},
{
"p": 0.006379344034940004,
"m": 1.0
},
{
"p": 0.0015608191024512053,
"m": 1.0
},
{
"p": 0.07682054489850998,
"m": 1.0
},
{
"p": 0.015281337313354015,
"m": 1.0
},
{
"p": 0.035700831562280655,
"m": 1.0
},
{
"p": 0.05734021216630936,
"m": 1.0
},
{
"p": 0.031916532665491104,
"m": 1.0
},
{
"p": 0.34968721866607666,
"m": 1.0
},
{
"p": 0.20476937294006348,
"m": 1.0
},
{
"p": 0.026888443157076836,
"m": 1.0
}
]
},
{
"epoch": 7,
"train_loss": 3.1605172157287598,
"val_loss": 1.3836718797683716,
"acc": 50.3,
"time": 319.60611052199965,
"param": [
{
"p": 0.0989241749048233,
"m": 1.0
},
{
"p": 0.0007240818813443184,
"m": 1.0
},
{
"p": 0.12137193232774734,
"m": 1.0
},
{
"p": 0.05278546363115311,
"m": 1.0
},
{
"p": 0.011581347323954105,
"m": 1.0
},
{
"p": 0.027856025844812393,
"m": 1.0
},
{
"p": 0.10168462991714478,
"m": 1.0
},
{
"p": 0.03232981264591217,
"m": 1.0
},
{
"p": 0.0634813904762268,
"m": 1.0
},
{
"p": 0.09675658494234085,
"m": 1.0
},
{
"p": 0.05175003409385681,
"m": 1.0
},
{
"p": 0.1991928517818451,
"m": 1.0
},
{
"p": 0.14083757996559143,
"m": 1.0
},
{
"p": 0.0007240818813443184,
"m": 1.0
}
]
},
{
"epoch": 8,
"train_loss": 3.167558431625366,
"val_loss": 1.4495136737823486,
"acc": 51.81,
"time": 324.1034647169872,
"param": [
{
"p": 0.11584525555372238,
"m": 1.0
},
{
"p": 0.0007192171760834754,
"m": 1.0
},
{
"p": 0.11477827280759811,
"m": 1.0
},
{
"p": 0.07037218660116196,
"m": 1.0
},
{
"p": 0.0007192171760834754,
"m": 1.0
},
{
"p": 0.024342257529497147,
"m": 1.0
},
{
"p": 0.09683410823345184,
"m": 1.0
},
{
"p": 0.04936520382761955,
"m": 1.0
},
{
"p": 0.08894108980894089,
"m": 1.0
},
{
"p": 0.08416955918073654,
"m": 1.0
},
{
"p": 0.058771468698978424,
"m": 1.0
},
{
"p": 0.14966808259487152,
"m": 1.0
},
{
"p": 0.14359547197818756,
"m": 1.0
},
{
"p": 0.0018786148866638541,
"m": 1.0
}
]
},
{
"epoch": 9,
"train_loss": 2.865114688873291,
"val_loss": 1.2171093225479126,
"acc": 53.06,
"time": 320.61851914,
"param": [
{
"p": 0.13936929404735565,
"m": 1.0
},
{
"p": 0.0007126708514988422,
"m": 1.0
},
{
"p": 0.11443252116441727,
"m": 1.0
},
{
"p": 0.047570083290338516,
"m": 1.0
},
{
"p": 0.012801001779735088,
"m": 1.0
},
{
"p": 0.0007126708514988422,
"m": 1.0
},
{
"p": 0.09443458169698715,
"m": 1.0
},
{
"p": 0.06505591422319412,
"m": 1.0
},
{
"p": 0.09477248042821884,
"m": 1.0
},
{
"p": 0.06527867168188095,
"m": 1.0
},
{
"p": 0.07211467623710632,
"m": 1.0
},
{
"p": 0.1563624143600464,
"m": 1.0
},
{
"p": 0.13567040860652924,
"m": 1.0
},
{
"p": 0.0007126708514988422,
"m": 1.0
}
]
},
{
"epoch": 10,
"train_loss": 2.825521945953369,
"val_loss": 1.357305645942688,
"acc": 53.46,
"time": 321.5768811639864,
"param": [
{
"p": 0.12692394852638245,
"m": 1.0
},
{
"p": 0.0007114639738574624,
"m": 1.0
},
{
"p": 0.12232543528079987,
"m": 1.0
},
{
"p": 0.05157298222184181,
"m": 1.0
},
{
"p": 0.01208888366818428,
"m": 1.0
},
{
"p": 0.0007114639738574624,
"m": 1.0
},
{
"p": 0.0795917734503746,
"m": 1.0
},
{
"p": 0.06477989256381989,
"m": 1.0
},
{
"p": 0.11105477064847946,
"m": 1.0
},
{
"p": 0.0998842790722847,
"m": 1.0
},
{
"p": 0.06719311326742172,
"m": 1.0
},
{
"p": 0.13675335049629211,
"m": 1.0
},
{
"p": 0.12569725513458252,
"m": 1.0
},
{
"p": 0.0007114639738574624,
"m": 1.0
}
]
},
{
"epoch": 11,
"train_loss": 2.860473155975342,
"val_loss": 1.216969609260559,
"acc": 54.4,
"time": 321.07376024202676,
"param": [
{
"p": 0.12692295014858246,
"m": 1.0
},
{
"p": 0.01061304286122322,
"m": 1.0
},
{
"p": 0.11222892999649048,
"m": 1.0
},
{
"p": 0.0007126514101400971,
"m": 1.0
},
{
"p": 0.0010159675730392337,
"m": 1.0
},
{
"p": 0.011588052846491337,
"m": 1.0
},
{
"p": 0.09913484752178192,
"m": 1.0
},
{
"p": 0.09160688519477844,
"m": 1.0
},
{
"p": 0.10252413898706436,
"m": 1.0
},
{
"p": 0.08672427386045456,
"m": 1.0
},
{
"p": 0.08419480174779892,
"m": 1.0
},
{
"p": 0.17437054216861725,
"m": 1.0
},
{
"p": 0.09765029698610306,
"m": 1.0
},
{
"p": 0.0007126514101400971,
"m": 1.0
}
]
},
{
"epoch": 12,
"train_loss": 3.3264079093933105,
"val_loss": 1.3209441900253296,
"acc": 53.66,
"time": 302.2617915410083,
"param": [
{
"p": 0.1176188513636589,
"m": 1.0
},
{
"p": 0.0007081073708832264,
"m": 1.0
},
{
"p": 0.12272053211927414,
"m": 1.0
},
{
"p": 0.049932125955820084,
"m": 1.0
},
{
"p": 0.010113248601555824,
"m": 1.0
},
{
"p": 0.0007081073708832264,
"m": 1.0
},
{
"p": 0.10561313480138779,
"m": 1.0
},
{
"p": 0.08576969802379608,
"m": 1.0
},
{
"p": 0.07505283504724503,
"m": 1.0
},
{
"p": 0.09107673168182373,
"m": 1.0
},
{
"p": 0.08791720122098923,
"m": 1.0
},
{
"p": 0.13348034024238586,
"m": 1.0
},
{
"p": 0.11733640730381012,
"m": 1.0
},
{
"p": 0.0019526906544342637,
"m": 1.0
}
]
},
{
"epoch": 13,
"train_loss": 2.9128308296203613,
"val_loss": 1.297872543334961,
"acc": 57.26,
"time": 330.5219670080114,
"param": [
{
"p": 0.1122770756483078,
"m": 1.0
},
{
"p": 0.0007105412078090012,
"m": 1.0
},
{
"p": 0.1244022473692894,
"m": 1.0
},
{
"p": 0.07049814611673355,
"m": 1.0
},
{
"p": 0.016796395182609558,
"m": 1.0
},
{
"p": 0.00803668424487114,
"m": 1.0
},
{
"p": 0.08472797274589539,
"m": 1.0
},
{
"p": 0.08807945251464844,
"m": 1.0
},
{
"p": 0.08734942972660065,
"m": 1.0
},
{
"p": 0.08072607964277267,
"m": 1.0
},
{
"p": 0.05298100784420967,
"m": 1.0
},
{
"p": 0.1406627595424652,
"m": 1.0
},
{
"p": 0.12521667778491974,
"m": 1.0
},
{
"p": 0.007535590324550867,
"m": 1.0
}
]
},
{
"epoch": 14,
"train_loss": 3.0987296104431152,
"val_loss": 1.195763111114502,
"acc": 58.35,
"time": 317.8134634279995,
"param": [
{
"p": 0.10989943146705627,
"m": 1.0
},
{
"p": 0.0007110018632374704,
"m": 1.0
},
{
"p": 0.10453648865222931,
"m": 1.0
},
{
"p": 0.06574635952711105,
"m": 1.0
},
{
"p": 0.05481766164302826,
"m": 1.0
},
{
"p": 0.0007110018632374704,
"m": 1.0
},
{
"p": 0.08164848387241364,
"m": 1.0
},
{
"p": 0.10278142243623734,
"m": 1.0
},
{
"p": 0.09736135601997375,
"m": 1.0
},
{
"p": 0.09057099372148514,
"m": 1.0
},
{
"p": 0.028467480093240738,
"m": 1.0
},
{
"p": 0.1449093073606491,
"m": 1.0
},
{
"p": 0.1141417846083641,
"m": 1.0
},
{
"p": 0.0036973045207560062,
"m": 1.0
}
]
},
{
"epoch": 15,
"train_loss": 2.844733238220215,
"val_loss": 1.1206270456314087,
"acc": 58.93,
"time": 327.57862130197464,
"param": [
{
"p": 0.10687315464019775,
"m": 1.0
},
{
"p": 0.008907627314329147,
"m": 1.0
},
{
"p": 0.12919922173023224,
"m": 1.0
},
{
"p": 0.07636399567127228,
"m": 1.0
},
{
"p": 0.03248606622219086,
"m": 1.0
},
{
"p": 0.002481355331838131,
"m": 1.0
},
{
"p": 0.08138615638017654,
"m": 1.0
},
{
"p": 0.05814152583479881,
"m": 1.0
},
{
"p": 0.06949200481176376,
"m": 1.0
},
{
"p": 0.09330376982688904,
"m": 1.0
},
{
"p": 0.07488477975130081,
"m": 1.0
},
{
"p": 0.1433347761631012,
"m": 1.0
},
{
"p": 0.11633816361427307,
"m": 1.0
},
{
"p": 0.006807367783039808,
"m": 1.0
}
]
},
{
"epoch": 16,
"train_loss": 2.458510398864746,
"val_loss": 1.16533625125885,
"acc": 59.35,
"time": 329.8984119769884,
"param": [
{
"p": 0.1220209002494812,
"m": 1.0
},
{
"p": 0.0007087611593306065,
"m": 1.0
},
{
"p": 0.12420430779457092,
"m": 1.0
},
{
"p": 0.08136434853076935,
"m": 1.0
},
{
"p": 0.002628831658512354,
"m": 1.0
},
{
"p": 0.0007087611593306065,
"m": 1.0
},
{
"p": 0.10858199745416641,
"m": 1.0
},
{
"p": 0.08174528181552887,
"m": 1.0
},
{
"p": 0.05733234062790871,
"m": 1.0
},
{
"p": 0.09261622279882431,
"m": 1.0
},
{
"p": 0.06419099867343903,
"m": 1.0
},
{
"p": 0.13335680961608887,
"m": 1.0
},
{
"p": 0.12983162701129913,
"m": 1.0
},
{
"p": 0.0007087611593306065,
"m": 1.0
}
]
},
{
"epoch": 17,
"train_loss": 2.5256259441375732,
"val_loss": 1.1827304363250732,
"acc": 60.23,
"time": 337.39695772895357,
"param": [
{
"p": 0.11909116804599762,
"m": 1.0
},
{
"p": 0.0007221669657155871,
"m": 1.0
},
{
"p": 0.10220792144536972,
"m": 1.0
},
{
"p": 0.06097966805100441,
"m": 1.0
},
{
"p": 0.042503003031015396,
"m": 1.0
},
{
"p": 0.01169669721275568,
"m": 1.0
},
{
"p": 0.09994053095579147,
"m": 1.0
},
{
"p": 0.08397884666919708,
"m": 1.0
},
{
"p": 0.08227209001779556,
"m": 1.0
},
{
"p": 0.08988605439662933,
"m": 1.0
},
{
"p": 0.04699331521987915,
"m": 1.0
},
{
"p": 0.12119326740503311,
"m": 1.0
},
{
"p": 0.13781306147575378,
"m": 1.0
},
{
"p": 0.0007221669657155871,
"m": 1.0
}
]
},
{
"epoch": 18,
"train_loss": 2.249924659729004,
"val_loss": 1.1507576704025269,
"acc": 61.38,
"time": 320.4405263700173,
"param": [
{
"p": 0.10246653109788895,
"m": 1.0
},
{
"p": 0.0015148563543334603,
"m": 1.0
},
{
"p": 0.11497762799263,
"m": 1.0
},
{
"p": 0.06770047545433044,
"m": 1.0
},
{
"p": 0.01741577871143818,
"m": 1.0
},
{
"p": 0.0021371005568653345,
"m": 1.0
},
{
"p": 0.10329762101173401,
"m": 1.0
},
{
"p": 0.09242631494998932,
"m": 1.0
},
{
"p": 0.0806703045964241,
"m": 1.0
},
{
"p": 0.1031080111861229,
"m": 1.0
},
{
"p": 0.08286885172128677,
"m": 1.0
},
{
"p": 0.09968583285808563,
"m": 1.0
},
{
"p": 0.1274278610944748,
"m": 1.0
},
{
"p": 0.004302815534174442,
"m": 1.0
}
]
},
{
"epoch": 19,
"train_loss": 2.5695059299468994,
"val_loss": 1.0795795917510986,
"acc": 62.32,
"time": 318.73016420798376,
"param": [
{
"p": 0.1262306571006775,
"m": 1.0
},
{
"p": 0.0009189343545585871,
"m": 1.0
},
{
"p": 0.07941009104251862,
"m": 1.0
},
{
"p": 0.05055246129631996,
"m": 1.0
},
{
"p": 0.02878645993769169,
"m": 1.0
},
{
"p": 0.008055778220295906,
"m": 1.0
},
{
"p": 0.10663522034883499,
"m": 1.0
},
{
"p": 0.0978943333029747,
"m": 1.0
},
{
"p": 0.09299711883068085,
"m": 1.0
},
{
"p": 0.12052962929010391,
"m": 1.0
},
{
"p": 0.08712092787027359,
"m": 1.0
},
{
"p": 0.10012343525886536,
"m": 1.0
},
{
"p": 0.10003851354122162,
"m": 1.0
},
{
"p": 0.0007064494420774281,
"m": 1.0
}
]
},
{
"epoch": 20,
"train_loss": 2.7200117111206055,
"val_loss": 1.096104621887207,
"acc": 63.15,
"time": 318.4648263209965,
"param": [
{
"p": 0.10804234445095062,
"m": 1.0
},
{
"p": 0.0007111771847121418,
"m": 1.0
},
{
"p": 0.12997981905937195,
"m": 1.0
},
{
"p": 0.06556736677885056,
"m": 1.0
},
{
"p": 0.016090301796793938,
"m": 1.0
},
{
"p": 0.039211373776197433,
"m": 1.0
},
{
"p": 0.06509923934936523,
"m": 1.0
},
{
"p": 0.0986025482416153,
"m": 1.0
},
{
"p": 0.0643446147441864,
"m": 1.0
},
{
"p": 0.09353858977556229,
"m": 1.0
},
{
"p": 0.06447955965995789,
"m": 1.0
},
{
"p": 0.11266567558050156,
"m": 1.0
},
{
"p": 0.14095619320869446,
"m": 1.0
},
{
"p": 0.0007111771847121418,
"m": 1.0
}
]
},
{
"epoch": 21,
"train_loss": 2.61940336227417,
"val_loss": 1.0924195051193237,
"acc": 62.56,
"time": 335.8500329419621,
"param": [
{
"p": 0.10042516887187958,
"m": 1.0
},
{
"p": 0.015608160756528378,
"m": 1.0
},
{
"p": 0.10509965568780899,
"m": 1.0
},
{
"p": 0.07619647681713104,
"m": 1.0
},
{
"p": 0.033112864941358566,
"m": 1.0
},
{
"p": 0.019734330475330353,
"m": 1.0
},
{
"p": 0.07245688885450363,
"m": 1.0
},
{
"p": 0.07743139564990997,
"m": 1.0
},
{
"p": 0.09159529209136963,
"m": 1.0
},
{
"p": 0.08776028454303741,
"m": 1.0
},
{
"p": 0.06320212781429291,
"m": 1.0
},
{
"p": 0.10090497136116028,
"m": 1.0
},
{
"p": 0.12255483865737915,
"m": 1.0
},
{
"p": 0.03391753137111664,
"m": 1.0
}
]
},
{
"epoch": 22,
"train_loss": 2.5444741249084473,
"val_loss": 1.018340826034546,
"acc": 63.79,
"time": 322.5249906890094,
"param": [
{
"p": 0.12092357128858566,
"m": 1.0
},
{
"p": 0.015602707862854004,
"m": 1.0
},
{
"p": 0.09384184330701828,
"m": 1.0
},
{
"p": 0.06485992670059204,
"m": 1.0
},
{
"p": 0.05042180418968201,
"m": 1.0
},
{
"p": 0.021511463448405266,
"m": 1.0
},
{
"p": 0.08153682947158813,
"m": 1.0
},
{
"p": 0.034519728273153305,
"m": 1.0
},
{
"p": 0.09138206392526627,
"m": 1.0
},
{
"p": 0.0691293478012085,
"m": 1.0
},
{
"p": 0.09365667402744293,
"m": 1.0
},
{
"p": 0.13613587617874146,
"m": 1.0
},
{
"p": 0.1250981092453003,
"m": 1.0
},
{
"p": 0.0013799663865938783,
"m": 1.0
}
]
},
{
"epoch": 23,
"train_loss": 2.094388484954834,
"val_loss": 0.9594152569770813,
"acc": 62.52,
"time": 331.1112400889979,
"param": [
{
"p": 0.1095920205116272,
"m": 1.0
},
{
"p": 0.018746675923466682,
"m": 1.0
},
{
"p": 0.10285923629999161,
"m": 1.0
},
{
"p": 0.06447809934616089,
"m": 1.0
},
{
"p": 0.016889067366719246,
"m": 1.0
},
{
"p": 0.03667815402150154,
"m": 1.0
},
{
"p": 0.09049659967422485,
"m": 1.0
},
{
"p": 0.07573249191045761,
"m": 1.0
},
{
"p": 0.07312703132629395,
"m": 1.0
},
{
"p": 0.09119842946529388,
"m": 1.0
},
{
"p": 0.061436355113983154,
"m": 1.0
},
{
"p": 0.09926304221153259,
"m": 1.0
},
{
"p": 0.13300402462482452,
"m": 1.0
},
{
"p": 0.026498684659600258,
"m": 1.0
}
]
},
{
"epoch": 24,
"train_loss": 2.2239279747009277,
"val_loss": 1.093308687210083,
"acc": 64.68,
"time": 325.65809830697253,
"param": [
{
"p": 0.11242618411779404,
"m": 1.0
},
{
"p": 0.0007084572571329772,
"m": 1.0
},
{
"p": 0.09033460170030594,
"m": 1.0
},
{
"p": 0.06450126320123672,
"m": 1.0
},
{
"p": 0.04214949533343315,
"m": 1.0
},
{
"p": 0.02131049893796444,
"m": 1.0
},
{
"p": 0.08145671337842941,
"m": 1.0
},
{
"p": 0.06109045818448067,
"m": 1.0
},
{
"p": 0.09844543039798737,
"m": 1.0
},
{
"p": 0.08978433907032013,
"m": 1.0
},
{
"p": 0.09707609564065933,
"m": 1.0
},
{
"p": 0.136310875415802,
"m": 1.0
},
{
"p": 0.10369715094566345,
"m": 1.0
},
{
"p": 0.0007084572571329772,
"m": 1.0
}
]
},
{
"epoch": 25,
"train_loss": 2.7313101291656494,
"val_loss": 1.144395112991333,
"acc": 62.99,
"time": 338.1678152930108,
"param": [
{
"p": 0.10508131980895996,
"m": 1.0
},
{
"p": 0.03234882280230522,
"m": 1.0
},
{
"p": 0.09394426643848419,
"m": 1.0
},
{
"p": 0.06722920387983322,
"m": 1.0
},
{
"p": 0.06666294485330582,
"m": 1.0
},
{
"p": 0.023161539807915688,
"m": 1.0
},
{
"p": 0.06100107356905937,
"m": 1.0
},
{
"p": 0.06352114677429199,
"m": 1.0
},
{
"p": 0.06578153371810913,
"m": 1.0
},
{
"p": 0.1122320294380188,
"m": 1.0
},
{
"p": 0.07377958297729492,
"m": 1.0
},
{
"p": 0.12271128594875336,
"m": 1.0
},
{
"p": 0.11173129081726074,
"m": 1.0
},
{
"p": 0.0008138363482430577,
"m": 1.0
}
]
},
{
"epoch": 26,
"train_loss": 2.81624436378479,
"val_loss": 0.979932427406311,
"acc": 65.23,
"time": 329.67747216898715,
"param": [
{
"p": 0.1035517081618309,
"m": 1.0
},
{
"p": 0.020247753709554672,
"m": 1.0
},
{
"p": 0.08334403485059738,
"m": 1.0
},
{
"p": 0.05882195383310318,
"m": 1.0
},
{
"p": 0.051395416259765625,
"m": 1.0
},
{
"p": 0.0430305115878582,
"m": 1.0
},
{
"p": 0.06730525940656662,
"m": 1.0
},
{
"p": 0.07716993987560272,
"m": 1.0
},
{
"p": 0.10731973499059677,
"m": 1.0
},
{
"p": 0.08388866484165192,
"m": 1.0
},
{
"p": 0.05832703784108162,
"m": 1.0
},
{
"p": 0.09710735082626343,
"m": 1.0
},
{
"p": 0.1227758452296257,
"m": 1.0
},
{
"p": 0.025714827701449394,
"m": 1.0
}
]
},
{
"epoch": 27,
"train_loss": 2.4379751682281494,
"val_loss": 0.9188570976257324,
"acc": 65.7,
"time": 322.26094740704866,
"param": [
{
"p": 0.1353379487991333,
"m": 1.0
},
{
"p": 0.0007099072681739926,
"m": 1.0
},
{
"p": 0.10828029364347458,
"m": 1.0
},
{
"p": 0.0744781345129013,
"m": 1.0
},
{
"p": 0.02138596959412098,
"m": 1.0
},
{
"p": 0.0011701105395331979,
"m": 1.0
},
{
"p": 0.08697179704904556,
"m": 1.0
},
{
"p": 0.058594364672899246,
"m": 1.0
},
{
"p": 0.06467895209789276,
"m": 1.0
},
{
"p": 0.08241666853427887,
"m": 1.0
},
{
"p": 0.07934537529945374,
"m": 1.0
},
{
"p": 0.12293171137571335,
"m": 1.0
},
{
"p": 0.1290101408958435,
"m": 1.0
},
{
"p": 0.03468860313296318,
"m": 1.0
}
]
},
{
"epoch": 28,
"train_loss": 2.5020499229431152,
"val_loss": 0.9866452217102051,
"acc": 65.17,
"time": 329.6923662510235,
"param": [
{
"p": 0.09695623815059662,
"m": 1.0
},
{
"p": 0.02015586756169796,
"m": 1.0
},
{
"p": 0.08422823250293732,
"m": 1.0
},
{
"p": 0.07599722594022751,
"m": 1.0
},
{
"p": 0.041966769844293594,
"m": 1.0
},
{
"p": 0.03356432914733887,
"m": 1.0
},
{
"p": 0.09062497317790985,
"m": 1.0
},
{
"p": 0.06953056901693344,
"m": 1.0
},
{
"p": 0.09574192762374878,
"m": 1.0
},
{
"p": 0.09413132816553116,
"m": 1.0
},
{
"p": 0.07268285006284714,
"m": 1.0
},
{
"p": 0.10931319743394852,
"m": 1.0
},
{
"p": 0.09698405116796494,
"m": 1.0
},
{
"p": 0.018122492358088493,
"m": 1.0
}
]
},
{
"epoch": 29,
"train_loss": 2.311082363128662,
"val_loss": 1.118239402770996,
"acc": 64.61,
"time": 326.79332862998126,
"param": [
{
"p": 0.08373098820447922,
"m": 1.0
},
{
"p": 0.0328153520822525,
"m": 1.0
},
{
"p": 0.10183190554380417,
"m": 1.0
},
{
"p": 0.08561867475509644,
"m": 1.0
},
{
"p": 0.028917035087943077,
"m": 1.0
},
{
"p": 0.048096854239702225,
"m": 1.0
},
{
"p": 0.09568794816732407,
"m": 1.0
},
{
"p": 0.06372325867414474,
"m": 1.0
},
{
"p": 0.060613784939050674,
"m": 1.0
},
{
"p": 0.0914122611284256,
"m": 1.0
},
{
"p": 0.07564203441143036,
"m": 1.0
},
{
"p": 0.09822288155555725,
"m": 1.0
},
{
"p": 0.10635633021593094,
"m": 1.0
},
{
"p": 0.027330705896019936,
"m": 1.0
}
]
},
{
"epoch": 30,
"train_loss": 2.098207712173462,
"val_loss": 0.9428243041038513,
"acc": 65.72,
"time": 330.0680221290095,
"param": [
{
"p": 0.09883113205432892,
"m": 1.0
},
{
"p": 0.0006997873424552381,
"m": 1.0
},
{
"p": 0.10495290905237198,
"m": 1.0
},
{
"p": 0.044199805706739426,
"m": 1.0
},
{
"p": 0.050001051276922226,
"m": 1.0
},
{
"p": 0.021686039865016937,
"m": 1.0
},
{
"p": 0.060910921543836594,
"m": 1.0
},
{
"p": 0.07804916054010391,
"m": 1.0
},
{
"p": 0.09393081814050674,
"m": 1.0
},
{
"p": 0.11419214308261871,
"m": 1.0
},
{
"p": 0.07376497238874435,
"m": 1.0
},
{
"p": 0.12799131870269775,
"m": 1.0
},
{
"p": 0.12025226652622223,
"m": 1.0
},
{
"p": 0.010537735186517239,
"m": 1.0
}
]
},
{
"epoch": 31,
"train_loss": 2.4790408611297607,
"val_loss": 1.0235939025878906,
"acc": 67.27,
"time": 337.82170326804044,
"param": [
{
"p": 0.09430509805679321,
"m": 1.0
},
{
"p": 0.022562619298696518,
"m": 1.0
},
{
"p": 0.1135542169213295,
"m": 1.0
},
{
"p": 0.06946302205324173,
"m": 1.0
},
{
"p": 0.0377228781580925,
"m": 1.0
},
{
"p": 0.03090495616197586,
"m": 1.0
},
{
"p": 0.09257146716117859,
"m": 1.0
},
{
"p": 0.05437852069735527,
"m": 1.0
},
{
"p": 0.09633464366197586,
"m": 1.0
},
{
"p": 0.054959628731012344,
"m": 1.0
},
{
"p": 0.08057805895805359,
"m": 1.0
},
{
"p": 0.12929973006248474,
"m": 1.0
},
{
"p": 0.11287004500627518,
"m": 1.0
},
{
"p": 0.010495203547179699,
"m": 1.0
}
]
},
{
"epoch": 32,
"train_loss": 2.3373048305511475,
"val_loss": 0.9738061428070068,
"acc": 65.99,
"time": 328.1741783390171,
"param": [
{
"p": 0.10615987330675125,
"m": 1.0
},
{
"p": 0.010797293856739998,
"m": 1.0
},
{
"p": 0.06456679850816727,
"m": 1.0
},
{
"p": 0.042411334812641144,
"m": 1.0
},
{
"p": 0.047939978539943695,
"m": 1.0
},
{
"p": 0.03274575248360634,
"m": 1.0
},
{
"p": 0.07790938764810562,
"m": 1.0
},
{
"p": 0.08234933018684387,
"m": 1.0
},
{
"p": 0.09824497252702713,
"m": 1.0
},
{
"p": 0.10858426988124847,
"m": 1.0
},
{
"p": 0.0824366956949234,
"m": 1.0
},
{
"p": 0.1255575269460678,
"m": 1.0
},
{
"p": 0.10987326502799988,
"m": 1.0
},
{
"p": 0.01042358297854662,
"m": 1.0
}
]
},
{
"epoch": 33,
"train_loss": 1.9925392866134644,
"val_loss": 1.0322238206863403,
"acc": 66.12,
"time": 325.7449224049924,
"param": [
{
"p": 0.12737296521663666,
"m": 1.0
},
{
"p": 0.03233392909169197,
"m": 1.0
},
{
"p": 0.10982592403888702,
"m": 1.0
},
{
"p": 0.04864222928881645,
"m": 1.0
},
{
"p": 0.035564471036195755,
"m": 1.0
},
{
"p": 0.004271291196346283,
"m": 1.0
},
{
"p": 0.1086970642209053,
"m": 1.0
},
{
"p": 0.05949431657791138,
"m": 1.0
},
{
"p": 0.09968584030866623,
"m": 1.0
},
{
"p": 0.09228497743606567,
"m": 1.0
},
{
"p": 0.10146690160036087,
"m": 1.0
},
{
"p": 0.10264266282320023,
"m": 1.0
},
{
"p": 0.060995157808065414,
"m": 1.0
},
{
"p": 0.01672223210334778,
"m": 1.0
}
]
},
{
"epoch": 34,
"train_loss": 2.4271645545959473,
"val_loss": 1.151857614517212,
"acc": 65.89,
"time": 329.7624705429771,
"param": [
{
"p": 0.1127857193350792,
"m": 1.0
},
{
"p": 0.016515854746103287,
"m": 1.0
},
{
"p": 0.07560387253761292,
"m": 1.0
},
{
"p": 0.07806018739938736,
"m": 1.0
},
{
"p": 0.04618339240550995,
"m": 1.0
},
{
"p": 0.0007002483471296728,
"m": 1.0
},
{
"p": 0.08436892926692963,
"m": 1.0
},
{
"p": 0.05551356449723244,
"m": 1.0
},
{
"p": 0.09318140894174576,
"m": 1.0
},
{
"p": 0.07467126101255417,
"m": 1.0
},
{
"p": 0.08280438929796219,
"m": 1.0
},
{
"p": 0.11962951719760895,
"m": 1.0
},
{
"p": 0.12440088391304016,
"m": 1.0
},
{
"p": 0.03558081015944481,
"m": 1.0
}
]
},
{
"epoch": 35,
"train_loss": 1.983358383178711,
"val_loss": 1.1018964052200317,
"acc": 64.25,
"time": 320.38255640596617,
"param": [
{
"p": 0.10409315675497055,
"m": 1.0
},
{
"p": 0.002404731698334217,
"m": 1.0
},
{
"p": 0.10680251568555832,
"m": 1.0
},
{
"p": 0.07168540358543396,
"m": 1.0
},
{
"p": 0.03687990456819534,
"m": 1.0
},
{
"p": 0.007186625152826309,
"m": 1.0
},
{
"p": 0.04543806239962578,
"m": 1.0
},
{
"p": 0.09551870077848434,
"m": 1.0
},
{
"p": 0.07899036258459091,
"m": 1.0
},
{
"p": 0.08473628014326096,
"m": 1.0
},
{
"p": 0.07886791974306107,
"m": 1.0
},
{
"p": 0.13507212698459625,
"m": 1.0
},
{
"p": 0.14098986983299255,
"m": 1.0
},
{
"p": 0.01133436243981123,
"m": 1.0
}
]
},
{
"epoch": 36,
"train_loss": 2.1853785514831543,
"val_loss": 0.9858719110488892,
"acc": 65.61,
"time": 332.8684687829809,
"param": [
{
"p": 0.1196858286857605,
"m": 1.0
},
{
"p": 0.000705998158082366,
"m": 1.0
},
{
"p": 0.11309096217155457,
"m": 1.0
},
{
"p": 0.08533453196287155,
"m": 1.0
},
{
"p": 0.034568022936582565,
"m": 1.0
},
{
"p": 0.015920229256153107,
"m": 1.0
},
{
"p": 0.07423310726881027,
"m": 1.0
},
{
"p": 0.07964455336332321,
"m": 1.0
},
{
"p": 0.07254120707511902,
"m": 1.0
},
{
"p": 0.09302731603384018,
"m": 1.0
},
{
"p": 0.058795277029275894,
"m": 1.0
},
{
"p": 0.09978868812322617,
"m": 1.0
},
{
"p": 0.10587877780199051,
"m": 1.0
},
{
"p": 0.04678558558225632,
"m": 1.0
}
]
},
{
"epoch": 37,
"train_loss": 2.242788076400757,
"val_loss": 0.8911854028701782,
"acc": 67.76,
"time": 331.5896723580081,
"param": [
{
"p": 0.11039668321609497,
"m": 1.0
},
{
"p": 0.01623961515724659,
"m": 1.0
},
{
"p": 0.10091974586248398,
"m": 1.0
},
{
"p": 0.0810282751917839,
"m": 1.0
},
{
"p": 0.027768731117248535,
"m": 1.0
},
{
"p": 0.027115531265735626,
"m": 1.0
},
{
"p": 0.0747438594698906,
"m": 1.0
},
{
"p": 0.07889079302549362,
"m": 1.0
},
{
"p": 0.08270997554063797,
"m": 1.0
},
{
"p": 0.06502711772918701,
"m": 1.0
},
{
"p": 0.06335873901844025,
"m": 1.0
},
{
"p": 0.1173766702413559,
"m": 1.0
},
{
"p": 0.11952868103981018,
"m": 1.0
},
{
"p": 0.03489559516310692,
"m": 1.0
}
]
},
{
"epoch": 38,
"train_loss": 2.000112533569336,
"val_loss": 0.9427412748336792,
"acc": 67.64,
"time": 329.98238165298244,
"param": [
{
"p": 0.12028445303440094,
"m": 1.0
},
{
"p": 0.0046698483638465405,
"m": 1.0
},
{
"p": 0.11485501378774643,
"m": 1.0
},
{
"p": 0.06567752361297607,
"m": 1.0
},
{
"p": 0.025057965889573097,
"m": 1.0
},
{
"p": 0.03856900706887245,
"m": 1.0
},
{
"p": 0.07424375414848328,
"m": 1.0
},
{
"p": 0.08829353749752045,
"m": 1.0
},
{
"p": 0.07924553751945496,
"m": 1.0
},
{
"p": 0.06435488164424896,
"m": 1.0
},
{
"p": 0.09212599694728851,
"m": 1.0
},
{
"p": 0.1377391517162323,
"m": 1.0
},
{
"p": 0.08347421884536743,
"m": 1.0
},
{
"p": 0.011409090831875801,
"m": 1.0
}
]
},
{
"epoch": 39,
"train_loss": 1.7791550159454346,
"val_loss": 0.9540913701057434,
"acc": 67.58,
"time": 337.1025678690057,
"param": [
{
"p": 0.09753642976284027,
"m": 1.0
},
{
"p": 0.0007157514919526875,
"m": 1.0
},
{
"p": 0.07921856641769409,
"m": 1.0
},
{
"p": 0.0782998725771904,
"m": 1.0
},
{
"p": 0.02525099366903305,
"m": 1.0
},
{
"p": 0.03419104591012001,
"m": 1.0
},
{
"p": 0.10041084885597229,
"m": 1.0
},
{
"p": 0.08973206579685211,
"m": 1.0
},
{
"p": 0.07876385748386383,
"m": 1.0
},
{
"p": 0.07589172571897507,
"m": 1.0
},
{
"p": 0.07370464503765106,
"m": 1.0
},
{
"p": 0.11896288394927979,
"m": 1.0
},
{
"p": 0.10453522950410843,
"m": 1.0
},
{
"p": 0.04278611019253731,
"m": 1.0
}
]
},
{
"epoch": 40,
"train_loss": 2.204817295074463,
"val_loss": 0.9694337844848633,
"acc": 67.16,
"time": 318.01585016801255,
"param": [
{
"p": 0.11140313744544983,
"m": 1.0
},
{
"p": 0.011190539225935936,
"m": 1.0
},
{
"p": 0.10195579379796982,
"m": 1.0
},
{
"p": 0.07995765656232834,
"m": 1.0
},
{
"p": 0.046911392360925674,
"m": 1.0
},
{
"p": 0.0007063942612148821,
"m": 1.0
},
{
"p": 0.05454210191965103,
"m": 1.0
},
{
"p": 0.07243136316537857,
"m": 1.0
},
{
"p": 0.08727798610925674,
"m": 1.0
},
{
"p": 0.10017170011997223,
"m": 1.0
},
{
"p": 0.08337080478668213,
"m": 1.0
},
{
"p": 0.10134179890155792,
"m": 1.0
},
{
"p": 0.11751437932252884,
"m": 1.0
},
{
"p": 0.03122500330209732,
"m": 1.0
}
]
},
{
"epoch": 41,
"train_loss": 2.122035503387451,
"val_loss": 1.041974663734436,
"acc": 65.9,
"time": 332.22375027200906,
"param": [
{
"p": 0.11000711470842361,
"m": 1.0
},
{
"p": 0.0007127809803932905,
"m": 1.0
},
{
"p": 0.08783192932605743,
"m": 1.0
},
{
"p": 0.06490606814622879,
"m": 1.0
},
{
"p": 0.012578288093209267,
"m": 1.0
},
{
"p": 0.027339249849319458,
"m": 1.0
},
{
"p": 0.07787510007619858,
"m": 1.0
},
{
"p": 0.08502411097288132,
"m": 1.0
},
{
"p": 0.07736603915691376,
"m": 1.0
},
{
"p": 0.1227983757853508,
"m": 1.0
},
{
"p": 0.06269839406013489,
"m": 1.0
},
{
"p": 0.10453155636787415,
"m": 1.0
},
{
"p": 0.11549243330955505,
"m": 1.0
},
{
"p": 0.050838541239500046,
"m": 1.0
}
]
},
{
"epoch": 42,
"train_loss": 2.1284024715423584,
"val_loss": 0.911905825138092,
"acc": 67.53,
"time": 332.3701173070003,
"param": [
{
"p": 0.10244720429182053,
"m": 1.0
},
{
"p": 0.0417335070669651,
"m": 1.0
},
{
"p": 0.08549244701862335,
"m": 1.0
},
{
"p": 0.08474200963973999,
"m": 1.0
},
{
"p": 0.014453411102294922,
"m": 1.0
},
{
"p": 0.0039174058474600315,
"m": 1.0
},
{
"p": 0.0802769735455513,
"m": 1.0
},
{
"p": 0.07315949350595474,
"m": 1.0
},
{
"p": 0.0981946513056755,
"m": 1.0
},
{
"p": 0.11224380880594254,
"m": 1.0
},
{
"p": 0.061164118349552155,
"m": 1.0
},
{
"p": 0.10064087808132172,
"m": 1.0
},
{
"p": 0.14082634449005127,
"m": 1.0
},
{
"p": 0.0007078299531713128,
"m": 1.0
}
]
},
{
"epoch": 43,
"train_loss": 1.7414683103561401,
"val_loss": 0.9067479372024536,
"acc": 68.62,
"time": 329.9233447360457,
"param": [
{
"p": 0.07979723066091537,
"m": 1.0
},
{
"p": 0.026684755459427834,
"m": 1.0
},
{
"p": 0.08461098372936249,
"m": 1.0
},
{
"p": 0.0739903375506401,
"m": 1.0
},
{
"p": 0.032092947512865067,
"m": 1.0
},
{
"p": 0.004292650613933802,
"m": 1.0
},
{
"p": 0.09208909422159195,
"m": 1.0
},
{
"p": 0.10311855375766754,
"m": 1.0
},
{
"p": 0.10251682996749878,
"m": 1.0
},
{
"p": 0.08419197797775269,
"m": 1.0
},
{
"p": 0.1079506054520607,
"m": 1.0
},
{
"p": 0.08644812554121017,
"m": 1.0
},
{
"p": 0.11413844674825668,
"m": 1.0
},
{
"p": 0.008077505975961685,
"m": 1.0
}
]
},
{
"epoch": 44,
"train_loss": 2.0477676391601562,
"val_loss": 0.8993287086486816,
"acc": 67.35,
"time": 317.85840992897283,
"param": [
{
"p": 0.11791985481977463,
"m": 1.0
},
{
"p": 0.0019810376688838005,
"m": 1.0
},
{
"p": 0.061836663633584976,
"m": 1.0
},
{
"p": 0.038890376687049866,
"m": 1.0
},
{
"p": 0.03574267402291298,
"m": 1.0
},
{
"p": 0.0414254292845726,
"m": 1.0
},
{
"p": 0.0602298267185688,
"m": 1.0
},
{
"p": 0.07186846435070038,
"m": 1.0
},
{
"p": 0.05611298233270645,
"m": 1.0
},
{
"p": 0.11432299017906189,
"m": 1.0
},
{
"p": 0.09502771496772766,
"m": 1.0
},
{
"p": 0.13173311948776245,
"m": 1.0
},
{
"p": 0.10719373822212219,
"m": 1.0
},
{
"p": 0.06571519374847412,
"m": 1.0
}
]
},
{
"epoch": 45,
"train_loss": 2.223208427429199,
"val_loss": 0.815482497215271,
"acc": 68.15,
"time": 327.81042365997564,
"param": [
{
"p": 0.07855750620365143,
"m": 1.0
},
{
"p": 0.040980927646160126,
"m": 1.0
},
{
"p": 0.07084893435239792,
"m": 1.0
},
{
"p": 0.06697440147399902,
"m": 1.0
},
{
"p": 0.031083423644304276,
"m": 1.0
},
{
"p": 0.023309772834181786,
"m": 1.0
},
{
"p": 0.08635210245847702,
"m": 1.0
},
{
"p": 0.08310648798942566,
"m": 1.0
},
{
"p": 0.08195523917675018,
"m": 1.0
},
{
"p": 0.07300016283988953,
"m": 1.0
},
{
"p": 0.09442798793315887,
"m": 1.0
},
{
"p": 0.119913749396801,
"m": 1.0
},
{
"p": 0.1291814148426056,
"m": 1.0
},
{
"p": 0.02030787244439125,
"m": 1.0
}
]
},
{
"epoch": 46,
"train_loss": 1.7901946306228638,
"val_loss": 0.8389177322387695,
"acc": 67.59,
"time": 340.2578719900339,
"param": [
{
"p": 0.09042792022228241,
"m": 1.0
},
{
"p": 0.0007007432286627591,
"m": 1.0
},
{
"p": 0.1123061329126358,
"m": 1.0
},
{
"p": 0.056282468140125275,
"m": 1.0
},
{
"p": 0.04158441722393036,
"m": 1.0
},
{
"p": 0.036033354699611664,
"m": 1.0
},
{
"p": 0.046802300959825516,
"m": 1.0
},
{
"p": 0.09087348729372025,
"m": 1.0
},
{
"p": 0.0766189843416214,
"m": 1.0
},
{
"p": 0.10879876464605331,
"m": 1.0
},
{
"p": 0.09838709235191345,
"m": 1.0
},
{
"p": 0.11514678597450256,
"m": 1.0
},
{
"p": 0.10726869106292725,
"m": 1.0
},
{
"p": 0.018768783658742905,
"m": 1.0
}
]
},
{
"epoch": 47,
"train_loss": 2.0902812480926514,
"val_loss": 0.9515118598937988,
"acc": 69.03,
"time": 322.688229175983,
"param": [
{
"p": 0.11027973145246506,
"m": 1.0
},
{
"p": 0.015644710510969162,
"m": 1.0
},
{
"p": 0.07837379723787308,
"m": 1.0
},
{
"p": 0.05643408000469208,
"m": 1.0
},
{
"p": 0.0007092109299264848,
"m": 1.0
},
{
"p": 0.02042211964726448,
"m": 1.0
},
{
"p": 0.07662542164325714,
"m": 1.0
},
{
"p": 0.0608719140291214,
"m": 1.0
},
{
"p": 0.11403922736644745,
"m": 1.0
},
{
"p": 0.12164141237735748,
"m": 1.0
},
{
"p": 0.08510122448205948,
"m": 1.0
},
{
"p": 0.08225996047258377,
"m": 1.0
},
{
"p": 0.1335616409778595,
"m": 1.0
},
{
"p": 0.04403567686676979,
"m": 1.0
}
]
},
{
"epoch": 48,
"train_loss": 2.091348171234131,
"val_loss": 0.939373791217804,
"acc": 68.29,
"time": 332.9497652659775,
"param": [
{
"p": 0.12799786031246185,
"m": 1.0
},
{
"p": 0.0006953469128347933,
"m": 1.0
},
{
"p": 0.07679665088653564,
"m": 1.0
},
{
"p": 0.040192633867263794,
"m": 1.0
},
{
"p": 0.028724374249577522,
"m": 1.0
},
{
"p": 0.020792433992028236,
"m": 1.0
},
{
"p": 0.08581451326608658,
"m": 1.0
},
{
"p": 0.09043736755847931,
"m": 1.0
},
{
"p": 0.11738312989473343,
"m": 1.0
},
{
"p": 0.07673650979995728,
"m": 1.0
},
{
"p": 0.11107652634382248,
"m": 1.0
},
{
"p": 0.0931781753897667,
"m": 1.0
},
{
"p": 0.12947912514209747,
"m": 1.0
},
{
"p": 0.0006953469128347933,
"m": 1.0
}
]
},
{
"epoch": 49,
"train_loss": 1.8288475275039673,
"val_loss": 0.875444769859314,
"acc": 68.75,
"time": 318.1518774050055,
"param": [
{
"p": 0.09257787466049194,
"m": 1.0
},
{
"p": 0.021353326737880707,
"m": 1.0
},
{
"p": 0.10094564408063889,
"m": 1.0
},
{
"p": 0.07819875329732895,
"m": 1.0
},
{
"p": 0.012683691456913948,
"m": 1.0
},
{
"p": 0.0006879562861286104,
"m": 1.0
},
{
"p": 0.07569754123687744,
"m": 1.0
},
{
"p": 0.10215604305267334,
"m": 1.0
},
{
"p": 0.09016796201467514,
"m": 1.0
},
{
"p": 0.08663567900657654,
"m": 1.0
},
{
"p": 0.0821492075920105,
"m": 1.0
},
{
"p": 0.10318148881196976,
"m": 1.0
},
{
"p": 0.09944501519203186,
"m": 1.0
},
{
"p": 0.0541197806596756,
"m": 1.0
}
]
},
{
"epoch": 50,
"train_loss": 2.1870880126953125,
"val_loss": 0.9433013796806335,
"acc": 69.09,
"time": 315.86271383299027,
"param": [
{
"p": 0.0934654250741005,
"m": 1.0
},
{
"p": 0.000693106499966234,
"m": 1.0
},
{
"p": 0.10455875843763351,
"m": 1.0
},
{
"p": 0.03203340247273445,
"m": 1.0
},
{
"p": 0.04195751994848251,
"m": 1.0
},
{
"p": 0.028143398463726044,
"m": 1.0
},
{
"p": 0.07291322946548462,
"m": 1.0
},
{
"p": 0.06804215162992477,
"m": 1.0
},
{
"p": 0.08323860913515091,
"m": 1.0
},
{
"p": 0.0962379053235054,
"m": 1.0
},
{
"p": 0.12360695749521255,
"m": 1.0
},
{
"p": 0.09637568145990372,
"m": 1.0
},
{
"p": 0.10589295625686646,
"m": 1.0
},
{
"p": 0.05284079164266586,
"m": 1.0
}
]
},
{
"epoch": 51,
"train_loss": 1.8949757814407349,
"val_loss": 0.8263360857963562,
"acc": 68.17,
"time": 328.52579806599533,
"param": [
{
"p": 0.0924522802233696,
"m": 1.0
},
{
"p": 0.009869241155683994,
"m": 1.0
},
{
"p": 0.08938140422105789,
"m": 1.0
},
{
"p": 0.06277580559253693,
"m": 1.0
},
{
"p": 0.03750583156943321,
"m": 1.0
},
{
"p": 0.049090731889009476,
"m": 1.0
},
{
"p": 0.07129651308059692,
"m": 1.0
},
{
"p": 0.09645576775074005,
"m": 1.0
},
{
"p": 0.08262503147125244,
"m": 1.0
},
{
"p": 0.09205616265535355,
"m": 1.0
},
{
"p": 0.07626377791166306,
"m": 1.0
},
{
"p": 0.10473427176475525,
"m": 1.0
},
{
"p": 0.08652033656835556,
"m": 1.0
},
{
"p": 0.048972856253385544,
"m": 1.0
}
]
},
{
"epoch": 52,
"train_loss": 1.7697935104370117,
"val_loss": 0.9315738081932068,
"acc": 69.06,
"time": 329.0143826989806,
"param": [
{
"p": 0.11077320575714111,
"m": 1.0
},
{
"p": 0.012252937071025372,
"m": 1.0
},
{
"p": 0.08302335441112518,
"m": 1.0
},
{
"p": 0.04054223373532295,
"m": 1.0
},
{
"p": 0.038068000227212906,
"m": 1.0
},
{
"p": 0.024994174018502235,
"m": 1.0
},
{
"p": 0.07139862328767776,
"m": 1.0
},
{
"p": 0.0659400150179863,
"m": 1.0
},
{
"p": 0.09371563047170639,
"m": 1.0
},
{
"p": 0.09178252518177032,
"m": 1.0
},
{
"p": 0.09091255813837051,
"m": 1.0
},
{
"p": 0.11312998086214066,
"m": 1.0
},
{
"p": 0.1280244141817093,
"m": 1.0
},
{
"p": 0.035442378371953964,
"m": 1.0
}
]
},
{
"epoch": 53,
"train_loss": 1.554688572883606,
"val_loss": 0.9268723726272583,
"acc": 68.75,
"time": 323.36703121400205,
"param": [
{
"p": 0.09635667502880096,
"m": 1.0
},
{
"p": 0.0007090733852237463,
"m": 1.0
},
{
"p": 0.057575639337301254,
"m": 1.0
},
{
"p": 0.05207360163331032,
"m": 1.0
},
{
"p": 0.0007090733852237463,
"m": 1.0
},
{
"p": 0.016095487400889397,
"m": 1.0
},
{
"p": 0.06437581032514572,
"m": 1.0
},
{
"p": 0.10440035909414291,
"m": 1.0
},
{
"p": 0.09939088672399521,
"m": 1.0
},
{
"p": 0.12324032932519913,
"m": 1.0
},
{
"p": 0.11874604970216751,
"m": 1.0
},
{
"p": 0.10100927948951721,
"m": 1.0
},
{
"p": 0.14075830578804016,
"m": 1.0
},
{
"p": 0.02455935627222061,
"m": 1.0
}
]
},
{
"epoch": 54,
"train_loss": 2.0368752479553223,
"val_loss": 0.864609956741333,
"acc": 69.54,
"time": 312.39521479798714,
"param": [
{
"p": 0.11462099850177765,
"m": 1.0
},
{
"p": 0.011153449304401875,
"m": 1.0
},
{
"p": 0.09043862670660019,
"m": 1.0
},
{
"p": 0.07132572680711746,
"m": 1.0
},
{
"p": 0.018036536872386932,
"m": 1.0
},
{
"p": 0.051930032670497894,
"m": 1.0
},
{
"p": 0.07406047731637955,
"m": 1.0
},
{
"p": 0.07731213420629501,
"m": 1.0
},
{
"p": 0.07831508666276932,
"m": 1.0
},
{
"p": 0.07926682382822037,
"m": 1.0
},
{
"p": 0.05942940339446068,
"m": 1.0
},
{
"p": 0.09815870225429535,
"m": 1.0
},
{
"p": 0.11540251225233078,
"m": 1.0
},
{
"p": 0.06054949387907982,
"m": 1.0
}
]
},
{
"epoch": 55,
"train_loss": 1.6500781774520874,
"val_loss": 0.9534634351730347,
"acc": 69.92,
"time": 326.92991516401526,
"param": [
{
"p": 0.13941507041454315,
"m": 1.0
},
{
"p": 0.0015527267241850495,
"m": 1.0
},
{
"p": 0.09185009449720383,
"m": 1.0
},
{
"p": 0.05573568120598793,
"m": 1.0
},
{
"p": 0.031137783080339432,
"m": 1.0
},
{
"p": 0.0007161115645430982,
"m": 1.0
},
{
"p": 0.10403312742710114,
"m": 1.0
},
{
"p": 0.076385997235775,
"m": 1.0
},
{
"p": 0.11920513212680817,
"m": 1.0
},
{
"p": 0.10245703905820847,
"m": 1.0
},
{
"p": 0.05809912458062172,
"m": 1.0
},
{
"p": 0.09989134222269058,
"m": 1.0
},
{
"p": 0.11649389564990997,
"m": 1.0
},
{
"p": 0.00302687450312078,
"m": 1.0
}
]
},
{
"epoch": 56,
"train_loss": 1.4528967142105103,
"val_loss": 0.8706690669059753,
"acc": 69.15,
"time": 337.3668779069558,
"param": [
{
"p": 0.07249217480421066,
"m": 1.0
},
{
"p": 0.0006974557181820273,
"m": 1.0
},
{
"p": 0.09157826006412506,
"m": 1.0
},
{
"p": 0.07115666568279266,
"m": 1.0
},
{
"p": 0.020351912826299667,
"m": 1.0
},
{
"p": 0.05098998546600342,
"m": 1.0
},
{
"p": 0.08985305577516556,
"m": 1.0
},
{
"p": 0.05432365834712982,
"m": 1.0
},
{
"p": 0.10708533227443695,
"m": 1.0
},
{
"p": 0.08787461370229721,
"m": 1.0
},
{
"p": 0.09740205854177475,
"m": 1.0
},
{
"p": 0.09640894085168839,
"m": 1.0
},
{
"p": 0.10841387510299683,
"m": 1.0
},
{
"p": 0.05137195065617561,
"m": 1.0
}
]
},
{
"epoch": 57,
"train_loss": 1.9606688022613525,
"val_loss": 0.9476489424705505,
"acc": 69.88,
"time": 322.9538023209898,
"param": [
{
"p": 0.08681515604257584,
"m": 1.0
},
{
"p": 0.000696919800247997,
"m": 1.0
},
{
"p": 0.08425076305866241,
"m": 1.0
},
{
"p": 0.07097689062356949,
"m": 1.0
},
{
"p": 0.049077846109867096,
"m": 1.0
},
{
"p": 0.026351645588874817,
"m": 1.0
},
{
"p": 0.10328100621700287,
"m": 1.0
},
{
"p": 0.0938015803694725,
"m": 1.0
},
{
"p": 0.09549246728420258,
"m": 1.0
},
{
"p": 0.11712296307086945,
"m": 1.0
},
{
"p": 0.080491803586483,
"m": 1.0
},
{
"p": 0.07405689358711243,
"m": 1.0
},
{
"p": 0.10236981511116028,
"m": 1.0
},
{
"p": 0.015214277431368828,
"m": 1.0
}
]
},
{
"epoch": 58,
"train_loss": 1.7860100269317627,
"val_loss": 0.9213688373565674,
"acc": 69.98,
"time": 320.5522572399932,
"param": [
{
"p": 0.09335046261548996,
"m": 1.0
},
{
"p": 0.036236923187971115,
"m": 1.0
},
{
"p": 0.08356353640556335,
"m": 1.0
},
{
"p": 0.06101740524172783,
"m": 1.0
},
{
"p": 0.011849251575767994,
"m": 1.0
},
{
"p": 0.028365399688482285,
"m": 1.0
},
{
"p": 0.07461944222450256,
"m": 1.0
},
{
"p": 0.08037891238927841,
"m": 1.0
},
{
"p": 0.07412831485271454,
"m": 1.0
},
{
"p": 0.10204122960567474,
"m": 1.0
},
{
"p": 0.07852388173341751,
"m": 1.0
},
{
"p": 0.08852221071720123,
"m": 1.0
},
{
"p": 0.11811898648738861,
"m": 1.0
},
{
"p": 0.06928405910730362,
"m": 1.0
}
]
},
{
"epoch": 59,
"train_loss": 2.194894552230835,
"val_loss": 0.8722309470176697,
"acc": 69.09,
"time": 321.2552987220115,
"param": [
{
"p": 0.09199585765600204,
"m": 1.0
},
{
"p": 0.03510333597660065,
"m": 1.0
},
{
"p": 0.08364307880401611,
"m": 1.0
},
{
"p": 0.043713245540857315,
"m": 1.0
},
{
"p": 0.04238035902380943,
"m": 1.0
},
{
"p": 0.0470171719789505,
"m": 1.0
},
{
"p": 0.08723033219575882,
"m": 1.0
},
{
"p": 0.08280404657125473,
"m": 1.0
},
{
"p": 0.08530955016613007,
"m": 1.0
},
{
"p": 0.09081638604402542,
"m": 1.0
},
{
"p": 0.07921062409877777,
"m": 1.0
},
{
"p": 0.09315117448568344,
"m": 1.0
},
{
"p": 0.10485566407442093,
"m": 1.0
},
{
"p": 0.03276926651597023,
"m": 1.0
}
]
},
{
"epoch": 60,
"train_loss": 1.5217310190200806,
"val_loss": 0.9649416208267212,
"acc": 69.25,
"time": 314.2951587229618,
"param": [
{
"p": 0.08590095490217209,
"m": 1.0
},
{
"p": 0.021064074710011482,
"m": 1.0
},
{
"p": 0.09150723367929459,
"m": 1.0
},
{
"p": 0.07542110979557037,
"m": 1.0
},
{
"p": 0.02626819536089897,
"m": 1.0
},
{
"p": 0.012434864416718483,
"m": 1.0
},
{
"p": 0.08074647933244705,
"m": 1.0
},
{
"p": 0.06266780942678452,
"m": 1.0
},
{
"p": 0.10211054980754852,
"m": 1.0
},
{
"p": 0.07308724522590637,
"m": 1.0
},
{
"p": 0.08198770135641098,
"m": 1.0
},
{
"p": 0.0988379493355751,
"m": 1.0
},
{
"p": 0.11931303888559341,
"m": 1.0
},
{
"p": 0.06865280121564865,
"m": 1.0
}
]
},
{
"epoch": 61,
"train_loss": 1.650855541229248,
"val_loss": 0.8990954756736755,
"acc": 69.94,
"time": 319.2386831640033,
"param": [
{
"p": 0.1110781729221344,
"m": 1.0
},
{
"p": 0.04005369171500206,
"m": 1.0
},
{
"p": 0.04669506847858429,
"m": 1.0
},
{
"p": 0.07746769487857819,
"m": 1.0
},
{
"p": 0.0006745586288161576,
"m": 1.0
},
{
"p": 0.02198878489434719,
"m": 1.0
},
{
"p": 0.06987018883228302,
"m": 1.0
},
{
"p": 0.0697450339794159,
"m": 1.0
},
{
"p": 0.1132802963256836,
"m": 1.0
},
{
"p": 0.08757693320512772,
"m": 1.0
},
{
"p": 0.0748659074306488,
"m": 1.0
},
{
"p": 0.12354227155447006,
"m": 1.0
},
{
"p": 0.11538341641426086,
"m": 1.0
},
{
"p": 0.04777802899479866,
"m": 1.0
}
]
},
{
"epoch": 62,
"train_loss": 1.9134154319763184,
"val_loss": 0.9238157272338867,
"acc": 69.58,
"time": 333.4512932980433,
"param": [
{
"p": 0.09098401665687561,
"m": 1.0
},
{
"p": 0.04562833905220032,
"m": 1.0
},
{
"p": 0.07268406450748444,
"m": 1.0
},
{
"p": 0.07969759404659271,
"m": 1.0
},
{
"p": 0.03188404068350792,
"m": 1.0
},
{
"p": 0.007103943731635809,
"m": 1.0
},
{
"p": 0.0855695903301239,
"m": 1.0
},
{
"p": 0.05239076167345047,
"m": 1.0
},
{
"p": 0.08734612911939621,
"m": 1.0
},
{
"p": 0.09822443872690201,
"m": 1.0
},
{
"p": 0.08235150575637817,
"m": 1.0
},
{
"p": 0.09393853694200516,
"m": 1.0
},
{
"p": 0.11248354613780975,
"m": 1.0
},
{
"p": 0.0597134493291378,
"m": 1.0
}
]
},
{
"epoch": 63,
"train_loss": 1.747037410736084,
"val_loss": 0.8402901887893677,
"acc": 70.32,
"time": 318.54578730301,
"param": [
{
"p": 0.12174536287784576,
"m": 1.0
},
{
"p": 0.043067000806331635,
"m": 1.0
},
{
"p": 0.10612614452838898,
"m": 1.0
},
{
"p": 0.0775674358010292,
"m": 1.0
},
{
"p": 0.0057752407155931,
"m": 1.0
},
{
"p": 0.02498507685959339,
"m": 1.0
},
{
"p": 0.05989610776305199,
"m": 1.0
},
{
"p": 0.06618189066648483,
"m": 1.0
},
{
"p": 0.08333346247673035,
"m": 1.0
},
{
"p": 0.10700997710227966,
"m": 1.0
},
{
"p": 0.03307307884097099,
"m": 1.0
},
{
"p": 0.09178249537944794,
"m": 1.0
},
{
"p": 0.10997248440980911,
"m": 1.0
},
{
"p": 0.06948420405387878,
"m": 1.0
}
]
},
{
"epoch": 64,
"train_loss": 1.9900914430618286,
"val_loss": 0.8345921635627747,
"acc": 69.36,
"time": 321.9180175110232,
"param": [
{
"p": 0.12347585707902908,
"m": 1.0
},
{
"p": 0.02621930092573166,
"m": 1.0
},
{
"p": 0.09049315750598907,
"m": 1.0
},
{
"p": 0.028195641934871674,
"m": 1.0
},
{
"p": 0.04602339118719101,
"m": 1.0
},
{
"p": 0.04147844389081001,
"m": 1.0
},
{
"p": 0.07570790499448776,
"m": 1.0
},
{
"p": 0.059185292571783066,
"m": 1.0
},
{
"p": 0.08270275592803955,
"m": 1.0
},
{
"p": 0.09408872574567795,
"m": 1.0
},
{
"p": 0.08039111644029617,
"m": 1.0
},
{
"p": 0.07906021177768707,
"m": 1.0
},
{
"p": 0.11555192619562149,
"m": 1.0
},
{
"p": 0.057426225394010544,
"m": 1.0
}
]
},
{
"epoch": 65,
"train_loss": 2.037661075592041,
"val_loss": 0.8029155731201172,
"acc": 70.84,
"time": 328.96807800402166,
"param": [
{
"p": 0.10569797456264496,
"m": 1.0
},
{
"p": 0.03697314113378525,
"m": 1.0
},
{
"p": 0.10010377317667007,
"m": 1.0
},
{
"p": 0.0569622628390789,
"m": 1.0
},
{
"p": 0.017128391191363335,
"m": 1.0
},
{
"p": 0.022691532969474792,
"m": 1.0
},
{
"p": 0.06266851723194122,
"m": 1.0
},
{
"p": 0.0723181962966919,
"m": 1.0
},
{
"p": 0.09615223854780197,
"m": 1.0
},
{
"p": 0.10905640572309494,
"m": 1.0
},
{
"p": 0.08053262531757355,
"m": 1.0
},
{
"p": 0.09309486299753189,
"m": 1.0
},
{
"p": 0.1061830148100853,
"m": 1.0
},
{
"p": 0.04043710604310036,
"m": 1.0
}
]
},
{
"epoch": 66,
"train_loss": 1.9352796077728271,
"val_loss": 0.996608555316925,
"acc": 68.98,
"time": 327.30976446700515,
"param": [
{
"p": 0.1077236458659172,
"m": 1.0
},
{
"p": 0.02233290672302246,
"m": 1.0
},
{
"p": 0.08174226433038712,
"m": 1.0
},
{
"p": 0.0772751122713089,
"m": 1.0
},
{
"p": 0.0039061575662344694,
"m": 1.0
},
{
"p": 0.03704884648323059,
"m": 1.0
},
{
"p": 0.06903724372386932,
"m": 1.0
},
{
"p": 0.09954625368118286,
"m": 1.0
},
{
"p": 0.09606068581342697,
"m": 1.0
},
{
"p": 0.07240252941846848,
"m": 1.0
},
{
"p": 0.11613085120916367,
"m": 1.0
},
{
"p": 0.09026987850666046,
"m": 1.0
},
{
"p": 0.09925341606140137,
"m": 1.0
},
{
"p": 0.027270235121250153,
"m": 1.0
}
]
},
{
"epoch": 67,
"train_loss": 1.5076721906661987,
"val_loss": 0.8589831590652466,
"acc": 71.03,
"time": 330.77327435894404,
"param": [
{
"p": 0.08747430890798569,
"m": 1.0
},
{
"p": 0.022656932473182678,
"m": 1.0
},
{
"p": 0.08486867696046829,
"m": 1.0
},
{
"p": 0.07663175463676453,
"m": 1.0
},
{
"p": 0.030650964006781578,
"m": 1.0
},
{
"p": 0.02957342006266117,
"m": 1.0
},
{
"p": 0.09361767023801804,
"m": 1.0
},
{
"p": 0.0800037607550621,
"m": 1.0
},
{
"p": 0.07281382381916046,
"m": 1.0
},
{
"p": 0.11356779932975769,
"m": 1.0
},
{
"p": 0.09059861302375793,
"m": 1.0
},
{
"p": 0.09664794057607651,
"m": 1.0
},
{
"p": 0.10722032934427261,
"m": 1.0
},
{
"p": 0.013674051500856876,
"m": 1.0
}
]
},
{
"epoch": 68,
"train_loss": 1.8976799249649048,
"val_loss": 0.9183750152587891,
"acc": 69.46,
"time": 316.0063907110016,
"param": [
{
"p": 0.09801345318555832,
"m": 1.0
},
{
"p": 0.05356858670711517,
"m": 1.0
},
{
"p": 0.08702027797698975,
"m": 1.0
},
{
"p": 0.06299297511577606,
"m": 1.0
},
{
"p": 0.027461407706141472,
"m": 1.0
},
{
"p": 0.023064564913511276,
"m": 1.0
},
{
"p": 0.07739602774381638,
"m": 1.0
},
{
"p": 0.05958874896168709,
"m": 1.0
},
{
"p": 0.08880586922168732,
"m": 1.0
},
{
"p": 0.09484367072582245,
"m": 1.0
},
{
"p": 0.08317411690950394,
"m": 1.0
},
{
"p": 0.0893678218126297,
"m": 1.0
},
{
"p": 0.13422466814517975,
"m": 1.0
},
{
"p": 0.02047782950103283,
"m": 1.0
}
]
},
{
"epoch": 69,
"train_loss": 1.7524958848953247,
"val_loss": 0.7930580377578735,
"acc": 69.99,
"time": 325.5588850430213,
"param": [
{
"p": 0.11622244119644165,
"m": 1.0
},
{
"p": 0.019783858209848404,
"m": 1.0
},
{
"p": 0.07872242480516434,
"m": 1.0
},
{
"p": 0.0755373165011406,
"m": 1.0
},
{
"p": 0.005803233478218317,
"m": 1.0
},
{
"p": 0.0017323795473203063,
"m": 1.0
},
{
"p": 0.06919201463460922,
"m": 1.0
},
{
"p": 0.08442562073469162,
"m": 1.0
},
{
"p": 0.11603955924510956,
"m": 1.0
},
{
"p": 0.11755647510290146,
"m": 1.0
},
{
"p": 0.06605220586061478,
"m": 1.0
},
{
"p": 0.09742451459169388,
"m": 1.0
},
{
"p": 0.09859474003314972,
"m": 1.0
},
{
"p": 0.05291309952735901,
"m": 1.0
}
]
},
{
"epoch": 70,
"train_loss": 1.9400910139083862,
"val_loss": 0.7784674763679504,
"acc": 70.94,
"time": 320.1636009099893,
"param": [
{
"p": 0.09169077128171921,
"m": 1.0
},
{
"p": 0.051776278764009476,
"m": 1.0
},
{
"p": 0.07683391124010086,
"m": 1.0
},
{
"p": 0.09796249121427536,
"m": 1.0
},
{
"p": 0.03612176328897476,
"m": 1.0
},
{
"p": 0.0006826785975135863,
"m": 1.0
},
{
"p": 0.056775178760290146,
"m": 1.0
},
{
"p": 0.07169531285762787,
"m": 1.0
},
{
"p": 0.0835329070687294,
"m": 1.0
},
{
"p": 0.07567818462848663,
"m": 1.0
},
{
"p": 0.0913233608007431,
"m": 1.0
},
{
"p": 0.10804244875907898,
"m": 1.0
},
{
"p": 0.10415595024824142,
"m": 1.0
},
{
"p": 0.05372881516814232,
"m": 1.0
}
]
},
{
"epoch": 71,
"train_loss": 1.1288423538208008,
"val_loss": 0.8902947902679443,
"acc": 70.32,
"time": 319.5167294619605,
"param": [
{
"p": 0.07917112112045288,
"m": 1.0
},
{
"p": 0.000699605094268918,
"m": 1.0
},
{
"p": 0.12141962349414825,
"m": 1.0
},
{
"p": 0.08764149993658066,
"m": 1.0
},
{
"p": 0.010837283916771412,
"m": 1.0
},
{
"p": 0.000699605094268918,
"m": 1.0
},
{
"p": 0.10295621305704117,
"m": 1.0
},
{
"p": 0.050380367785692215,
"m": 1.0
},
{
"p": 0.12482286244630814,
"m": 1.0
},
{
"p": 0.10937944054603577,
"m": 1.0
},
{
"p": 0.07541446387767792,
"m": 1.0
},
{
"p": 0.11071772873401642,
"m": 1.0
},
{
"p": 0.11257577687501907,
"m": 1.0
},
{
"p": 0.013284452259540558,
"m": 1.0
}
]
},
{
"epoch": 72,
"train_loss": 1.3161437511444092,
"val_loss": 0.8631972074508667,
"acc": 71.37,
"time": 329.6143602330121,
"param": [
{
"p": 0.09193617105484009,
"m": 1.0
},
{
"p": 0.026021607220172882,
"m": 1.0
},
{
"p": 0.10173772275447845,
"m": 1.0
},
{
"p": 0.08113252371549606,
"m": 1.0
},
{
"p": 0.034873951226472855,
"m": 1.0
},
{
"p": 0.0006966523942537606,
"m": 1.0
},
{
"p": 0.09225697070360184,
"m": 1.0
},
{
"p": 0.07965341210365295,
"m": 1.0
},
{
"p": 0.07994883507490158,
"m": 1.0
},
{
"p": 0.06833802163600922,
"m": 1.0
},
{
"p": 0.08290056884288788,
"m": 1.0
},
{
"p": 0.11129271984100342,
"m": 1.0
},
{
"p": 0.10333925485610962,
"m": 1.0
},
{
"p": 0.04587157815694809,
"m": 1.0
}
]
},
{
"epoch": 73,
"train_loss": 1.5925599336624146,
"val_loss": 0.8212111592292786,
"acc": 71.1,
"time": 325.0359262130223,
"param": [
{
"p": 0.11160268634557724,
"m": 1.0
},
{
"p": 0.0007007841486483812,
"m": 1.0
},
{
"p": 0.09435693174600601,
"m": 1.0
},
{
"p": 0.048235952854156494,
"m": 1.0
},
{
"p": 0.014275101944804192,
"m": 1.0
},
{
"p": 0.0019865906797349453,
"m": 1.0
},
{
"p": 0.10725869238376617,
"m": 1.0
},
{
"p": 0.09015542268753052,
"m": 1.0
},
{
"p": 0.09422385692596436,
"m": 1.0
},
{
"p": 0.10103178769350052,
"m": 1.0
},
{
"p": 0.09075278043746948,
"m": 1.0
},
{
"p": 0.08856023102998734,
"m": 1.0
},
{
"p": 0.12005146592855453,
"m": 1.0
},
{
"p": 0.03680774196982384,
"m": 1.0
}
]
},
{
"epoch": 74,
"train_loss": 1.5046679973602295,
"val_loss": 0.7972934246063232,
"acc": 69.24,
"time": 324.76141740899766,
"param": [
{
"p": 0.10186761617660522,
"m": 1.0
},
{
"p": 0.0007029296830296516,
"m": 1.0
},
{
"p": 0.08923043310642242,
"m": 1.0
},
{
"p": 0.0695541650056839,
"m": 1.0
},
{
"p": 0.018714068457484245,
"m": 1.0
},
{
"p": 0.046655815094709396,
"m": 1.0
},
{
"p": 0.06436893343925476,
"m": 1.0
},
{
"p": 0.06072181090712547,
"m": 1.0
},
{
"p": 0.08752203732728958,
"m": 1.0
},
{
"p": 0.0936206504702568,
"m": 1.0
},
{
"p": 0.09253449738025665,
"m": 1.0
},
{
"p": 0.11418049037456512,
"m": 1.0
},
{
"p": 0.11345484107732773,
"m": 1.0
},
{
"p": 0.046871691942214966,
"m": 1.0
}
]
},
{
"epoch": 75,
"train_loss": 1.3681501150131226,
"val_loss": 0.8350798487663269,
"acc": 71.04,
"time": 315.29301420098636,
"param": [
{
"p": 0.08236093074083328,
"m": 1.0
},
{
"p": 0.021197374910116196,
"m": 1.0
},
{
"p": 0.08913946896791458,
"m": 1.0
},
{
"p": 0.051169417798519135,
"m": 1.0
},
{
"p": 0.02822910249233246,
"m": 1.0
},
{
"p": 0.023275990039110184,
"m": 1.0
},
{
"p": 0.06780710071325302,
"m": 1.0
},
{
"p": 0.08115745335817337,
"m": 1.0
},
{
"p": 0.08850077539682388,
"m": 1.0
},
{
"p": 0.08895069360733032,
"m": 1.0
},
{
"p": 0.08127111196517944,
"m": 1.0
},
{
"p": 0.10824064165353775,
"m": 1.0
},
{
"p": 0.13139285147190094,
"m": 1.0
},
{
"p": 0.05730712041258812,
"m": 1.0
}
]
},
{
"epoch": 76,
"train_loss": 1.7412052154541016,
"val_loss": 0.7705621719360352,
"acc": 70.95,
"time": 309.05910004500765,
"param": [
{
"p": 0.08266603946685791,
"m": 1.0
},
{
"p": 0.04178506135940552,
"m": 1.0
},
{
"p": 0.1180938333272934,
"m": 1.0
},
{
"p": 0.06046890467405319,
"m": 1.0
},
{
"p": 0.021845858544111252,
"m": 1.0
},
{
"p": 0.03095945343375206,
"m": 1.0
},
{
"p": 0.06619876623153687,
"m": 1.0
},
{
"p": 0.06909754127264023,
"m": 1.0
},
{
"p": 0.07697585970163345,
"m": 1.0
},
{
"p": 0.09346940368413925,
"m": 1.0
},
{
"p": 0.0924115851521492,
"m": 1.0
},
{
"p": 0.10729103535413742,
"m": 1.0
},
{
"p": 0.0908382311463356,
"m": 1.0
},
{
"p": 0.04789847508072853,
"m": 1.0
}
]
},
{
"epoch": 77,
"train_loss": 1.8564459085464478,
"val_loss": 0.8545100688934326,
"acc": 71.95,
"time": 310.53493180999067,
"param": [
{
"p": 0.1179899349808693,
"m": 1.0
},
{
"p": 0.0007083938107825816,
"m": 1.0
},
{
"p": 0.11173959076404572,
"m": 1.0
},
{
"p": 0.06522371619939804,
"m": 1.0
},
{
"p": 0.029714887961745262,
"m": 1.0
},
{
"p": 0.0007083938107825816,
"m": 1.0
},
{
"p": 0.0749969631433487,
"m": 1.0
},
{
"p": 0.054468944668769836,
"m": 1.0
},
{
"p": 0.08550087362527847,
"m": 1.0
},
{
"p": 0.07064606249332428,
"m": 1.0
},
{
"p": 0.10949824005365372,
"m": 1.0
},
{
"p": 0.1293409913778305,
"m": 1.0
},
{
"p": 0.11607039719820023,
"m": 1.0
},
{
"p": 0.03339257836341858,
"m": 1.0
}
]
},
{
"epoch": 78,
"train_loss": 1.5742790699005127,
"val_loss": 0.7825919389724731,
"acc": 71.46,
"time": 311.83835813001497,
"param": [
{
"p": 0.1054181233048439,
"m": 1.0
},
{
"p": 0.0234909076243639,
"m": 1.0
},
{
"p": 0.11707625538110733,
"m": 1.0
},
{
"p": 0.07445845007896423,
"m": 1.0
},
{
"p": 0.01697087287902832,
"m": 1.0
},
{
"p": 0.012305878102779388,
"m": 1.0
},
{
"p": 0.039362095296382904,
"m": 1.0
},
{
"p": 0.07913058996200562,
"m": 1.0
},
{
"p": 0.061662040650844574,
"m": 1.0
},
{
"p": 0.11785739660263062,
"m": 1.0
},
{
"p": 0.10832709819078445,
"m": 1.0
},
{
"p": 0.1101054698228836,
"m": 1.0
},
{
"p": 0.09967135637998581,
"m": 1.0
},
{
"p": 0.034163493663072586,
"m": 1.0
}
]
},
{
"epoch": 79,
"train_loss": 1.8047773838043213,
"val_loss": 0.9293882250785828,
"acc": 71.39,
"time": 298.98859759402694,
"param": [
{
"p": 0.09038563817739487,
"m": 1.0
},
{
"p": 0.0303722582757473,
"m": 1.0
},
{
"p": 0.10513126850128174,
"m": 1.0
},
{
"p": 0.05199255794286728,
"m": 1.0
},
{
"p": 0.03713265806436539,
"m": 1.0
},
{
"p": 0.055465251207351685,
"m": 1.0
},
{
"p": 0.07389064878225327,
"m": 1.0
},
{
"p": 0.09335135668516159,
"m": 1.0
},
{
"p": 0.0982184186577797,
"m": 1.0
},
{
"p": 0.057026516646146774,
"m": 1.0
},
{
"p": 0.08821878582239151,
"m": 1.0
},
{
"p": 0.06414549797773361,
"m": 1.0
},
{
"p": 0.0862184688448906,
"m": 1.0
},
{
"p": 0.0684506967663765,
"m": 1.0
}
]
},
{
"epoch": 80,
"train_loss": 1.6734412908554077,
"val_loss": 0.8548634052276611,
"acc": 70.81,
"time": 302.62872516497737,
"param": [
{
"p": 0.13709965348243713,
"m": 1.0
},
{
"p": 0.012039403431117535,
"m": 1.0
},
{
"p": 0.04770246893167496,
"m": 1.0
},
{
"p": 0.08085410296916962,
"m": 1.0
},
{
"p": 0.025753643363714218,
"m": 1.0
},
{
"p": 0.03706963360309601,
"m": 1.0
},
{
"p": 0.10763320326805115,
"m": 1.0
},
{
"p": 0.09598106890916824,
"m": 1.0
},
{
"p": 0.06322208046913147,
"m": 1.0
},
{
"p": 0.06358204782009125,
"m": 1.0
},
{
"p": 0.07288122922182083,
"m": 1.0
},
{
"p": 0.10345679521560669,
"m": 1.0
},
{
"p": 0.11793984472751617,
"m": 1.0
},
{
"p": 0.034784868359565735,
"m": 1.0
}
]
},
{
"epoch": 81,
"train_loss": 1.8988330364227295,
"val_loss": 0.873790979385376,
"acc": 71.44,
"time": 307.88841253198916,
"param": [
{
"p": 0.10860016942024231,
"m": 1.0
},
{
"p": 0.030858879908919334,
"m": 1.0
},
{
"p": 0.059273310005664825,
"m": 1.0
},
{
"p": 0.07759347558021545,
"m": 1.0
},
{
"p": 0.03740793839097023,
"m": 1.0
},
{
"p": 0.017759384587407112,
"m": 1.0
},
{
"p": 0.07769889384508133,
"m": 1.0
},
{
"p": 0.08455667644739151,
"m": 1.0
},
{
"p": 0.062073733657598495,
"m": 1.0
},
{
"p": 0.08834108710289001,
"m": 1.0
},
{
"p": 0.10320694744586945,
"m": 1.0
},
{
"p": 0.095557302236557,
"m": 1.0
},
{
"p": 0.0872359573841095,
"m": 1.0
},
{
"p": 0.06983624398708344,
"m": 1.0
}
]
},
{
"epoch": 82,
"train_loss": 1.5523014068603516,
"val_loss": 0.7889388203620911,
"acc": 71.63,
"time": 303.32190012501087,
"param": [
{
"p": 0.09387295693159103,
"m": 1.0
},
{
"p": 0.03478128835558891,
"m": 1.0
},
{
"p": 0.08726200461387634,
"m": 1.0
},
{
"p": 0.06466101109981537,
"m": 1.0
},
{
"p": 0.0666249543428421,
"m": 1.0
},
{
"p": 0.05348978936672211,
"m": 1.0
},
{
"p": 0.06444627046585083,
"m": 1.0
},
{
"p": 0.09293998777866364,
"m": 1.0
},
{
"p": 0.0673874169588089,
"m": 1.0
},
{
"p": 0.07564886659383774,
"m": 1.0
},
{
"p": 0.10652932524681091,
"m": 1.0
},
{
"p": 0.07794340699911118,
"m": 1.0
},
{
"p": 0.08545249700546265,
"m": 1.0
},
{
"p": 0.028960226103663445,
"m": 1.0
}
]
},
{
"epoch": 83,
"train_loss": 1.5921862125396729,
"val_loss": 0.7997810244560242,
"acc": 70.39,
"time": 303.7507891480345,
"param": [
{
"p": 0.07347968965768814,
"m": 1.0
},
{
"p": 0.0006964302156120539,
"m": 1.0
},
{
"p": 0.11397522687911987,
"m": 1.0
},
{
"p": 0.07633323967456818,
"m": 1.0
},
{
"p": 0.04622705280780792,
"m": 1.0
},
{
"p": 0.0469433031976223,
"m": 1.0
},
{
"p": 0.10494433343410492,
"m": 1.0
},
{
"p": 0.10327351093292236,
"m": 1.0
},
{
"p": 0.0748247355222702,
"m": 1.0
},
{
"p": 0.10598723590373993,
"m": 1.0
},
{
"p": 0.0793161541223526,
"m": 1.0
},
{
"p": 0.09132613241672516,
"m": 1.0
},
{
"p": 0.07949257642030716,
"m": 1.0
},
{
"p": 0.0031802679877728224,
"m": 1.0
}
]
},
{
"epoch": 84,
"train_loss": 1.9123605489730835,
"val_loss": 0.8013373613357544,
"acc": 71.52,
"time": 292.3665823249612,
"param": [
{
"p": 0.0955813005566597,
"m": 1.0
},
{
"p": 0.04760134965181351,
"m": 1.0
},
{
"p": 0.07104330509901047,
"m": 1.0
},
{
"p": 0.07524292916059494,
"m": 1.0
},
{
"p": 0.03911948949098587,
"m": 1.0
},
{
"p": 0.013591242954134941,
"m": 1.0
},
{
"p": 0.07399189472198486,
"m": 1.0
},
{
"p": 0.06256089359521866,
"m": 1.0
},
{
"p": 0.07976757735013962,
"m": 1.0
},
{
"p": 0.08466922491788864,
"m": 1.0
},
{
"p": 0.08531952649354935,
"m": 1.0
},
{
"p": 0.0973176509141922,
"m": 1.0
},
{
"p": 0.10459920018911362,
"m": 1.0
},
{
"p": 0.06959433853626251,
"m": 1.0
}
]
},
{
"epoch": 85,
"train_loss": 1.7449076175689697,
"val_loss": 0.7335535883903503,
"acc": 71.64,
"time": 304.91256300598616,
"param": [
{
"p": 0.12291326373815536,
"m": 1.0
},
{
"p": 0.01351508591324091,
"m": 1.0
},
{
"p": 0.09111287444829941,
"m": 1.0
},
{
"p": 0.09620395302772522,
"m": 1.0
},
{
"p": 0.02837131731212139,
"m": 1.0
},
{
"p": 0.00824170745909214,
"m": 1.0
},
{
"p": 0.05201289430260658,
"m": 1.0
},
{
"p": 0.071811243891716,
"m": 1.0
},
{
"p": 0.06811752915382385,
"m": 1.0
},
{
"p": 0.0482422411441803,
"m": 1.0
},
{
"p": 0.11896688491106033,
"m": 1.0
},
{
"p": 0.10689561814069748,
"m": 1.0
},
{
"p": 0.13277694582939148,
"m": 1.0
},
{
"p": 0.04081839323043823,
"m": 1.0
}
]
},
{
"epoch": 86,
"train_loss": 1.4517345428466797,
"val_loss": 0.8172293305397034,
"acc": 71.04,
"time": 302.851277511043,
"param": [
{
"p": 0.10151014477014542,
"m": 1.0
},
{
"p": 0.013066639192402363,
"m": 1.0
},
{
"p": 0.07222288846969604,
"m": 1.0
},
{
"p": 0.055973462760448456,
"m": 1.0
},
{
"p": 0.07348577678203583,
"m": 1.0
},
{
"p": 0.047633688896894455,
"m": 1.0
},
{
"p": 0.08299916982650757,
"m": 1.0
},
{
"p": 0.10077443718910217,
"m": 1.0
},
{
"p": 0.059601541608572006,
"m": 1.0
},
{
"p": 0.08066636323928833,
"m": 1.0
},
{
"p": 0.08332768827676773,
"m": 1.0
},
{
"p": 0.08134039491415024,
"m": 1.0
},
{
"p": 0.09587802737951279,
"m": 1.0
},
{
"p": 0.051519863307476044,
"m": 1.0
}
]
},
{
"epoch": 87,
"train_loss": 1.5596530437469482,
"val_loss": 0.77969890832901,
"acc": 71.59,
"time": 311.85707139997976,
"param": [
{
"p": 0.10347964614629745,
"m": 1.0
},
{
"p": 0.005026217550039291,
"m": 1.0
},
{
"p": 0.10303793847560883,
"m": 1.0
},
{
"p": 0.07419818639755249,
"m": 1.0
},
{
"p": 0.0006962930201552808,
"m": 1.0
},
{
"p": 0.010701287537813187,
"m": 1.0
},
{
"p": 0.042056143283843994,
"m": 1.0
},
{
"p": 0.06904992461204529,
"m": 1.0
},
{
"p": 0.11842183768749237,
"m": 1.0
},
{
"p": 0.08839919418096542,
"m": 1.0
},
{
"p": 0.08118513971567154,
"m": 1.0
},
{
"p": 0.11255649477243423,
"m": 1.0
},
{
"p": 0.12513381242752075,
"m": 1.0
},
{
"p": 0.06605791300535202,
"m": 1.0
}
]
},
{
"epoch": 88,
"train_loss": 1.7239084243774414,
"val_loss": 0.8263281583786011,
"acc": 71.72,
"time": 291.08785117499065,
"param": [
{
"p": 0.10933337360620499,
"m": 1.0
},
{
"p": 0.03483210504055023,
"m": 1.0
},
{
"p": 0.09830339252948761,
"m": 1.0
},
{
"p": 0.06387192755937576,
"m": 1.0
},
{
"p": 0.05763543024659157,
"m": 1.0
},
{
"p": 0.03628675639629364,
"m": 1.0
},
{
"p": 0.04697475582361221,
"m": 1.0
},
{
"p": 0.07039154320955276,
"m": 1.0
},
{
"p": 0.09241726994514465,
"m": 1.0
},
{
"p": 0.07725431770086288,
"m": 1.0
},
{
"p": 0.07509809732437134,
"m": 1.0
},
{
"p": 0.08204677700996399,
"m": 1.0
},
{
"p": 0.12527894973754883,
"m": 1.0
},
{
"p": 0.030275190249085426,
"m": 1.0
}
]
},
{
"epoch": 89,
"train_loss": 1.4125550985336304,
"val_loss": 0.864912748336792,
"acc": 72.15,
"time": 300.7253180780099,
"param": [
{
"p": 0.09724707901477814,
"m": 1.0
},
{
"p": 0.01644768752157688,
"m": 1.0
},
{
"p": 0.08175875246524811,
"m": 1.0
},
{
"p": 0.07161565124988556,
"m": 1.0
},
{
"p": 0.03292617201805115,
"m": 1.0
},
{
"p": 0.046641189604997635,
"m": 1.0
},
{
"p": 0.08883532881736755,
"m": 1.0
},
{
"p": 0.06178219988942146,
"m": 1.0
},
{
"p": 0.09533414244651794,
"m": 1.0
},
{
"p": 0.09811174124479294,
"m": 1.0
},
{
"p": 0.07840616255998611,
"m": 1.0
},
{
"p": 0.08221642673015594,
"m": 1.0
},
{
"p": 0.09423687309026718,
"m": 1.0
},
{
"p": 0.054440539330244064,
"m": 1.0
}
]
},
{
"epoch": 90,
"train_loss": 1.5242444276809692,
"val_loss": 0.8312492966651917,
"acc": 71.42,
"time": 298.0199229790014,
"param": [
{
"p": 0.1053989976644516,
"m": 1.0
},
{
"p": 0.015710139647126198,
"m": 1.0
},
{
"p": 0.08428294956684113,
"m": 1.0
},
{
"p": 0.09709016978740692,
"m": 1.0
},
{
"p": 0.022459179162979126,
"m": 1.0
},
{
"p": 0.017011238262057304,
"m": 1.0
},
{
"p": 0.061535175889730453,
"m": 1.0
},
{
"p": 0.07227374613285065,
"m": 1.0
},
{
"p": 0.07756642997264862,
"m": 1.0
},
{
"p": 0.08182734251022339,
"m": 1.0
},
{
"p": 0.10694386810064316,
"m": 1.0
},
{
"p": 0.12296547740697861,
"m": 1.0
},
{
"p": 0.09737477451562881,
"m": 1.0
},
{
"p": 0.037560559809207916,
"m": 1.0
}
]
},
{
"epoch": 91,
"train_loss": 1.9392993450164795,
"val_loss": 0.8800302147865295,
"acc": 72.01,
"time": 297.5486182550085,
"param": [
{
"p": 0.1143307089805603,
"m": 1.0
},
{
"p": 0.023645766079425812,
"m": 1.0
},
{
"p": 0.09083341807126999,
"m": 1.0
},
{
"p": 0.06377142667770386,
"m": 1.0
},
{
"p": 0.03621581941843033,
"m": 1.0
},
{
"p": 0.0036132619716227055,
"m": 1.0
},
{
"p": 0.08897094428539276,
"m": 1.0
},
{
"p": 0.0476907379925251,
"m": 1.0
},
{
"p": 0.08346117287874222,
"m": 1.0
},
{
"p": 0.09306579828262329,
"m": 1.0
},
{
"p": 0.06619951128959656,
"m": 1.0
},
{
"p": 0.10535724461078644,
"m": 1.0
},
{
"p": 0.0972101017832756,
"m": 1.0
},
{
"p": 0.08563416451215744,
"m": 1.0
}
]
},
{
"epoch": 92,
"train_loss": 1.7903311252593994,
"val_loss": 0.8257166147232056,
"acc": 71.45,
"time": 306.18944071099395,
"param": [
{
"p": 0.10676547139883041,
"m": 1.0
},
{
"p": 0.03512249141931534,
"m": 1.0
},
{
"p": 0.08148731291294098,
"m": 1.0
},
{
"p": 0.06790455430746078,
"m": 1.0
},
{
"p": 0.030523626133799553,
"m": 1.0
},
{
"p": 0.01790480688214302,
"m": 1.0
},
{
"p": 0.09040626883506775,
"m": 1.0
},
{
"p": 0.055750809609889984,
"m": 1.0
},
{
"p": 0.08466622233390808,
"m": 1.0
},
{
"p": 0.08219483494758606,
"m": 1.0
},
{
"p": 0.07969491183757782,
"m": 1.0
},
{
"p": 0.07542271167039871,
"m": 1.0
},
{
"p": 0.12537118792533875,
"m": 1.0
},
{
"p": 0.0667848065495491,
"m": 1.0
}
]
},
{
"epoch": 93,
"train_loss": 1.8406473398208618,
"val_loss": 0.7748427987098694,
"acc": 71.54,
"time": 304.23255159001565,
"param": [
{
"p": 0.08600379526615143,
"m": 1.0
},
{
"p": 0.029168004170060158,
"m": 1.0
},
{
"p": 0.08363736420869827,
"m": 1.0
},
{
"p": 0.08772613853216171,
"m": 1.0
},
{
"p": 0.05379915237426758,
"m": 1.0
},
{
"p": 0.03873150423169136,
"m": 1.0
},
{
"p": 0.07679089158773422,
"m": 1.0
},
{
"p": 0.06350725889205933,
"m": 1.0
},
{
"p": 0.08467092365026474,
"m": 1.0
},
{
"p": 0.07298179715871811,
"m": 1.0
},
{
"p": 0.08573787659406662,
"m": 1.0
},
{
"p": 0.0758681446313858,
"m": 1.0
},
{
"p": 0.09958865493535995,
"m": 1.0
},
{
"p": 0.06178853288292885,
"m": 1.0
}
]
},
{
"epoch": 94,
"train_loss": 1.740449070930481,
"val_loss": 0.829753041267395,
"acc": 71.58,
"time": 298.59339889197145,
"param": [
{
"p": 0.1388983130455017,
"m": 1.0
},
{
"p": 0.029994115233421326,
"m": 1.0
},
{
"p": 0.09314219653606415,
"m": 1.0
},
{
"p": 0.09157545864582062,
"m": 1.0
},
{
"p": 0.00819353200495243,
"m": 1.0
},
{
"p": 0.003972299862653017,
"m": 1.0
},
{
"p": 0.07971084117889404,
"m": 1.0
},
{
"p": 0.0769251361489296,
"m": 1.0
},
{
"p": 0.11136288940906525,
"m": 1.0
},
{
"p": 0.03746920824050903,
"m": 1.0
},
{
"p": 0.06228882074356079,
"m": 1.0
},
{
"p": 0.08177702873945236,
"m": 1.0
},
{
"p": 0.13090528547763824,
"m": 1.0
},
{
"p": 0.05378490313887596,
"m": 1.0
}
]
},
{
"epoch": 95,
"train_loss": 1.7910205125808716,
"val_loss": 0.8831404447555542,
"acc": 71.4,
"time": 300.77355763001833,
"param": [
{
"p": 0.12246622145175934,
"m": 1.0
},
{
"p": 0.05507379770278931,
"m": 1.0
},
{
"p": 0.10009967535734177,
"m": 1.0
},
{
"p": 0.059028904885053635,
"m": 1.0
},
{
"p": 0.03429027646780014,
"m": 1.0
},
{
"p": 0.01899423822760582,
"m": 1.0
},
{
"p": 0.06474179029464722,
"m": 1.0
},
{
"p": 0.05341917276382446,
"m": 1.0
},
{
"p": 0.08722729235887527,
"m": 1.0
},
{
"p": 0.09754335880279541,
"m": 1.0
},
{
"p": 0.07799685746431351,
"m": 1.0
},
{
"p": 0.09712960571050644,
"m": 1.0
},
{
"p": 0.0913916528224945,
"m": 1.0
},
{
"p": 0.04059721156954765,
"m": 1.0
}
]
},
{
"epoch": 96,
"train_loss": 1.6185073852539062,
"val_loss": 0.8953027129173279,
"acc": 71.76,
"time": 292.6360131990514,
"param": [
{
"p": 0.09881072491407394,
"m": 1.0
},
{
"p": 0.053238995373249054,
"m": 1.0
},
{
"p": 0.06776893138885498,
"m": 1.0
},
{
"p": 0.046789199113845825,
"m": 1.0
},
{
"p": 0.07106863707304001,
"m": 1.0
},
{
"p": 0.008650105446577072,
"m": 1.0
},
{
"p": 0.09210176765918732,
"m": 1.0
},
{
"p": 0.057441968470811844,
"m": 1.0
},
{
"p": 0.0664631798863411,
"m": 1.0
},
{
"p": 0.08688683807849884,
"m": 1.0
},
{
"p": 0.0924321860074997,
"m": 1.0
},
{
"p": 0.09200834482908249,
"m": 1.0
},
{
"p": 0.1106211319565773,
"m": 1.0
},
{
"p": 0.05571798235177994,
"m": 1.0
}
]
},
{
"epoch": 97,
"train_loss": 1.5794919729232788,
"val_loss": 0.8177997469902039,
"acc": 72.1,
"time": 300.8339547999785,
"param": [
{
"p": 0.1034913882613182,
"m": 1.0
},
{
"p": 0.022389357909560204,
"m": 1.0
},
{
"p": 0.10125160217285156,
"m": 1.0
},
{
"p": 0.06794971227645874,
"m": 1.0
},
{
"p": 0.03127385675907135,
"m": 1.0
},
{
"p": 0.008122819475829601,
"m": 1.0
},
{
"p": 0.07670696079730988,
"m": 1.0
},
{
"p": 0.08282403647899628,
"m": 1.0
},
{
"p": 0.09681572765111923,
"m": 1.0
},
{
"p": 0.06600603461265564,
"m": 1.0
},
{
"p": 0.1051742285490036,
"m": 1.0
},
{
"p": 0.09536092728376389,
"m": 1.0
},
{
"p": 0.08583588898181915,
"m": 1.0
},
{
"p": 0.05679749324917793,
"m": 1.0
}
]
},
{
"epoch": 98,
"train_loss": 1.5809476375579834,
"val_loss": 0.9833847284317017,
"acc": 70.11,
"time": 295.46054010104854,
"param": [
{
"p": 0.12481802701950073,
"m": 1.0
},
{
"p": 0.023488974198698997,
"m": 1.0
},
{
"p": 0.09584729373455048,
"m": 1.0
},
{
"p": 0.060065027326345444,
"m": 1.0
},
{
"p": 0.01630384288728237,
"m": 1.0
},
{
"p": 0.06458989530801773,
"m": 1.0
},
{
"p": 0.07429973781108856,
"m": 1.0
},
{
"p": 0.0615876279771328,
"m": 1.0
},
{
"p": 0.07784754782915115,
"m": 1.0
},
{
"p": 0.0926525890827179,
"m": 1.0
},
{
"p": 0.06434314697980881,
"m": 1.0
},
{
"p": 0.0906255915760994,
"m": 1.0
},
{
"p": 0.10565054416656494,
"m": 1.0
},
{
"p": 0.04788000136613846,
"m": 1.0
}
]
},
{
"epoch": 99,
"train_loss": 1.7005351781845093,
"val_loss": 0.9108587503433228,
"acc": 72.1,
"time": 310.659865713038,
"param": [
{
"p": 0.12437187880277634,
"m": 1.0
},
{
"p": 0.0006817660760134459,
"m": 1.0
},
{
"p": 0.10390248149633408,
"m": 1.0
},
{
"p": 0.07166464626789093,
"m": 1.0
},
{
"p": 0.05083182826638222,
"m": 1.0
},
{
"p": 0.029474209994077682,
"m": 1.0
},
{
"p": 0.08135777711868286,
"m": 1.0
},
{
"p": 0.10755041986703873,
"m": 1.0
},
{
"p": 0.07278639823198318,
"m": 1.0
},
{
"p": 0.06157517433166504,
"m": 1.0
},
{
"p": 0.08434809744358063,
"m": 1.0
},
{
"p": 0.06353083997964859,
"m": 1.0
},
{
"p": 0.09907079488039017,
"m": 1.0
},
{
"p": 0.04885362833738327,
"m": 1.0
}
]
},
{
"epoch": 100,
"train_loss": 2.1842100620269775,
"val_loss": 0.7090162634849548,
"acc": 72.21,
"time": 298.4348458729801,
"param": [
{
"p": 0.09476559609174728,
"m": 1.0
},
{
"p": 0.005060191266238689,
"m": 1.0
},
{
"p": 0.13868743181228638,
"m": 1.0
},
{
"p": 0.09381770342588425,
"m": 1.0
},
{
"p": 0.003039604751393199,
"m": 1.0
},
{
"p": 0.03768008202314377,
"m": 1.0
},
{
"p": 0.053152140229940414,
"m": 1.0
},
{
"p": 0.0930989608168602,
"m": 1.0
},
{
"p": 0.06598611176013947,
"m": 1.0
},
{
"p": 0.09142518788576126,
"m": 1.0
},
{
"p": 0.11620000004768372,
"m": 1.0
},
{
"p": 0.0777636170387268,
"m": 1.0
},
{
"p": 0.07868603616952896,
"m": 1.0
},
{
"p": 0.05063730850815773,
"m": 1.0
}
]
},
{
"epoch": 101,
"train_loss": 1.3306905031204224,
"val_loss": 0.8307575583457947,
"acc": 71.36,
"time": 292.92769234400475,
"param": [
{
"p": 0.1004776656627655,
"m": 1.0
},
{
"p": 0.038960691541433334,
"m": 1.0
},
{
"p": 0.09099075943231583,
"m": 1.0
},
{
"p": 0.0846574679017067,
"m": 1.0
},
{
"p": 0.0298271756619215,
"m": 1.0
},
{
"p": 0.026945272460579872,
"m": 1.0
},
{
"p": 0.09153054654598236,
"m": 1.0
},
{
"p": 0.05680827051401138,
"m": 1.0
},
{
"p": 0.10059697926044464,
"m": 1.0
},
{
"p": 0.08509005606174469,
"m": 1.0
},
{
"p": 0.06046023219823837,
"m": 1.0
},
{
"p": 0.09296413511037827,
"m": 1.0
},
{
"p": 0.10315387696027756,
"m": 1.0
},
{
"p": 0.037536948919296265,
"m": 1.0
}
]
},
{
"epoch": 102,
"train_loss": 1.5281715393066406,
"val_loss": 0.720608651638031,
"acc": 71.4,
"time": 313.27806672803126,
"param": [
{
"p": 0.09095992147922516,
"m": 1.0
},
{
"p": 0.04395252466201782,
"m": 1.0
},
{
"p": 0.09482581168413162,
"m": 1.0
},
{
"p": 0.08959925919771194,
"m": 1.0
},
{
"p": 0.03316442295908928,
"m": 1.0
},
{
"p": 0.05208349972963333,
"m": 1.0
},
{
"p": 0.07974553108215332,
"m": 1.0
},
{
"p": 0.08486498147249222,
"m": 1.0
},
{
"p": 0.07804185152053833,
"m": 1.0
},
{
"p": 0.07050126045942307,
"m": 1.0
},
{
"p": 0.08114618062973022,
"m": 1.0
},
{
"p": 0.09280408918857574,
"m": 1.0
},
{
"p": 0.06786932796239853,
"m": 1.0
},
{
"p": 0.040441300719976425,
"m": 1.0
}
]
},
{
"epoch": 103,
"train_loss": 1.5529026985168457,
"val_loss": 0.7925874590873718,
"acc": 71.93,
"time": 300.19196403195383,
"param": [
{
"p": 0.10000006854534149,
"m": 1.0
},
{
"p": 0.010827286168932915,
"m": 1.0
},
{
"p": 0.1013149842619896,
"m": 1.0
},
{
"p": 0.03466253727674484,
"m": 1.0
},
{
"p": 0.05690259113907814,
"m": 1.0
},
{
"p": 0.03653234243392944,
"m": 1.0
},
{
"p": 0.0929427444934845,
"m": 1.0
},
{
"p": 0.0719793438911438,
"m": 1.0
},
{
"p": 0.06630505621433258,
"m": 1.0
},
{
"p": 0.09975588321685791,
"m": 1.0
},
{
"p": 0.03735390305519104,
"m": 1.0
},
{
"p": 0.10316187143325806,
"m": 1.0
},
{
"p": 0.11375255882740021,
"m": 1.0
},
{
"p": 0.07450887560844421,
"m": 1.0
}
]
},
{
"epoch": 104,
"train_loss": 1.8545074462890625,
"val_loss": 0.7253012657165527,
"acc": 72.56,
"time": 303.38152898597764,
"param": [
{
"p": 0.09873414784669876,
"m": 1.0
},
{
"p": 0.06242506951093674,
"m": 1.0
},
{
"p": 0.08777222782373428,
"m": 1.0
},
{
"p": 0.04356653615832329,
"m": 1.0
},
{
"p": 0.04617387428879738,
"m": 1.0
},
{
"p": 0.04260215908288956,
"m": 1.0
},
{
"p": 0.0748254582285881,
"m": 1.0
},
{
"p": 0.06640979647636414,
"m": 1.0
},
{
"p": 0.08042915165424347,
"m": 1.0
},
{
"p": 0.0815422460436821,
"m": 1.0
},
{
"p": 0.07644153386354446,
"m": 1.0
},
{
"p": 0.1056617721915245,
"m": 1.0
},
{
"p": 0.07904358953237534,
"m": 1.0
},
{
"p": 0.054372381418943405,
"m": 1.0
}
]
},
{
"epoch": 105,
"train_loss": 1.4891523122787476,
"val_loss": 0.9705649614334106,
"acc": 70.96,
"time": 303.4183246209868,
"param": [
{
"p": 0.08726505190134048,
"m": 1.0
},
{
"p": 0.0006921663880348206,
"m": 1.0
},
{
"p": 0.08275902271270752,
"m": 1.0
},
{
"p": 0.04534037038683891,
"m": 1.0
},
{
"p": 0.05363290011882782,
"m": 1.0
},
{
"p": 0.053566161543130875,
"m": 1.0
},
{
"p": 0.10427794605493546,
"m": 1.0
},
{
"p": 0.08487799763679504,
"m": 1.0
},
{
"p": 0.10484609752893448,
"m": 1.0
},
{
"p": 0.10149501264095306,
"m": 1.0
},
{
"p": 0.05178358405828476,
"m": 1.0
},
{
"p": 0.0887540727853775,
"m": 1.0
},
{
"p": 0.07265730202198029,
"m": 1.0
},
{
"p": 0.06805234402418137,
"m": 1.0
}
]
},
{
"epoch": 106,
"train_loss": 1.6195331811904907,
"val_loss": 0.7626106142997742,
"acc": 72.29,
"time": 301.73985585797345,
"param": [
{
"p": 0.0770094096660614,
"m": 1.0
},
{
"p": 0.012048816308379173,
"m": 1.0
},
{
"p": 0.11314456164836884,
"m": 1.0
},
{
"p": 0.07709134370088577,
"m": 1.0
},
{
"p": 0.03754499554634094,
"m": 1.0
},
{
"p": 0.02419646456837654,
"m": 1.0
},
{
"p": 0.07475150376558304,
"m": 1.0
},
{
"p": 0.07793866097927094,
"m": 1.0
},
{
"p": 0.10854282975196838,
"m": 1.0
},
{
"p": 0.09387122094631195,
"m": 1.0
},
{
"p": 0.08114796876907349,
"m": 1.0
},
{
"p": 0.08287166059017181,
"m": 1.0
},
{
"p": 0.08914630860090256,
"m": 1.0
},
{
"p": 0.05069424957036972,
"m": 1.0
}
]
},
{
"epoch": 107,
"train_loss": 1.905333161354065,
"val_loss": 0.6931148767471313,
"acc": 73.0,
"time": 313.77671379200183,
"param": [
{
"p": 0.09367050975561142,
"m": 1.0
},
{
"p": 0.0007160228560678661,
"m": 1.0
},
{
"p": 0.1223435252904892,
"m": 1.0
},
{
"p": 0.07055212557315826,
"m": 1.0
},
{
"p": 0.043305233120918274,
"m": 1.0
},
{
"p": 0.048244450241327286,
"m": 1.0
},
{
"p": 0.04458269849419594,
"m": 1.0
},
{
"p": 0.0812862440943718,
"m": 1.0
},
{
"p": 0.07497698068618774,
"m": 1.0
},
{
"p": 0.0888756588101387,
"m": 1.0
},
{
"p": 0.08213095366954803,
"m": 1.0
},
{
"p": 0.10911063849925995,
"m": 1.0
},
{
"p": 0.11600053310394287,
"m": 1.0
},
{
"p": 0.02420436404645443,
"m": 1.0
}
]
},
{
"epoch": 108,
"train_loss": 1.9104841947555542,
"val_loss": 0.7788398861885071,
"acc": 71.71,
"time": 303.7170717890258,
"param": [
{
"p": 0.11672836542129517,
"m": 1.0
},
{
"p": 0.03174833208322525,
"m": 1.0
},
{
"p": 0.10567042231559753,
"m": 1.0
},
{
"p": 0.08206890523433685,
"m": 1.0
},
{
"p": 0.036115460097789764,
"m": 1.0
},
{
"p": 0.01719987764954567,
"m": 1.0
},
{
"p": 0.06992575526237488,
"m": 1.0
},
{
"p": 0.10852082073688507,
"m": 1.0
},
{
"p": 0.10002802312374115,
"m": 1.0
},
{
"p": 0.0661935806274414,
"m": 1.0
},
{
"p": 0.08457465469837189,
"m": 1.0
},
{
"p": 0.07107464224100113,
"m": 1.0
},
{
"p": 0.06432290375232697,
"m": 1.0
},
{
"p": 0.04582817107439041,
"m": 1.0
}
]
},
{
"epoch": 109,
"train_loss": 1.5325535535812378,
"val_loss": 0.8183802962303162,
"acc": 71.37,
"time": 308.0127047910355,
"param": [
{
"p": 0.11012560874223709,
"m": 1.0
},
{
"p": 0.03012901172041893,
"m": 1.0
},
{
"p": 0.07863128930330276,
"m": 1.0
},
{
"p": 0.08574560284614563,
"m": 1.0
},
{
"p": 0.01752563752233982,
"m": 1.0
},
{
"p": 0.02044868655502796,
"m": 1.0
},
{
"p": 0.07271603494882584,
"m": 1.0
},
{
"p": 0.09686378389596939,
"m": 1.0
},
{
"p": 0.07839364558458328,
"m": 1.0
},
{
"p": 0.09102170169353485,
"m": 1.0
},
{
"p": 0.07066936790943146,
"m": 1.0
},
{
"p": 0.09891248494386673,
"m": 1.0
},
{
"p": 0.07655694335699081,
"m": 1.0
},
{
"p": 0.07226018607616425,
"m": 1.0
}
]
},
{
"epoch": 110,
"train_loss": 1.5111112594604492,
"val_loss": 0.7189568877220154,
"acc": 73.22,
"time": 302.7474668439827,
"param": [
{
"p": 0.06386476755142212,
"m": 1.0
},
{
"p": 0.01870368793606758,
"m": 1.0
},
{
"p": 0.08325966447591782,
"m": 1.0
},
{
"p": 0.06472261995077133,
"m": 1.0
},
{
"p": 0.0006954309064894915,
"m": 1.0
},
{
"p": 0.037932027131319046,
"m": 1.0
},
{
"p": 0.09819205105304718,
"m": 1.0
},
{
"p": 0.10361012071371078,
"m": 1.0
},
{
"p": 0.10163891315460205,
"m": 1.0
},
{
"p": 0.1020449548959732,
"m": 1.0
},
{
"p": 0.0631440132856369,
"m": 1.0
},
{
"p": 0.1026250422000885,
"m": 1.0
},
{
"p": 0.11589323729276657,
"m": 1.0
},
{
"p": 0.04367348551750183,
"m": 1.0
}
]
},
{
"epoch": 111,
"train_loss": 1.6602489948272705,
"val_loss": 0.6736646890640259,
"acc": 72.41,
"time": 300.97305352200055,
"param": [
{
"p": 0.1503773182630539,
"m": 1.0
},
{
"p": 0.02652282826602459,
"m": 1.0
},
{
"p": 0.07364156097173691,
"m": 1.0
},
{
"p": 0.06959810853004456,
"m": 1.0
},
{
"p": 0.04730599373579025,
"m": 1.0
},
{
"p": 0.05469861254096031,
"m": 1.0
},
{
"p": 0.08507737517356873,
"m": 1.0
},
{
"p": 0.08152986317873001,
"m": 1.0
},
{
"p": 0.07015212625265121,
"m": 1.0
},
{
"p": 0.07059632986783981,
"m": 1.0
},
{
"p": 0.05546729639172554,
"m": 1.0
},
{
"p": 0.11006060242652893,
"m": 1.0
},
{
"p": 0.07715962827205658,
"m": 1.0
},
{
"p": 0.027812421321868896,
"m": 1.0
}
]
},
{
"epoch": 112,
"train_loss": 1.8328537940979004,
"val_loss": 0.6644231081008911,
"acc": 72.8,
"time": 310.6944564580335,
"param": [
{
"p": 0.10584372282028198,
"m": 1.0
},
{
"p": 0.04616354778409004,
"m": 1.0
},
{
"p": 0.08417987078428268,
"m": 1.0
},
{
"p": 0.06432020664215088,
"m": 1.0
},
{
"p": 0.05578247085213661,
"m": 1.0
},
{
"p": 0.057096414268016815,
"m": 1.0
},
{
"p": 0.051698941737413406,
"m": 1.0
},
{
"p": 0.08806049078702927,
"m": 1.0
},
{
"p": 0.08145397901535034,
"m": 1.0
},
{
"p": 0.08883870393037796,
"m": 1.0
},
{
"p": 0.06665182113647461,
"m": 1.0
},
{
"p": 0.0759500041604042,
"m": 1.0
},
{
"p": 0.08172206580638885,
"m": 1.0
},
{
"p": 0.05223774164915085,
"m": 1.0
}
]
},
{
"epoch": 113,
"train_loss": 1.3695615530014038,
"val_loss": 0.7383463382720947,
"acc": 71.78,
"time": 297.09198040899355,
"param": [
{
"p": 0.1047167181968689,
"m": 1.0
},
{
"p": 0.004837803076952696,
"m": 1.0
},
{
"p": 0.05015265941619873,
"m": 1.0
},
{
"p": 0.055782295763492584,
"m": 1.0
},
{
"p": 0.035798970609903336,
"m": 1.0
},
{
"p": 0.04302710294723511,
"m": 1.0
},
{
"p": 0.07035766541957855,
"m": 1.0
},
{
"p": 0.09289443492889404,
"m": 1.0
},
{
"p": 0.11836473643779755,
"m": 1.0
},
{
"p": 0.10731182247400284,
"m": 1.0
},
{
"p": 0.0857742428779602,
"m": 1.0
},
{
"p": 0.07694978266954422,
"m": 1.0
},
{
"p": 0.10800684988498688,
"m": 1.0
},
{
"p": 0.04602498933672905,
"m": 1.0
}
]
},
{
"epoch": 114,
"train_loss": 1.5067906379699707,
"val_loss": 0.825376570224762,
"acc": 73.27,
"time": 312.8961778689991,
"param": [
{
"p": 0.09762344509363174,
"m": 1.0
},
{
"p": 0.022023383527994156,
"m": 1.0
},
{
"p": 0.08833621442317963,
"m": 1.0
},
{
"p": 0.05388077720999718,
"m": 1.0
},
{
"p": 0.0031922422349452972,
"m": 1.0
},
{
"p": 0.016220221295952797,
"m": 1.0
},
{
"p": 0.09879915416240692,
"m": 1.0
},
{
"p": 0.08333898335695267,
"m": 1.0
},
{
"p": 0.08565117418766022,
"m": 1.0
},
{
"p": 0.11077918112277985,
"m": 1.0
},
{
"p": 0.08305397629737854,
"m": 1.0
},
{
"p": 0.08665978163480759,
"m": 1.0
},
{
"p": 0.1179209053516388,
"m": 1.0
},
{
"p": 0.05252049118280411,
"m": 1.0
}
]
},
{
"epoch": 115,
"train_loss": 1.3838074207305908,
"val_loss": 0.7381361126899719,
"acc": 72.97,
"time": 304.0199265140109,
"param": [
{
"p": 0.11195269972085953,
"m": 1.0
},
{
"p": 0.010984992608428001,
"m": 1.0
},
{
"p": 0.07444241642951965,
"m": 1.0
},
{
"p": 0.08257811516523361,
"m": 1.0
},
{
"p": 0.04220646992325783,
"m": 1.0
},
{
"p": 0.013598764315247536,
"m": 1.0
},
{
"p": 0.07272128015756607,
"m": 1.0
},
{
"p": 0.07232710719108582,
"m": 1.0
},
{
"p": 0.11050733178853989,
"m": 1.0
},
{
"p": 0.07165735960006714,
"m": 1.0
},
{
"p": 0.10275188833475113,
"m": 1.0
},
{
"p": 0.1173829734325409,
"m": 1.0
},
{
"p": 0.07215066999197006,
"m": 1.0
},
{
"p": 0.04473793879151344,
"m": 1.0
}
]
},
{
"epoch": 116,
"train_loss": 1.5696830749511719,
"val_loss": 0.7779780030250549,
"acc": 72.73,
"time": 307.89810850203503,
"param": [
{
"p": 0.09428331255912781,
"m": 1.0
},
{
"p": 0.03572692722082138,
"m": 1.0
},
{
"p": 0.07037491351366043,
"m": 1.0
},
{
"p": 0.04281235113739967,
"m": 1.0
},
{
"p": 0.035053543746471405,
"m": 1.0
},
{
"p": 0.047909241169691086,
"m": 1.0
},
{
"p": 0.08259262889623642,
"m": 1.0
},
{
"p": 0.07372758537530899,
"m": 1.0
},
{
"p": 0.09506011754274368,
"m": 1.0
},
{
"p": 0.08163703978061676,
"m": 1.0
},
{
"p": 0.08100128918886185,
"m": 1.0
},
{
"p": 0.08877510577440262,
"m": 1.0
},
{
"p": 0.10451704263687134,
"m": 1.0
},
{
"p": 0.06652890890836716,
"m": 1.0
}
]
},
{
"epoch": 117,
"train_loss": 1.4951462745666504,
"val_loss": 0.8748049736022949,
"acc": 70.12,
"time": 315.0750679419725,
"param": [
{
"p": 0.10265246778726578,
"m": 1.0
},
{
"p": 0.04316994920372963,
"m": 1.0
},
{
"p": 0.08272429555654526,
"m": 1.0
},
{
"p": 0.06383707374334335,
"m": 1.0
},
{
"p": 0.05119825527071953,
"m": 1.0
},
{
"p": 0.03280067816376686,
"m": 1.0
},
{
"p": 0.07658311724662781,
"m": 1.0
},
{
"p": 0.0828305184841156,
"m": 1.0
},
{
"p": 0.08681896328926086,
"m": 1.0
},
{
"p": 0.09876187890768051,
"m": 1.0
},
{
"p": 0.06512351334095001,
"m": 1.0
},
{
"p": 0.06793642044067383,
"m": 1.0
},
{
"p": 0.09641710668802261,
"m": 1.0
},
{
"p": 0.04914575815200806,
"m": 1.0
}
]
},
{
"epoch": 118,
"train_loss": 1.6426266431808472,
"val_loss": 0.818976879119873,
"acc": 71.93,
"time": 308.8609394149971,
"param": [
{
"p": 0.0691649317741394,
"m": 1.0
},
{
"p": 0.01323747169226408,
"m": 1.0
},
{
"p": 0.07544276118278503,
"m": 1.0
},
{
"p": 0.043879080563783646,
"m": 1.0
},
{
"p": 0.0471339151263237,
"m": 1.0
},
{
"p": 0.037126149982213974,
"m": 1.0
},
{
"p": 0.09300504624843597,
"m": 1.0
},
{
"p": 0.0727464109659195,
"m": 1.0
},
{
"p": 0.09450710564851761,
"m": 1.0
},
{
"p": 0.09140772372484207,
"m": 1.0
},
{
"p": 0.10701721906661987,
"m": 1.0
},
{
"p": 0.10926999896764755,
"m": 1.0
},
{
"p": 0.07464923709630966,
"m": 1.0
},
{
"p": 0.07141297310590744,
"m": 1.0
}
]
},
{
"epoch": 119,
"train_loss": 1.5914555788040161,
"val_loss": 0.8463189601898193,
"acc": 72.44,
"time": 308.2125742029748,
"param": [
{
"p": 0.09689430892467499,
"m": 1.0
},
{
"p": 0.0007015905575826764,
"m": 1.0
},
{
"p": 0.13103264570236206,
"m": 1.0
},
{
"p": 0.03475933149456978,
"m": 1.0
},
{
"p": 0.00980215985327959,
"m": 1.0
},
{
"p": 0.01667727716267109,
"m": 1.0
},
{
"p": 0.10393129289150238,
"m": 1.0
},
{
"p": 0.06933598220348358,
"m": 1.0
},
{
"p": 0.10283974558115005,
"m": 1.0
},
{
"p": 0.12328304350376129,
"m": 1.0
},
{
"p": 0.05657702684402466,
"m": 1.0
},
{
"p": 0.08928682655096054,
"m": 1.0
},
{
"p": 0.13542969524860382,
"m": 1.0
},
{
"p": 0.029449056833982468,
"m": 1.0
}
]
},
{
"epoch": 120,
"train_loss": 1.477140188217163,
"val_loss": 0.7576730847358704,
"acc": 72.72,
"time": 306.1933954510023,
"param": [
{
"p": 0.12027648836374283,
"m": 1.0
},
{
"p": 0.019691966474056244,
"m": 1.0
},
{
"p": 0.09463655948638916,
"m": 1.0
},
{
"p": 0.07116074115037918,
"m": 1.0
},
{
"p": 0.014316614717245102,
"m": 1.0
},
{
"p": 0.0472579300403595,
"m": 1.0
},
{
"p": 0.0655992403626442,
"m": 1.0
},
{
"p": 0.06386858224868774,
"m": 1.0
},
{
"p": 0.08031926304101944,
"m": 1.0
},
{
"p": 0.09838991612195969,
"m": 1.0
},
{
"p": 0.0936989039182663,
"m": 1.0
},
{
"p": 0.07954373210668564,
"m": 1.0
},
{
"p": 0.11711806803941727,
"m": 1.0
},
{
"p": 0.034121934324502945,
"m": 1.0
}
]
},
{
"epoch": 121,
"train_loss": 1.541229009628296,
"val_loss": 0.8504399657249451,
"acc": 72.28,
"time": 308.7274543470121,
"param": [
{
"p": 0.12948521971702576,
"m": 1.0
},
{
"p": 0.024190496653318405,
"m": 1.0
},
{
"p": 0.07773779332637787,
"m": 1.0
},
{
"p": 0.04388812184333801,
"m": 1.0
},
{
"p": 0.06287223100662231,
"m": 1.0
},
{
"p": 0.022551177069544792,
"m": 1.0
},
{
"p": 0.0976971685886383,
"m": 1.0
},
{
"p": 0.0693424791097641,
"m": 1.0
},
{
"p": 0.08933807909488678,
"m": 1.0
},
{
"p": 0.07968906313180923,
"m": 1.0
},
{
"p": 0.07825467735528946,
"m": 1.0
},
{
"p": 0.06643068045377731,
"m": 1.0
},
{
"p": 0.11251750588417053,
"m": 1.0
},
{
"p": 0.046005330979824066,
"m": 1.0
}
]
},
{
"epoch": 122,
"train_loss": 1.567379355430603,
"val_loss": 0.8489270806312561,
"acc": 72.16,
"time": 302.77373679197626,
"param": [
{
"p": 0.08812657743692398,
"m": 1.0
},
{
"p": 0.05120648816227913,
"m": 1.0
},
{
"p": 0.08780588209629059,
"m": 1.0
},
{
"p": 0.05456407740712166,
"m": 1.0
},
{
"p": 0.03128694370388985,
"m": 1.0
},
{
"p": 0.0286503154784441,
"m": 1.0
},
{
"p": 0.09501958638429642,
"m": 1.0
},
{
"p": 0.07834738492965698,
"m": 1.0
},
{
"p": 0.061224110424518585,
"m": 1.0
},
{
"p": 0.08794119209051132,
"m": 1.0
},
{
"p": 0.06068713217973709,
"m": 1.0
},
{
"p": 0.11048488318920135,
"m": 1.0
},
{
"p": 0.10008317977190018,
"m": 1.0
},
{
"p": 0.0645722895860672,
"m": 1.0
}
]
},
{
"epoch": 123,
"train_loss": 1.6696115732192993,
"val_loss": 0.8911119699478149,
"acc": 71.62,
"time": 305.25293407501886,
"param": [
{
"p": 0.09874732047319412,
"m": 1.0
},
{
"p": 0.016679100692272186,
"m": 1.0
},
{
"p": 0.09602232277393341,
"m": 1.0
},
{
"p": 0.08460056036710739,
"m": 1.0
},
{
"p": 0.04105042293667793,
"m": 1.0
},
{
"p": 0.06278382986783981,
"m": 1.0
},
{
"p": 0.08759091794490814,
"m": 1.0
},
{
"p": 0.08050540834665298,
"m": 1.0
},
{
"p": 0.08449848741292953,
"m": 1.0
},
{
"p": 0.06672079116106033,
"m": 1.0
},
{
"p": 0.06899590790271759,
"m": 1.0
},
{
"p": 0.08307837694883347,
"m": 1.0
},
{
"p": 0.08209351450204849,
"m": 1.0
},
{
"p": 0.0466330386698246,
"m": 1.0
}
]
},
{
"epoch": 124,
"train_loss": 1.629375696182251,
"val_loss": 0.7651781439781189,
"acc": 71.76,
"time": 307.714131138986,
"param": [
{
"p": 0.10622038692235947,
"m": 1.0
},
{
"p": 0.0303211510181427,
"m": 1.0
},
{
"p": 0.09183687716722488,
"m": 1.0
},
{
"p": 0.07125291228294373,
"m": 1.0
},
{
"p": 0.010114895179867744,
"m": 1.0
},
{
"p": 0.012380356900393963,
"m": 1.0
},
{
"p": 0.07097272574901581,
"m": 1.0
},
{
"p": 0.0989067405462265,
"m": 1.0
},
{
"p": 0.08929604291915894,
"m": 1.0
},
{
"p": 0.07079800218343735,
"m": 1.0
},
{
"p": 0.09359743446111679,
"m": 1.0
},
{
"p": 0.11009640246629715,
"m": 1.0
},
{
"p": 0.10411740839481354,
"m": 1.0
},
{
"p": 0.04008869826793671,
"m": 1.0
}
]
},
{
"epoch": 125,
"train_loss": 1.48690664768219,
"val_loss": 0.7795698046684265,
"acc": 73.56,
"time": 298.6574813949992,
"param": [
{
"p": 0.05817078799009323,
"m": 1.0
},
{
"p": 0.011525284498929977,
"m": 1.0
},
{
"p": 0.09671629965305328,
"m": 1.0
},
{
"p": 0.04082382097840309,
"m": 1.0
},
{
"p": 0.023137154057621956,
"m": 1.0
},
{
"p": 0.033954307436943054,
"m": 1.0
},
{
"p": 0.07684437930583954,
"m": 1.0
},
{
"p": 0.07391764223575592,
"m": 1.0
},
{
"p": 0.06938531249761581,
"m": 1.0
},
{
"p": 0.12289521098136902,
"m": 1.0
},
{
"p": 0.11505095660686493,
"m": 1.0
},
{
"p": 0.11037847399711609,
"m": 1.0
},
{
"p": 0.11199191957712173,
"m": 1.0
},
{
"p": 0.05520840361714363,
"m": 1.0
}
]
},
{
"epoch": 126,
"train_loss": 1.7404370307922363,
"val_loss": 0.8220562934875488,
"acc": 72.95,
"time": 309.63511687796563,
"param": [
{
"p": 0.09491708129644394,
"m": 1.0
},
{
"p": 0.021177537739276886,
"m": 1.0
},
{
"p": 0.08945970982313156,
"m": 1.0
},
{
"p": 0.052398283034563065,
"m": 1.0
},
{
"p": 0.012744898907840252,
"m": 1.0
},
{
"p": 0.03352280333638191,
"m": 1.0
},
{
"p": 0.08984379470348358,
"m": 1.0
},
{
"p": 0.08481170237064362,
"m": 1.0
},
{
"p": 0.08030569553375244,
"m": 1.0
},
{
"p": 0.07752081751823425,
"m": 1.0
},
{
"p": 0.08774566650390625,
"m": 1.0
},
{
"p": 0.10542568564414978,
"m": 1.0
},
{
"p": 0.0915779247879982,
"m": 1.0
},
{
"p": 0.07854843139648438,
"m": 1.0
}
]
},
{
"epoch": 127,
"train_loss": 1.6471340656280518,
"val_loss": 0.6969377994537354,
"acc": 72.85,
"time": 298.0465673410217,
"param": [
{
"p": 0.09535326063632965,
"m": 1.0
},
{
"p": 0.0006871555815450847,
"m": 1.0
},
{
"p": 0.10260257124900818,
"m": 1.0
},
{
"p": 0.10228274762630463,
"m": 1.0
},
{
"p": 0.031767409294843674,
"m": 1.0
},
{
"p": 0.00656123599037528,
"m": 1.0
},
{
"p": 0.058704327791929245,
"m": 1.0
},
{
"p": 0.09027238190174103,
"m": 1.0
},
{
"p": 0.08843442797660828,
"m": 1.0
},
{
"p": 0.10295131057500839,
"m": 1.0
},
{
"p": 0.07579846680164337,
"m": 1.0
},
{
"p": 0.09454742074012756,
"m": 1.0
},
{
"p": 0.09499682486057281,
"m": 1.0
},
{
"p": 0.05504043772816658,
"m": 1.0
}
]
},
{
"epoch": 128,
"train_loss": 1.5661396980285645,
"val_loss": 0.7041168808937073,
"acc": 72.74,
"time": 309.7215270519955,
"param": [
{
"p": 0.1281258761882782,
"m": 1.0
},
{
"p": 0.006919816602021456,
"m": 1.0
},
{
"p": 0.07843119651079178,
"m": 1.0
},
{
"p": 0.04913819581270218,
"m": 1.0
},
{
"p": 0.05556109920144081,
"m": 1.0
},
{
"p": 0.03538220003247261,
"m": 1.0
},
{
"p": 0.06745250523090363,
"m": 1.0
},
{
"p": 0.059884000569581985,
"m": 1.0
},
{
"p": 0.09254975616931915,
"m": 1.0
},
{
"p": 0.09107803553342819,
"m": 1.0
},
{
"p": 0.11615294963121414,
"m": 1.0
},
{
"p": 0.07146913558244705,
"m": 1.0
},
{
"p": 0.10331633687019348,
"m": 1.0
},
{
"p": 0.0445389449596405,
"m": 1.0
}
]
},
{
"epoch": 129,
"train_loss": 1.6969835758209229,
"val_loss": 0.9008757472038269,
"acc": 72.44,
"time": 302.5261490639532,
"param": [
{
"p": 0.0932646095752716,
"m": 1.0
},
{
"p": 0.004049601033329964,
"m": 1.0
},
{
"p": 0.07841380685567856,
"m": 1.0
},
{
"p": 0.06639276444911957,
"m": 1.0
},
{
"p": 0.07021763175725937,
"m": 1.0
},
{
"p": 0.033728137612342834,
"m": 1.0
},
{
"p": 0.07468356192111969,
"m": 1.0
},
{
"p": 0.07279055565595627,
"m": 1.0
},
{
"p": 0.08288590610027313,
"m": 1.0
},
{
"p": 0.10268858075141907,
"m": 1.0
},
{
"p": 0.09166312217712402,
"m": 1.0
},
{
"p": 0.10158296674489975,
"m": 1.0
},
{
"p": 0.08193084597587585,
"m": 1.0
},
{
"p": 0.04570792615413666,
"m": 1.0
}
]
},
{
"epoch": 130,
"train_loss": 1.4852687120437622,
"val_loss": 0.6454888582229614,
"acc": 72.16,
"time": 299.5998514679959,
"param": [
{
"p": 0.11003696173429489,
"m": 1.0
},
{
"p": 0.015942130237817764,
"m": 1.0
},
{
"p": 0.07024237513542175,
"m": 1.0
},
{
"p": 0.06652471423149109,
"m": 1.0
},
{
"p": 0.010894107632339,
"m": 1.0
},
{
"p": 0.038738835602998734,
"m": 1.0
},
{
"p": 0.10415998846292496,
"m": 1.0
},
{
"p": 0.08322218060493469,
"m": 1.0
},
{
"p": 0.09876173734664917,
"m": 1.0
},
{
"p": 0.0902220606803894,
"m": 1.0
},
{
"p": 0.09728456288576126,
"m": 1.0
},
{
"p": 0.08816862106323242,
"m": 1.0
},
{
"p": 0.07383853942155838,
"m": 1.0
},
{
"p": 0.05196316912770271,
"m": 1.0
}
]
},
{
"epoch": 131,
"train_loss": 1.6823270320892334,
"val_loss": 0.8118499517440796,
"acc": 72.1,
"time": 302.5378426850075,
"param": [
{
"p": 0.08508791029453278,
"m": 1.0
},
{
"p": 0.029039040207862854,
"m": 1.0
},
{
"p": 0.08185672760009766,
"m": 1.0
},
{
"p": 0.05864210054278374,
"m": 1.0
},
{
"p": 0.04620722681283951,
"m": 1.0
},
{
"p": 0.03061535209417343,
"m": 1.0
},
{
"p": 0.08017854392528534,
"m": 1.0
},
{
"p": 0.07242443412542343,
"m": 1.0
},
{
"p": 0.11047329008579254,
"m": 1.0
},
{
"p": 0.09062831848859787,
"m": 1.0
},
{
"p": 0.08984963595867157,
"m": 1.0
},
{
"p": 0.07542719691991806,
"m": 1.0
},
{
"p": 0.10150673985481262,
"m": 1.0
},
{
"p": 0.04806344211101532,
"m": 1.0
}
]
},
{
"epoch": 132,
"train_loss": 1.6560237407684326,
"val_loss": 0.664452850818634,
"acc": 72.78,
"time": 304.123875684978,
"param": [
{
"p": 0.11812236160039902,
"m": 1.0
},
{
"p": 0.02758258953690529,
"m": 1.0
},
{
"p": 0.08555883169174194,
"m": 1.0
},
{
"p": 0.08005867153406143,
"m": 1.0
},
{
"p": 0.06251691281795502,
"m": 1.0
},
{
"p": 0.028146184980869293,
"m": 1.0
},
{
"p": 0.09142182022333145,
"m": 1.0
},
{
"p": 0.07187434285879135,
"m": 1.0
},
{
"p": 0.0923982635140419,
"m": 1.0
},
{
"p": 0.080079086124897,
"m": 1.0
},
{
"p": 0.06770551204681396,
"m": 1.0
},
{
"p": 0.05691356584429741,
"m": 1.0
},
{
"p": 0.08543822169303894,
"m": 1.0
},
{
"p": 0.052183639258146286,
"m": 1.0
}
]
},
{
"epoch": 133,
"train_loss": 1.7668894529342651,
"val_loss": 0.76004958152771,
"acc": 72.59,
"time": 305.75416722899536,
"param": [
{
"p": 0.09252048283815384,
"m": 1.0
},
{
"p": 0.04218702390789986,
"m": 1.0
},
{
"p": 0.07708071172237396,
"m": 1.0
},
{
"p": 0.08155039697885513,
"m": 1.0
},
{
"p": 0.02965843491256237,
"m": 1.0
},
{
"p": 0.02695610001683235,
"m": 1.0
},
{
"p": 0.07454567402601242,
"m": 1.0
},
{
"p": 0.05672883242368698,
"m": 1.0
},
{
"p": 0.09858579188585281,
"m": 1.0
},
{
"p": 0.09293730556964874,
"m": 1.0
},
{
"p": 0.07757632434368134,
"m": 1.0
},
{
"p": 0.0837419256567955,
"m": 1.0
},
{
"p": 0.08352309465408325,
"m": 1.0
},
{
"p": 0.08240801095962524,
"m": 1.0
}
]
},
{
"epoch": 134,
"train_loss": 1.6405903100967407,
"val_loss": 0.7966407537460327,
"acc": 72.46,
"time": 303.49145521299215,
"param": [
{
"p": 0.11769498139619827,
"m": 1.0
},
{
"p": 0.0513802245259285,
"m": 1.0
},
{
"p": 0.0900133028626442,
"m": 1.0
},
{
"p": 0.05580279603600502,
"m": 1.0
},
{
"p": 0.05787508189678192,
"m": 1.0
},
{
"p": 0.07415879517793655,
"m": 1.0
},
{
"p": 0.05722961947321892,
"m": 1.0
},
{
"p": 0.08171171694993973,
"m": 1.0
},
{
"p": 0.08102559298276901,
"m": 1.0
},
{
"p": 0.060521941632032394,
"m": 1.0
},
{
"p": 0.07548443228006363,
"m": 1.0
},
{
"p": 0.07103452831506729,
"m": 1.0
},
{
"p": 0.07907537370920181,
"m": 1.0
},
{
"p": 0.046991508454084396,
"m": 1.0
}
]
},
{
"epoch": 135,
"train_loss": 1.7363473176956177,
"val_loss": 0.8458389639854431,
"acc": 72.6,
"time": 301.2856896449812,
"param": [
{
"p": 0.10757218301296234,
"m": 1.0
},
{
"p": 0.007366140838712454,
"m": 1.0
},
{
"p": 0.05671760439872742,
"m": 1.0
},
{
"p": 0.07817558199167252,
"m": 1.0
},
{
"p": 0.03834477439522743,
"m": 1.0
},
{
"p": 0.03221888840198517,
"m": 1.0
},
{
"p": 0.0676790401339531,
"m": 1.0
},
{
"p": 0.07381966710090637,
"m": 1.0
},
{
"p": 0.0831858292222023,
"m": 1.0
},
{
"p": 0.0926266610622406,
"m": 1.0
},
{
"p": 0.08626161515712738,
"m": 1.0
},
{
"p": 0.1119532436132431,
"m": 1.0
},
{
"p": 0.11759226769208908,
"m": 1.0
},
{
"p": 0.046486418694257736,
"m": 1.0
}
]
},
{
"epoch": 136,
"train_loss": 1.6922593116760254,
"val_loss": 0.7637451887130737,
"acc": 73.14,
"time": 306.82659990899265,
"param": [
{
"p": 0.10397717356681824,
"m": 1.0
},
{
"p": 0.027421368286013603,
"m": 1.0
},
{
"p": 0.09836208820343018,
"m": 1.0
},
{
"p": 0.0411992147564888,
"m": 1.0
},
{
"p": 0.044747721403837204,
"m": 1.0
},
{
"p": 0.03489198535680771,
"m": 1.0
},
{
"p": 0.12378659099340439,
"m": 1.0
},
{
"p": 0.08036074042320251,
"m": 1.0
},
{
"p": 0.10328990966081619,
"m": 1.0
},
{
"p": 0.08744511753320694,
"m": 1.0
},
{
"p": 0.07488837838172913,
"m": 1.0
},
{
"p": 0.08607326447963715,
"m": 1.0
},
{
"p": 0.07059857249259949,
"m": 1.0
},
{
"p": 0.022957956418395042,
"m": 1.0
}
]
},
{
"epoch": 137,
"train_loss": 1.5821033716201782,
"val_loss": 0.8181199431419373,
"acc": 73.41,
"time": 284.7287002229714,
"param": [
{
"p": 0.10571426898241043,
"m": 1.0
},
{
"p": 0.03145540505647659,
"m": 1.0
},
{
"p": 0.09667667001485825,
"m": 1.0
},
{
"p": 0.06825178861618042,
"m": 1.0
},
{
"p": 0.0631515383720398,
"m": 1.0
},
{
"p": 0.03305115923285484,
"m": 1.0
},
{
"p": 0.05713958665728569,
"m": 1.0
},
{
"p": 0.0626782774925232,
"m": 1.0
},
{
"p": 0.07207267731428146,
"m": 1.0
},
{
"p": 0.09331181645393372,
"m": 1.0
},
{
"p": 0.06296486407518387,
"m": 1.0
},
{
"p": 0.10471402108669281,
"m": 1.0
},
{
"p": 0.11263970285654068,
"m": 1.0
},
{
"p": 0.036178261041641235,
"m": 1.0
}
]
},
{
"epoch": 138,
"train_loss": 1.4915056228637695,
"val_loss": 0.7510714530944824,
"acc": 72.75,
"time": 299.4044244399993,
"param": [
{
"p": 0.0956733450293541,
"m": 1.0
},
{
"p": 0.057665031403303146,
"m": 1.0
},
{
"p": 0.090443916618824,
"m": 1.0
},
{
"p": 0.06570254266262054,
"m": 1.0
},
{
"p": 0.019633054733276367,
"m": 1.0
},
{
"p": 0.011361799202859402,
"m": 1.0
},
{
"p": 0.07838119566440582,
"m": 1.0
},
{
"p": 0.06148107349872589,
"m": 1.0
},
{
"p": 0.09364409744739532,
"m": 1.0
},
{
"p": 0.06839103251695633,
"m": 1.0
},
{
"p": 0.09976732730865479,
"m": 1.0
},
{
"p": 0.10876195877790451,
"m": 1.0
},
{
"p": 0.09431581944227219,
"m": 1.0
},
{
"p": 0.05477791279554367,
"m": 1.0
}
]
},
{
"epoch": 139,
"train_loss": 1.6562824249267578,
"val_loss": 0.7559434771537781,
"acc": 73.05,
"time": 301.85991041903617,
"param": [
{
"p": 0.0743202492594719,
"m": 1.0
},
{
"p": 0.023987192660570145,
"m": 1.0
},
{
"p": 0.0923706665635109,
"m": 1.0
},
{
"p": 0.060790080577135086,
"m": 1.0
},
{
"p": 0.055372584611177444,
"m": 1.0
},
{
"p": 0.03765995055437088,
"m": 1.0
},
{
"p": 0.07054230570793152,
"m": 1.0
},
{
"p": 0.0825607031583786,
"m": 1.0
},
{
"p": 0.0835035890340805,
"m": 1.0
},
{
"p": 0.0771772712469101,
"m": 1.0
},
{
"p": 0.09673424065113068,
"m": 1.0
},
{
"p": 0.08505873382091522,
"m": 1.0
},
{
"p": 0.12469382584095001,
"m": 1.0
},
{
"p": 0.03522857651114464,
"m": 1.0
}
]
},
{
"epoch": 140,
"train_loss": 1.989868402481079,
"val_loss": 0.7195400595664978,
"acc": 73.23,
"time": 300.5102124529658,
"param": [
{
"p": 0.07695066183805466,
"m": 1.0
},
{
"p": 0.04019137844443321,
"m": 1.0
},
{
"p": 0.08280320465564728,
"m": 1.0
},
{
"p": 0.08099410682916641,
"m": 1.0
},
{
"p": 0.07068734616041183,
"m": 1.0
},
{
"p": 0.052411239594221115,
"m": 1.0
},
{
"p": 0.06184864416718483,
"m": 1.0
},
{
"p": 0.07548482716083527,
"m": 1.0
},
{
"p": 0.08030680567026138,
"m": 1.0
},
{
"p": 0.08045485615730286,
"m": 1.0
},
{
"p": 0.08151616901159286,
"m": 1.0
},
{
"p": 0.08734516054391861,
"m": 1.0
},
{
"p": 0.08714623749256134,
"m": 1.0
},
{
"p": 0.04185928776860237,
"m": 1.0
}
]
},
{
"epoch": 141,
"train_loss": 1.3149797916412354,
"val_loss": 0.7763616442680359,
"acc": 73.09,
"time": 308.65141033398686,
"param": [
{
"p": 0.10038290917873383,
"m": 1.0
},
{
"p": 0.028766876086592674,
"m": 1.0
},
{
"p": 0.08927291631698608,
"m": 1.0
},
{
"p": 0.07500775903463364,
"m": 1.0
},
{
"p": 0.028468461707234383,
"m": 1.0
},
{
"p": 0.039344143122434616,
"m": 1.0
},
{
"p": 0.056504249572753906,
"m": 1.0
},
{
"p": 0.08601129055023193,
"m": 1.0
},
{
"p": 0.06696697324514389,
"m": 1.0
},
{
"p": 0.0886281356215477,
"m": 1.0
},
{
"p": 0.07617794722318649,
"m": 1.0
},
{
"p": 0.08280746638774872,
"m": 1.0
},
{
"p": 0.10770973563194275,
"m": 1.0
},
{
"p": 0.07395116239786148,
"m": 1.0
}
]
},
{
"epoch": 142,
"train_loss": 1.8201509714126587,
"val_loss": 0.6799959540367126,
"acc": 72.47,
"time": 303.1964095190051,
"param": [
{
"p": 0.07830024510622025,
"m": 1.0
},
{
"p": 0.020824218168854713,
"m": 1.0
},
{
"p": 0.0789252296090126,
"m": 1.0
},
{
"p": 0.04144497960805893,
"m": 1.0
},
{
"p": 0.057145655155181885,
"m": 1.0
},
{
"p": 0.05837090685963631,
"m": 1.0
},
{
"p": 0.09712919592857361,
"m": 1.0
},
{
"p": 0.07893475890159607,
"m": 1.0
},
{
"p": 0.10543600469827652,
"m": 1.0
},
{
"p": 0.09231027960777283,
"m": 1.0
},
{
"p": 0.08042313903570175,
"m": 1.0
},
{
"p": 0.09459313750267029,
"m": 1.0
},
{
"p": 0.06079165264964104,
"m": 1.0
},
{
"p": 0.05537066236138344,
"m": 1.0
}
]
},
{
"epoch": 143,
"train_loss": 1.6079144477844238,
"val_loss": 0.8567912578582764,
"acc": 70.59,
"time": 311.76701265905285,
"param": [
{
"p": 0.08627180755138397,
"m": 1.0
},
{
"p": 0.017084788531064987,
"m": 1.0
},
{
"p": 0.08083120733499527,
"m": 1.0
},
{
"p": 0.05423736199736595,
"m": 1.0
},
{
"p": 0.06315918266773224,
"m": 1.0
},
{
"p": 0.049923643469810486,
"m": 1.0
},
{
"p": 0.07972562313079834,
"m": 1.0
},
{
"p": 0.07033997029066086,
"m": 1.0
},
{
"p": 0.07749102264642715,
"m": 1.0
},
{
"p": 0.10264303535223007,
"m": 1.0
},
{
"p": 0.08093570172786713,
"m": 1.0
},
{
"p": 0.10097198933362961,
"m": 1.0
},
{
"p": 0.08896606415510178,
"m": 1.0
},
{
"p": 0.047418687492609024,
"m": 1.0
}
]
},
{
"epoch": 144,
"train_loss": 1.3245631456375122,
"val_loss": 0.7465159893035889,
"acc": 73.19,
"time": 298.4372856129776,
"param": [
{
"p": 0.09245630353689194,
"m": 1.0
},
{
"p": 0.02621717005968094,
"m": 1.0
},
{
"p": 0.09525858610868454,
"m": 1.0
},
{
"p": 0.015391186811029911,
"m": 1.0
},
{
"p": 0.06153147295117378,
"m": 1.0
},
{
"p": 0.01568262092769146,
"m": 1.0
},
{
"p": 0.10285258293151855,
"m": 1.0
},
{
"p": 0.06877971440553665,
"m": 1.0
},
{
"p": 0.0687519833445549,
"m": 1.0
},
{
"p": 0.08604999631643295,
"m": 1.0
},
{
"p": 0.08561298251152039,
"m": 1.0
},
{
"p": 0.09688203036785126,
"m": 1.0
},
{
"p": 0.1249680295586586,
"m": 1.0
},
{
"p": 0.05956532061100006,
"m": 1.0
}
]
},
{
"epoch": 145,
"train_loss": 1.5679059028625488,
"val_loss": 0.7945920825004578,
"acc": 73.41,
"time": 303.9166255110176,
"param": [
{
"p": 0.11305619776248932,
"m": 1.0
},
{
"p": 0.0006879452266730368,
"m": 1.0
},
{
"p": 0.08766607195138931,
"m": 1.0
},
{
"p": 0.08302178233861923,
"m": 1.0
},
{
"p": 0.0006879452266730368,
"m": 1.0
},
{
"p": 0.046938732266426086,
"m": 1.0
},
{
"p": 0.08593478053808212,
"m": 1.0
},
{
"p": 0.0772327408194542,
"m": 1.0
},
{
"p": 0.08489543199539185,
"m": 1.0
},
{
"p": 0.07601391524076462,
"m": 1.0
},
{
"p": 0.08934681862592697,
"m": 1.0
},
{
"p": 0.10176616162061691,
"m": 1.0
},
{
"p": 0.09206309914588928,
"m": 1.0
},
{
"p": 0.06068841740489006,
"m": 1.0
}
]
},
{
"epoch": 146,
"train_loss": 1.3934156894683838,
"val_loss": 0.7588021159172058,
"acc": 72.63,
"time": 289.03693549503805,
"param": [
{
"p": 0.09860406070947647,
"m": 1.0
},
{
"p": 0.048145659267902374,
"m": 1.0
},
{
"p": 0.08920074254274368,
"m": 1.0
},
{
"p": 0.09231993556022644,
"m": 1.0
},
{
"p": 0.029201971367001534,
"m": 1.0
},
{
"p": 0.022345468401908875,
"m": 1.0
},
{
"p": 0.04792430251836777,
"m": 1.0
},
{
"p": 0.07833705097436905,
"m": 1.0
},
{
"p": 0.10475455224514008,
"m": 1.0
},
{
"p": 0.08413621783256531,
"m": 1.0
},
{
"p": 0.10467390716075897,
"m": 1.0
},
{
"p": 0.08560004085302353,
"m": 1.0
},
{
"p": 0.08814197033643723,
"m": 1.0
},
{
"p": 0.026614032685756683,
"m": 1.0
}
]
},
{
"epoch": 147,
"train_loss": 1.5052638053894043,
"val_loss": 0.7023500204086304,
"acc": 73.3,
"time": 310.6439807440038,
"param": [
{
"p": 0.08464374393224716,
"m": 1.0
},
{
"p": 0.028989138081669807,
"m": 1.0
},
{
"p": 0.10659893602132797,
"m": 1.0
},
{
"p": 0.06143735721707344,
"m": 1.0
},
{
"p": 0.013198343105614185,
"m": 1.0
},
{
"p": 0.06336124986410141,
"m": 1.0
},
{
"p": 0.04545383155345917,
"m": 1.0
},
{
"p": 0.08463336527347565,
"m": 1.0
},
{
"p": 0.08662964403629303,
"m": 1.0
},
{
"p": 0.11745165288448334,
"m": 1.0
},
{
"p": 0.08311580121517181,
"m": 1.0
},
{
"p": 0.0909404456615448,
"m": 1.0
},
{
"p": 0.102887824177742,
"m": 1.0
},
{
"p": 0.030658742412924767,
"m": 1.0
}
]
},
{
"epoch": 148,
"train_loss": 1.778317928314209,
"val_loss": 0.7988299131393433,
"acc": 73.23,
"time": 298.12060736399144,
"param": [
{
"p": 0.09308724850416183,
"m": 1.0
},
{
"p": 0.027211779728531837,
"m": 1.0
},
{
"p": 0.09744887799024582,
"m": 1.0
},
{
"p": 0.0631711408495903,
"m": 1.0
},
{
"p": 0.045660439878702164,
"m": 1.0
},
{
"p": 0.0682634711265564,
"m": 1.0
},
{
"p": 0.07192912697792053,
"m": 1.0
},
{
"p": 0.09794972091913223,
"m": 1.0
},
{
"p": 0.08193496614694595,
"m": 1.0
},
{
"p": 0.09932516515254974,
"m": 1.0
},
{
"p": 0.07466629892587662,
"m": 1.0
},
{
"p": 0.07501018047332764,
"m": 1.0
},
{
"p": 0.08681640774011612,
"m": 1.0
},
{
"p": 0.017525138333439827,
"m": 1.0
}
]
},
{
"epoch": 149,
"train_loss": 1.6182892322540283,
"val_loss": 0.6764974594116211,
"acc": 73.65,
"time": 303.1715975830448,
"param": [
{
"p": 0.09470724314451218,
"m": 1.0
},
{
"p": 0.03825773298740387,
"m": 1.0
},
{
"p": 0.09388244897127151,
"m": 1.0
},
{
"p": 0.060726769268512726,
"m": 1.0
},
{
"p": 0.04422197490930557,
"m": 1.0
},
{
"p": 0.0653560683131218,
"m": 1.0
},
{
"p": 0.08804609626531601,
"m": 1.0
},
{
"p": 0.054155852645635605,
"m": 1.0
},
{
"p": 0.06882743537425995,
"m": 1.0
},
{
"p": 0.08704092353582382,
"m": 1.0
},
{
"p": 0.08729664236307144,
"m": 1.0
},
{
"p": 0.08586977422237396,
"m": 1.0
},
{
"p": 0.08933310955762863,
"m": 1.0
},
{
"p": 0.04227791354060173,
"m": 1.0
}
]
},
{
"epoch": 150,
"train_loss": 1.7697160243988037,
"val_loss": 0.6590966582298279,
"acc": 73.52,
"time": 300.19159208604833,
"param": [
{
"p": 0.11035096645355225,
"m": 1.0
},
{
"p": 0.020807288587093353,
"m": 1.0
},
{
"p": 0.07970418781042099,
"m": 1.0
},
{
"p": 0.04549376294016838,
"m": 1.0
},
{
"p": 0.04872746020555496,
"m": 1.0
},
{
"p": 0.03463255986571312,
"m": 1.0
},
{
"p": 0.07341457903385162,
"m": 1.0
},
{
"p": 0.07494700700044632,
"m": 1.0
},
{
"p": 0.10291241854429245,
"m": 1.0
},
{
"p": 0.07965419441461563,
"m": 1.0
},
{
"p": 0.07930247485637665,
"m": 1.0
},
{
"p": 0.0916803702712059,
"m": 1.0
},
{
"p": 0.08646249026060104,
"m": 1.0
},
{
"p": 0.07191018015146255,
"m": 1.0
}
]
},
{
"epoch": 151,
"train_loss": 1.4002406597137451,
"val_loss": 0.6733483672142029,
"acc": 73.43,
"time": 291.8331987740239,
"param": [
{
"p": 0.10025914758443832,
"m": 1.0
},
{
"p": 0.0023033085744827986,
"m": 1.0
},
{
"p": 0.1212388277053833,
"m": 1.0
},
{
"p": 0.018641509115695953,
"m": 1.0
},
{
"p": 0.05268269404768944,
"m": 1.0
},
{
"p": 0.05629691854119301,
"m": 1.0
},
{
"p": 0.08995410799980164,
"m": 1.0
},
{
"p": 0.06939093768596649,
"m": 1.0
},
{
"p": 0.06904109567403793,
"m": 1.0
},
{
"p": 0.05786539614200592,
"m": 1.0
},
{
"p": 0.068172387778759,
"m": 1.0
},
{
"p": 0.11606047302484512,
"m": 1.0
},
{
"p": 0.1002131775021553,
"m": 1.0
},
{
"p": 0.07788006216287613,
"m": 1.0
}
]
},
{
"epoch": 152,
"train_loss": 1.5607763528823853,
"val_loss": 0.77214115858078,
"acc": 73.45,
"time": 291.9616117919795,
"param": [
{
"p": 0.09004849940538406,
"m": 1.0
},
{
"p": 0.021731708198785782,
"m": 1.0
},
{
"p": 0.0851275622844696,
"m": 1.0
},
{
"p": 0.06628520786762238,
"m": 1.0
},
{
"p": 0.08027380704879761,
"m": 1.0
},
{
"p": 0.05325980857014656,
"m": 1.0
},
{
"p": 0.08887030184268951,
"m": 1.0
},
{
"p": 0.07104254513978958,
"m": 1.0
},
{
"p": 0.08574935793876648,
"m": 1.0
},
{
"p": 0.08337004482746124,
"m": 1.0
},
{
"p": 0.07255326956510544,
"m": 1.0
},
{
"p": 0.10930504649877548,
"m": 1.0
},
{
"p": 0.04123410955071449,
"m": 1.0
},
{
"p": 0.05114869773387909,
"m": 1.0
}
]
},
{
"epoch": 153,
"train_loss": 1.666237235069275,
"val_loss": 0.7241999506950378,
"acc": 72.89,
"time": 310.9869809729862,
"param": [
{
"p": 0.10404407978057861,
"m": 1.0
},
{
"p": 0.019574197009205818,
"m": 1.0
},
{
"p": 0.09130285680294037,
"m": 1.0
},
{
"p": 0.07680821418762207,
"m": 1.0
},
{
"p": 0.03459756821393967,
"m": 1.0
},
{
"p": 0.026995256543159485,
"m": 1.0
},
{
"p": 0.09962832182645798,
"m": 1.0
},
{
"p": 0.0684640184044838,
"m": 1.0
},
{
"p": 0.06942589581012726,
"m": 1.0
},
{
"p": 0.07099195569753647,
"m": 1.0
},
{
"p": 0.08199154585599899,
"m": 1.0
},
{
"p": 0.10423987358808517,
"m": 1.0
},
{
"p": 0.09743022918701172,
"m": 1.0
},
{
"p": 0.05450599268078804,
"m": 1.0
}
]
},
{
"epoch": 154,
"train_loss": 1.2547675371170044,
"val_loss": 0.783414900302887,
"acc": 73.38,
"time": 297.1579859329504,
"param": [
{
"p": 0.10006173700094223,
"m": 1.0
},
{
"p": 0.01050226204097271,
"m": 1.0
},
{
"p": 0.08799125999212265,
"m": 1.0
},
{
"p": 0.07421012967824936,
"m": 1.0
},
{
"p": 0.02505635842680931,
"m": 1.0
},
{
"p": 0.03681449964642525,
"m": 1.0
},
{
"p": 0.07633120566606522,
"m": 1.0
},
{
"p": 0.08196467161178589,
"m": 1.0
},
{
"p": 0.09857108443975449,
"m": 1.0
},
{
"p": 0.07711462676525116,
"m": 1.0
},
{
"p": 0.10495205223560333,
"m": 1.0
},
{
"p": 0.08372844755649567,
"m": 1.0
},
{
"p": 0.09949703514575958,
"m": 1.0
},
{
"p": 0.0432046577334404,
"m": 1.0
}
]
},
{
"epoch": 155,
"train_loss": 1.5758402347564697,
"val_loss": 0.7499772906303406,
"acc": 73.54,
"time": 301.64659945399035,
"param": [
{
"p": 0.09340821206569672,
"m": 1.0
},
{
"p": 0.019544392824172974,
"m": 1.0
},
{
"p": 0.060045305639505386,
"m": 1.0
},
{
"p": 0.05255529657006264,
"m": 1.0
},
{
"p": 0.022037910297513008,
"m": 1.0
},
{
"p": 0.053435809910297394,
"m": 1.0
},
{
"p": 0.09419824182987213,
"m": 1.0
},
{
"p": 0.09085334837436676,
"m": 1.0
},
{
"p": 0.062538743019104,
"m": 1.0
},
{
"p": 0.1046421080827713,
"m": 1.0
},
{
"p": 0.11229604482650757,
"m": 1.0
},
{
"p": 0.08047051727771759,
"m": 1.0
},
{
"p": 0.08856037259101868,
"m": 1.0
},
{
"p": 0.06541377305984497,
"m": 1.0
}
]
},
{
"epoch": 156,
"train_loss": 1.3540005683898926,
"val_loss": 0.7233294248580933,
"acc": 73.83,
"time": 296.1192624309915,
"param": [
{
"p": 0.12616091966629028,
"m": 1.0
},
{
"p": 0.03399590402841568,
"m": 1.0
},
{
"p": 0.10939417779445648,
"m": 1.0
},
{
"p": 0.054719261825084686,
"m": 1.0
},
{
"p": 0.05141588672995567,
"m": 1.0
},
{
"p": 0.0006888550706207752,
"m": 1.0
},
{
"p": 0.08346147835254669,
"m": 1.0
},
{
"p": 0.0557442381978035,
"m": 1.0
},
{
"p": 0.0783519446849823,
"m": 1.0
},
{
"p": 0.06533530354499817,
"m": 1.0
},
{
"p": 0.07470924407243729,
"m": 1.0
},
{
"p": 0.12128805369138718,
"m": 1.0
},
{
"p": 0.08021744340658188,
"m": 1.0
},
{
"p": 0.06451722979545593,
"m": 1.0
}
]
},
{
"epoch": 157,
"train_loss": 1.88052237033844,
"val_loss": 0.6873345971107483,
"acc": 73.63,
"time": 308.6638346540276,
"param": [
{
"p": 0.09551189094781876,
"m": 1.0
},
{
"p": 0.03279861435294151,
"m": 1.0
},
{
"p": 0.09031914919614792,
"m": 1.0
},
{
"p": 0.07338269799947739,
"m": 1.0
},
{
"p": 0.07364152371883392,
"m": 1.0
},
{
"p": 0.036556508392095566,
"m": 1.0
},
{
"p": 0.07568798214197159,
"m": 1.0
},
{
"p": 0.0706421285867691,
"m": 1.0
},
{
"p": 0.06653597205877304,
"m": 1.0
},
{
"p": 0.07791206240653992,
"m": 1.0
},
{
"p": 0.09973432123661041,
"m": 1.0
},
{
"p": 0.08980021625757217,
"m": 1.0
},
{
"p": 0.08654091507196426,
"m": 1.0
},
{
"p": 0.030936013907194138,
"m": 1.0
}
]
},
{
"epoch": 158,
"train_loss": 1.6962800025939941,
"val_loss": 0.7421082854270935,
"acc": 73.36,
"time": 319.4909671980422,
"param": [
{
"p": 0.0604948066174984,
"m": 1.0
},
{
"p": 0.0217642430216074,
"m": 1.0
},
{
"p": 0.09518283605575562,
"m": 1.0
},
{
"p": 0.06654036045074463,
"m": 1.0
},
{
"p": 0.04213854297995567,
"m": 1.0
},
{
"p": 0.021302498877048492,
"m": 1.0
},
{
"p": 0.09335733205080032,
"m": 1.0
},
{
"p": 0.06913576275110245,
"m": 1.0
},
{
"p": 0.11573900282382965,
"m": 1.0
},
{
"p": 0.08325643092393875,
"m": 1.0
},
{
"p": 0.08054959774017334,
"m": 1.0
},
{
"p": 0.08550017327070236,
"m": 1.0
},
{
"p": 0.10543973743915558,
"m": 1.0
},
{
"p": 0.059598665684461594,
"m": 1.0
}
]
},
{
"epoch": 159,
"train_loss": 1.3107576370239258,
"val_loss": 0.7668704390525818,
"acc": 73.5,
"time": 312.96922575798817,
"param": [
{
"p": 0.10847341269254684,
"m": 1.0
},
{
"p": 0.029414188116788864,
"m": 1.0
},
{
"p": 0.06764685362577438,
"m": 1.0
},
{
"p": 0.0757734403014183,
"m": 1.0
},
{
"p": 0.019847949966788292,
"m": 1.0
},
{
"p": 0.03882739692926407,
"m": 1.0
},
{
"p": 0.0809149518609047,
"m": 1.0
},
{
"p": 0.08035585284233093,
"m": 1.0
},
{
"p": 0.10482392460107803,
"m": 1.0
},
{
"p": 0.10067583620548248,
"m": 1.0
},
{
"p": 0.06936091929674149,
"m": 1.0
},
{
"p": 0.10019717365503311,
"m": 1.0
},
{
"p": 0.09828997403383255,
"m": 1.0
},
{
"p": 0.02539808116853237,
"m": 1.0
}
]
},
{
"epoch": 160,
"train_loss": 1.3496381044387817,
"val_loss": 0.7652477622032166,
"acc": 73.87,
"time": 296.0557557269931,
"param": [
{
"p": 0.07719312608242035,
"m": 1.0
},
{
"p": 0.01669781096279621,
"m": 1.0
},
{
"p": 0.06594373285770416,
"m": 1.0
},
{
"p": 0.07088993489742279,
"m": 1.0
},
{
"p": 0.06661591678857803,
"m": 1.0
},
{
"p": 0.05314880982041359,
"m": 1.0
},
{
"p": 0.07031160593032837,
"m": 1.0
},
{
"p": 0.07256044447422028,
"m": 1.0
},
{
"p": 0.08021519333124161,
"m": 1.0
},
{
"p": 0.08986637741327286,
"m": 1.0
},
{
"p": 0.08473055809736252,
"m": 1.0
},
{
"p": 0.09701772779226303,
"m": 1.0
},
{
"p": 0.1051093339920044,
"m": 1.0
},
{
"p": 0.04969947412610054,
"m": 1.0
}
]
},
{
"epoch": 161,
"train_loss": 1.5159403085708618,
"val_loss": 0.7698646783828735,
"acc": 73.28,
"time": 294.7878633970395,
"param": [
{
"p": 0.06354442983865738,
"m": 1.0
},
{
"p": 0.039368100464344025,
"m": 1.0
},
{
"p": 0.08778475224971771,
"m": 1.0
},
{
"p": 0.07082284241914749,
"m": 1.0
},
{
"p": 0.049557462334632874,
"m": 1.0
},
{
"p": 0.02540634386241436,
"m": 1.0
},
{
"p": 0.08908721804618835,
"m": 1.0
},
{
"p": 0.057442110031843185,
"m": 1.0
},
{
"p": 0.09380457550287247,
"m": 1.0
},
{
"p": 0.10435996949672699,
"m": 1.0
},
{
"p": 0.0732187032699585,
"m": 1.0
},
{
"p": 0.10383491218090057,
"m": 1.0
},
{
"p": 0.09839925915002823,
"m": 1.0
},
{
"p": 0.043369367718696594,
"m": 1.0
}
]
},
{
"epoch": 162,
"train_loss": 1.2763248682022095,
"val_loss": 0.6620857119560242,
"acc": 73.99,
"time": 311.23749631096143,
"param": [
{
"p": 0.09766501188278198,
"m": 1.0
},
{
"p": 0.02574240043759346,
"m": 1.0
},
{
"p": 0.08728934079408646,
"m": 1.0
},
{
"p": 0.04086650535464287,
"m": 1.0
},
{
"p": 0.03567173331975937,
"m": 1.0
},
{
"p": 0.02709192968904972,
"m": 1.0
},
{
"p": 0.07204195857048035,
"m": 1.0
},
{
"p": 0.08764166384935379,
"m": 1.0
},
{
"p": 0.0891437977552414,
"m": 1.0
},
{
"p": 0.10056748241186142,
"m": 1.0
},
{
"p": 0.08484859019517899,
"m": 1.0
},
{
"p": 0.10761932283639908,
"m": 1.0
},
{
"p": 0.10820337384939194,
"m": 1.0
},
{
"p": 0.03560683876276016,
"m": 1.0
}
]
},
{
"epoch": 163,
"train_loss": 1.8692607879638672,
"val_loss": 0.7221054434776306,
"acc": 71.89,
"time": 307.9081210769946,
"param": [
{
"p": 0.08112360537052155,
"m": 1.0
},
{
"p": 0.02958683669567108,
"m": 1.0
},
{
"p": 0.07734043151140213,
"m": 1.0
},
{
"p": 0.08225700259208679,
"m": 1.0
},
{
"p": 0.03419554978609085,
"m": 1.0
},
{
"p": 0.04765788093209267,
"m": 1.0
},
{
"p": 0.0969206839799881,
"m": 1.0
},
{
"p": 0.06095563620328903,
"m": 1.0
},
{
"p": 0.062466830015182495,
"m": 1.0
},
{
"p": 0.08281794935464859,
"m": 1.0
},
{
"p": 0.07037348300218582,
"m": 1.0
},
{
"p": 0.09603384137153625,
"m": 1.0
},
{
"p": 0.09616508334875107,
"m": 1.0
},
{
"p": 0.08210518956184387,
"m": 1.0
}
]
},
{
"epoch": 164,
"train_loss": 1.6514415740966797,
"val_loss": 0.727831244468689,
"acc": 72.39,
"time": 312.4033279980067,
"param": [
{
"p": 0.07860938459634781,
"m": 1.0
},
{
"p": 0.013100722804665565,
"m": 1.0
},
{
"p": 0.07778167724609375,
"m": 1.0
},
{
"p": 0.07786592841148376,
"m": 1.0
},
{
"p": 0.05554506927728653,
"m": 1.0
},
{
"p": 0.04571251571178436,
"m": 1.0
},
{
"p": 0.06902584433555603,
"m": 1.0
},
{
"p": 0.0885070189833641,
"m": 1.0
},
{
"p": 0.09077567607164383,
"m": 1.0
},
{
"p": 0.09852715581655502,
"m": 1.0
},
{
"p": 0.09586994349956512,
"m": 1.0
},
{
"p": 0.07427631318569183,
"m": 1.0
},
{
"p": 0.0688035860657692,
"m": 1.0
},
{
"p": 0.06559919565916061,
"m": 1.0
}
]
},
{
"epoch": 165,
"train_loss": 1.3375604152679443,
"val_loss": 0.7590587735176086,
"acc": 73.69,
"time": 315.16579477500636,
"param": [
{
"p": 0.07784957438707352,
"m": 1.0
},
{
"p": 0.0007147178403101861,
"m": 1.0
},
{
"p": 0.11490240693092346,
"m": 1.0
},
{
"p": 0.027169091627001762,
"m": 1.0
},
{
"p": 0.049474261701107025,
"m": 1.0
},
{
"p": 0.024337513372302055,
"m": 1.0
},
{
"p": 0.08490034192800522,
"m": 1.0
},
{
"p": 0.08756694942712784,
"m": 1.0
},
{
"p": 0.09751802682876587,
"m": 1.0
},
{
"p": 0.10456245392560959,
"m": 1.0
},
{
"p": 0.09487909078598022,
"m": 1.0
},
{
"p": 0.13127762079238892,
"m": 1.0
},
{
"p": 0.0686909630894661,
"m": 1.0
},
{
"p": 0.036156997084617615,
"m": 1.0
}
]
},
{
"epoch": 166,
"train_loss": 1.758821964263916,
"val_loss": 0.8237342834472656,
"acc": 72.64,
"time": 315.98192252300214,
"param": [
{
"p": 0.11342582106590271,
"m": 1.0
},
{
"p": 0.05645633861422539,
"m": 1.0
},
{
"p": 0.08950401842594147,
"m": 1.0
},
{
"p": 0.0638231486082077,
"m": 1.0
},
{
"p": 0.06555869430303574,
"m": 1.0
},
{
"p": 0.02881290577352047,
"m": 1.0
},
{
"p": 0.08356314897537231,
"m": 1.0
},
{
"p": 0.08982403576374054,
"m": 1.0
},
{
"p": 0.07608507573604584,
"m": 1.0
},
{
"p": 0.05766422301530838,
"m": 1.0
},
{
"p": 0.06723412126302719,
"m": 1.0
},
{
"p": 0.06830743700265884,
"m": 1.0
},
{
"p": 0.08177042007446289,
"m": 1.0
},
{
"p": 0.057970479130744934,
"m": 1.0
}
]
},
{
"epoch": 167,
"train_loss": 1.6275980472564697,
"val_loss": 0.8170799612998962,
"acc": 74.07,
"time": 313.51396823104005,
"param": [
{
"p": 0.09413745999336243,
"m": 1.0
},
{
"p": 0.0287172831594944,
"m": 1.0
},
{
"p": 0.09101129323244095,
"m": 1.0
},
{
"p": 0.06347639858722687,
"m": 1.0
},
{
"p": 0.011350942775607109,
"m": 1.0
},
{
"p": 0.030740533024072647,
"m": 1.0
},
{
"p": 0.07547032088041306,
"m": 1.0
},
{
"p": 0.09157828241586685,
"m": 1.0
},
{
"p": 0.060768432915210724,
"m": 1.0
},
{
"p": 0.10453856736421585,
"m": 1.0
},
{
"p": 0.08593343943357468,
"m": 1.0
},
{
"p": 0.09507091343402863,
"m": 1.0
},
{
"p": 0.10237753391265869,
"m": 1.0
},
{
"p": 0.0648285448551178,
"m": 1.0
}
]
},
{
"epoch": 168,
"train_loss": 1.5401617288589478,
"val_loss": 0.694278359413147,
"acc": 72.61,
"time": 315.44384407799225,
"param": [
{
"p": 0.10436838865280151,
"m": 1.0
},
{
"p": 0.01294863224029541,
"m": 1.0
},
{
"p": 0.06940984725952148,
"m": 1.0
},
{
"p": 0.055826421827077866,
"m": 1.0
},
{
"p": 0.02033752202987671,
"m": 1.0
},
{
"p": 0.027974547818303108,
"m": 1.0
},
{
"p": 0.07751902937889099,
"m": 1.0
},
{
"p": 0.08559674769639969,
"m": 1.0
},
{
"p": 0.08860864490270615,
"m": 1.0
},
{
"p": 0.08163478970527649,
"m": 1.0
},
{
"p": 0.08972549438476562,
"m": 1.0
},
{
"p": 0.11539729684591293,
"m": 1.0
},
{
"p": 0.10312014818191528,
"m": 1.0
},
{
"p": 0.0675325021147728,
"m": 1.0
}
]
},
{
"epoch": 169,
"train_loss": 1.4004695415496826,
"val_loss": 0.7301924824714661,
"acc": 73.55,
"time": 311.4900932989549,
"param": [
{
"p": 0.08224895596504211,
"m": 1.0
},
{
"p": 0.0358755998313427,
"m": 1.0
},
{
"p": 0.07428742945194244,
"m": 1.0
},
{
"p": 0.09360118955373764,
"m": 1.0
},
{
"p": 0.031145084649324417,
"m": 1.0
},
{
"p": 0.05555671826004982,
"m": 1.0
},
{
"p": 0.08679447323083878,
"m": 1.0
},
{
"p": 0.058907587081193924,
"m": 1.0
},
{
"p": 0.08506762236356735,
"m": 1.0
},
{
"p": 0.0673195868730545,
"m": 1.0
},
{
"p": 0.08052526414394379,
"m": 1.0
},
{
"p": 0.12390557676553726,
"m": 1.0
},
{
"p": 0.09375084936618805,
"m": 1.0
},
{
"p": 0.031014086678624153,
"m": 1.0
}
]
},
{
"epoch": 170,
"train_loss": 1.2704439163208008,
"val_loss": 0.7051962018013,
"acc": 73.2,
"time": 310.6120206079795,
"param": [
{
"p": 0.08337174355983734,
"m": 1.0
},
{
"p": 0.042574457824230194,
"m": 1.0
},
{
"p": 0.08146427571773529,
"m": 1.0
},
{
"p": 0.05479586496949196,
"m": 1.0
},
{
"p": 0.06061558052897453,
"m": 1.0
},
{
"p": 0.060583196580410004,
"m": 1.0
},
{
"p": 0.07372064888477325,
"m": 1.0
},
{
"p": 0.08246267586946487,
"m": 1.0
},
{
"p": 0.07548265904188156,
"m": 1.0
},
{
"p": 0.09547997266054153,
"m": 1.0
},
{
"p": 0.04589886590838432,
"m": 1.0
},
{
"p": 0.0883314311504364,
"m": 1.0
},
{
"p": 0.08383840322494507,
"m": 1.0
},
{
"p": 0.07138021290302277,
"m": 1.0
}
]
},
{
"epoch": 171,
"train_loss": 1.5756499767303467,
"val_loss": 0.8293007612228394,
"acc": 73.51,
"time": 321.6954080229625,
"param": [
{
"p": 0.10033153742551804,
"m": 1.0
},
{
"p": 0.04747927188873291,
"m": 1.0
},
{
"p": 0.07592087239027023,
"m": 1.0
},
{
"p": 0.05306001752614975,
"m": 1.0
},
{
"p": 0.03897141292691231,
"m": 1.0
},
{
"p": 0.045436013489961624,
"m": 1.0
},
{
"p": 0.06550111621618271,
"m": 1.0
},
{
"p": 0.07571322470903397,
"m": 1.0
},
{
"p": 0.07001987099647522,
"m": 1.0
},
{
"p": 0.0832868218421936,
"m": 1.0
},
{
"p": 0.09100894629955292,
"m": 1.0
},
{
"p": 0.10504747182130814,
"m": 1.0
},
{
"p": 0.10092845559120178,
"m": 1.0
},
{
"p": 0.047294944524765015,
"m": 1.0
}
]
},
{
"epoch": 172,
"train_loss": 1.712661862373352,
"val_loss": 0.7718032598495483,
"acc": 72.86,
"time": 312.51021805399796,
"param": [
{
"p": 0.12667685747146606,
"m": 1.0
},
{
"p": 0.0006903004250489175,
"m": 1.0
},
{
"p": 0.08329110592603683,
"m": 1.0
},
{
"p": 0.05921725928783417,
"m": 1.0
},
{
"p": 0.07276423275470734,
"m": 1.0
},
{
"p": 0.04770674556493759,
"m": 1.0
},
{
"p": 0.07221098244190216,
"m": 1.0
},
{
"p": 0.07899418473243713,
"m": 1.0
},
{
"p": 0.056022658944129944,
"m": 1.0
},
{
"p": 0.07477205991744995,
"m": 1.0
},
{
"p": 0.051406871527433395,
"m": 1.0
},
{
"p": 0.09994576126337051,
"m": 1.0
},
{
"p": 0.11101040989160538,
"m": 1.0
},
{
"p": 0.0652906596660614,
"m": 1.0
}
]
},
{
"epoch": 173,
"train_loss": 1.683578372001648,
"val_loss": 0.694303035736084,
"acc": 73.28,
"time": 321.29885664995527,
"param": [
{
"p": 0.09836786240339279,
"m": 1.0
},
{
"p": 0.045005396008491516,
"m": 1.0
},
{
"p": 0.08267126232385635,
"m": 1.0
},
{
"p": 0.05798827111721039,
"m": 1.0
},
{
"p": 0.00866603758186102,
"m": 1.0
},
{
"p": 0.06095677241683006,
"m": 1.0
},
{
"p": 0.07643920928239822,
"m": 1.0
},
{
"p": 0.056627001613378525,
"m": 1.0
},
{
"p": 0.08629369735717773,
"m": 1.0
},
{
"p": 0.09069160372018814,
"m": 1.0
},
{
"p": 0.08649154752492905,
"m": 1.0
},
{
"p": 0.09692918509244919,
"m": 1.0
},
{
"p": 0.07860221713781357,
"m": 1.0
},
{
"p": 0.07427002489566803,
"m": 1.0
}
]
},
{
"epoch": 174,
"train_loss": 1.4433009624481201,
"val_loss": 0.8050524592399597,
"acc": 73.03,
"time": 324.3696652530343,
"param": [
{
"p": 0.09140055626630783,
"m": 1.0
},
{
"p": 0.039120305329561234,
"m": 1.0
},
{
"p": 0.0826493427157402,
"m": 1.0
},
{
"p": 0.05105317011475563,
"m": 1.0
},
{
"p": 0.053948335349559784,
"m": 1.0
},
{
"p": 0.03760397434234619,
"m": 1.0
},
{
"p": 0.05159847065806389,
"m": 1.0
},
{
"p": 0.07051045447587967,
"m": 1.0
},
{
"p": 0.047571003437042236,
"m": 1.0
},
{
"p": 0.12428202480077744,
"m": 1.0
},
{
"p": 0.06989806145429611,
"m": 1.0
},
{
"p": 0.09652041643857956,
"m": 1.0
},
{
"p": 0.10869332402944565,
"m": 1.0
},
{
"p": 0.0751505047082901,
"m": 1.0
}
]
},
{
"epoch": 175,
"train_loss": 1.678359031677246,
"val_loss": 0.7818570733070374,
"acc": 72.84,
"time": 323.62985867098905,
"param": [
{
"p": 0.1286163330078125,
"m": 1.0
},
{
"p": 0.03294500708580017,
"m": 1.0
},
{
"p": 0.07892568409442902,
"m": 1.0
},
{
"p": 0.06855472922325134,
"m": 1.0
},
{
"p": 0.03193384408950806,
"m": 1.0
},
{
"p": 0.04446149989962578,
"m": 1.0
},
{
"p": 0.09716144949197769,
"m": 1.0
},
{
"p": 0.08610337972640991,
"m": 1.0
},
{
"p": 0.056335825473070145,
"m": 1.0
},
{
"p": 0.08597410470247269,
"m": 1.0
},
{
"p": 0.07457023859024048,
"m": 1.0
},
{
"p": 0.06488906592130661,
"m": 1.0
},
{
"p": 0.09183859080076218,
"m": 1.0
},
{
"p": 0.05769025906920433,
"m": 1.0
}
]
},
{
"epoch": 176,
"train_loss": 1.502116084098816,
"val_loss": 0.7919285297393799,
"acc": 74.01,
"time": 317.63693501701346,
"param": [
{
"p": 0.09502682834863663,
"m": 1.0
},
{
"p": 0.038970623165369034,
"m": 1.0
},
{
"p": 0.09098309278488159,
"m": 1.0
},
{
"p": 0.06431449204683304,
"m": 1.0
},
{
"p": 0.024434242397546768,
"m": 1.0
},
{
"p": 0.0653277039527893,
"m": 1.0
},
{
"p": 0.0821431577205658,
"m": 1.0
},
{
"p": 0.08792149275541306,
"m": 1.0
},
{
"p": 0.09774484485387802,
"m": 1.0
},
{
"p": 0.06191210821270943,
"m": 1.0
},
{
"p": 0.06704265624284744,
"m": 1.0
},
{
"p": 0.07192311435937881,
"m": 1.0
},
{
"p": 0.10061169415712357,
"m": 1.0
},
{
"p": 0.05164390802383423,
"m": 1.0
}
]
},
{
"epoch": 177,
"train_loss": 1.6038259267807007,
"val_loss": 0.7253963947296143,
"acc": 73.94,
"time": 317.6556543769548,
"param": [
{
"p": 0.06834250688552856,
"m": 1.0
},
{
"p": 0.027659056708216667,
"m": 1.0
},
{
"p": 0.09145303815603256,
"m": 1.0
},
{
"p": 0.07467305660247803,
"m": 1.0
},
{
"p": 0.019109684973955154,
"m": 1.0
},
{
"p": 0.054057374596595764,
"m": 1.0
},
{
"p": 0.061426691710948944,
"m": 1.0
},
{
"p": 0.09748923033475876,
"m": 1.0
},
{
"p": 0.08585231006145477,
"m": 1.0
},
{
"p": 0.07908587157726288,
"m": 1.0
},
{
"p": 0.1159946396946907,
"m": 1.0
},
{
"p": 0.08493182808160782,
"m": 1.0
},
{
"p": 0.11151864379644394,
"m": 1.0
},
{
"p": 0.02840602397918701,
"m": 1.0
}
]
},
{
"epoch": 178,
"train_loss": 1.5602083206176758,
"val_loss": 0.8482670783996582,
"acc": 74.03,
"time": 325.6828007749864,
"param": [
{
"p": 0.09484193474054337,
"m": 1.0
},
{
"p": 0.002593810437247157,
"m": 1.0
},
{
"p": 0.08150005340576172,
"m": 1.0
},
{
"p": 0.08331576734781265,
"m": 1.0
},
{
"p": 0.08113794028759003,
"m": 1.0
},
{
"p": 0.0532427541911602,
"m": 1.0
},
{
"p": 0.06773382425308228,
"m": 1.0
},
{
"p": 0.09031540900468826,
"m": 1.0
},
{
"p": 0.0861954614520073,
"m": 1.0
},
{
"p": 0.10129725188016891,
"m": 1.0
},
{
"p": 0.02295972965657711,
"m": 1.0
},
{
"p": 0.10365256667137146,
"m": 1.0
},
{
"p": 0.09644916653633118,
"m": 1.0
},
{
"p": 0.03476431965827942,
"m": 1.0
}
]
},
{
"epoch": 179,
"train_loss": 1.5842602252960205,
"val_loss": 0.8187267780303955,
"acc": 73.64,
"time": 322.8840107740252,
"param": [
{
"p": 0.09232915937900543,
"m": 1.0
},
{
"p": 0.0036042327992618084,
"m": 1.0
},
{
"p": 0.08515419811010361,
"m": 1.0
},
{
"p": 0.05198094621300697,
"m": 1.0
},
{
"p": 0.07761070877313614,
"m": 1.0
},
{
"p": 0.060056231915950775,
"m": 1.0
},
{
"p": 0.08223208785057068,
"m": 1.0
},
{
"p": 0.06802936643362045,
"m": 1.0
},
{
"p": 0.0935102105140686,
"m": 1.0
},
{
"p": 0.059706125408411026,
"m": 1.0
},
{
"p": 0.07849662005901337,
"m": 1.0
},
{
"p": 0.09395693242549896,
"m": 1.0
},
{
"p": 0.0850236564874649,
"m": 1.0
},
{
"p": 0.06830956041812897,
"m": 1.0
}
]
},
{
"epoch": 180,
"train_loss": 1.2162617444992065,
"val_loss": 0.7692873477935791,
"acc": 74.06,
"time": 329.14401877700584,
"param": [
{
"p": 0.10827848315238953,
"m": 1.0
},
{
"p": 0.01445434708148241,
"m": 1.0
},
{
"p": 0.07807351648807526,
"m": 1.0
},
{
"p": 0.08891621232032776,
"m": 1.0
},
{
"p": 0.03244970366358757,
"m": 1.0
},
{
"p": 0.01416413951665163,
"m": 1.0
},
{
"p": 0.06572715938091278,
"m": 1.0
},
{
"p": 0.08988305181264877,
"m": 1.0
},
{
"p": 0.10168912261724472,
"m": 1.0
},
{
"p": 0.06020379811525345,
"m": 1.0
},
{
"p": 0.09861995279788971,
"m": 1.0
},
{
"p": 0.09296198934316635,
"m": 1.0
},
{
"p": 0.0944489985704422,
"m": 1.0
},
{
"p": 0.06012962386012077,
"m": 1.0
}
]
},
{
"epoch": 181,
"train_loss": 1.6533704996109009,
"val_loss": 0.8188245296478271,
"acc": 73.76,
"time": 335.2733396690455,
"param": [
{
"p": 0.098837710916996,
"m": 1.0
},
{
"p": 0.05512754246592522,
"m": 1.0
},
{
"p": 0.056205570697784424,
"m": 1.0
},
{
"p": 0.0969952791929245,
"m": 1.0
},
{
"p": 0.003991609439253807,
"m": 1.0
},
{
"p": 0.03570619970560074,
"m": 1.0
},
{
"p": 0.08637939393520355,
"m": 1.0
},
{
"p": 0.08955218642950058,
"m": 1.0
},
{
"p": 0.0682370737195015,
"m": 1.0
},
{
"p": 0.048800017684698105,
"m": 1.0
},
{
"p": 0.10770218819379807,
"m": 1.0
},
{
"p": 0.10235569626092911,
"m": 1.0
},
{
"p": 0.0745447650551796,
"m": 1.0
},
{
"p": 0.07556474208831787,
"m": 1.0
}
]
},
{
"epoch": 182,
"train_loss": 1.3592067956924438,
"val_loss": 0.7296966314315796,
"acc": 73.74,
"time": 321.6063492510002,
"param": [
{
"p": 0.0910007655620575,
"m": 1.0
},
{
"p": 0.014665158465504646,
"m": 1.0
},
{
"p": 0.0884615033864975,
"m": 1.0
},
{
"p": 0.08602036535739899,
"m": 1.0
},
{
"p": 0.03132133558392525,
"m": 1.0
},
{
"p": 0.013522912748157978,
"m": 1.0
},
{
"p": 0.1109621599316597,
"m": 1.0
},
{
"p": 0.04886322095990181,
"m": 1.0
},
{
"p": 0.09379219263792038,
"m": 1.0
},
{
"p": 0.0736117959022522,
"m": 1.0
},
{
"p": 0.07838916778564453,
"m": 1.0
},
{
"p": 0.10123459249734879,
"m": 1.0
},
{
"p": 0.1047256588935852,
"m": 1.0
},
{
"p": 0.06342922151088715,
"m": 1.0
}
]
},
{
"epoch": 183,
"train_loss": 1.583616852760315,
"val_loss": 0.7792510390281677,
"acc": 73.38,
"time": 321.076186211023,
"param": [
{
"p": 0.09433091431856155,
"m": 1.0
},
{
"p": 0.040929265320301056,
"m": 1.0
},
{
"p": 0.10315603762865067,
"m": 1.0
},
{
"p": 0.07364575564861298,
"m": 1.0
},
{
"p": 0.04681692644953728,
"m": 1.0
},
{
"p": 0.05181692913174629,
"m": 1.0
},
{
"p": 0.07019255310297012,
"m": 1.0
},
{
"p": 0.048058658838272095,
"m": 1.0
},
{
"p": 0.06815365701913834,
"m": 1.0
},
{
"p": 0.08349088579416275,
"m": 1.0
},
{
"p": 0.0769171491265297,
"m": 1.0
},
{
"p": 0.0824812799692154,
"m": 1.0
},
{
"p": 0.09870091080665588,
"m": 1.0
},
{
"p": 0.06130903214216232,
"m": 1.0
}
]
},
{
"epoch": 184,
"train_loss": 1.5470246076583862,
"val_loss": 0.7366276383399963,
"acc": 73.7,
"time": 322.13242506596725,
"param": [
{
"p": 0.07496846467256546,
"m": 1.0
},
{
"p": 0.041660502552986145,
"m": 1.0
},
{
"p": 0.07519466429948807,
"m": 1.0
},
{
"p": 0.05242704600095749,
"m": 1.0
},
{
"p": 0.05319708213210106,
"m": 1.0
},
{
"p": 0.04928162321448326,
"m": 1.0
},
{
"p": 0.09104149043560028,
"m": 1.0
},
{
"p": 0.05716448649764061,
"m": 1.0
},
{
"p": 0.08244655281305313,
"m": 1.0
},
{
"p": 0.06407830119132996,
"m": 1.0
},
{
"p": 0.09055131673812866,
"m": 1.0
},
{
"p": 0.10738547146320343,
"m": 1.0
},
{
"p": 0.10621081292629242,
"m": 1.0
},
{
"p": 0.05439205467700958,
"m": 1.0
}
]
},
{
"epoch": 185,
"train_loss": 1.5933581590652466,
"val_loss": 0.708557665348053,
"acc": 73.62,
"time": 334.4932728530257,
"param": [
{
"p": 0.12006235867738724,
"m": 1.0
},
{
"p": 0.05199287459254265,
"m": 1.0
},
{
"p": 0.07797307521104813,
"m": 1.0
},
{
"p": 0.11076317727565765,
"m": 1.0
},
{
"p": 0.023807097226381302,
"m": 1.0
},
{
"p": 0.021218348294496536,
"m": 1.0
},
{
"p": 0.0711778849363327,
"m": 1.0
},
{
"p": 0.09243548661470413,
"m": 1.0
},
{
"p": 0.08207684010267258,
"m": 1.0
},
{
"p": 0.06365867704153061,
"m": 1.0
},
{
"p": 0.08265254646539688,
"m": 1.0
},
{
"p": 0.05523473024368286,
"m": 1.0
},
{
"p": 0.10144590586423874,
"m": 1.0
},
{
"p": 0.04550094157457352,
"m": 1.0
}
]
},
{
"epoch": 186,
"train_loss": 1.5521888732910156,
"val_loss": 0.805763304233551,
"acc": 73.31,
"time": 329.2580976219615,
"param": [
{
"p": 0.09184153378009796,
"m": 1.0
},
{
"p": 0.03551647439599037,
"m": 1.0
},
{
"p": 0.07643257081508636,
"m": 1.0
},
{
"p": 0.06837502866983414,
"m": 1.0
},
{
"p": 0.03678150475025177,
"m": 1.0
},
{
"p": 0.04742278903722763,
"m": 1.0
},
{
"p": 0.09783730655908585,
"m": 1.0
},
{
"p": 0.06958691030740738,
"m": 1.0
},
{
"p": 0.0952392965555191,
"m": 1.0
},
{
"p": 0.07954542338848114,
"m": 1.0
},
{
"p": 0.0660303384065628,
"m": 1.0
},
{
"p": 0.0930848941206932,
"m": 1.0
},
{
"p": 0.09458669275045395,
"m": 1.0
},
{
"p": 0.047719232738018036,
"m": 1.0
}
]
},
{
"epoch": 187,
"train_loss": 1.251862645149231,
"val_loss": 0.8629953265190125,
"acc": 74.14,
"time": 333.4113530170289,
"param": [
{
"p": 0.10120691359043121,
"m": 1.0
},
{
"p": 0.036439575254917145,
"m": 1.0
},
{
"p": 0.09743393212556839,
"m": 1.0
},
{
"p": 0.060685303062200546,
"m": 1.0
},
{
"p": 0.02959478460252285,
"m": 1.0
},
{
"p": 0.021949665620923042,
"m": 1.0
},
{
"p": 0.06887295097112656,
"m": 1.0
},
{
"p": 0.07467233389616013,
"m": 1.0
},
{
"p": 0.09188840538263321,
"m": 1.0
},
{
"p": 0.0866883248090744,
"m": 1.0
},
{
"p": 0.06963256001472473,
"m": 1.0
},
{
"p": 0.1015259325504303,
"m": 1.0
},
{
"p": 0.10323476791381836,
"m": 1.0
},
{
"p": 0.05617443099617958,
"m": 1.0
}
]
},
{
"epoch": 188,
"train_loss": 1.5931390523910522,
"val_loss": 0.6942377090454102,
"acc": 74.43,
"time": 322.7668306650012,
"param": [
{
"p": 0.0811208114027977,
"m": 1.0
},
{
"p": 0.04107407480478287,
"m": 1.0
},
{
"p": 0.0960468053817749,
"m": 1.0
},
{
"p": 0.05439220368862152,
"m": 1.0
},
{
"p": 0.04713024944067001,
"m": 1.0
},
{
"p": 0.025883182883262634,
"m": 1.0
},
{
"p": 0.0663321241736412,
"m": 1.0
},
{
"p": 0.08064013719558716,
"m": 1.0
},
{
"p": 0.0836450532078743,
"m": 1.0
},
{
"p": 0.09568382054567337,
"m": 1.0
},
{
"p": 0.0888085886836052,
"m": 1.0
},
{
"p": 0.09552840888500214,
"m": 1.0
},
{
"p": 0.0798620656132698,
"m": 1.0
},
{
"p": 0.06385249644517899,
"m": 1.0
}
]
},
{
"epoch": 189,
"train_loss": 1.494816541671753,
"val_loss": 0.7178879380226135,
"acc": 74.08,
"time": 316.2828435880365,
"param": [
{
"p": 0.10262861847877502,
"m": 1.0
},
{
"p": 0.028544588014483452,
"m": 1.0
},
{
"p": 0.09127404540777206,
"m": 1.0
},
{
"p": 0.07468487322330475,
"m": 1.0
},
{
"p": 0.026667194440960884,
"m": 1.0
},
{
"p": 0.03716679662466049,
"m": 1.0
},
{
"p": 0.09192357212305069,
"m": 1.0
},
{
"p": 0.043729156255722046,
"m": 1.0
},
{
"p": 0.08103485405445099,
"m": 1.0
},
{
"p": 0.08861790597438812,
"m": 1.0
},
{
"p": 0.04181423410773277,
"m": 1.0
},
{
"p": 0.0787297859787941,
"m": 1.0
},
{
"p": 0.11197040230035782,
"m": 1.0
},
{
"p": 0.10121405124664307,
"m": 1.0
}
]
},
{
"epoch": 190,
"train_loss": 1.420667052268982,
"val_loss": 0.8674317598342896,
"acc": 74.45,
"time": 341.42587289604126,
"param": [
{
"p": 0.09749212116003036,
"m": 1.0
},
{
"p": 0.056565411388874054,
"m": 1.0
},
{
"p": 0.07369595021009445,
"m": 1.0
},
{
"p": 0.0896027684211731,
"m": 1.0
},
{
"p": 0.05167321488261223,
"m": 1.0
},
{
"p": 0.03910478577017784,
"m": 1.0
},
{
"p": 0.04018864408135414,
"m": 1.0
},
{
"p": 0.07091893255710602,
"m": 1.0
},
{
"p": 0.07199447602033615,
"m": 1.0
},
{
"p": 0.08053292334079742,
"m": 1.0
},
{
"p": 0.09645767509937286,
"m": 1.0
},
{
"p": 0.07493856549263,
"m": 1.0
},
{
"p": 0.09345193952322006,
"m": 1.0
},
{
"p": 0.06338255852460861,
"m": 1.0
}
]
},
{
"epoch": 191,
"train_loss": 1.5836102962493896,
"val_loss": 0.7431560158729553,
"acc": 74.46,
"time": 342.16208955203183,
"param": [
{
"p": 0.09793522953987122,
"m": 1.0
},
{
"p": 0.03895677626132965,
"m": 1.0
},
{
"p": 0.1067766398191452,
"m": 1.0
},
{
"p": 0.05761250853538513,
"m": 1.0
},
{
"p": 0.0907905176281929,
"m": 1.0
},
{
"p": 0.0006837372784502804,
"m": 1.0
},
{
"p": 0.04710235446691513,
"m": 1.0
},
{
"p": 0.0962318703532219,
"m": 1.0
},
{
"p": 0.06689653545618057,
"m": 1.0
},
{
"p": 0.05316532775759697,
"m": 1.0
},
{
"p": 0.1208321675658226,
"m": 1.0
},
{
"p": 0.06668335199356079,
"m": 1.0
},
{
"p": 0.10392582416534424,
"m": 1.0
},
{
"p": 0.05240717530250549,
"m": 1.0
}
]
},
{
"epoch": 192,
"train_loss": 1.3514928817749023,
"val_loss": 0.7721549868583679,
"acc": 74.5,
"time": 343.7089166130172,
"param": [
{
"p": 0.12838807702064514,
"m": 1.0
},
{
"p": 0.04105018824338913,
"m": 1.0
},
{
"p": 0.08664708584547043,
"m": 1.0
},
{
"p": 0.05157431587576866,
"m": 1.0
},
{
"p": 0.01829172857105732,
"m": 1.0
},
{
"p": 0.055039435625076294,
"m": 1.0
},
{
"p": 0.0429498516023159,
"m": 1.0
},
{
"p": 0.05398399382829666,
"m": 1.0
},
{
"p": 0.07007671892642975,
"m": 1.0
},
{
"p": 0.08780097216367722,
"m": 1.0
},
{
"p": 0.10793381184339523,
"m": 1.0
},
{
"p": 0.08953584730625153,
"m": 1.0
},
{
"p": 0.08955633640289307,
"m": 1.0
},
{
"p": 0.07717165350914001,
"m": 1.0
}
]
},
{
"epoch": 193,
"train_loss": 1.548224925994873,
"val_loss": 0.6909169554710388,
"acc": 74.05,
"time": 366.2755330830114,
"param": [
{
"p": 0.09437845647335052,
"m": 1.0
},
{
"p": 0.01245554443448782,
"m": 1.0
},
{
"p": 0.0793050080537796,
"m": 1.0
},
{
"p": 0.08426172286272049,
"m": 1.0
},
{
"p": 0.023812195286154747,
"m": 1.0
},
{
"p": 0.061493974179029465,
"m": 1.0
},
{
"p": 0.0821206271648407,
"m": 1.0
},
{
"p": 0.09250016510486603,
"m": 1.0
},
{
"p": 0.1002882793545723,
"m": 1.0
},
{
"p": 0.04254776984453201,
"m": 1.0
},
{
"p": 0.10779324173927307,
"m": 1.0
},
{
"p": 0.07922172546386719,
"m": 1.0
},
{
"p": 0.10061037540435791,
"m": 1.0
},
{
"p": 0.03921084478497505,
"m": 1.0
}
]
},
{
"epoch": 194,
"train_loss": 1.5682437419891357,
"val_loss": 0.7749711275100708,
"acc": 73.16,
"time": 331.1085099549964,
"param": [
{
"p": 0.0878465473651886,
"m": 1.0
},
{
"p": 0.03385695442557335,
"m": 1.0
},
{
"p": 0.10376061499118805,
"m": 1.0
},
{
"p": 0.053920943289995193,
"m": 1.0
},
{
"p": 0.048517096787691116,
"m": 1.0
},
{
"p": 0.024172410368919373,
"m": 1.0
},
{
"p": 0.06446007639169693,
"m": 1.0
},
{
"p": 0.0784553587436676,
"m": 1.0
},
{
"p": 0.07840529084205627,
"m": 1.0
},
{
"p": 0.07026432454586029,
"m": 1.0
},
{
"p": 0.0751105472445488,
"m": 1.0
},
{
"p": 0.10652134567499161,
"m": 1.0
},
{
"p": 0.11018845438957214,
"m": 1.0
},
{
"p": 0.06452001631259918,
"m": 1.0
}
]
},
{
"epoch": 195,
"train_loss": 1.384548544883728,
"val_loss": 0.7623677849769592,
"acc": 73.79,
"time": 336.3644703309983,
"param": [
{
"p": 0.07765110582113266,
"m": 1.0
},
{
"p": 0.02286740392446518,
"m": 1.0
},
{
"p": 0.07753931730985641,
"m": 1.0
},
{
"p": 0.09121689200401306,
"m": 1.0
},
{
"p": 0.044120870530605316,
"m": 1.0
},
{
"p": 0.0352463573217392,
"m": 1.0
},
{
"p": 0.08576830476522446,
"m": 1.0
},
{
"p": 0.08162133395671844,
"m": 1.0
},
{
"p": 0.057901300489902496,
"m": 1.0
},
{
"p": 0.10621818155050278,
"m": 1.0
},
{
"p": 0.09202750772237778,
"m": 1.0
},
{
"p": 0.07556802779436111,
"m": 1.0
},
{
"p": 0.09452711790800095,
"m": 1.0
},
{
"p": 0.057726286351680756,
"m": 1.0
}
]
},
{
"epoch": 196,
"train_loss": 1.2874820232391357,
"val_loss": 0.8002843260765076,
"acc": 73.53,
"time": 335.79435677296715,
"param": [
{
"p": 0.0827953964471817,
"m": 1.0
},
{
"p": 0.019732270389795303,
"m": 1.0
},
{
"p": 0.08311526477336884,
"m": 1.0
},
{
"p": 0.07580360025167465,
"m": 1.0
},
{
"p": 0.06355352699756622,
"m": 1.0
},
{
"p": 0.050074588507413864,
"m": 1.0
},
{
"p": 0.07596824318170547,
"m": 1.0
},
{
"p": 0.06542285531759262,
"m": 1.0
},
{
"p": 0.07233530282974243,
"m": 1.0
},
{
"p": 0.10603991150856018,
"m": 1.0
},
{
"p": 0.0679619163274765,
"m": 1.0
},
{
"p": 0.06438755989074707,
"m": 1.0
},
{
"p": 0.12059035897254944,
"m": 1.0
},
{
"p": 0.052219197154045105,
"m": 1.0
}
]
},
{
"epoch": 197,
"train_loss": 1.6122643947601318,
"val_loss": 0.8754220604896545,
"acc": 74.22,
"time": 338.2713777870522,
"param": [
{
"p": 0.07787884771823883,
"m": 1.0
},
{
"p": 0.0006867866613902152,
"m": 1.0
},
{
"p": 0.12069268524646759,
"m": 1.0
},
{
"p": 0.06700306385755539,
"m": 1.0
},
{
"p": 0.06682687997817993,
"m": 1.0
},
{
"p": 0.016837306320667267,
"m": 1.0
},
{
"p": 0.08991332352161407,
"m": 1.0
},
{
"p": 0.07211427390575409,
"m": 1.0
},
{
"p": 0.08922604471445084,
"m": 1.0
},
{
"p": 0.07036129385232925,
"m": 1.0
},
{
"p": 0.08687105029821396,
"m": 1.0
},
{
"p": 0.09907758235931396,
"m": 1.0
},
{
"p": 0.07137496024370193,
"m": 1.0
},
{
"p": 0.07113583385944366,
"m": 1.0
}
]
},
{
"epoch": 198,
"train_loss": 1.5436245203018188,
"val_loss": 0.6858444213867188,
"acc": 73.87,
"time": 339.20452723500784,
"param": [
{
"p": 0.13391368091106415,
"m": 1.0
},
{
"p": 0.009693989530205727,
"m": 1.0
},
{
"p": 0.0779813602566719,
"m": 1.0
},
{
"p": 0.08417970687150955,
"m": 1.0
},
{
"p": 0.06260628253221512,
"m": 1.0
},
{
"p": 0.0029268483631312847,
"m": 1.0
},
{
"p": 0.04968659207224846,
"m": 1.0
},
{
"p": 0.08651156723499298,
"m": 1.0
},
{
"p": 0.07752116769552231,
"m": 1.0
},
{
"p": 0.1021231859922409,
"m": 1.0
},
{
"p": 0.08678171783685684,
"m": 1.0
},
{
"p": 0.05319033935666084,
"m": 1.0
},
{
"p": 0.09182313829660416,
"m": 1.0
},
{
"p": 0.08106040209531784,
"m": 1.0
}
]
},
{
"epoch": 199,
"train_loss": 1.2173316478729248,
"val_loss": 0.773156464099884,
"acc": 73.48,
"time": 346.6301913150237,
"param": [
{
"p": 0.1027156412601471,
"m": 1.0
},
{
"p": 0.023616623133420944,
"m": 1.0
},
{
"p": 0.10569504648447037,
"m": 1.0
},
{
"p": 0.05261250585317612,
"m": 1.0
},
{
"p": 0.005341929383575916,
"m": 1.0
},
{
"p": 0.04254695400595665,
"m": 1.0
},
{
"p": 0.07895499467849731,
"m": 1.0
},
{
"p": 0.06881695240736008,
"m": 1.0
},
{
"p": 0.10087381303310394,
"m": 1.0
},
{
"p": 0.09963615983724594,
"m": 1.0
},
{
"p": 0.09636156260967255,
"m": 1.0
},
{
"p": 0.04055174067616463,
"m": 1.0
},
{
"p": 0.12004082649946213,
"m": 1.0
},
{
"p": 0.062235258519649506,
"m": 1.0
}
]
},
{
"epoch": 200,
"train_loss": 1.4231066703796387,
"val_loss": 0.9077638983726501,
"acc": 74.28,
"time": 360.5103759030462,
"param": [
{
"p": 0.10070368647575378,
"m": 1.0
},
{
"p": 0.04592962563037872,
"m": 1.0
},
{
"p": 0.09537285566329956,
"m": 1.0
},
{
"p": 0.059738971292972565,
"m": 1.0
},
{
"p": 0.0544867143034935,
"m": 1.0
},
{
"p": 0.0006771726766601205,
"m": 1.0
},
{
"p": 0.1006641834974289,
"m": 1.0
},
{
"p": 0.045014698058366776,
"m": 1.0
},
{
"p": 0.05539912357926369,
"m": 1.0
},
{
"p": 0.08757882565259933,
"m": 1.0
},
{
"p": 0.09592773020267487,
"m": 1.0
},
{
"p": 0.08970808237791061,
"m": 1.0
},
{
"p": 0.08911905437707901,
"m": 1.0
},
{
"p": 0.07967919856309891,
"m": 1.0
}
]
}
]
}