AntoineH/smart_augmentation
1
0
Fork 0
mirror of https://github.com/AntoineHX/smart_augmentation.git synced 2025-05-04 12:10:45 +02:00
Code Issues Projects Releases Packages Wiki Activity
smart_augmentation/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx4-Mag)-LeNet)-150epochs(dataug:0)-1in_it-1.json
root 3c2022de32 Res Brutus Test
2019-11-27 09:41:19 -05:00

9776 lines
No EOL
157 KiB
JSON
Raw Blame History

{
"Accuracy": 72.93,
"Time": [
236.75189314031275,
1.017872746211593
],
"Device": "Graphics Device",
"Param_names": [
"Identity",
"FlipUD",
"FlipLR",
"Rotate",
"TranslateX",
"TranslateY",
"ShearX",
"ShearY",
"Contrast",
"Color",
"Brightness",
"Sharpness",
"Posterize",
"Solarize"
],
"Log": [
{
"epoch": 1,
"train_loss": 2.297292947769165,
"val_loss": 2.290766954421997,
"acc": 14.42,
"time": 235.6898899790831,
"param": [
{
"p": 0.06985829770565033,
"m": 1.0
},
{
"p": 0.03788184002041817,
"m": 1.0
},
{
"p": 0.14823664724826813,
"m": 1.0
},
{
"p": 0.10155384242534637,
"m": 1.0
},
{
"p": 0.022511502727866173,
"m": 1.0
},
{
"p": 0.044162411242723465,
"m": 1.0
},
{
"p": 0.11141449958086014,
"m": 1.0
},
{
"p": 0.0491989329457283,
"m": 0.9988463521003723
},
{
"p": 0.0888652428984642,
"m": 1.0
},
{
"p": 0.12436434626579285,
"m": 1.0
},
{
"p": 0.02392851747572422,
"m": 0.9960599541664124
},
{
"p": 0.10158630460500717,
"m": 0.9994786381721497
},
{
"p": 0.07283886522054672,
"m": 1.0
},
{
"p": 0.003598779672756791,
"m": 1.0
}
]
},
{
"epoch": 2,
"train_loss": 2.2299962043762207,
"val_loss": 2.1975290775299072,
"acc": 21.08,
"time": 236.55676223803312,
"param": [
{
"p": 0.04639767110347748,
"m": 1.0
},
{
"p": 0.10735807567834854,
"m": 1.0
},
{
"p": 0.036069657653570175,
"m": 1.0
},
{
"p": 0.0912839025259018,
"m": 0.9859182834625244
},
{
"p": 0.07280083745718002,
"m": 0.8781589865684509
},
{
"p": 0.09715647250413895,
"m": 0.8571978807449341
},
{
"p": 0.10385426133871078,
"m": 0.9915958046913147
},
{
"p": 0.09567511081695557,
"m": 0.9951063394546509
},
{
"p": 0.040167827159166336,
"m": 0.9723798632621765
},
{
"p": 0.08115900307893753,
"m": 1.0
},
{
"p": 0.07177837938070297,
"m": 0.9787052869796753
},
{
"p": 0.06441497057676315,
"m": 1.0
},
{
"p": 0.07661561667919159,
"m": 1.0
},
{
"p": 0.015268202871084213,
"m": 1.0
}
]
},
{
"epoch": 3,
"train_loss": 2.1182010173797607,
"val_loss": 2.0851802825927734,
"acc": 25.24,
"time": 235.85207655199338,
"param": [
{
"p": 0.053425226360559464,
"m": 1.0
},
{
"p": 0.044325754046440125,
"m": 1.0
},
{
"p": 0.06472776085138321,
"m": 1.0
},
{
"p": 0.12479554116725922,
"m": 0.9395758509635925
},
{
"p": 0.05467035621404648,
"m": 0.6927309036254883
},
{
"p": 0.07588644325733185,
"m": 0.6565864086151123
},
{
"p": 0.06589899957180023,
"m": 0.9597643613815308
},
{
"p": 0.09080231189727783,
"m": 0.9096452593803406
},
{
"p": 0.05856381729245186,
"m": 1.0
},
{
"p": 0.06410032510757446,
"m": 0.9670814275741577
},
{
"p": 0.09896465390920639,
"m": 1.0
},
{
"p": 0.0828416645526886,
"m": 1.0
},
{
"p": 0.09937509149312973,
"m": 1.0
},
{
"p": 0.021622130647301674,
"m": 1.0
}
]
},
{
"epoch": 4,
"train_loss": 2.1171891689300537,
"val_loss": 2.0227789878845215,
"acc": 28.77,
"time": 236.16881281707902,
"param": [
{
"p": 0.09618743509054184,
"m": 1.0
},
{
"p": 0.06371532380580902,
"m": 1.0
},
{
"p": 0.06850835680961609,
"m": 1.0
},
{
"p": 0.06177404895424843,
"m": 1.0
},
{
"p": 0.08828478306531906,
"m": 0.5370381474494934
},
{
"p": 0.05122983083128929,
"m": 0.6588271856307983
},
{
"p": 0.08993115276098251,
"m": 0.9881094098091125
},
{
"p": 0.07660097628831863,
"m": 0.8743681907653809
},
{
"p": 0.08024748414754868,
"m": 1.0
},
{
"p": 0.08326953649520874,
"m": 0.8158448934555054
},
{
"p": 0.09290174394845963,
"m": 1.0
},
{
"p": 0.06846920400857925,
"m": 1.0
},
{
"p": 0.07870036363601685,
"m": 1.0
},
{
"p": 0.00017967101302929223,
"m": 1.0
}
]
},
{
"epoch": 5,
"train_loss": 2.1485109329223633,
"val_loss": 1.9640507698059082,
"acc": 31.54,
"time": 235.14275197009556,
"param": [
{
"p": 0.07615552842617035,
"m": 1.0
},
{
"p": 0.05930455029010773,
"m": 1.0
},
{
"p": 0.07091682404279709,
"m": 1.0
},
{
"p": 0.08831267058849335,
"m": 0.9955015182495117
},
{
"p": 0.08412781357765198,
"m": 0.5878925323486328
},
{
"p": 0.08579712361097336,
"m": 0.506402313709259
},
{
"p": 0.048423878848552704,
"m": 0.9613662362098694
},
{
"p": 0.06721354275941849,
"m": 0.9927462339401245
},
{
"p": 0.0816061943769455,
"m": 1.0
},
{
"p": 0.08367568999528885,
"m": 0.6364179849624634
},
{
"p": 0.09363693743944168,
"m": 1.0
},
{
"p": 0.07495113462209702,
"m": 0.998183012008667
},
{
"p": 0.05558269843459129,
"m": 1.0
},
{
"p": 0.030295418575406075,
"m": 1.0
}
]
},
{
"epoch": 6,
"train_loss": 2.1440374851226807,
"val_loss": 1.9660192728042603,
"acc": 33.01,
"time": 236.18102367094252,
"param": [
{
"p": 0.07515271008014679,
"m": 1.0
},
{
"p": 0.10407217592000961,
"m": 1.0
},
{
"p": 0.09986744076013565,
"m": 1.0
},
{
"p": 0.07605033367872238,
"m": 0.9844812750816345
},
{
"p": 0.038725320249795914,
"m": 0.42645853757858276
},
{
"p": 0.09104309231042862,
"m": 0.5422374606132507
},
{
"p": 0.07490061968564987,
"m": 0.9673279523849487
},
{
"p": 0.033915676176548004,
"m": 0.9261278510093689
},
{
"p": 0.07815931737422943,
"m": 1.0
},
{
"p": 0.08474145829677582,
"m": 0.4158020615577698
},
{
"p": 0.07463447004556656,
"m": 1.0
},
{
"p": 0.08977006375789642,
"m": 0.9951545000076294
},
{
"p": 0.043251797556877136,
"m": 1.0
},
{
"p": 0.03571556881070137,
"m": 1.0
}
]
},
{
"epoch": 7,
"train_loss": 1.9752233028411865,
"val_loss": 1.7374720573425293,
"acc": 38.01,
"time": 234.67604077595752,
"param": [
{
"p": 0.06022839993238449,
"m": 1.0
},
{
"p": 0.045371297746896744,
"m": 1.0
},
{
"p": 0.10902617871761322,
"m": 1.0
},
{
"p": 0.08603150397539139,
"m": 0.8378235697746277
},
{
"p": 0.051120322197675705,
"m": 0.320749431848526
},
{
"p": 0.07006140798330307,
"m": 0.48728954792022705
},
{
"p": 0.08382503688335419,
"m": 0.8785896301269531
},
{
"p": 0.11561673134565353,
"m": 0.9630332589149475
},
{
"p": 0.07386621832847595,
"m": 1.0
},
{
"p": 0.07736339420080185,
"m": 0.32010453939437866
},
{
"p": 0.06837533414363861,
"m": 1.0
},
{
"p": 0.08619186282157898,
"m": 0.9937810301780701
},
{
"p": 0.06844791024923325,
"m": 1.0
},
{
"p": 0.004474487621337175,
"m": 1.0
}
]
},
{
"epoch": 8,
"train_loss": 2.0020744800567627,
"val_loss": 1.661178469657898,
"acc": 39.19,
"time": 237.10449724597856,
"param": [
{
"p": 0.08725789189338684,
"m": 1.0
},
{
"p": 0.0527777299284935,
"m": 1.0
},
{
"p": 0.06917623430490494,
"m": 1.0
},
{
"p": 0.08227363228797913,
"m": 0.8742313385009766
},
{
"p": 0.08070176839828491,
"m": 0.3244059681892395
},
{
"p": 0.09900565445423126,
"m": 0.5950624942779541
},
{
"p": 0.04982227459549904,
"m": 0.847725510597229
},
{
"p": 0.0771845355629921,
"m": 0.8371413350105286
},
{
"p": 0.057716500014066696,
"m": 1.0
},
{
"p": 0.03644712641835213,
"m": 0.30188754200935364
},
{
"p": 0.06416598707437515,
"m": 1.0
},
{
"p": 0.09532883018255234,
"m": 0.9909080862998962
},
{
"p": 0.0995648056268692,
"m": 1.0
},
{
"p": 0.04857704043388367,
"m": 1.0
}
]
},
{
"epoch": 9,
"train_loss": 1.9010294675827026,
"val_loss": 1.7458027601242065,
"acc": 39.4,
"time": 237.2260372400051,
"param": [
{
"p": 0.08117105811834335,
"m": 1.0
},
{
"p": 0.062008220702409744,
"m": 1.0
},
{
"p": 0.09788583964109421,
"m": 1.0
},
{
"p": 0.06574156880378723,
"m": 0.9093133807182312
},
{
"p": 0.07257360219955444,
"m": 0.18533095717430115
},
{
"p": 0.06404007226228714,
"m": 0.6519791483879089
},
{
"p": 0.07649915665388107,
"m": 0.756500244140625
},
{
"p": 0.07184179872274399,
"m": 0.9238418936729431
},
{
"p": 0.04399817809462547,
"m": 1.0
},
{
"p": 0.07924577593803406,
"m": 0.22302834689617157
},
{
"p": 0.07886862754821777,
"m": 1.0
},
{
"p": 0.06847374886274338,
"m": 1.0
},
{
"p": 0.07255609333515167,
"m": 1.0
},
{
"p": 0.06509623676538467,
"m": 1.0
}
]
},
{
"epoch": 10,
"train_loss": 1.905900239944458,
"val_loss": 1.580749750137329,
"acc": 40.89,
"time": 235.9158225770807,
"param": [
{
"p": 0.11310792714357376,
"m": 1.0
},
{
"p": 0.06938521564006805,
"m": 1.0
},
{
"p": 0.057631347328424454,
"m": 1.0
},
{
"p": 0.07986830919981003,
"m": 1.0
},
{
"p": 0.08666929602622986,
"m": 0.09472932666540146
},
{
"p": 0.030723480507731438,
"m": 0.6436129212379456
},
{
"p": 0.073445625603199,
"m": 0.9054696559906006
},
{
"p": 0.08243908733129501,
"m": 0.9998065233230591
},
{
"p": 0.058776117861270905,
"m": 0.9468767642974854
},
{
"p": 0.05623673275113106,
"m": 0.3171721398830414
},
{
"p": 0.08055447041988373,
"m": 0.9779157042503357
},
{
"p": 0.11195745319128036,
"m": 0.9983018040657043
},
{
"p": 0.0815415158867836,
"m": 1.0
},
{
"p": 0.017663482576608658,
"m": 1.0
}
]
},
{
"epoch": 11,
"train_loss": 1.905967354774475,
"val_loss": 1.6143141984939575,
"acc": 43.11,
"time": 236.99364895699546,
"param": [
{
"p": 0.07451432943344116,
"m": 1.0
},
{
"p": 0.09569574892520905,
"m": 1.0
},
{
"p": 0.07976946234703064,
"m": 1.0
},
{
"p": 0.10263359546661377,
"m": 0.9751719236373901
},
{
"p": 0.06598731875419617,
"m": 0.1420045644044876
},
{
"p": 0.03911323845386505,
"m": 0.4939737021923065
},
{
"p": 0.04554862529039383,
"m": 0.9732736945152283
},
{
"p": 0.07550172507762909,
"m": 0.9950376152992249
},
{
"p": 0.04799368232488632,
"m": 0.9322378635406494
},
{
"p": 0.06145432963967323,
"m": 0.3468390107154846
},
{
"p": 0.07536043971776962,
"m": 0.9983997344970703
},
{
"p": 0.09246084094047546,
"m": 1.0
},
{
"p": 0.09764754772186279,
"m": 1.0
},
{
"p": 0.046319104731082916,
"m": 1.0
}
]
},
{
"epoch": 12,
"train_loss": 1.8245561122894287,
"val_loss": 1.5282387733459473,
"acc": 45.56,
"time": 236.0843462990597,
"param": [
{
"p": 0.09090998768806458,
"m": 1.0
},
{
"p": 0.03643592447042465,
"m": 1.0
},
{
"p": 0.07162061333656311,
"m": 1.0
},
{
"p": 0.07994842529296875,
"m": 0.972748339176178
},
{
"p": 0.0870421901345253,
"m": 0.07890469580888748
},
{
"p": 0.06192274019122124,
"m": 0.5872920751571655
},
{
"p": 0.06710769981145859,
"m": 0.9431159496307373
},
{
"p": 0.093869149684906,
"m": 1.0
},
{
"p": 0.0411393903195858,
"m": 0.9715269207954407
},
{
"p": 0.07595161348581314,
"m": 0.3104322552680969
},
{
"p": 0.07203295081853867,
"m": 1.0
},
{
"p": 0.08708227425813675,
"m": 0.9974626898765564
},
{
"p": 0.08165322244167328,
"m": 1.0
},
{
"p": 0.0532836876809597,
"m": 1.0
}
]
},
{
"epoch": 13,
"train_loss": 1.6438055038452148,
"val_loss": 1.4386487007141113,
"acc": 45.36,
"time": 236.23535102396272,
"param": [
{
"p": 0.057600345462560654,
"m": 1.0
},
{
"p": 0.053802553564310074,
"m": 1.0
},
{
"p": 0.09379499405622482,
"m": 1.0
},
{
"p": 0.06515929847955704,
"m": 0.9871311783790588
},
{
"p": 0.08263440430164337,
"m": 0.036673467606306076
},
{
"p": 0.06226750463247299,
"m": 0.589200496673584
},
{
"p": 0.06166255474090576,
"m": 0.9570044875144958
},
{
"p": 0.06353244185447693,
"m": 0.9703381061553955
},
{
"p": 0.09146931767463684,
"m": 0.9996757507324219
},
{
"p": 0.03988836333155632,
"m": 0.34511157870292664
},
{
"p": 0.06650859862565994,
"m": 1.0
},
{
"p": 0.13244959712028503,
"m": 1.0
},
{
"p": 0.07590457797050476,
"m": 1.0
},
{
"p": 0.053325455635786057,
"m": 1.0
}
]
},
{
"epoch": 14,
"train_loss": 1.8136178255081177,
"val_loss": 1.482092022895813,
"acc": 47.79,
"time": 236.12122180697042,
"param": [
{
"p": 0.06600071489810944,
"m": 1.0
},
{
"p": 0.0685267299413681,
"m": 1.0
},
{
"p": 0.10473822802305222,
"m": 1.0
},
{
"p": 0.06945499032735825,
"m": 0.9987669587135315
},
{
"p": 0.10110103338956833,
"m": 0.17612072825431824
},
{
"p": 0.045091986656188965,
"m": 0.5513838529586792
},
{
"p": 0.08335304260253906,
"m": 0.9205009937286377
},
{
"p": 0.07010356336832047,
"m": 0.9690298438072205
},
{
"p": 0.05830231308937073,
"m": 0.9971184134483337
},
{
"p": 0.04634861275553703,
"m": 0.4025063216686249
},
{
"p": 0.053264882415533066,
"m": 0.9816811084747314
},
{
"p": 0.10453053563833237,
"m": 1.0
},
{
"p": 0.084010548889637,
"m": 1.0
},
{
"p": 0.04517282918095589,
"m": 1.0
}
]
},
{
"epoch": 15,
"train_loss": 1.756441593170166,
"val_loss": 1.584780216217041,
"acc": 43.86,
"time": 235.94368856202345,
"param": [
{
"p": 0.059276532381772995,
"m": 1.0
},
{
"p": 0.07474654167890549,
"m": 1.0
},
{
"p": 0.07927364856004715,
"m": 1.0
},
{
"p": 0.0888785645365715,
"m": 1.0
},
{
"p": 0.08999933302402496,
"m": 0.1544981151819229
},
{
"p": 0.06457949429750443,
"m": 0.6746416687965393
},
{
"p": 0.0988900363445282,
"m": 0.8541470766067505
},
{
"p": 0.07620839029550552,
"m": 1.0
},
{
"p": 0.07596606761217117,
"m": 0.97934490442276
},
{
"p": 0.0523940734565258,
"m": 0.3772749602794647
},
{
"p": 0.051592983305454254,
"m": 0.9316146373748779
},
{
"p": 0.09206537157297134,
"m": 1.0
},
{
"p": 0.07029788196086884,
"m": 1.0
},
{
"p": 0.02583112008869648,
"m": 1.0
}
]
},
{
"epoch": 16,
"train_loss": 1.567341685295105,
"val_loss": 1.4382721185684204,
"acc": 49.34,
"time": 236.05574124399573,
"param": [
{
"p": 0.07510244846343994,
"m": 1.0
},
{
"p": 0.0758366584777832,
"m": 1.0
},
{
"p": 0.06648026406764984,
"m": 1.0
},
{
"p": 0.07593782991170883,
"m": 0.9987624883651733
},
{
"p": 0.07433756440877914,
"m": 0.1968231052160263
},
{
"p": 0.05664234608411789,
"m": 0.6432318687438965
},
{
"p": 0.06895065307617188,
"m": 0.8102105855941772
},
{
"p": 0.07868742197751999,
"m": 0.9966670274734497
},
{
"p": 0.08068232983350754,
"m": 1.0
},
{
"p": 0.06475824117660522,
"m": 0.3411390781402588
},
{
"p": 0.07694081962108612,
"m": 1.0
},
{
"p": 0.09745744615793228,
"m": 0.9929282665252686
},
{
"p": 0.08194952458143234,
"m": 1.0
},
{
"p": 0.026236405596137047,
"m": 1.0
}
]
},
{
"epoch": 17,
"train_loss": 1.6869033575057983,
"val_loss": 1.5175285339355469,
"acc": 48.84,
"time": 234.87429106701165,
"param": [
{
"p": 0.07426781952381134,
"m": 1.0
},
{
"p": 0.0676530972123146,
"m": 1.0
},
{
"p": 0.08298683166503906,
"m": 1.0
},
{
"p": 0.07985325157642365,
"m": 0.9996839165687561
},
{
"p": 0.05909572169184685,
"m": 0.2669542729854584
},
{
"p": 0.060180094093084335,
"m": 0.5769069194793701
},
{
"p": 0.07648156583309174,
"m": 0.8474181294441223
},
{
"p": 0.06950493901968002,
"m": 1.0
},
{
"p": 0.10037783533334732,
"m": 0.9981174468994141
},
{
"p": 0.0824294313788414,
"m": 0.3949945271015167
},
{
"p": 0.0648076981306076,
"m": 0.948869526386261
},
{
"p": 0.07650810480117798,
"m": 1.0
},
{
"p": 0.08960974961519241,
"m": 1.0
},
{
"p": 0.01624378375709057,
"m": 1.0
}
]
},
{
"epoch": 18,
"train_loss": 1.7499953508377075,
"val_loss": 1.4820595979690552,
"acc": 49.41,
"time": 236.89180779701564,
"param": [
{
"p": 0.07695526629686356,
"m": 1.0
},
{
"p": 0.07176203280687332,
"m": 1.0
},
{
"p": 0.09374752640724182,
"m": 1.0
},
{
"p": 0.06204646825790405,
"m": 1.0
},
{
"p": 0.06294474005699158,
"m": 0.23017866909503937
},
{
"p": 0.061784956604242325,
"m": 0.5557959675788879
},
{
"p": 0.07028434425592422,
"m": 0.8380867838859558
},
{
"p": 0.08321522176265717,
"m": 1.0
},
{
"p": 0.06292373687028885,
"m": 1.0
},
{
"p": 0.0636998787522316,
"m": 0.34289470314979553
},
{
"p": 0.0702187716960907,
"m": 1.0
},
{
"p": 0.06933902949094772,
"m": 1.0
},
{
"p": 0.07351915538311005,
"m": 1.0
},
{
"p": 0.07755887508392334,
"m": 1.0
}
]
},
{
"epoch": 19,
"train_loss": 1.656049132347107,
"val_loss": 1.4078762531280518,
"acc": 49.32,
"time": 236.43500403489452,
"param": [
{
"p": 0.06250299513339996,
"m": 1.0
},
{
"p": 0.07128608971834183,
"m": 1.0
},
{
"p": 0.09207098931074142,
"m": 1.0
},
{
"p": 0.07924695312976837,
"m": 1.0
},
{
"p": 0.06620069593191147,
"m": 0.27783581614494324
},
{
"p": 0.06873633712530136,
"m": 0.5581645965576172
},
{
"p": 0.05467623472213745,
"m": 0.8925602436065674
},
{
"p": 0.08155175298452377,
"m": 1.0
},
{
"p": 0.0551464669406414,
"m": 0.998284101486206
},
{
"p": 0.06423461437225342,
"m": 0.33097323775291443
},
{
"p": 0.08316867798566818,
"m": 1.0
},
{
"p": 0.08794400095939636,
"m": 1.0
},
{
"p": 0.082862488925457,
"m": 1.0
},
{
"p": 0.05037170648574829,
"m": 1.0
}
]
},
{
"epoch": 20,
"train_loss": 1.7804328203201294,
"val_loss": 1.480010747909546,
"acc": 51.08,
"time": 239.02718162094243,
"param": [
{
"p": 0.08659380674362183,
"m": 1.0
},
{
"p": 0.07094673067331314,
"m": 1.0
},
{
"p": 0.09326376020908356,
"m": 1.0
},
{
"p": 0.07450314611196518,
"m": 1.0
},
{
"p": 0.06271988898515701,
"m": 0.19085140526294708
},
{
"p": 0.06547263264656067,
"m": 0.6314570307731628
},
{
"p": 0.07910345494747162,
"m": 0.8714891672134399
},
{
"p": 0.0872986912727356,
"m": 1.0
},
{
"p": 0.07849772274494171,
"m": 1.0
},
{
"p": 0.0313362255692482,
"m": 0.3924773633480072
},
{
"p": 0.06682613492012024,
"m": 0.9966598749160767
},
{
"p": 0.08938465267419815,
"m": 1.0
},
{
"p": 0.0715758353471756,
"m": 1.0
},
{
"p": 0.042477358132600784,
"m": 1.0
}
]
},
{
"epoch": 21,
"train_loss": 1.653307318687439,
"val_loss": 1.3529068231582642,
"acc": 53.15,
"time": 235.8248230960453,
"param": [
{
"p": 0.09441747516393661,
"m": 1.0
},
{
"p": 0.06983909755945206,
"m": 1.0
},
{
"p": 0.08066806197166443,
"m": 1.0
},
{
"p": 0.05538380891084671,
"m": 0.9831715822219849
},
{
"p": 0.06492685526609421,
"m": 0.23897907137870789
},
{
"p": 0.06829580664634705,
"m": 0.6254245042800903
},
{
"p": 0.07332341372966766,
"m": 0.8779724836349487
},
{
"p": 0.06591854244470596,
"m": 1.0
},
{
"p": 0.06133820116519928,
"m": 0.9346461296081543
},
{
"p": 0.049151454120874405,
"m": 0.42040035128593445
},
{
"p": 0.08004659414291382,
"m": 0.967758059501648
},
{
"p": 0.08653651177883148,
"m": 1.0
},
{
"p": 0.09481855481863022,
"m": 1.0
},
{
"p": 0.0553356297314167,
"m": 1.0
}
]
},
{
"epoch": 22,
"train_loss": 1.6709550619125366,
"val_loss": 1.3145395517349243,
"acc": 52.22,
"time": 237.02391560107935,
"param": [
{
"p": 0.07518940418958664,
"m": 1.0
},
{
"p": 0.05694364756345749,
"m": 1.0
},
{
"p": 0.0827445387840271,
"m": 1.0
},
{
"p": 0.0588688962161541,
"m": 0.9630791544914246
},
{
"p": 0.05748090520501137,
"m": 0.2815331220626831
},
{
"p": 0.07944955676794052,
"m": 0.6710736155509949
},
{
"p": 0.08224708586931229,
"m": 0.9210677742958069
},
{
"p": 0.08163090795278549,
"m": 1.0
},
{
"p": 0.07235051691532135,
"m": 0.9210582971572876
},
{
"p": 0.05921262502670288,
"m": 0.4682500958442688
},
{
"p": 0.06747064739465714,
"m": 0.9286359548568726
},
{
"p": 0.09138951450586319,
"m": 1.0
},
{
"p": 0.08642831444740295,
"m": 1.0
},
{
"p": 0.048593536019325256,
"m": 1.0
}
]
},
{
"epoch": 23,
"train_loss": 1.6002798080444336,
"val_loss": 1.3195964097976685,
"acc": 52.88,
"time": 237.3556089180056,
"param": [
{
"p": 0.07376278191804886,
"m": 1.0
},
{
"p": 0.07277920842170715,
"m": 1.0
},
{
"p": 0.08061107993125916,
"m": 1.0
},
{
"p": 0.08241794258356094,
"m": 0.9907374978065491
},
{
"p": 0.09553846716880798,
"m": 0.34935423731803894
},
{
"p": 0.06748244166374207,
"m": 0.7056970000267029
},
{
"p": 0.06348399817943573,
"m": 0.95146244764328
},
{
"p": 0.08133552968502045,
"m": 1.0
},
{
"p": 0.04782892391085625,
"m": 0.9700540900230408
},
{
"p": 0.06189511716365814,
"m": 0.4669968783855438
},
{
"p": 0.07699093967676163,
"m": 0.9705378413200378
},
{
"p": 0.09387919306755066,
"m": 1.0
},
{
"p": 0.09349416941404343,
"m": 1.0
},
{
"p": 0.008500179275870323,
"m": 1.0
}
]
},
{
"epoch": 24,
"train_loss": 1.4339534044265747,
"val_loss": 1.3465311527252197,
"acc": 52.81,
"time": 235.80120826291386,
"param": [
{
"p": 0.08064501732587814,
"m": 1.0
},
{
"p": 0.05738624185323715,
"m": 1.0
},
{
"p": 0.08995729684829712,
"m": 1.0
},
{
"p": 0.0708843320608139,
"m": 1.0
},
{
"p": 0.08163538575172424,
"m": 0.24767433106899261
},
{
"p": 0.05763833224773407,
"m": 0.693329393863678
},
{
"p": 0.07784651964902878,
"m": 0.9727868437767029
},
{
"p": 0.08130902051925659,
"m": 0.9883074760437012
},
{
"p": 0.0643552839756012,
"m": 1.0
},
{
"p": 0.07779427617788315,
"m": 0.5357793569564819
},
{
"p": 0.0720660611987114,
"m": 0.9993695020675659
},
{
"p": 0.0729566141963005,
"m": 1.0
},
{
"p": 0.08148888498544693,
"m": 1.0
},
{
"p": 0.034036729484796524,
"m": 1.0
}
]
},
{
"epoch": 25,
"train_loss": 1.4813834428787231,
"val_loss": 1.2648946046829224,
"acc": 53.66,
"time": 235.44039600994438,
"param": [
{
"p": 0.08608435094356537,
"m": 1.0
},
{
"p": 0.051275938749313354,
"m": 1.0
},
{
"p": 0.08555427938699722,
"m": 1.0
},
{
"p": 0.0958903357386589,
"m": 0.9960082769393921
},
{
"p": 0.06676468253135681,
"m": 0.22760215401649475
},
{
"p": 0.049961116164922714,
"m": 0.7075626254081726
},
{
"p": 0.06771304458379745,
"m": 0.9932385683059692
},
{
"p": 0.09119340777397156,
"m": 1.0
},
{
"p": 0.06772375106811523,
"m": 0.9962969422340393
},
{
"p": 0.07057113945484161,
"m": 0.5436022877693176
},
{
"p": 0.07330990582704544,
"m": 0.9988297820091248
},
{
"p": 0.06868122518062592,
"m": 1.0
},
{
"p": 0.09632667154073715,
"m": 1.0
},
{
"p": 0.028950095176696777,
"m": 1.0
}
]
},
{
"epoch": 26,
"train_loss": 1.6408329010009766,
"val_loss": 1.2286943197250366,
"acc": 54.35,
"time": 235.74732868908904,
"param": [
{
"p": 0.08589286357164383,
"m": 1.0
},
{
"p": 0.05821945518255234,
"m": 1.0
},
{
"p": 0.09192945063114166,
"m": 1.0
},
{
"p": 0.06614112108945847,
"m": 0.9423010945320129
},
{
"p": 0.07990224659442902,
"m": 0.22923283278942108
},
{
"p": 0.05793236568570137,
"m": 0.8677513003349304
},
{
"p": 0.09057766944169998,
"m": 0.9568309187889099
},
{
"p": 0.07209396362304688,
"m": 0.9524980187416077
},
{
"p": 0.0784517377614975,
"m": 1.0
},
{
"p": 0.061920810490846634,
"m": 0.5717408657073975
},
{
"p": 0.06848783046007156,
"m": 0.9940810203552246
},
{
"p": 0.07785490155220032,
"m": 1.0
},
{
"p": 0.06950496137142181,
"m": 1.0
},
{
"p": 0.04109065979719162,
"m": 1.0
}
]
},
{
"epoch": 27,
"train_loss": 1.5870373249053955,
"val_loss": 1.311218500137329,
"acc": 53.56,
"time": 236.13280504604336,
"param": [
{
"p": 0.08198873698711395,
"m": 1.0
},
{
"p": 0.053630903363227844,
"m": 1.0
},
{
"p": 0.11016464978456497,
"m": 1.0
},
{
"p": 0.06754795461893082,
"m": 0.9988843202590942
},
{
"p": 0.0358961746096611,
"m": 0.28550249338150024
},
{
"p": 0.08009947091341019,
"m": 0.8044602870941162
},
{
"p": 0.06486666202545166,
"m": 0.8996993899345398
},
{
"p": 0.07265172153711319,
"m": 1.0
},
{
"p": 0.05636167153716087,
"m": 0.9938597083091736
},
{
"p": 0.07258623093366623,
"m": 0.6061003804206848
},
{
"p": 0.08229675143957138,
"m": 0.9969833493232727
},
{
"p": 0.08176234364509583,
"m": 1.0
},
{
"p": 0.10543303191661835,
"m": 1.0
},
{
"p": 0.03471379727125168,
"m": 1.0
}
]
},
{
"epoch": 28,
"train_loss": 1.694326400756836,
"val_loss": 1.2738302946090698,
"acc": 55.92,
"time": 236.73788993200287,
"param": [
{
"p": 0.08281859755516052,
"m": 1.0
},
{
"p": 0.04712534323334694,
"m": 1.0
},
{
"p": 0.09458106011152267,
"m": 1.0
},
{
"p": 0.06710366904735565,
"m": 1.0
},
{
"p": 0.07254087924957275,
"m": 0.26471444964408875
},
{
"p": 0.08207592368125916,
"m": 0.8037205338478088
},
{
"p": 0.07462536543607712,
"m": 0.9736459851264954
},
{
"p": 0.07310947775840759,
"m": 0.9946228265762329
},
{
"p": 0.05938604846596718,
"m": 1.0
},
{
"p": 0.06905527412891388,
"m": 0.6370161175727844
},
{
"p": 0.06558923423290253,
"m": 1.0
},
{
"p": 0.07349469512701035,
"m": 1.0
},
{
"p": 0.0828225389122963,
"m": 1.0
},
{
"p": 0.05567198991775513,
"m": 1.0
}
]
},
{
"epoch": 29,
"train_loss": 1.5230211019515991,
"val_loss": 1.1300841569900513,
"acc": 54.98,
"time": 235.95193191093858,
"param": [
{
"p": 0.08275875449180603,
"m": 1.0
},
{
"p": 0.06937143951654434,
"m": 1.0
},
{
"p": 0.0796823799610138,
"m": 1.0
},
{
"p": 0.06602039933204651,
"m": 1.0
},
{
"p": 0.07107750326395035,
"m": 0.31045466661453247
},
{
"p": 0.04300665110349655,
"m": 0.88496994972229
},
{
"p": 0.06441159546375275,
"m": 1.0
},
{
"p": 0.08884549885988235,
"m": 1.0
},
{
"p": 0.07112590968608856,
"m": 1.0
},
{
"p": 0.07547172904014587,
"m": 0.5986989140510559
},
{
"p": 0.07550258189439774,
"m": 0.998816967010498
},
{
"p": 0.07704751938581467,
"m": 1.0
},
{
"p": 0.08769528567790985,
"m": 1.0
},
{
"p": 0.0479828417301178,
"m": 1.0
}
]
},
{
"epoch": 30,
"train_loss": 1.692204236984253,
"val_loss": 1.1353344917297363,
"acc": 55.34,
"time": 236.72377636295278,
"param": [
{
"p": 0.09301131963729858,
"m": 1.0
},
{
"p": 0.0729772076010704,
"m": 1.0
},
{
"p": 0.1014222502708435,
"m": 1.0
},
{
"p": 0.04724707454442978,
"m": 0.9414922595024109
},
{
"p": 0.047589514404535294,
"m": 0.2612733840942383
},
{
"p": 0.06607981026172638,
"m": 0.8804376125335693
},
{
"p": 0.08817560970783234,
"m": 0.965490460395813
},
{
"p": 0.06700082868337631,
"m": 0.9730953574180603
},
{
"p": 0.06705636531114578,
"m": 0.9833040237426758
},
{
"p": 0.07287713140249252,
"m": 0.6295773983001709
},
{
"p": 0.0663534626364708,
"m": 0.9936715364456177
},
{
"p": 0.07185664027929306,
"m": 1.0
},
{
"p": 0.09037788957357407,
"m": 1.0
},
{
"p": 0.047974854707717896,
"m": 1.0
}
]
},
{
"epoch": 31,
"train_loss": 1.5493313074111938,
"val_loss": 1.2023192644119263,
"acc": 55.06,
"time": 235.86608968791552,
"param": [
{
"p": 0.06545329838991165,
"m": 1.0
},
{
"p": 0.059735409915447235,
"m": 1.0
},
{
"p": 0.061470963060855865,
"m": 1.0
},
{
"p": 0.08688917011022568,
"m": 1.0
},
{
"p": 0.07073214650154114,
"m": 0.28714418411254883
},
{
"p": 0.06069076806306839,
"m": 0.924547016620636
},
{
"p": 0.05274219438433647,
"m": 0.981187641620636
},
{
"p": 0.06375928223133087,
"m": 1.0
},
{
"p": 0.07094863802194595,
"m": 0.9676303863525391
},
{
"p": 0.10106347501277924,
"m": 0.6428129076957703
},
{
"p": 0.08620162308216095,
"m": 1.0
},
{
"p": 0.06599266827106476,
"m": 1.0
},
{
"p": 0.06982338428497314,
"m": 1.0
},
{
"p": 0.08449696749448776,
"m": 1.0
}
]
},
{
"epoch": 32,
"train_loss": 1.5721343755722046,
"val_loss": 1.250053882598877,
"acc": 55.86,
"time": 236.40816573193297,
"param": [
{
"p": 0.08780040591955185,
"m": 1.0
},
{
"p": 0.07220885157585144,
"m": 1.0
},
{
"p": 0.07640808820724487,
"m": 1.0
},
{
"p": 0.07524387538433075,
"m": 1.0
},
{
"p": 0.06908543407917023,
"m": 0.36819231510162354
},
{
"p": 0.06002526357769966,
"m": 0.907753586769104
},
{
"p": 0.07899564504623413,
"m": 1.0
},
{
"p": 0.0806918740272522,
"m": 1.0
},
{
"p": 0.061469051986932755,
"m": 1.0
},
{
"p": 0.07075680792331696,
"m": 0.6513779163360596
},
{
"p": 0.07492286711931229,
"m": 0.9999297857284546
},
{
"p": 0.07924222946166992,
"m": 1.0
},
{
"p": 0.07600104808807373,
"m": 1.0
},
{
"p": 0.03714855760335922,
"m": 1.0
}
]
},
{
"epoch": 33,
"train_loss": 1.6077853441238403,
"val_loss": 1.2163150310516357,
"acc": 56.59,
"time": 237.27343943703454,
"param": [
{
"p": 0.08360880613327026,
"m": 1.0
},
{
"p": 0.09931748360395432,
"m": 1.0
},
{
"p": 0.06750261038541794,
"m": 1.0
},
{
"p": 0.06802190095186234,
"m": 0.9936848282814026
},
{
"p": 0.06571699678897858,
"m": 0.36420342326164246
},
{
"p": 0.04775339737534523,
"m": 0.9939400553703308
},
{
"p": 0.0657137855887413,
"m": 1.0
},
{
"p": 0.06885744631290436,
"m": 1.0
},
{
"p": 0.07997605949640274,
"m": 1.0
},
{
"p": 0.07034819573163986,
"m": 0.7050776481628418
},
{
"p": 0.05892462283372879,
"m": 1.0
},
{
"p": 0.0881805568933487,
"m": 1.0
},
{
"p": 0.07873367518186569,
"m": 1.0
},
{
"p": 0.057344406843185425,
"m": 1.0
}
]
},
{
"epoch": 34,
"train_loss": 1.7168902158737183,
"val_loss": 1.2937288284301758,
"acc": 56.17,
"time": 236.0546490639681,
"param": [
{
"p": 0.08307111263275146,
"m": 1.0
},
{
"p": 0.0800337865948677,
"m": 1.0
},
{
"p": 0.07956280559301376,
"m": 1.0
},
{
"p": 0.06586259603500366,
"m": 0.9842994213104248
},
{
"p": 0.07199162244796753,
"m": 0.3896283507347107
},
{
"p": 0.04082988575100899,
"m": 0.9478712677955627
},
{
"p": 0.07507048547267914,
"m": 1.0
},
{
"p": 0.07409166544675827,
"m": 0.9431624412536621
},
{
"p": 0.05363306403160095,
"m": 1.0
},
{
"p": 0.08288918435573578,
"m": 0.6941190958023071
},
{
"p": 0.07669703662395477,
"m": 1.0
},
{
"p": 0.06877700239419937,
"m": 1.0
},
{
"p": 0.08232647180557251,
"m": 1.0
},
{
"p": 0.06516339629888535,
"m": 1.0
}
]
},
{
"epoch": 35,
"train_loss": 1.4921694993972778,
"val_loss": 1.1238336563110352,
"acc": 58.38,
"time": 235.57568277406972,
"param": [
{
"p": 0.08056286722421646,
"m": 1.0
},
{
"p": 0.07314525544643402,
"m": 1.0
},
{
"p": 0.07834126800298691,
"m": 1.0
},
{
"p": 0.06590991467237473,
"m": 0.9350404739379883
},
{
"p": 0.06862755119800568,
"m": 0.3299974501132965
},
{
"p": 0.04654313623905182,
"m": 0.9292857646942139
},
{
"p": 0.07610871642827988,
"m": 1.0
},
{
"p": 0.07223972678184509,
"m": 0.9701940417289734
},
{
"p": 0.07900741696357727,
"m": 1.0
},
{
"p": 0.07420501112937927,
"m": 0.7506431937217712
},
{
"p": 0.07382199913263321,
"m": 0.9967505931854248
},
{
"p": 0.07308312505483627,
"m": 1.0
},
{
"p": 0.0863502249121666,
"m": 1.0
},
{
"p": 0.0520537905395031,
"m": 1.0
}
]
},
{
"epoch": 36,
"train_loss": 1.6085643768310547,
"val_loss": 1.1735670566558838,
"acc": 58.15,
"time": 236.85354381997604,
"param": [
{
"p": 0.07627756893634796,
"m": 1.0
},
{
"p": 0.04873048886656761,
"m": 1.0
},
{
"p": 0.09859079122543335,
"m": 1.0
},
{
"p": 0.050703126937150955,
"m": 0.948202908039093
},
{
"p": 0.08397767692804337,
"m": 0.3528582751750946
},
{
"p": 0.06717970222234726,
"m": 0.9815797805786133
},
{
"p": 0.0748378336429596,
"m": 0.9848554730415344
},
{
"p": 0.057955361902713776,
"m": 1.0
},
{
"p": 0.08282703161239624,
"m": 1.0
},
{
"p": 0.07712879031896591,
"m": 0.8120309114456177
},
{
"p": 0.06350839883089066,
"m": 1.0
},
{
"p": 0.08630438894033432,
"m": 1.0
},
{
"p": 0.07844299077987671,
"m": 1.0
},
{
"p": 0.05353585630655289,
"m": 1.0
}
]
},
{
"epoch": 37,
"train_loss": 1.4978845119476318,
"val_loss": 1.2091622352600098,
"acc": 58.79,
"time": 237.70195810194127,
"param": [
{
"p": 0.07501745969057083,
"m": 1.0
},
{
"p": 0.0658927783370018,
"m": 1.0
},
{
"p": 0.09062308073043823,
"m": 1.0
},
{
"p": 0.060928117483854294,
"m": 0.9512696862220764
},
{
"p": 0.061510562896728516,
"m": 0.307707816362381
},
{
"p": 0.06603284925222397,
"m": 1.0
},
{
"p": 0.06583237648010254,
"m": 0.982147753238678
},
{
"p": 0.0751492902636528,
"m": 1.0
},
{
"p": 0.06441482901573181,
"m": 0.995853841304779
},
{
"p": 0.08047875761985779,
"m": 0.8003145456314087
},
{
"p": 0.06328093260526657,
"m": 0.9983773827552795
},
{
"p": 0.08646385371685028,
"m": 1.0
},
{
"p": 0.08880310505628586,
"m": 1.0
},
{
"p": 0.05557192489504814,
"m": 1.0
}
]
},
{
"epoch": 38,
"train_loss": 1.590200424194336,
"val_loss": 1.1293777227401733,
"acc": 58.49,
"time": 236.7101342350943,
"param": [
{
"p": 0.09553420543670654,
"m": 1.0
},
{
"p": 0.06338079273700714,
"m": 1.0
},
{
"p": 0.08772755414247513,
"m": 1.0
},
{
"p": 0.05915806069970131,
"m": 0.9965528845787048
},
{
"p": 0.07005880028009415,
"m": 0.2877867817878723
},
{
"p": 0.047481637448072433,
"m": 0.8982903361320496
},
{
"p": 0.07755681127309799,
"m": 0.8906015157699585
},
{
"p": 0.07067453116178513,
"m": 0.9960484504699707
},
{
"p": 0.06737174093723297,
"m": 1.0
},
{
"p": 0.07700619101524353,
"m": 0.8878623843193054
},
{
"p": 0.07909644395112991,
"m": 1.0
},
{
"p": 0.0886947363615036,
"m": 1.0
},
{
"p": 0.07672425359487534,
"m": 1.0
},
{
"p": 0.039534274488687515,
"m": 1.0
}
]
},
{
"epoch": 39,
"train_loss": 1.4857144355773926,
"val_loss": 1.1502685546875,
"acc": 57.47,
"time": 237.5013374579139,
"param": [
{
"p": 0.08671383559703827,
"m": 1.0
},
{
"p": 0.06174584478139877,
"m": 1.0
},
{
"p": 0.08520471304655075,
"m": 1.0
},
{
"p": 0.07127373665571213,
"m": 0.9730253219604492
},
{
"p": 0.07414821535348892,
"m": 0.26053479313850403
},
{
"p": 0.0706576555967331,
"m": 0.8908646106719971
},
{
"p": 0.06408649682998657,
"m": 0.7898964285850525
},
{
"p": 0.08781161159276962,
"m": 0.949382483959198
},
{
"p": 0.06267937272787094,
"m": 1.0
},
{
"p": 0.07221490889787674,
"m": 0.9569301009178162
},
{
"p": 0.05008048191666603,
"m": 0.9990438222885132
},
{
"p": 0.08051259070634842,
"m": 1.0
},
{
"p": 0.08163090795278549,
"m": 1.0
},
{
"p": 0.051239579916000366,
"m": 1.0
}
]
},
{
"epoch": 40,
"train_loss": 1.5193822383880615,
"val_loss": 1.3458508253097534,
"acc": 58.14,
"time": 235.881383068976,
"param": [
{
"p": 0.07042808830738068,
"m": 1.0
},
{
"p": 0.07033266127109528,
"m": 1.0
},
{
"p": 0.09686530381441116,
"m": 1.0
},
{
"p": 0.07801654934883118,
"m": 0.9846650958061218
},
{
"p": 0.06781218945980072,
"m": 0.32894453406333923
},
{
"p": 0.04366186633706093,
"m": 0.999662458896637
},
{
"p": 0.08129104971885681,
"m": 0.903028130531311
},
{
"p": 0.07242051512002945,
"m": 0.9983994960784912
},
{
"p": 0.07184410095214844,
"m": 1.0
},
{
"p": 0.0657646432518959,
"m": 1.0
},
{
"p": 0.06349999457597733,
"m": 0.9771910309791565
},
{
"p": 0.07683644443750381,
"m": 1.0
},
{
"p": 0.09457777440547943,
"m": 1.0
},
{
"p": 0.046648699790239334,
"m": 1.0
}
]
},
{
"epoch": 41,
"train_loss": 1.5557591915130615,
"val_loss": 1.1130070686340332,
"acc": 59.76,
"time": 235.4871291400632,
"param": [
{
"p": 0.09791415184736252,
"m": 1.0
},
{
"p": 0.07309698313474655,
"m": 1.0
},
{
"p": 0.08830162137746811,
"m": 1.0
},
{
"p": 0.06266942620277405,
"m": 0.9054114818572998
},
{
"p": 0.0466829389333725,
"m": 0.22699621319770813
},
{
"p": 0.0493549220263958,
"m": 1.0
},
{
"p": 0.08016952872276306,
"m": 0.9346649646759033
},
{
"p": 0.05532428249716759,
"m": 0.9630593061447144
},
{
"p": 0.07538183033466339,
"m": 0.987635612487793
},
{
"p": 0.07193911075592041,
"m": 0.9973881840705872
},
{
"p": 0.08604327589273453,
"m": 0.9868192076683044
},
{
"p": 0.054520439356565475,
"m": 1.0
},
{
"p": 0.10686537623405457,
"m": 1.0
},
{
"p": 0.051736053079366684,
"m": 1.0
}
]
},
{
"epoch": 42,
"train_loss": 1.4685949087142944,
"val_loss": 1.215814471244812,
"acc": 59.23,
"time": 237.17603932600468,
"param": [
{
"p": 0.0729878693819046,
"m": 1.0
},
{
"p": 0.05491156131029129,
"m": 1.0
},
{
"p": 0.07795371115207672,
"m": 1.0
},
{
"p": 0.06398070603609085,
"m": 0.914085865020752
},
{
"p": 0.06883706152439117,
"m": 0.2025422751903534
},
{
"p": 0.08150039613246918,
"m": 1.0
},
{
"p": 0.05946776270866394,
"m": 0.9427579045295715
},
{
"p": 0.07674761116504669,
"m": 0.9647144675254822
},
{
"p": 0.059077948331832886,
"m": 0.9980431199073792
},
{
"p": 0.07630143314599991,
"m": 0.9712552428245544
},
{
"p": 0.07947652786970139,
"m": 0.9933434724807739
},
{
"p": 0.08813264966011047,
"m": 1.0
},
{
"p": 0.07704797387123108,
"m": 1.0
},
{
"p": 0.06357678025960922,
"m": 1.0
}
]
},
{
"epoch": 43,
"train_loss": 1.382208228111267,
"val_loss": 1.1072802543640137,
"acc": 60.79,
"time": 236.25281506206375,
"param": [
{
"p": 0.08728117495775223,
"m": 1.0
},
{
"p": 0.05757739767432213,
"m": 1.0
},
{
"p": 0.08438535779714584,
"m": 1.0
},
{
"p": 0.06462452560663223,
"m": 0.8669515252113342
},
{
"p": 0.07612461596727371,
"m": 0.2047795206308365
},
{
"p": 0.0699298307299614,
"m": 0.9297718405723572
},
{
"p": 0.0690770074725151,
"m": 0.9104164838790894
},
{
"p": 0.07159188389778137,
"m": 1.0
},
{
"p": 0.0737924799323082,
"m": 0.9888104200363159
},
{
"p": 0.07216823846101761,
"m": 0.9751635193824768
},
{
"p": 0.07105473428964615,
"m": 0.996229887008667
},
{
"p": 0.05784901976585388,
"m": 1.0
},
{
"p": 0.0831105187535286,
"m": 1.0
},
{
"p": 0.06143321841955185,
"m": 1.0
}
]
},
{
"epoch": 44,
"train_loss": 1.552362084388733,
"val_loss": 1.1599414348602295,
"acc": 60.89,
"time": 238.27038287196774,
"param": [
{
"p": 0.09268706291913986,
"m": 1.0
},
{
"p": 0.06762285530567169,
"m": 1.0
},
{
"p": 0.10665283352136612,
"m": 1.0
},
{
"p": 0.04868817701935768,
"m": 0.7661219239234924
},
{
"p": 0.03306121751666069,
"m": 0.2449580281972885
},
{
"p": 0.05207681655883789,
"m": 0.9678579568862915
},
{
"p": 0.07287676632404327,
"m": 0.8244845867156982
},
{
"p": 0.07823400944471359,
"m": 0.9611784219741821
},
{
"p": 0.054019682109355927,
"m": 1.0
},
{
"p": 0.07351917773485184,
"m": 0.9377873539924622
},
{
"p": 0.0734572485089302,
"m": 1.0
},
{
"p": 0.0753292441368103,
"m": 1.0
},
{
"p": 0.09131068736314774,
"m": 1.0
},
{
"p": 0.08046412467956543,
"m": 1.0
}
]
},
{
"epoch": 45,
"train_loss": 1.3626964092254639,
"val_loss": 1.1011643409729004,
"acc": 60.46,
"time": 238.32853228901513,
"param": [
{
"p": 0.07048362493515015,
"m": 1.0
},
{
"p": 0.06825993210077286,
"m": 1.0
},
{
"p": 0.07521260529756546,
"m": 1.0
},
{
"p": 0.07168520987033844,
"m": 0.8357128500938416
},
{
"p": 0.07386041432619095,
"m": 0.26173144578933716
},
{
"p": 0.05033557862043381,
"m": 0.9697589874267578
},
{
"p": 0.08317018300294876,
"m": 0.8238654136657715
},
{
"p": 0.0830543041229248,
"m": 1.0
},
{
"p": 0.04834990203380585,
"m": 0.9997791647911072
},
{
"p": 0.062154605984687805,
"m": 0.999904990196228
},
{
"p": 0.06551697105169296,
"m": 1.0
},
{
"p": 0.09548685699701309,
"m": 1.0
},
{
"p": 0.08929775655269623,
"m": 1.0
},
{
"p": 0.06313206255435944,
"m": 1.0
}
]
},
{
"epoch": 46,
"train_loss": 1.3172756433486938,
"val_loss": 1.0667498111724854,
"acc": 59.32,
"time": 236.68053804303054,
"param": [
{
"p": 0.08334719389677048,
"m": 1.0
},
{
"p": 0.06137190759181976,
"m": 1.0
},
{
"p": 0.07450781017541885,
"m": 1.0
},
{
"p": 0.061432767659425735,
"m": 0.8182371258735657
},
{
"p": 0.06651375442743301,
"m": 0.31296685338020325
},
{
"p": 0.06638570129871368,
"m": 0.9891372323036194
},
{
"p": 0.07352525740861893,
"m": 0.8132304549217224
},
{
"p": 0.07226181775331497,
"m": 0.9776018857955933
},
{
"p": 0.07189936935901642,
"m": 1.0
},
{
"p": 0.07421756535768509,
"m": 0.966967761516571
},
{
"p": 0.0605911947786808,
"m": 0.9731248021125793
},
{
"p": 0.07761400192975998,
"m": 1.0
},
{
"p": 0.076556496322155,
"m": 1.0
},
{
"p": 0.0797751322388649,
"m": 1.0
}
]
},
{
"epoch": 47,
"train_loss": 1.5124611854553223,
"val_loss": 1.1936818361282349,
"acc": 61.59,
"time": 235.5500225169817,
"param": [
{
"p": 0.07172974944114685,
"m": 1.0
},
{
"p": 0.06083381548523903,
"m": 1.0
},
{
"p": 0.06966125220060349,
"m": 1.0
},
{
"p": 0.05640575289726257,
"m": 0.8312882781028748
},
{
"p": 0.07772200554609299,
"m": 0.2180611789226532
},
{
"p": 0.07555236667394638,
"m": 1.0
},
{
"p": 0.06504490971565247,
"m": 0.7861703634262085
},
{
"p": 0.055088914930820465,
"m": 1.0
},
{
"p": 0.05827110633254051,
"m": 0.9982730746269226
},
{
"p": 0.08580692857503891,
"m": 0.9808056950569153
},
{
"p": 0.08625572919845581,
"m": 1.0
},
{
"p": 0.09267974644899368,
"m": 1.0
},
{
"p": 0.08601253479719162,
"m": 1.0
},
{
"p": 0.05893520265817642,
"m": 1.0
}
]
},
{
"epoch": 48,
"train_loss": 1.670575499534607,
"val_loss": 1.1537388563156128,
"acc": 62.08,
"time": 236.90078302589245,
"param": [
{
"p": 0.08963414281606674,
"m": 1.0
},
{
"p": 0.0593889020383358,
"m": 1.0
},
{
"p": 0.08374468982219696,
"m": 1.0
},
{
"p": 0.06871218979358673,
"m": 0.9283164739608765
},
{
"p": 0.07082153111696243,
"m": 0.20346547663211823
},
{
"p": 0.06356353312730789,
"m": 0.9867307543754578
},
{
"p": 0.06919532269239426,
"m": 0.9257060885429382
},
{
"p": 0.08506083488464355,
"m": 0.9511921405792236
},
{
"p": 0.06211138889193535,
"m": 1.0
},
{
"p": 0.06744532287120819,
"m": 0.9829614162445068
},
{
"p": 0.06360813230276108,
"m": 0.9782599806785583
},
{
"p": 0.07425147294998169,
"m": 1.0
},
{
"p": 0.08306645601987839,
"m": 1.0
},
{
"p": 0.05939612537622452,
"m": 1.0
}
]
},
{
"epoch": 49,
"train_loss": 1.174654483795166,
"val_loss": 1.192757248878479,
"acc": 61.78,
"time": 237.01582625205629,
"param": [
{
"p": 0.07282452285289764,
"m": 1.0
},
{
"p": 0.06536466628313065,
"m": 1.0
},
{
"p": 0.08855780959129333,
"m": 1.0
},
{
"p": 0.05935366451740265,
"m": 0.928822934627533
},
{
"p": 0.0735321193933487,
"m": 0.08524391055107117
},
{
"p": 0.051870331168174744,
"m": 0.9584137797355652
},
{
"p": 0.07534413784742355,
"m": 0.9576797485351562
},
{
"p": 0.06856267154216766,
"m": 1.0
},
{
"p": 0.07938113063573837,
"m": 0.9845023155212402
},
{
"p": 0.0724748969078064,
"m": 0.9693986773490906
},
{
"p": 0.07739163935184479,
"m": 0.990994393825531
},
{
"p": 0.0756140947341919,
"m": 1.0
},
{
"p": 0.08735480159521103,
"m": 1.0
},
{
"p": 0.05237351357936859,
"m": 1.0
}
]
},
{
"epoch": 50,
"train_loss": 1.5577888488769531,
"val_loss": 1.1038607358932495,
"acc": 61.76,
"time": 236.96894706005696,
"param": [
{
"p": 0.07064039260149002,
"m": 1.0
},
{
"p": 0.06429848074913025,
"m": 1.0
},
{
"p": 0.07212625443935394,
"m": 1.0
},
{
"p": 0.06437226384878159,
"m": 1.0
},
{
"p": 0.07026940584182739,
"m": 0.15456342697143555
},
{
"p": 0.06515100598335266,
"m": 0.9725664258003235
},
{
"p": 0.07319775223731995,
"m": 0.9704328775405884
},
{
"p": 0.07332064211368561,
"m": 0.9894622564315796
},
{
"p": 0.07735820859670639,
"m": 0.9950679540634155
},
{
"p": 0.06485937535762787,
"m": 0.9929878115653992
},
{
"p": 0.06356823444366455,
"m": 0.9976020455360413
},
{
"p": 0.08016145974397659,
"m": 1.0
},
{
"p": 0.08811978250741959,
"m": 1.0
},
{
"p": 0.07255665957927704,
"m": 1.0
}
]
},
{
"epoch": 51,
"train_loss": 1.5387792587280273,
"val_loss": 1.0227038860321045,
"acc": 63.74,
"time": 238.81206502695568,
"param": [
{
"p": 0.09185636788606644,
"m": 1.0
},
{
"p": 0.056297075003385544,
"m": 1.0
},
{
"p": 0.0692581906914711,
"m": 1.0
},
{
"p": 0.0639965757727623,
"m": 0.9707423448562622
},
{
"p": 0.06415506452322006,
"m": 0.13228680193424225
},
{
"p": 0.05766129121184349,
"m": 0.9071052074432373
},
{
"p": 0.07174243032932281,
"m": 0.9120510816574097
},
{
"p": 0.07699241489171982,
"m": 0.9890635013580322
},
{
"p": 0.09714488685131073,
"m": 1.0
},
{
"p": 0.08348508179187775,
"m": 1.0
},
{
"p": 0.06691949814558029,
"m": 1.0
},
{
"p": 0.08717113733291626,
"m": 1.0
},
{
"p": 0.08656319230794907,
"m": 1.0
},
{
"p": 0.02675674669444561,
"m": 1.0
}
]
},
{
"epoch": 52,
"train_loss": 1.463271141052246,
"val_loss": 1.0882184505462646,
"acc": 62.49,
"time": 234.7825637710048,
"param": [
{
"p": 0.08448968827724457,
"m": 1.0
},
{
"p": 0.07420313358306885,
"m": 1.0
},
{
"p": 0.08531873673200607,
"m": 1.0
},
{
"p": 0.06517089158296585,
"m": 0.9952898025512695
},
{
"p": 0.0774247944355011,
"m": 0.13544394075870514
},
{
"p": 0.061119504272937775,
"m": 0.9122198820114136
},
{
"p": 0.0627797544002533,
"m": 0.9583126306533813
},
{
"p": 0.05702720955014229,
"m": 0.9682958126068115
},
{
"p": 0.08752243220806122,
"m": 1.0
},
{
"p": 0.07911436259746552,
"m": 0.9837545156478882
},
{
"p": 0.06847056746482849,
"m": 0.9964897036552429
},
{
"p": 0.07355887442827225,
"m": 1.0
},
{
"p": 0.07777643948793411,
"m": 1.0
},
{
"p": 0.04602368175983429,
"m": 1.0
}
]
},
{
"epoch": 53,
"train_loss": 1.359053373336792,
"val_loss": 1.1628105640411377,
"acc": 63.7,
"time": 236.25143993401434,
"param": [
{
"p": 0.10081589967012405,
"m": 1.0
},
{
"p": 0.08202819526195526,
"m": 1.0
},
{
"p": 0.07839718461036682,
"m": 1.0
},
{
"p": 0.05729539319872856,
"m": 1.0
},
{
"p": 0.09380855411291122,
"m": 0.1527746319770813
},
{
"p": 0.06034146249294281,
"m": 0.8052809834480286
},
{
"p": 0.07069223374128342,
"m": 0.9688829183578491
},
{
"p": 0.06478077918291092,
"m": 0.9967834949493408
},
{
"p": 0.0426296629011631,
"m": 0.9618262052536011
},
{
"p": 0.049989618360996246,
"m": 0.9965406060218811
},
{
"p": 0.0655091181397438,
"m": 0.9940799474716187
},
{
"p": 0.07785364985466003,
"m": 1.0
},
{
"p": 0.08989622443914413,
"m": 1.0
},
{
"p": 0.06596197932958603,
"m": 1.0
}
]
},
{
"epoch": 54,
"train_loss": 1.5286980867385864,
"val_loss": 1.0283491611480713,
"acc": 62.67,
"time": 237.70710508909542,
"param": [
{
"p": 0.07730036228895187,
"m": 1.0
},
{
"p": 0.06048284471035004,
"m": 1.0
},
{
"p": 0.07217654585838318,
"m": 1.0
},
{
"p": 0.06603658944368362,
"m": 0.9959565997123718
},
{
"p": 0.06824927031993866,
"m": 0.21953508257865906
},
{
"p": 0.07356486469507217,
"m": 0.8365801572799683
},
{
"p": 0.07889042794704437,
"m": 0.9599414467811584
},
{
"p": 0.08025208115577698,
"m": 0.9963932037353516
},
{
"p": 0.05496186390519142,
"m": 0.9751268029212952
},
{
"p": 0.07876976579427719,
"m": 1.0
},
{
"p": 0.06125302612781525,
"m": 1.0
},
{
"p": 0.08964884281158447,
"m": 1.0
},
{
"p": 0.07265015691518784,
"m": 1.0
},
{
"p": 0.06576339155435562,
"m": 1.0
}
]
},
{
"epoch": 55,
"train_loss": 1.433735728263855,
"val_loss": 1.0194638967514038,
"acc": 63.51,
"time": 236.33841750607826,
"param": [
{
"p": 0.07976805418729782,
"m": 1.0
},
{
"p": 0.04148020222783089,
"m": 1.0
},
{
"p": 0.07789641618728638,
"m": 1.0
},
{
"p": 0.06296154856681824,
"m": 0.9954785704612732
},
{
"p": 0.05835120007395744,
"m": 0.2682022452354431
},
{
"p": 0.07723703980445862,
"m": 0.9383147358894348
},
{
"p": 0.05813094601035118,
"m": 0.9668800830841064
},
{
"p": 0.0796368196606636,
"m": 0.9864691495895386
},
{
"p": 0.07507024705410004,
"m": 1.0
},
{
"p": 0.08419197052717209,
"m": 1.0
},
{
"p": 0.06917306035757065,
"m": 0.9495047926902771
},
{
"p": 0.08929569274187088,
"m": 1.0
},
{
"p": 0.07906299084424973,
"m": 1.0
},
{
"p": 0.06774383783340454,
"m": 1.0
}
]
},
{
"epoch": 56,
"train_loss": 1.3795651197433472,
"val_loss": 1.135244607925415,
"acc": 62.55,
"time": 236.19017093698494,
"param": [
{
"p": 0.07104112207889557,
"m": 1.0
},
{
"p": 0.047585465013980865,
"m": 1.0
},
{
"p": 0.08297707140445709,
"m": 1.0
},
{
"p": 0.07156699150800705,
"m": 1.0
},
{
"p": 0.0729241669178009,
"m": 0.18918275833129883
},
{
"p": 0.06780227273702621,
"m": 0.8874610662460327
},
{
"p": 0.0665714219212532,
"m": 0.9998038411140442
},
{
"p": 0.07914640009403229,
"m": 0.9557234048843384
},
{
"p": 0.08472276479005814,
"m": 0.9998829364776611
},
{
"p": 0.05586044862866402,
"m": 1.0
},
{
"p": 0.07335659861564636,
"m": 0.9495654106140137
},
{
"p": 0.09274380654096603,
"m": 1.0
},
{
"p": 0.07202393561601639,
"m": 1.0
},
{
"p": 0.06167761608958244,
"m": 1.0
}
]
},
{
"epoch": 57,
"train_loss": 1.4436928033828735,
"val_loss": 0.991051435470581,
"acc": 62.9,
"time": 236.7688775199931,
"param": [
{
"p": 0.07645504176616669,
"m": 1.0
},
{
"p": 0.06916001439094543,
"m": 1.0
},
{
"p": 0.06375300139188766,
"m": 1.0
},
{
"p": 0.06589385122060776,
"m": 1.0
},
{
"p": 0.06930453330278397,
"m": 0.1576286107301712
},
{
"p": 0.07410898804664612,
"m": 0.8817526698112488
},
{
"p": 0.07341937720775604,
"m": 1.0
},
{
"p": 0.0890837013721466,
"m": 0.8646789789199829
},
{
"p": 0.05997448042035103,
"m": 0.997856616973877
},
{
"p": 0.07572903484106064,
"m": 0.976162314414978
},
{
"p": 0.0697237029671669,
"m": 1.0
},
{
"p": 0.07222308218479156,
"m": 1.0
},
{
"p": 0.08772449195384979,
"m": 1.0
},
{
"p": 0.053446732461452484,
"m": 1.0
}
]
},
{
"epoch": 58,
"train_loss": 1.3306628465652466,
"val_loss": 0.9942222237586975,
"acc": 64.86,
"time": 236.6564588319743,
"param": [
{
"p": 0.10408425331115723,
"m": 1.0
},
{
"p": 0.02585027739405632,
"m": 1.0
},
{
"p": 0.12695851922035217,
"m": 1.0
},
{
"p": 0.04039981588721275,
"m": 0.9183869957923889
},
{
"p": 0.10234294831752777,
"m": 0.15681836009025574
},
{
"p": 0.0391511395573616,
"m": 0.9295852184295654
},
{
"p": 0.06469392031431198,
"m": 0.9893252849578857
},
{
"p": 0.052518248558044434,
"m": 0.8920125365257263
},
{
"p": 0.06890017539262772,
"m": 0.9894213080406189
},
{
"p": 0.09524492919445038,
"m": 0.9853594899177551
},
{
"p": 0.0583968386054039,
"m": 0.9829147458076477
},
{
"p": 0.06493931263685226,
"m": 1.0
},
{
"p": 0.09654664248228073,
"m": 1.0
},
{
"p": 0.05997292697429657,
"m": 1.0
}
]
},
{
"epoch": 59,
"train_loss": 1.4588979482650757,
"val_loss": 0.9644085168838501,
"acc": 63.77,
"time": 236.21395372704137,
"param": [
{
"p": 0.08236834406852722,
"m": 1.0
},
{
"p": 0.07898717373609543,
"m": 1.0
},
{
"p": 0.08339773118495941,
"m": 1.0
},
{
"p": 0.057438287883996964,
"m": 0.9394358396530151
},
{
"p": 0.06818483769893646,
"m": 0.10487272590398788
},
{
"p": 0.06346827000379562,
"m": 0.9975007176399231
},
{
"p": 0.05807983875274658,
"m": 0.9915964603424072
},
{
"p": 0.07369522750377655,
"m": 1.0
},
{
"p": 0.06826237589120865,
"m": 0.9942128658294678
},
{
"p": 0.07032965868711472,
"m": 0.9740180969238281
},
{
"p": 0.07446588575839996,
"m": 0.9368657469749451
},
{
"p": 0.08745571225881577,
"m": 1.0
},
{
"p": 0.09225418418645859,
"m": 1.0
},
{
"p": 0.04161251708865166,
"m": 1.0
}
]
},
{
"epoch": 60,
"train_loss": 1.2781177759170532,
"val_loss": 1.0890294313430786,
"acc": 63.65,
"time": 237.64146952400915,
"param": [
{
"p": 0.06721682846546173,
"m": 1.0
},
{
"p": 0.07723189890384674,
"m": 1.0
},
{
"p": 0.0769757628440857,
"m": 1.0
},
{
"p": 0.06324272602796555,
"m": 0.9012562036514282
},
{
"p": 0.049374811351299286,
"m": 0.1616986244916916
},
{
"p": 0.05845649167895317,
"m": 0.9990642070770264
},
{
"p": 0.06710242480039597,
"m": 0.9878304600715637
},
{
"p": 0.0823407992720604,
"m": 1.0
},
{
"p": 0.07354762405157089,
"m": 1.0
},
{
"p": 0.07649358361959457,
"m": 0.9856259226799011
},
{
"p": 0.08321280032396317,
"m": 0.9996305108070374
},
{
"p": 0.0739445686340332,
"m": 1.0
},
{
"p": 0.08835136145353317,
"m": 1.0
},
{
"p": 0.06250835955142975,
"m": 1.0
}
]
},
{
"epoch": 61,
"train_loss": 1.486152172088623,
"val_loss": 0.9578811526298523,
"acc": 64.82,
"time": 234.5090832390124,
"param": [
{
"p": 0.07650411874055862,
"m": 1.0
},
{
"p": 0.04831594601273537,
"m": 1.0
},
{
"p": 0.07314319908618927,
"m": 1.0
},
{
"p": 0.06434781849384308,
"m": 0.9498059153556824
},
{
"p": 0.08108614385128021,
"m": 0.197128027677536
},
{
"p": 0.05749328061938286,
"m": 0.9676717519760132
},
{
"p": 0.0676678866147995,
"m": 0.8717174530029297
},
{
"p": 0.07287975400686264,
"m": 0.9536252021789551
},
{
"p": 0.07474080473184586,
"m": 0.9835903644561768
},
{
"p": 0.07325265556573868,
"m": 0.9209237694740295
},
{
"p": 0.08838000148534775,
"m": 0.999321460723877
},
{
"p": 0.07781225442886353,
"m": 1.0
},
{
"p": 0.08840203285217285,
"m": 1.0
},
{
"p": 0.055974073708057404,
"m": 1.0
}
]
},
{
"epoch": 62,
"train_loss": 1.405613660812378,
"val_loss": 1.2499761581420898,
"acc": 62.94,
"time": 238.08894328901079,
"param": [
{
"p": 0.08180326223373413,
"m": 1.0
},
{
"p": 0.05878560245037079,
"m": 1.0
},
{
"p": 0.08621299266815186,
"m": 1.0
},
{
"p": 0.05738666281104088,
"m": 0.9270365238189697
},
{
"p": 0.046403273940086365,
"m": 0.236853688955307
},
{
"p": 0.06973841786384583,
"m": 0.8971818685531616
},
{
"p": 0.0708267018198967,
"m": 0.984528660774231
},
{
"p": 0.062298573553562164,
"m": 0.8487666249275208
},
{
"p": 0.0870901346206665,
"m": 0.997674822807312
},
{
"p": 0.08393839746713638,
"m": 0.8703981637954712
},
{
"p": 0.07405354827642441,
"m": 1.0
},
{
"p": 0.09037018567323685,
"m": 1.0
},
{
"p": 0.07555270195007324,
"m": 1.0
},
{
"p": 0.05553949624300003,
"m": 1.0
}
]
},
{
"epoch": 63,
"train_loss": 1.4443719387054443,
"val_loss": 1.0644454956054688,
"acc": 65.15,
"time": 237.1535998940235,
"param": [
{
"p": 0.06738544255495071,
"m": 1.0
},
{
"p": 0.055372755974531174,
"m": 1.0
},
{
"p": 0.08637555688619614,
"m": 1.0
},
{
"p": 0.05180121958255768,
"m": 0.9558647871017456
},
{
"p": 0.06032669544219971,
"m": 0.21616747975349426
},
{
"p": 0.06542123854160309,
"m": 0.7775488495826721
},
{
"p": 0.07941349595785141,
"m": 0.946231484413147
},
{
"p": 0.07255049049854279,
"m": 0.8337349891662598
},
{
"p": 0.0716848149895668,
"m": 1.0
},
{
"p": 0.0880805179476738,
"m": 0.9221203327178955
},
{
"p": 0.08034093677997589,
"m": 1.0
},
{
"p": 0.0936472937464714,
"m": 1.0
},
{
"p": 0.06294772028923035,
"m": 1.0
},
{
"p": 0.06465192884206772,
"m": 1.0
}
]
},
{
"epoch": 64,
"train_loss": 1.386014699935913,
"val_loss": 1.0034332275390625,
"acc": 65.07,
"time": 235.7205673289718,
"param": [
{
"p": 0.07513310015201569,
"m": 1.0
},
{
"p": 0.04548681527376175,
"m": 1.0
},
{
"p": 0.08258996903896332,
"m": 1.0
},
{
"p": 0.0432111956179142,
"m": 0.8120128512382507
},
{
"p": 0.08510986715555191,
"m": 0.2000095695257187
},
{
"p": 0.07135458290576935,
"m": 0.7643515467643738
},
{
"p": 0.0843711718916893,
"m": 0.9291548728942871
},
{
"p": 0.09020613133907318,
"m": 0.9679736495018005
},
{
"p": 0.07403014600276947,
"m": 0.991132915019989
},
{
"p": 0.07365351915359497,
"m": 0.9850307106971741
},
{
"p": 0.07870466262102127,
"m": 1.0
},
{
"p": 0.06935629993677139,
"m": 1.0
},
{
"p": 0.07791436463594437,
"m": 1.0
},
{
"p": 0.048878248780965805,
"m": 1.0
}
]
},
{
"epoch": 65,
"train_loss": 1.4100805521011353,
"val_loss": 0.9631549119949341,
"acc": 65.17,
"time": 237.7410599050345,
"param": [
{
"p": 0.09474287927150726,
"m": 1.0
},
{
"p": 0.0739254355430603,
"m": 1.0
},
{
"p": 0.09443093091249466,
"m": 1.0
},
{
"p": 0.07407128810882568,
"m": 0.9958903789520264
},
{
"p": 0.0560489296913147,
"m": 0.30487075448036194
},
{
"p": 0.06369578093290329,
"m": 0.8516407608985901
},
{
"p": 0.07726313918828964,
"m": 0.8655620813369751
},
{
"p": 0.0500723198056221,
"m": 0.9393194317817688
},
{
"p": 0.0681249126791954,
"m": 0.9795817136764526
},
{
"p": 0.07396458834409714,
"m": 1.0
},
{
"p": 0.08336731046438217,
"m": 0.9997782707214355
},
{
"p": 0.06699255853891373,
"m": 1.0
},
{
"p": 0.07704716920852661,
"m": 1.0
},
{
"p": 0.0462527722120285,
"m": 1.0
}
]
},
{
"epoch": 66,
"train_loss": 1.404766321182251,
"val_loss": 0.9550314545631409,
"acc": 65.4,
"time": 238.50946776103228,
"param": [
{
"p": 0.09879831224679947,
"m": 1.0
},
{
"p": 0.07240153104066849,
"m": 1.0
},
{
"p": 0.07878720015287399,
"m": 1.0
},
{
"p": 0.06212029978632927,
"m": 1.0
},
{
"p": 0.06915785372257233,
"m": 0.34631723165512085
},
{
"p": 0.05007860064506531,
"m": 0.8507885336875916
},
{
"p": 0.06739389151334763,
"m": 0.8476186394691467
},
{
"p": 0.05936012417078018,
"m": 1.0
},
{
"p": 0.061370037496089935,
"m": 0.983538806438446
},
{
"p": 0.06565195322036743,
"m": 0.9786161184310913
},
{
"p": 0.08277576416730881,
"m": 0.9986298084259033
},
{
"p": 0.09718912094831467,
"m": 1.0
},
{
"p": 0.08201468735933304,
"m": 1.0
},
{
"p": 0.05290058255195618,
"m": 1.0
}
]
},
{
"epoch": 67,
"train_loss": 1.4538201093673706,
"val_loss": 1.0020123720169067,
"acc": 66.41,
"time": 235.96877218200825,
"param": [
{
"p": 0.09133542329072952,
"m": 1.0
},
{
"p": 0.058811720460653305,
"m": 1.0
},
{
"p": 0.05686028674244881,
"m": 1.0
},
{
"p": 0.0557495541870594,
"m": 0.8780303597450256
},
{
"p": 0.06222347170114517,
"m": 0.37124302983283997
},
{
"p": 0.08174631744623184,
"m": 0.6637183427810669
},
{
"p": 0.06480006128549576,
"m": 0.7748483419418335
},
{
"p": 0.07739977538585663,
"m": 0.9523853063583374
},
{
"p": 0.052172139286994934,
"m": 0.996088445186615
},
{
"p": 0.07402173429727554,
"m": 0.9556461572647095
},
{
"p": 0.07685098797082901,
"m": 1.0
},
{
"p": 0.07623711228370667,
"m": 1.0
},
{
"p": 0.0964118018746376,
"m": 1.0
},
{
"p": 0.07537966221570969,
"m": 1.0
}
]
},
{
"epoch": 68,
"train_loss": 1.4029954671859741,
"val_loss": 0.9754973649978638,
"acc": 65.43,
"time": 235.67360905604437,
"param": [
{
"p": 0.07692395150661469,
"m": 1.0
},
{
"p": 0.07470778375864029,
"m": 1.0
},
{
"p": 0.08524921536445618,
"m": 1.0
},
{
"p": 0.08252907544374466,
"m": 0.8620166182518005
},
{
"p": 0.07005079090595245,
"m": 0.3750269114971161
},
{
"p": 0.04355712607502937,
"m": 0.8105605840682983
},
{
"p": 0.08400054275989532,
"m": 0.7497808933258057
},
{
"p": 0.0691889151930809,
"m": 0.9371455907821655
},
{
"p": 0.0732550397515297,
"m": 1.0
},
{
"p": 0.0710463747382164,
"m": 0.96675705909729
},
{
"p": 0.08194681257009506,
"m": 1.0
},
{
"p": 0.06640351563692093,
"m": 1.0
},
{
"p": 0.06845678389072418,
"m": 1.0
},
{
"p": 0.05268414691090584,
"m": 1.0
}
]
},
{
"epoch": 69,
"train_loss": 1.4478641748428345,
"val_loss": 0.9773415923118591,
"acc": 66.51,
"time": 236.3055509350961,
"param": [
{
"p": 0.08626586198806763,
"m": 1.0
},
{
"p": 0.059709105640649796,
"m": 1.0
},
{
"p": 0.06364839524030685,
"m": 1.0
},
{
"p": 0.04744560644030571,
"m": 0.9685498476028442
},
{
"p": 0.08352232724428177,
"m": 0.3814123570919037
},
{
"p": 0.05183497443795204,
"m": 0.7937343716621399
},
{
"p": 0.07085612416267395,
"m": 0.8038022518157959
},
{
"p": 0.08615227043628693,
"m": 0.9976606369018555
},
{
"p": 0.07687517255544662,
"m": 0.9923950433731079
},
{
"p": 0.07109078764915466,
"m": 0.9946962594985962
},
{
"p": 0.0718587264418602,
"m": 1.0
},
{
"p": 0.0828288197517395,
"m": 1.0
},
{
"p": 0.08501153439283371,
"m": 1.0
},
{
"p": 0.06290031969547272,
"m": 1.0
}
]
},
{
"epoch": 70,
"train_loss": 1.3531551361083984,
"val_loss": 0.9109099507331848,
"acc": 66.02,
"time": 236.9240518369479,
"param": [
{
"p": 0.07759533077478409,
"m": 1.0
},
{
"p": 0.06202729418873787,
"m": 1.0
},
{
"p": 0.09081120789051056,
"m": 1.0
},
{
"p": 0.06487970054149628,
"m": 0.8783048987388611
},
{
"p": 0.06374947726726532,
"m": 0.2400391846895218
},
{
"p": 0.05953529477119446,
"m": 0.8623930215835571
},
{
"p": 0.0692349448800087,
"m": 0.872782289981842
},
{
"p": 0.07738708704710007,
"m": 1.0
},
{
"p": 0.06633063405752182,
"m": 1.0
},
{
"p": 0.08626721799373627,
"m": 1.0
},
{
"p": 0.0654929131269455,
"m": 0.9582364559173584
},
{
"p": 0.07446010410785675,
"m": 1.0
},
{
"p": 0.077860526740551,
"m": 1.0
},
{
"p": 0.06436825543642044,
"m": 1.0
}
]
},
{
"epoch": 71,
"train_loss": 1.4563730955123901,
"val_loss": 1.0065481662750244,
"acc": 65.41,
"time": 236.47635675000492,
"param": [
{
"p": 0.09094004333019257,
"m": 1.0
},
{
"p": 0.0645492747426033,
"m": 1.0
},
{
"p": 0.08998166769742966,
"m": 1.0
},
{
"p": 0.05420714244246483,
"m": 0.9467722177505493
},
{
"p": 0.07018447667360306,
"m": 0.29706496000289917
},
{
"p": 0.07271131873130798,
"m": 0.8532997965812683
},
{
"p": 0.06593993306159973,
"m": 0.7919827699661255
},
{
"p": 0.07587046921253204,
"m": 0.8861802816390991
},
{
"p": 0.056153446435928345,
"m": 0.9167920351028442
},
{
"p": 0.08606865257024765,
"m": 0.9982360005378723
},
{
"p": 0.061945728957653046,
"m": 0.9006307721138
},
{
"p": 0.06813092529773712,
"m": 1.0
},
{
"p": 0.07282101362943649,
"m": 1.0
},
{
"p": 0.07049591094255447,
"m": 1.0
}
]
},
{
"epoch": 72,
"train_loss": 1.4053715467453003,
"val_loss": 1.073354959487915,
"acc": 64.12,
"time": 235.6024573870236,
"param": [
{
"p": 0.06404094398021698,
"m": 1.0
},
{
"p": 0.06415269523859024,
"m": 1.0
},
{
"p": 0.08647068589925766,
"m": 1.0
},
{
"p": 0.060274671763181686,
"m": 0.9160053730010986
},
{
"p": 0.048238884657621384,
"m": 0.3395712375640869
},
{
"p": 0.056228067725896835,
"m": 0.7752327919006348
},
{
"p": 0.08648967742919922,
"m": 0.8025065660476685
},
{
"p": 0.0675501748919487,
"m": 1.0
},
{
"p": 0.0860990583896637,
"m": 0.9805365204811096
},
{
"p": 0.0747179239988327,
"m": 0.991600513458252
},
{
"p": 0.07787442207336426,
"m": 0.9884876012802124
},
{
"p": 0.076647087931633,
"m": 1.0
},
{
"p": 0.08477582037448883,
"m": 1.0
},
{
"p": 0.06643985211849213,
"m": 1.0
}
]
},
{
"epoch": 73,
"train_loss": 1.362884759902954,
"val_loss": 0.9880556464195251,
"acc": 67.45,
"time": 235.95869821798988,
"param": [
{
"p": 0.0768851637840271,
"m": 1.0
},
{
"p": 0.054126299917697906,
"m": 1.0
},
{
"p": 0.08303838968276978,
"m": 1.0
},
{
"p": 0.0713864266872406,
"m": 0.9504895806312561
},
{
"p": 0.07052546739578247,
"m": 0.26832085847854614
},
{
"p": 0.07954852283000946,
"m": 0.8098003268241882
},
{
"p": 0.06305693089962006,
"m": 0.7431660294532776
},
{
"p": 0.05549224093556404,
"m": 0.9797253608703613
},
{
"p": 0.07122039794921875,
"m": 0.9864512085914612
},
{
"p": 0.06016569584608078,
"m": 0.9911326169967651
},
{
"p": 0.07235416769981384,
"m": 1.0
},
{
"p": 0.08651162683963776,
"m": 1.0
},
{
"p": 0.09034205228090286,
"m": 1.0
},
{
"p": 0.06534656137228012,
"m": 1.0
}
]
},
{
"epoch": 74,
"train_loss": 1.2284945249557495,
"val_loss": 0.9070532917976379,
"acc": 66.99,
"time": 238.0206027260283,
"param": [
{
"p": 0.10864733159542084,
"m": 1.0
},
{
"p": 0.03683438152074814,
"m": 1.0
},
{
"p": 0.07438334077596664,
"m": 1.0
},
{
"p": 0.08337986469268799,
"m": 0.8639060258865356
},
{
"p": 0.04942378029227257,
"m": 0.20775093138217926
},
{
"p": 0.036176230758428574,
"m": 0.8541361093521118
},
{
"p": 0.08103638887405396,
"m": 0.7930529117584229
},
{
"p": 0.07071080058813095,
"m": 0.9647529721260071
},
{
"p": 0.08018858730792999,
"m": 0.9632688760757446
},
{
"p": 0.07555913925170898,
"m": 1.0
},
{
"p": 0.06902696937322617,
"m": 0.9395158886909485
},
{
"p": 0.08327215909957886,
"m": 1.0
},
{
"p": 0.1056724563241005,
"m": 1.0
},
{
"p": 0.04568861797451973,
"m": 1.0
}
]
},
{
"epoch": 75,
"train_loss": 1.4275078773498535,
"val_loss": 1.0056813955307007,
"acc": 66.64,
"time": 236.2250873449957,
"param": [
{
"p": 0.09417124837636948,
"m": 1.0
},
{
"p": 0.05390479043126106,
"m": 1.0
},
{
"p": 0.06482194364070892,
"m": 1.0
},
{
"p": 0.048057977110147476,
"m": 0.9302331805229187
},
{
"p": 0.051218610256910324,
"m": 0.06672993302345276
},
{
"p": 0.07525856047868729,
"m": 0.7977859377861023
},
{
"p": 0.059931110590696335,
"m": 0.8771625757217407
},
{
"p": 0.07141076773405075,
"m": 0.9515138864517212
},
{
"p": 0.06604838371276855,
"m": 0.9761431217193604
},
{
"p": 0.09291566163301468,
"m": 1.0
},
{
"p": 0.06552579998970032,
"m": 1.0
},
{
"p": 0.08383014053106308,
"m": 1.0
},
{
"p": 0.09723173826932907,
"m": 1.0
},
{
"p": 0.07567337155342102,
"m": 1.0
}
]
},
{
"epoch": 76,
"train_loss": 1.1267142295837402,
"val_loss": 1.0063776969909668,
"acc": 66.47,
"time": 236.65604428795632,
"param": [
{
"p": 0.0759507417678833,
"m": 1.0
},
{
"p": 0.05229515954852104,
"m": 1.0
},
{
"p": 0.0804167091846466,
"m": 1.0
},
{
"p": 0.07189273089170456,
"m": 0.8469831347465515
},
{
"p": 0.05673447623848915,
"m": 0.07773146033287048
},
{
"p": 0.06829767674207687,
"m": 0.8213789463043213
},
{
"p": 0.09064964205026627,
"m": 0.7805009484291077
},
{
"p": 0.07522916793823242,
"m": 0.9486377239227295
},
{
"p": 0.07330193370580673,
"m": 0.9865270853042603
},
{
"p": 0.07215859740972519,
"m": 0.9388505220413208
},
{
"p": 0.06473676860332489,
"m": 0.9801552891731262
},
{
"p": 0.05867655202746391,
"m": 1.0
},
{
"p": 0.0749199241399765,
"m": 1.0
},
{
"p": 0.08474000543355942,
"m": 1.0
}
]
},
{
"epoch": 77,
"train_loss": 1.295546293258667,
"val_loss": 0.9972581267356873,
"acc": 67.22,
"time": 235.15357994893566,
"param": [
{
"p": 0.07764746248722076,
"m": 1.0
},
{
"p": 0.07202327996492386,
"m": 1.0
},
{
"p": 0.08994702994823456,
"m": 1.0
},
{
"p": 0.062462568283081055,
"m": 0.8224743008613586
},
{
"p": 0.06481603533029556,
"m": 0.11949573457241058
},
{
"p": 0.052083659917116165,
"m": 0.7551563382148743
},
{
"p": 0.07315767556428909,
"m": 0.8856425285339355
},
{
"p": 0.06727653741836548,
"m": 0.9000629782676697
},
{
"p": 0.05353063344955444,
"m": 0.9887538552284241
},
{
"p": 0.08070044964551926,
"m": 0.9871492385864258
},
{
"p": 0.07420063763856888,
"m": 1.0
},
{
"p": 0.09140094369649887,
"m": 1.0
},
{
"p": 0.0895262360572815,
"m": 1.0
},
{
"p": 0.05122682824730873,
"m": 1.0
}
]
},
{
"epoch": 78,
"train_loss": 1.157387137413025,
"val_loss": 0.9382269382476807,
"acc": 66.95,
"time": 236.46526812203228,
"param": [
{
"p": 0.08470019698143005,
"m": 1.0
},
{
"p": 0.034339163452386856,
"m": 1.0
},
{
"p": 0.08792687207460403,
"m": 1.0
},
{
"p": 0.06967353075742722,
"m": 0.9289663434028625
},
{
"p": 0.07482995837926865,
"m": 0.16204889118671417
},
{
"p": 0.0793335810303688,
"m": 0.8298870921134949
},
{
"p": 0.06598467379808426,
"m": 0.869337260723114
},
{
"p": 0.06853655725717545,
"m": 0.9625666737556458
},
{
"p": 0.07145287841558456,
"m": 0.9948071837425232
},
{
"p": 0.06866653263568878,
"m": 0.9689021110534668
},
{
"p": 0.0717335194349289,
"m": 1.0
},
{
"p": 0.07625611126422882,
"m": 1.0
},
{
"p": 0.07192002236843109,
"m": 1.0
},
{
"p": 0.07464640587568283,
"m": 1.0
}
]
},
{
"epoch": 79,
"train_loss": 1.318039059638977,
"val_loss": 0.9848141670227051,
"acc": 68.12,
"time": 236.09928554994985,
"param": [
{
"p": 0.0791316106915474,
"m": 1.0
},
{
"p": 0.05376105383038521,
"m": 1.0
},
{
"p": 0.07461469620466232,
"m": 1.0
},
{
"p": 0.06889396160840988,
"m": 0.8845548629760742
},
{
"p": 0.053057704120874405,
"m": 0.3152063190937042
},
{
"p": 0.0836271122097969,
"m": 0.8139432072639465
},
{
"p": 0.06344220787286758,
"m": 0.9025015234947205
},
{
"p": 0.06612555682659149,
"m": 0.8759099245071411
},
{
"p": 0.07950061559677124,
"m": 1.0
},
{
"p": 0.0533626526594162,
"m": 0.9978445768356323
},
{
"p": 0.07337100058794022,
"m": 0.996988832950592
},
{
"p": 0.09211903810501099,
"m": 1.0
},
{
"p": 0.08660227805376053,
"m": 1.0
},
{
"p": 0.07239051163196564,
"m": 1.0
}
]
},
{
"epoch": 80,
"train_loss": 1.4913594722747803,
"val_loss": 0.9405771493911743,
"acc": 67.42,
"time": 239.26955139497295,
"param": [
{
"p": 0.09131229668855667,
"m": 1.0
},
{
"p": 0.0749346986413002,
"m": 1.0
},
{
"p": 0.06849364936351776,
"m": 1.0
},
{
"p": 0.06426191329956055,
"m": 0.9136492013931274
},
{
"p": 0.06186939403414726,
"m": 0.26754137873649597
},
{
"p": 0.06063259020447731,
"m": 0.7632823586463928
},
{
"p": 0.06361760199069977,
"m": 0.9921067953109741
},
{
"p": 0.06995276361703873,
"m": 0.8713109493255615
},
{
"p": 0.06814999878406525,
"m": 0.9802806973457336
},
{
"p": 0.074491947889328,
"m": 0.9995869994163513
},
{
"p": 0.07452449947595596,
"m": 0.9997567534446716
},
{
"p": 0.07930096983909607,
"m": 1.0
},
{
"p": 0.08156906813383102,
"m": 1.0
},
{
"p": 0.06688859313726425,
"m": 1.0
}
]
},
{
"epoch": 81,
"train_loss": 1.2941349744796753,
"val_loss": 0.9103646278381348,
"acc": 67.84,
"time": 236.5112854760373,
"param": [
{
"p": 0.08505358546972275,
"m": 1.0
},
{
"p": 0.06738939881324768,
"m": 1.0
},
{
"p": 0.06945553421974182,
"m": 1.0
},
{
"p": 0.06414294242858887,
"m": 0.9984626770019531
},
{
"p": 0.06994175165891647,
"m": 0.2703993618488312
},
{
"p": 0.08636949211359024,
"m": 0.6784979701042175
},
{
"p": 0.08103422820568085,
"m": 1.0
},
{
"p": 0.06106540560722351,
"m": 0.9535454511642456
},
{
"p": 0.0653872862458229,
"m": 0.960943877696991
},
{
"p": 0.05796017870306969,
"m": 1.0
},
{
"p": 0.08214358985424042,
"m": 0.9856145977973938
},
{
"p": 0.0584539957344532,
"m": 1.0
},
{
"p": 0.07633849233388901,
"m": 1.0
},
{
"p": 0.07526414841413498,
"m": 1.0
}
]
},
{
"epoch": 82,
"train_loss": 1.4014337062835693,
"val_loss": 0.9301350116729736,
"acc": 66.11,
"time": 236.95442961202934,
"param": [
{
"p": 0.07586722075939178,
"m": 1.0
},
{
"p": 0.05876975506544113,
"m": 1.0
},
{
"p": 0.08365406095981598,
"m": 1.0
},
{
"p": 0.06517400592565536,
"m": 0.9855254292488098
},
{
"p": 0.06989137083292007,
"m": 0.22606150805950165
},
{
"p": 0.055504150688648224,
"m": 0.6958831548690796
},
{
"p": 0.07531202584505081,
"m": 1.0
},
{
"p": 0.062010664492845535,
"m": 0.9599813222885132
},
{
"p": 0.0769989937543869,
"m": 1.0
},
{
"p": 0.0926855206489563,
"m": 0.9951651692390442
},
{
"p": 0.0583643801510334,
"m": 0.9991721510887146
},
{
"p": 0.07703635841608047,
"m": 1.0
},
{
"p": 0.08170897513628006,
"m": 1.0
},
{
"p": 0.06702260673046112,
"m": 1.0
}
]
},
{
"epoch": 83,
"train_loss": 1.2733749151229858,
"val_loss": 0.8797233700752258,
"acc": 68.05,
"time": 235.9306068760343,
"param": [
{
"p": 0.08106818795204163,
"m": 1.0
},
{
"p": 0.05384175479412079,
"m": 1.0
},
{
"p": 0.09224963933229446,
"m": 1.0
},
{
"p": 0.07059446722269058,
"m": 0.9681331515312195
},
{
"p": 0.06059683486819267,
"m": 0.43556851148605347
},
{
"p": 0.06089773029088974,
"m": 0.7384209036827087
},
{
"p": 0.05730971693992615,
"m": 0.9369508028030396
},
{
"p": 0.07885319739580154,
"m": 1.0
},
{
"p": 0.07683197408914566,
"m": 0.9932619333267212
},
{
"p": 0.07342544198036194,
"m": 0.9750242233276367
},
{
"p": 0.08369014412164688,
"m": 0.9869509339332581
},
{
"p": 0.0682273730635643,
"m": 1.0
},
{
"p": 0.08381415903568268,
"m": 1.0
},
{
"p": 0.05859937518835068,
"m": 1.0
}
]
},
{
"epoch": 84,
"train_loss": 1.3634841442108154,
"val_loss": 1.008072853088379,
"acc": 67.36,
"time": 237.63849469495472,
"param": [
{
"p": 0.06934399902820587,
"m": 1.0
},
{
"p": 0.06948813050985336,
"m": 1.0
},
{
"p": 0.07692757993936539,
"m": 1.0
},
{
"p": 0.037786148488521576,
"m": 0.8783606886863708
},
{
"p": 0.06489139050245285,
"m": 0.3707059919834137
},
{
"p": 0.06155022978782654,
"m": 0.7625335454940796
},
{
"p": 0.08754870295524597,
"m": 0.967591404914856
},
{
"p": 0.08306879550218582,
"m": 0.923994243144989
},
{
"p": 0.07561860233545303,
"m": 0.9306012988090515
},
{
"p": 0.07138469815254211,
"m": 0.9595995545387268
},
{
"p": 0.06840471178293228,
"m": 0.9560664296150208
},
{
"p": 0.08424052596092224,
"m": 1.0
},
{
"p": 0.09543898701667786,
"m": 1.0
},
{
"p": 0.054307520389556885,
"m": 1.0
}
]
},
{
"epoch": 85,
"train_loss": 1.239678144454956,
"val_loss": 0.9477764964103699,
"acc": 67.48,
"time": 237.50160496204626,
"param": [
{
"p": 0.0682004764676094,
"m": 1.0
},
{
"p": 0.06233924254775047,
"m": 1.0
},
{
"p": 0.08628705143928528,
"m": 1.0
},
{
"p": 0.048754237592220306,
"m": 0.871192216873169
},
{
"p": 0.051836129277944565,
"m": 0.4934979975223541
},
{
"p": 0.08447527885437012,
"m": 0.6344771981239319
},
{
"p": 0.08399202674627304,
"m": 0.9829227328300476
},
{
"p": 0.07008064538240433,
"m": 0.8563507795333862
},
{
"p": 0.06261831521987915,
"m": 0.9356691241264343
},
{
"p": 0.07311718910932541,
"m": 1.0
},
{
"p": 0.06697718799114227,
"m": 0.9710698127746582
},
{
"p": 0.0631769448518753,
"m": 1.0
},
{
"p": 0.09521091729402542,
"m": 1.0
},
{
"p": 0.08293437957763672,
"m": 1.0
}
]
},
{
"epoch": 86,
"train_loss": 1.2336184978485107,
"val_loss": 1.0168254375457764,
"acc": 67.27,
"time": 236.13386798696592,
"param": [
{
"p": 0.0743182972073555,
"m": 1.0
},
{
"p": 0.05384089797735214,
"m": 1.0
},
{
"p": 0.08864635229110718,
"m": 1.0
},
{
"p": 0.04451564699411392,
"m": 0.798862636089325
},
{
"p": 0.05692999064922333,
"m": 0.33019232749938965
},
{
"p": 0.079163558781147,
"m": 0.5809219479560852
},
{
"p": 0.07982539385557175,
"m": 0.9202075600624084
},
{
"p": 0.05543460696935654,
"m": 0.8881062865257263
},
{
"p": 0.0951073169708252,
"m": 0.9658832550048828
},
{
"p": 0.0663551464676857,
"m": 1.0
},
{
"p": 0.08666760474443436,
"m": 0.9227688908576965
},
{
"p": 0.06545194238424301,
"m": 1.0
},
{
"p": 0.10872606933116913,
"m": 1.0
},
{
"p": 0.045017216354608536,
"m": 1.0
}
]
},
{
"epoch": 87,
"train_loss": 1.3276265859603882,
"val_loss": 0.9041885733604431,
"acc": 67.24,
"time": 236.05153395899106,
"param": [
{
"p": 0.08474281430244446,
"m": 1.0
},
{
"p": 0.06192358583211899,
"m": 1.0
},
{
"p": 0.08822815120220184,
"m": 1.0
},
{
"p": 0.05451195687055588,
"m": 0.7471285462379456
},
{
"p": 0.06507181376218796,
"m": 0.24480383098125458
},
{
"p": 0.0743979886174202,
"m": 0.69495689868927
},
{
"p": 0.07353159785270691,
"m": 0.9957321286201477
},
{
"p": 0.05816352739930153,
"m": 0.9253531098365784
},
{
"p": 0.0800410732626915,
"m": 1.0
},
{
"p": 0.07784280180931091,
"m": 1.0
},
{
"p": 0.06017144024372101,
"m": 0.98101407289505
},
{
"p": 0.08261382579803467,
"m": 1.0
},
{
"p": 0.07058358937501907,
"m": 1.0
},
{
"p": 0.06817596405744553,
"m": 1.0
}
]
},
{
"epoch": 88,
"train_loss": 1.2833950519561768,
"val_loss": 0.8094639778137207,
"acc": 68.41,
"time": 236.9416962430114,
"param": [
{
"p": 0.0791681706905365,
"m": 1.0
},
{
"p": 0.06294704973697662,
"m": 1.0
},
{
"p": 0.07556185871362686,
"m": 1.0
},
{
"p": 0.06429135799407959,
"m": 0.7153081297874451
},
{
"p": 0.07747707515954971,
"m": 0.3868826627731323
},
{
"p": 0.08114922791719437,
"m": 0.7552711963653564
},
{
"p": 0.07883308827877045,
"m": 0.8632633686065674
},
{
"p": 0.08096054941415787,
"m": 1.0
},
{
"p": 0.05140369012951851,
"m": 0.9957267642021179
},
{
"p": 0.07358083128929138,
"m": 1.0
},
{
"p": 0.07105202972888947,
"m": 0.9852088689804077
},
{
"p": 0.08324673771858215,
"m": 1.0
},
{
"p": 0.06569533050060272,
"m": 1.0
},
{
"p": 0.0546329990029335,
"m": 1.0
}
]
},
{
"epoch": 89,
"train_loss": 1.3167102336883545,
"val_loss": 0.8347979784011841,
"acc": 68.31,
"time": 236.630094391061,
"param": [
{
"p": 0.08690427243709564,
"m": 1.0
},
{
"p": 0.05373577028512955,
"m": 1.0
},
{
"p": 0.0769333690404892,
"m": 1.0
},
{
"p": 0.077530637383461,
"m": 0.8062544465065002
},
{
"p": 0.042417626827955246,
"m": 0.34479644894599915
},
{
"p": 0.07457085698843002,
"m": 0.8407875895500183
},
{
"p": 0.07016471028327942,
"m": 0.920850932598114
},
{
"p": 0.06732361763715744,
"m": 0.9960417151451111
},
{
"p": 0.07918865978717804,
"m": 1.0
},
{
"p": 0.06827865540981293,
"m": 0.9703628420829773
},
{
"p": 0.07405910640954971,
"m": 0.9421068429946899
},
{
"p": 0.07743433862924576,
"m": 1.0
},
{
"p": 0.0820063054561615,
"m": 1.0
},
{
"p": 0.06945209205150604,
"m": 1.0
}
]
},
{
"epoch": 90,
"train_loss": 1.2691982984542847,
"val_loss": 0.8178759217262268,
"acc": 68.4,
"time": 237.6391886959318,
"param": [
{
"p": 0.08779898285865784,
"m": 1.0
},
{
"p": 0.04087867587804794,
"m": 1.0
},
{
"p": 0.1042608693242073,
"m": 1.0
},
{
"p": 0.06949008256196976,
"m": 0.7585057616233826
},
{
"p": 0.012818515300750732,
"m": 0.3577483296394348
},
{
"p": 0.06805094331502914,
"m": 0.9872921109199524
},
{
"p": 0.09623964875936508,
"m": 0.8842880129814148
},
{
"p": 0.06685702502727509,
"m": 0.8908385038375854
},
{
"p": 0.07316489517688751,
"m": 0.9718296527862549
},
{
"p": 0.07765507698059082,
"m": 1.0
},
{
"p": 0.07072485983371735,
"m": 0.9707319736480713
},
{
"p": 0.0758211761713028,
"m": 1.0
},
{
"p": 0.09966349601745605,
"m": 1.0
},
{
"p": 0.0565757118165493,
"m": 1.0
}
]
},
{
"epoch": 91,
"train_loss": 1.2396208047866821,
"val_loss": 0.9663816690444946,
"acc": 67.91,
"time": 234.6682725730352,
"param": [
{
"p": 0.06844871491193771,
"m": 1.0
},
{
"p": 0.049809712916612625,
"m": 1.0
},
{
"p": 0.08981988579034805,
"m": 1.0
},
{
"p": 0.07538711279630661,
"m": 0.8263002038002014
},
{
"p": 0.057604625821113586,
"m": 0.40050193667411804
},
{
"p": 0.06633804738521576,
"m": 0.9452070593833923
},
{
"p": 0.06557916104793549,
"m": 0.7570608854293823
},
{
"p": 0.060384321957826614,
"m": 0.9882765412330627
},
{
"p": 0.06821400672197342,
"m": 0.9494991302490234
},
{
"p": 0.07458551228046417,
"m": 0.9884037375450134
},
{
"p": 0.08529894798994064,
"m": 0.9741110801696777
},
{
"p": 0.08811751753091812,
"m": 1.0
},
{
"p": 0.08878309279680252,
"m": 1.0
},
{
"p": 0.06162940338253975,
"m": 1.0
}
]
},
{
"epoch": 92,
"train_loss": 1.2329305410385132,
"val_loss": 0.9280044436454773,
"acc": 68.5,
"time": 236.9775645940099,
"param": [
{
"p": 0.11269064247608185,
"m": 1.0
},
{
"p": 0.019723789766430855,
"m": 1.0
},
{
"p": 0.11859217286109924,
"m": 1.0
},
{
"p": 0.036167871206998825,
"m": 0.7420081496238708
},
{
"p": 0.04038577154278755,
"m": 0.48628950119018555
},
{
"p": 0.07652545720338821,
"m": 0.8908662796020508
},
{
"p": 0.07068267464637756,
"m": 0.8114199042320251
},
{
"p": 0.08599770814180374,
"m": 0.9982888698577881
},
{
"p": 0.05470963194966316,
"m": 0.8703469038009644
},
{
"p": 0.07465873658657074,
"m": 0.9627618789672852
},
{
"p": 0.07781272381544113,
"m": 0.9797384738922119
},
{
"p": 0.0904647558927536,
"m": 1.0
},
{
"p": 0.07251885533332825,
"m": 1.0
},
{
"p": 0.06906919926404953,
"m": 1.0
}
]
},
{
"epoch": 93,
"train_loss": 1.4184852838516235,
"val_loss": 1.0046579837799072,
"acc": 67.78,
"time": 237.67842311703134,
"param": [
{
"p": 0.10439715534448624,
"m": 1.0
},
{
"p": 0.05655317008495331,
"m": 1.0
},
{
"p": 0.08176320046186447,
"m": 1.0
},
{
"p": 0.06336309760808945,
"m": 0.8432735204696655
},
{
"p": 0.06515771150588989,
"m": 0.5369821190834045
},
{
"p": 0.057124361395835876,
"m": 0.8518884181976318
},
{
"p": 0.06428966671228409,
"m": 0.9441506266593933
},
{
"p": 0.051626160740852356,
"m": 1.0
},
{
"p": 0.07031635195016861,
"m": 1.0
},
{
"p": 0.06764985620975494,
"m": 1.0
},
{
"p": 0.07427560538053513,
"m": 0.9914034008979797
},
{
"p": 0.07031001150608063,
"m": 1.0
},
{
"p": 0.08091848343610764,
"m": 1.0
},
{
"p": 0.0922551229596138,
"m": 1.0
}
]
},
{
"epoch": 94,
"train_loss": 1.3972746133804321,
"val_loss": 0.8657802939414978,
"acc": 68.81,
"time": 236.84386609797366,
"param": [
{
"p": 0.08079619705677032,
"m": 1.0
},
{
"p": 0.07184605300426483,
"m": 1.0
},
{
"p": 0.08943343162536621,
"m": 1.0
},
{
"p": 0.05796511471271515,
"m": 0.9185069799423218
},
{
"p": 0.06672365218400955,
"m": 0.6301986575126648
},
{
"p": 0.04618828743696213,
"m": 0.8440439701080322
},
{
"p": 0.06456571072340012,
"m": 0.9652389883995056
},
{
"p": 0.08005181699991226,
"m": 0.942374050617218
},
{
"p": 0.0857018232345581,
"m": 1.0
},
{
"p": 0.07395883649587631,
"m": 0.9956773519515991
},
{
"p": 0.08048722892999649,
"m": 1.0
},
{
"p": 0.07826939225196838,
"m": 1.0
},
{
"p": 0.08004230260848999,
"m": 1.0
},
{
"p": 0.04397011548280716,
"m": 1.0
}
]
},
{
"epoch": 95,
"train_loss": 1.3305284976959229,
"val_loss": 0.8806761503219604,
"acc": 67.77,
"time": 236.65780418901704,
"param": [
{
"p": 0.07669588178396225,
"m": 1.0
},
{
"p": 0.03837960958480835,
"m": 1.0
},
{
"p": 0.06958219408988953,
"m": 1.0
},
{
"p": 0.05916224792599678,
"m": 0.9162538647651672
},
{
"p": 0.08939674496650696,
"m": 0.6149302124977112
},
{
"p": 0.07244160026311874,
"m": 0.9873944520950317
},
{
"p": 0.06079765409231186,
"m": 0.9035266637802124
},
{
"p": 0.08041778206825256,
"m": 0.8858929872512817
},
{
"p": 0.06050382927060127,
"m": 0.9959735870361328
},
{
"p": 0.08725028485059738,
"m": 0.9789626598358154
},
{
"p": 0.07575678080320358,
"m": 0.9847165942192078
},
{
"p": 0.07168494164943695,
"m": 1.0
},
{
"p": 0.09548766911029816,
"m": 1.0
},
{
"p": 0.06244281306862831,
"m": 1.0
}
]
},
{
"epoch": 96,
"train_loss": 1.0833539962768555,
"val_loss": 0.9865480065345764,
"acc": 68.02,
"time": 237.08268452400807,
"param": [
{
"p": 0.07594005763530731,
"m": 1.0
},
{
"p": 0.058243278414011,
"m": 1.0
},
{
"p": 0.06276141852140427,
"m": 1.0
},
{
"p": 0.06718157231807709,
"m": 0.9085761308670044
},
{
"p": 0.06357526779174805,
"m": 0.39854705333709717
},
{
"p": 0.05022163316607475,
"m": 0.9588973522186279
},
{
"p": 0.08779048174619675,
"m": 0.8958953619003296
},
{
"p": 0.06662622839212418,
"m": 0.8830395340919495
},
{
"p": 0.06351391971111298,
"m": 0.9720081090927124
},
{
"p": 0.0903506800532341,
"m": 1.0
},
{
"p": 0.07290057092905045,
"m": 0.9726771712303162
},
{
"p": 0.0942787230014801,
"m": 1.0
},
{
"p": 0.077732615172863,
"m": 1.0
},
{
"p": 0.06888344883918762,
"m": 1.0
}
]
},
{
"epoch": 97,
"train_loss": 1.462145209312439,
"val_loss": 0.8974663615226746,
"acc": 68.92,
"time": 236.65741676290054,
"param": [
{
"p": 0.07756385207176208,
"m": 1.0
},
{
"p": 0.05468504875898361,
"m": 1.0
},
{
"p": 0.07861485332250595,
"m": 1.0
},
{
"p": 0.07019466906785965,
"m": 0.9868838787078857
},
{
"p": 0.062046583741903305,
"m": 0.5180469751358032
},
{
"p": 0.03994490206241608,
"m": 0.9794633984565735
},
{
"p": 0.0680861622095108,
"m": 0.765198826789856
},
{
"p": 0.05259421467781067,
"m": 0.8627006411552429
},
{
"p": 0.07853376865386963,
"m": 0.993227481842041
},
{
"p": 0.09025362133979797,
"m": 0.9987919330596924
},
{
"p": 0.07014206796884537,
"m": 1.0
},
{
"p": 0.0856698751449585,
"m": 1.0
},
{
"p": 0.10537334531545639,
"m": 1.0
},
{
"p": 0.0662970095872879,
"m": 1.0
}
]
},
{
"epoch": 98,
"train_loss": 1.245808482170105,
"val_loss": 0.7990107536315918,
"acc": 69.29,
"time": 239.2825309439795,
"param": [
{
"p": 0.09725438058376312,
"m": 1.0
},
{
"p": 0.05844716355204582,
"m": 1.0
},
{
"p": 0.08641691505908966,
"m": 1.0
},
{
"p": 0.06094219163060188,
"m": 1.0
},
{
"p": 0.05695929750800133,
"m": 0.4809233546257019
},
{
"p": 0.07687021046876907,
"m": 0.950984001159668
},
{
"p": 0.08850082755088806,
"m": 0.8524633049964905
},
{
"p": 0.05950920656323433,
"m": 1.0
},
{
"p": 0.06624414026737213,
"m": 1.0
},
{
"p": 0.07728850096464157,
"m": 1.0
},
{
"p": 0.06964515894651413,
"m": 1.0
},
{
"p": 0.07712224870920181,
"m": 1.0
},
{
"p": 0.06965342909097672,
"m": 1.0
},
{
"p": 0.055146217346191406,
"m": 1.0
}
]
},
{
"epoch": 99,
"train_loss": 1.3385363817214966,
"val_loss": 0.8419803380966187,
"acc": 69.69,
"time": 236.87637005501892,
"param": [
{
"p": 0.0689653605222702,
"m": 1.0
},
{
"p": 0.06712453067302704,
"m": 1.0
},
{
"p": 0.09061683714389801,
"m": 1.0
},
{
"p": 0.06366311758756638,
"m": 0.970647931098938
},
{
"p": 0.07215903699398041,
"m": 0.5659231543540955
},
{
"p": 0.05031322315335274,
"m": 0.9986642003059387
},
{
"p": 0.07028405368328094,
"m": 0.9471632242202759
},
{
"p": 0.08799483627080917,
"m": 1.0
},
{
"p": 0.06768930703401566,
"m": 1.0
},
{
"p": 0.07641421258449554,
"m": 0.9927328824996948
},
{
"p": 0.06830267608165741,
"m": 1.0
},
{
"p": 0.07018023729324341,
"m": 1.0
},
{
"p": 0.0763409212231636,
"m": 1.0
},
{
"p": 0.06995164602994919,
"m": 1.0
}
]
},
{
"epoch": 100,
"train_loss": 1.4483120441436768,
"val_loss": 1.006911039352417,
"acc": 67.63,
"time": 237.05630804703105,
"param": [
{
"p": 0.08308449387550354,
"m": 1.0
},
{
"p": 0.07211697101593018,
"m": 1.0
},
{
"p": 0.07745344936847687,
"m": 1.0
},
{
"p": 0.06174885854125023,
"m": 1.0
},
{
"p": 0.058334726840257645,
"m": 0.5561764240264893
},
{
"p": 0.07375113666057587,
"m": 0.9987464547157288
},
{
"p": 0.06689327210187912,
"m": 0.9155453443527222
},
{
"p": 0.06561073660850525,
"m": 0.9946091175079346
},
{
"p": 0.06764772534370422,
"m": 0.9977127909660339
},
{
"p": 0.08998220413923264,
"m": 0.9800617694854736
},
{
"p": 0.0688934326171875,
"m": 0.9982917308807373
},
{
"p": 0.0779167041182518,
"m": 1.0
},
{
"p": 0.08789536356925964,
"m": 1.0
},
{
"p": 0.04867090284824371,
"m": 1.0
}
]
},
{
"epoch": 101,
"train_loss": 1.3934500217437744,
"val_loss": 1.0045626163482666,
"acc": 67.92,
"time": 237.64699515793473,
"param": [
{
"p": 0.08294756710529327,
"m": 1.0
},
{
"p": 0.07841213792562485,
"m": 1.0
},
{
"p": 0.09822560846805573,
"m": 1.0
},
{
"p": 0.02152961678802967,
"m": 0.8846716284751892
},
{
"p": 0.03512857109308243,
"m": 0.5519028306007385
},
{
"p": 0.0642116442322731,
"m": 0.9711686968803406
},
{
"p": 0.0862303301692009,
"m": 0.8241162896156311
},
{
"p": 0.046366553753614426,
"m": 0.9965267777442932
},
{
"p": 0.0784216895699501,
"m": 0.9686313271522522
},
{
"p": 0.07833820581436157,
"m": 1.0
},
{
"p": 0.07594307512044907,
"m": 0.9757750630378723
},
{
"p": 0.09061715751886368,
"m": 1.0
},
{
"p": 0.08705320209264755,
"m": 1.0
},
{
"p": 0.0765746533870697,
"m": 1.0
}
]
},
{
"epoch": 102,
"train_loss": 1.2912994623184204,
"val_loss": 0.8318536281585693,
"acc": 69.89,
"time": 238.7026641210541,
"param": [
{
"p": 0.07599640637636185,
"m": 1.0
},
{
"p": 0.05544654279947281,
"m": 1.0
},
{
"p": 0.07369008660316467,
"m": 1.0
},
{
"p": 0.053725894540548325,
"m": 0.8357217311859131
},
{
"p": 0.07287503778934479,
"m": 0.5658359527587891
},
{
"p": 0.056797854602336884,
"m": 0.9896639585494995
},
{
"p": 0.05903709679841995,
"m": 0.8063905239105225
},
{
"p": 0.0639878436923027,
"m": 0.9720690846443176
},
{
"p": 0.0727475956082344,
"m": 1.0
},
{
"p": 0.08907170593738556,
"m": 0.9946299195289612
},
{
"p": 0.07244343310594559,
"m": 1.0
},
{
"p": 0.08133073896169662,
"m": 1.0
},
{
"p": 0.09998518228530884,
"m": 1.0
},
{
"p": 0.07286462187767029,
"m": 1.0
}
]
},
{
"epoch": 103,
"train_loss": 1.3646016120910645,
"val_loss": 0.9140273928642273,
"acc": 70.03,
"time": 236.89982031297404,
"param": [
{
"p": 0.08708702027797699,
"m": 1.0
},
{
"p": 0.053875263780355453,
"m": 1.0
},
{
"p": 0.09883853793144226,
"m": 1.0
},
{
"p": 0.04991111531853676,
"m": 0.8346957564353943
},
{
"p": 0.030475305393338203,
"m": 0.47881561517715454
},
{
"p": 0.06530804187059402,
"m": 0.9632974863052368
},
{
"p": 0.05567227676510811,
"m": 0.8285226821899414
},
{
"p": 0.05474109947681427,
"m": 1.0
},
{
"p": 0.09636527299880981,
"m": 1.0
},
{
"p": 0.08878064900636673,
"m": 0.9858709573745728
},
{
"p": 0.08233664929866791,
"m": 0.9178853631019592
},
{
"p": 0.08913362771272659,
"m": 1.0
},
{
"p": 0.07419557124376297,
"m": 1.0
},
{
"p": 0.07327958941459656,
"m": 1.0
}
]
},
{
"epoch": 104,
"train_loss": 1.4779995679855347,
"val_loss": 0.912143886089325,
"acc": 69.18,
"time": 237.2072584190173,
"param": [
{
"p": 0.06780318170785904,
"m": 1.0
},
{
"p": 0.06248714029788971,
"m": 1.0
},
{
"p": 0.09380803257226944,
"m": 1.0
},
{
"p": 0.06537856161594391,
"m": 0.8687013387680054
},
{
"p": 0.059897374361753464,
"m": 0.5119421482086182
},
{
"p": 0.05781133100390434,
"m": 0.9414224624633789
},
{
"p": 0.07969480752944946,
"m": 0.9132264852523804
},
{
"p": 0.06350476294755936,
"m": 1.0
},
{
"p": 0.07367445528507233,
"m": 1.0
},
{
"p": 0.08825425803661346,
"m": 0.9942198395729065
},
{
"p": 0.062270257622003555,
"m": 1.0
},
{
"p": 0.0668792873620987,
"m": 1.0
},
{
"p": 0.0640779584646225,
"m": 1.0
},
{
"p": 0.09445858746767044,
"m": 1.0
}
]
},
{
"epoch": 105,
"train_loss": 1.2081512212753296,
"val_loss": 0.8735796809196472,
"acc": 69.95,
"time": 237.47905888897367,
"param": [
{
"p": 0.07802777737379074,
"m": 1.0
},
{
"p": 0.07673296332359314,
"m": 1.0
},
{
"p": 0.07854623347520828,
"m": 1.0
},
{
"p": 0.049822889268398285,
"m": 0.8504342436790466
},
{
"p": 0.0744309052824974,
"m": 0.4811771512031555
},
{
"p": 0.044032178819179535,
"m": 0.8912168145179749
},
{
"p": 0.07931727170944214,
"m": 0.9956122040748596
},
{
"p": 0.07083456963300705,
"m": 0.8946671485900879
},
{
"p": 0.07010486721992493,
"m": 1.0
},
{
"p": 0.0892101526260376,
"m": 0.9706414341926575
},
{
"p": 0.04184120148420334,
"m": 0.9925090670585632
},
{
"p": 0.07875606417655945,
"m": 1.0
},
{
"p": 0.09260633587837219,
"m": 1.0
},
{
"p": 0.0757366418838501,
"m": 1.0
}
]
},
{
"epoch": 106,
"train_loss": 1.2439794540405273,
"val_loss": 0.7667194604873657,
"acc": 70.15,
"time": 238.90791223803535,
"param": [
{
"p": 0.06267910450696945,
"m": 1.0
},
{
"p": 0.0814422070980072,
"m": 1.0
},
{
"p": 0.06806004047393799,
"m": 1.0
},
{
"p": 0.05815788358449936,
"m": 0.8770232200622559
},
{
"p": 0.05960232391953468,
"m": 0.45745596289634705
},
{
"p": 0.05557028576731682,
"m": 0.9509538412094116
},
{
"p": 0.07749900966882706,
"m": 0.9294157028198242
},
{
"p": 0.06732787191867828,
"m": 0.8328610062599182
},
{
"p": 0.050762489438056946,
"m": 0.9878360629081726
},
{
"p": 0.08282726258039474,
"m": 0.9987019300460815
},
{
"p": 0.07403163611888885,
"m": 0.993630051612854
},
{
"p": 0.09594247490167618,
"m": 1.0
},
{
"p": 0.10113056749105453,
"m": 1.0
},
{
"p": 0.06496679037809372,
"m": 1.0
}
]
},
{
"epoch": 107,
"train_loss": 1.2064855098724365,
"val_loss": 0.8195196390151978,
"acc": 70.02,
"time": 237.84082249097992,
"param": [
{
"p": 0.07030557841062546,
"m": 1.0
},
{
"p": 0.0333557166159153,
"m": 1.0
},
{
"p": 0.10189630836248398,
"m": 1.0
},
{
"p": 0.06554048508405685,
"m": 0.9219077229499817
},
{
"p": 0.049928996711969376,
"m": 0.4512580335140228
},
{
"p": 0.04487000033259392,
"m": 0.9638546705245972
},
{
"p": 0.07846655696630478,
"m": 1.0
},
{
"p": 0.07045026123523712,
"m": 0.9942259788513184
},
{
"p": 0.09350784868001938,
"m": 1.0
},
{
"p": 0.08187546581029892,
"m": 0.9521517753601074
},
{
"p": 0.08142316341400146,
"m": 0.990995466709137
},
{
"p": 0.07747659832239151,
"m": 1.0
},
{
"p": 0.08451306819915771,
"m": 1.0
},
{
"p": 0.06638996303081512,
"m": 1.0
}
]
},
{
"epoch": 108,
"train_loss": 1.2531384229660034,
"val_loss": 0.9525699615478516,
"acc": 68.45,
"time": 238.15243743301835,
"param": [
{
"p": 0.07263244688510895,
"m": 1.0
},
{
"p": 0.07295312732458115,
"m": 1.0
},
{
"p": 0.08506546914577484,
"m": 1.0
},
{
"p": 0.07933521270751953,
"m": 0.9867426156997681
},
{
"p": 0.0311178807169199,
"m": 0.4804179072380066
},
{
"p": 0.06711605936288834,
"m": 0.9871709942817688
},
{
"p": 0.06475146114826202,
"m": 0.9963973164558411
},
{
"p": 0.057606298476457596,
"m": 0.8204600214958191
},
{
"p": 0.06795258820056915,
"m": 0.972283124923706
},
{
"p": 0.0693182647228241,
"m": 0.9483562111854553
},
{
"p": 0.08095519244670868,
"m": 0.9989988207817078
},
{
"p": 0.0809570848941803,
"m": 1.0
},
{
"p": 0.07901427894830704,
"m": 1.0
},
{
"p": 0.09122457355260849,
"m": 1.0
}
]
},
{
"epoch": 109,
"train_loss": 1.464113712310791,
"val_loss": 0.9251842498779297,
"acc": 69.36,
"time": 236.56831011606846,
"param": [
{
"p": 0.08384961634874344,
"m": 1.0
},
{
"p": 0.059215955436229706,
"m": 1.0
},
{
"p": 0.05567967891693115,
"m": 1.0
},
{
"p": 0.044508326798677444,
"m": 0.8384014964103699
},
{
"p": 0.0797877311706543,
"m": 0.33323243260383606
},
{
"p": 0.07105018198490143,
"m": 0.9643052816390991
},
{
"p": 0.05610933154821396,
"m": 0.9960901141166687
},
{
"p": 0.06953536719083786,
"m": 0.8324175477027893
},
{
"p": 0.09705399721860886,
"m": 0.98878413438797
},
{
"p": 0.09586778283119202,
"m": 0.9686773419380188
},
{
"p": 0.06396345794200897,
"m": 0.9735545516014099
},
{
"p": 0.08260708302259445,
"m": 1.0
},
{
"p": 0.07453267276287079,
"m": 1.0
},
{
"p": 0.06623882055282593,
"m": 1.0
}
]
},
{
"epoch": 110,
"train_loss": 1.2453007698059082,
"val_loss": 0.9338604807853699,
"acc": 69.21,
"time": 237.27546880592126,
"param": [
{
"p": 0.07127778977155685,
"m": 1.0
},
{
"p": 0.041521552950143814,
"m": 1.0
},
{
"p": 0.08904869109392166,
"m": 1.0
},
{
"p": 0.061434801667928696,
"m": 0.8574835658073425
},
{
"p": 0.055125489830970764,
"m": 0.482882022857666
},
{
"p": 0.061566151678562164,
"m": 1.0
},
{
"p": 0.07930383086204529,
"m": 0.9329540133476257
},
{
"p": 0.07089556753635406,
"m": 0.6975662708282471
},
{
"p": 0.0729127898812294,
"m": 0.9516344666481018
},
{
"p": 0.10319644957780838,
"m": 1.0
},
{
"p": 0.07278944551944733,
"m": 0.9962511658668518
},
{
"p": 0.08230263739824295,
"m": 1.0
},
{
"p": 0.06550628691911697,
"m": 1.0
},
{
"p": 0.07311846315860748,
"m": 1.0
}
]
},
{
"epoch": 111,
"train_loss": 1.3292036056518555,
"val_loss": 0.8726080060005188,
"acc": 70.34,
"time": 237.8033685310511,
"param": [
{
"p": 0.07083973288536072,
"m": 1.0
},
{
"p": 0.08904110640287399,
"m": 1.0
},
{
"p": 0.07903960347175598,
"m": 1.0
},
{
"p": 0.062002137303352356,
"m": 0.832947850227356
},
{
"p": 0.06724271923303604,
"m": 0.49838170409202576
},
{
"p": 0.06295572966337204,
"m": 0.8996527194976807
},
{
"p": 0.06053601950407028,
"m": 0.9583825469017029
},
{
"p": 0.07291790097951889,
"m": 0.6995622515678406
},
{
"p": 0.07179047167301178,
"m": 1.0
},
{
"p": 0.07187450677156448,
"m": 0.9579033255577087
},
{
"p": 0.07024891674518585,
"m": 1.0
},
{
"p": 0.06474469602108002,
"m": 1.0
},
{
"p": 0.08319266140460968,
"m": 1.0
},
{
"p": 0.0735737755894661,
"m": 1.0
}
]
},
{
"epoch": 112,
"train_loss": 1.0997768640518188,
"val_loss": 0.9420225024223328,
"acc": 69.9,
"time": 236.05767120502423,
"param": [
{
"p": 0.0712069422006607,
"m": 1.0
},
{
"p": 0.04958876222372055,
"m": 1.0
},
{
"p": 0.07327989488840103,
"m": 1.0
},
{
"p": 0.06082115322351456,
"m": 0.7827900648117065
},
{
"p": 0.0817304402589798,
"m": 0.4837284982204437
},
{
"p": 0.07761142402887344,
"m": 0.8671454787254333
},
{
"p": 0.06240003556013107,
"m": 1.0
},
{
"p": 0.07976862788200378,
"m": 0.7217777967453003
},
{
"p": 0.06909976899623871,
"m": 0.9954954385757446
},
{
"p": 0.0889267846941948,
"m": 0.9170457720756531
},
{
"p": 0.07991470396518707,
"m": 1.0
},
{
"p": 0.06458654999732971,
"m": 1.0
},
{
"p": 0.06740273535251617,
"m": 1.0
},
{
"p": 0.07366211712360382,
"m": 1.0
}
]
},
{
"epoch": 113,
"train_loss": 1.0953738689422607,
"val_loss": 0.8430370688438416,
"acc": 71.06,
"time": 236.19646067498252,
"param": [
{
"p": 0.08372686803340912,
"m": 1.0
},
{
"p": 0.062480319291353226,
"m": 1.0
},
{
"p": 0.06761305034160614,
"m": 1.0
},
{
"p": 0.05393366888165474,
"m": 0.7986957430839539
},
{
"p": 0.0589558482170105,
"m": 0.4282151758670807
},
{
"p": 0.08846820145845413,
"m": 0.8001666069030762
},
{
"p": 0.07299714535474777,
"m": 0.9596344828605652
},
{
"p": 0.056686755269765854,
"m": 0.737593948841095
},
{
"p": 0.06734384596347809,
"m": 0.9291457533836365
},
{
"p": 0.0643812045454979,
"m": 0.9729487895965576
},
{
"p": 0.06358339637517929,
"m": 0.9488844275474548
},
{
"p": 0.0719514861702919,
"m": 1.0
},
{
"p": 0.1023746058344841,
"m": 1.0
},
{
"p": 0.08550363034009933,
"m": 1.0
}
]
},
{
"epoch": 114,
"train_loss": 1.35933256149292,
"val_loss": 0.8776111602783203,
"acc": 70.78,
"time": 236.5134451680351,
"param": [
{
"p": 0.08902440965175629,
"m": 1.0
},
{
"p": 0.03820556402206421,
"m": 1.0
},
{
"p": 0.0938880667090416,
"m": 1.0
},
{
"p": 0.039391543716192245,
"m": 0.8398436903953552
},
{
"p": 0.046090081334114075,
"m": 0.35194966197013855
},
{
"p": 0.06546392291784286,
"m": 0.9202996492385864
},
{
"p": 0.08355779200792313,
"m": 0.9543824195861816
},
{
"p": 0.061542902141809464,
"m": 0.86353999376297
},
{
"p": 0.05767478421330452,
"m": 0.9848287105560303
},
{
"p": 0.09092684090137482,
"m": 0.9864850044250488
},
{
"p": 0.06413380056619644,
"m": 0.994089663028717
},
{
"p": 0.09068285673856735,
"m": 1.0
},
{
"p": 0.10092969983816147,
"m": 1.0
},
{
"p": 0.07848772406578064,
"m": 1.0
}
]
},
{
"epoch": 115,
"train_loss": 1.2937371730804443,
"val_loss": 0.9732574224472046,
"acc": 70.17,
"time": 237.91944243502803,
"param": [
{
"p": 0.08883357048034668,
"m": 1.0
},
{
"p": 0.04302788898348808,
"m": 1.0
},
{
"p": 0.07752800732851028,
"m": 1.0
},
{
"p": 0.07415167987346649,
"m": 0.9278979301452637
},
{
"p": 0.06615348160266876,
"m": 0.3371463716030121
},
{
"p": 0.06761156022548676,
"m": 1.0
},
{
"p": 0.07031892240047455,
"m": 1.0
},
{
"p": 0.07675251364707947,
"m": 0.8975614905357361
},
{
"p": 0.06590094417333603,
"m": 0.9997527003288269
},
{
"p": 0.07385113835334778,
"m": 1.0
},
{
"p": 0.07874037325382233,
"m": 1.0
},
{
"p": 0.06793708354234695,
"m": 1.0
},
{
"p": 0.07346147298812866,
"m": 1.0
},
{
"p": 0.07573136687278748,
"m": 1.0
}
]
},
{
"epoch": 116,
"train_loss": 1.1605727672576904,
"val_loss": 0.8325968980789185,
"acc": 70.66,
"time": 238.02101003506687,
"param": [
{
"p": 0.06773994863033295,
"m": 1.0
},
{
"p": 0.07446153461933136,
"m": 1.0
},
{
"p": 0.08767608553171158,
"m": 1.0
},
{
"p": 0.06591277569532394,
"m": 1.0
},
{
"p": 0.07151871919631958,
"m": 0.21948373317718506
},
{
"p": 0.056812554597854614,
"m": 1.0
},
{
"p": 0.0633745864033699,
"m": 0.992040753364563
},
{
"p": 0.06996489316225052,
"m": 0.8773447275161743
},
{
"p": 0.07417940348386765,
"m": 0.9479445219039917
},
{
"p": 0.06785022467374802,
"m": 1.0
},
{
"p": 0.0682230293750763,
"m": 0.9279058575630188
},
{
"p": 0.08018680661916733,
"m": 1.0
},
{
"p": 0.09272413700819016,
"m": 1.0
},
{
"p": 0.05937528237700462,
"m": 1.0
}
]
},
{
"epoch": 117,
"train_loss": 1.1797987222671509,
"val_loss": 0.7398253083229065,
"acc": 70.46,
"time": 236.64230489800684,
"param": [
{
"p": 0.06767260283231735,
"m": 1.0
},
{
"p": 0.06262093037366867,
"m": 1.0
},
{
"p": 0.08741200715303421,
"m": 1.0
},
{
"p": 0.04713717848062515,
"m": 0.9821670055389404
},
{
"p": 0.0847824364900589,
"m": 0.24928784370422363
},
{
"p": 0.058616332709789276,
"m": 1.0
},
{
"p": 0.07012166827917099,
"m": 0.9463517069816589
},
{
"p": 0.08662185072898865,
"m": 0.942064642906189
},
{
"p": 0.05567086115479469,
"m": 0.9039092659950256
},
{
"p": 0.06892110407352448,
"m": 0.9757487177848816
},
{
"p": 0.06822099536657333,
"m": 0.9137534499168396
},
{
"p": 0.0681350976228714,
"m": 1.0
},
{
"p": 0.10123051702976227,
"m": 1.0
},
{
"p": 0.07283641397953033,
"m": 1.0
}
]
},
{
"epoch": 118,
"train_loss": 1.2513830661773682,
"val_loss": 0.8475618958473206,
"acc": 70.73,
"time": 236.55718189897016,
"param": [
{
"p": 0.10501966625452042,
"m": 1.0
},
{
"p": 0.05505964905023575,
"m": 1.0
},
{
"p": 0.09163333475589752,
"m": 1.0
},
{
"p": 0.0599227137863636,
"m": 1.0
},
{
"p": 0.05081791803240776,
"m": 0.32890817523002625
},
{
"p": 0.058695580810308456,
"m": 0.9782847166061401
},
{
"p": 0.07706715166568756,
"m": 0.8944761753082275
},
{
"p": 0.0753927230834961,
"m": 0.869247317314148
},
{
"p": 0.06548860669136047,
"m": 0.9607386589050293
},
{
"p": 0.05380668863654137,
"m": 0.9970518350601196
},
{
"p": 0.1016479954123497,
"m": 0.9284691214561462
},
{
"p": 0.07391675561666489,
"m": 1.0
},
{
"p": 0.06738224625587463,
"m": 1.0
},
{
"p": 0.0641489028930664,
"m": 1.0
}
]
},
{
"epoch": 119,
"train_loss": 1.1688387393951416,
"val_loss": 0.7955446839332581,
"acc": 70.26,
"time": 237.87032332096715,
"param": [
{
"p": 0.07562766969203949,
"m": 1.0
},
{
"p": 0.07658236473798752,
"m": 1.0
},
{
"p": 0.07101377099752426,
"m": 1.0
},
{
"p": 0.07592769712209702,
"m": 0.9981961250305176
},
{
"p": 0.06884252279996872,
"m": 0.24148960411548615
},
{
"p": 0.05721655488014221,
"m": 0.9481660723686218
},
{
"p": 0.0833437442779541,
"m": 1.0
},
{
"p": 0.053861670196056366,
"m": 0.8461384773254395
},
{
"p": 0.07574988156557083,
"m": 1.0
},
{
"p": 0.051142215728759766,
"m": 0.8228698372840881
},
{
"p": 0.07276246696710587,
"m": 1.0
},
{
"p": 0.07018833607435226,
"m": 1.0
},
{
"p": 0.09856519103050232,
"m": 1.0
},
{
"p": 0.06917590647935867,
"m": 1.0
}
]
},
{
"epoch": 120,
"train_loss": 1.1817958354949951,
"val_loss": 0.7624647617340088,
"acc": 69.99,
"time": 237.881294419989,
"param": [
{
"p": 0.06283542513847351,
"m": 1.0
},
{
"p": 0.08749625831842422,
"m": 1.0
},
{
"p": 0.05013154074549675,
"m": 1.0
},
{
"p": 0.07515166699886322,
"m": 1.0
},
{
"p": 0.07539153844118118,
"m": 0.36815887689590454
},
{
"p": 0.07093211263418198,
"m": 0.9809969663619995
},
{
"p": 0.06940784305334091,
"m": 1.0
},
{
"p": 0.07341580837965012,
"m": 0.8846530318260193
},
{
"p": 0.09002356231212616,
"m": 1.0
},
{
"p": 0.05888436362147331,
"m": 0.8579412698745728
},
{
"p": 0.06885917484760284,
"m": 1.0
},
{
"p": 0.06570912897586823,
"m": 1.0
},
{
"p": 0.08692345768213272,
"m": 1.0
},
{
"p": 0.06483811140060425,
"m": 1.0
}
]
},
{
"epoch": 121,
"train_loss": 1.3087927103042603,
"val_loss": 0.981257975101471,
"acc": 68.65,
"time": 237.5989824559074,
"param": [
{
"p": 0.08714501559734344,
"m": 1.0
},
{
"p": 0.07146691530942917,
"m": 1.0
},
{
"p": 0.08552286773920059,
"m": 1.0
},
{
"p": 0.05674276128411293,
"m": 0.9964282512664795
},
{
"p": 0.07358086109161377,
"m": 0.4023442268371582
},
{
"p": 0.05712159723043442,
"m": 0.8456535935401917
},
{
"p": 0.0541040264070034,
"m": 0.9459578394889832
},
{
"p": 0.04886919632554054,
"m": 0.9081211090087891
},
{
"p": 0.07300211489200592,
"m": 0.9958703517913818
},
{
"p": 0.07116741687059402,
"m": 0.936693012714386
},
{
"p": 0.07385078817605972,
"m": 0.993012547492981
},
{
"p": 0.07955820858478546,
"m": 1.0
},
{
"p": 0.09371877461671829,
"m": 1.0
},
{
"p": 0.07414954155683517,
"m": 1.0
}
]
},
{
"epoch": 122,
"train_loss": 1.438555121421814,
"val_loss": 0.9139671921730042,
"acc": 69.95,
"time": 236.17185228702147,
"param": [
{
"p": 0.05707205459475517,
"m": 1.0
},
{
"p": 0.06968341022729874,
"m": 1.0
},
{
"p": 0.08042564243078232,
"m": 1.0
},
{
"p": 0.06306969374418259,
"m": 1.0
},
{
"p": 0.05083276331424713,
"m": 0.507919430732727
},
{
"p": 0.04836956411600113,
"m": 0.9014397263526917
},
{
"p": 0.06162041425704956,
"m": 0.9757429361343384
},
{
"p": 0.0853293240070343,
"m": 0.982974112033844
},
{
"p": 0.09783966094255447,
"m": 0.9982057213783264
},
{
"p": 0.0838383287191391,
"m": 1.0
},
{
"p": 0.07128039747476578,
"m": 0.9999293684959412
},
{
"p": 0.06549808382987976,
"m": 1.0
},
{
"p": 0.0889015793800354,
"m": 1.0
},
{
"p": 0.07623909413814545,
"m": 1.0
}
]
},
{
"epoch": 123,
"train_loss": 1.1610599756240845,
"val_loss": 0.8429660201072693,
"acc": 70.22,
"time": 236.64673498098273,
"param": [
{
"p": 0.05784879997372627,
"m": 1.0
},
{
"p": 0.07488231360912323,
"m": 1.0
},
{
"p": 0.08195473253726959,
"m": 1.0
},
{
"p": 0.05761788412928581,
"m": 0.9859667420387268
},
{
"p": 0.0725911408662796,
"m": 0.3740953803062439
},
{
"p": 0.050807710736989975,
"m": 0.8303858637809753
},
{
"p": 0.0750720277428627,
"m": 0.8386462330818176
},
{
"p": 0.07373490929603577,
"m": 1.0
},
{
"p": 0.08330883830785751,
"m": 1.0
},
{
"p": 0.07639677822589874,
"m": 1.0
},
{
"p": 0.06343214958906174,
"m": 1.0
},
{
"p": 0.07922205328941345,
"m": 1.0
},
{
"p": 0.08956293016672134,
"m": 1.0
},
{
"p": 0.06356768310070038,
"m": 1.0
}
]
},
{
"epoch": 124,
"train_loss": 1.1620484590530396,
"val_loss": 0.9047497510910034,
"acc": 70.69,
"time": 237.64159193797968,
"param": [
{
"p": 0.0887269377708435,
"m": 1.0
},
{
"p": 0.05402486026287079,
"m": 1.0
},
{
"p": 0.08218363672494888,
"m": 1.0
},
{
"p": 0.06718752533197403,
"m": 0.9932263493537903
},
{
"p": 0.07426930218935013,
"m": 0.32972252368927
},
{
"p": 0.09593638777732849,
"m": 0.849743127822876
},
{
"p": 0.0527997687458992,
"m": 0.8587154150009155
},
{
"p": 0.04310841113328934,
"m": 0.9522055983543396
},
{
"p": 0.07555965334177017,
"m": 0.9254949688911438
},
{
"p": 0.056766703724861145,
"m": 1.0
},
{
"p": 0.053250331431627274,
"m": 0.8525429964065552
},
{
"p": 0.08096881210803986,
"m": 1.0
},
{
"p": 0.09681171923875809,
"m": 1.0
},
{
"p": 0.07840601354837418,
"m": 1.0
}
]
},
{
"epoch": 125,
"train_loss": 1.1262623071670532,
"val_loss": 0.9779388308525085,
"acc": 70.45,
"time": 236.86273390694987,
"param": [
{
"p": 0.08305903524160385,
"m": 1.0
},
{
"p": 0.09264691919088364,
"m": 1.0
},
{
"p": 0.06557255238294601,
"m": 1.0
},
{
"p": 0.058449964970350266,
"m": 1.0
},
{
"p": 0.07207231968641281,
"m": 0.21310670673847198
},
{
"p": 0.05154838413000107,
"m": 0.8323708176612854
},
{
"p": 0.06541695445775986,
"m": 0.7793291211128235
},
{
"p": 0.06257903575897217,
"m": 0.8770026564598083
},
{
"p": 0.06460966169834137,
"m": 0.9726041555404663
},
{
"p": 0.0702696442604065,
"m": 0.9785295128822327
},
{
"p": 0.0845080092549324,
"m": 0.8850404024124146
},
{
"p": 0.07929655909538269,
"m": 1.0
},
{
"p": 0.08344163000583649,
"m": 1.0
},
{
"p": 0.06652934849262238,
"m": 1.0
}
]
},
{
"epoch": 126,
"train_loss": 1.08285653591156,
"val_loss": 0.9790787696838379,
"acc": 70.18,
"time": 236.89969748898875,
"param": [
{
"p": 0.07225192338228226,
"m": 1.0
},
{
"p": 0.06007857993245125,
"m": 1.0
},
{
"p": 0.09306123107671738,
"m": 1.0
},
{
"p": 0.051250673830509186,
"m": 0.9707451462745667
},
{
"p": 0.07130041718482971,
"m": 0.39113232493400574
},
{
"p": 0.08046306669712067,
"m": 0.7161914110183716
},
{
"p": 0.06456165760755539,
"m": 0.7530162930488586
},
{
"p": 0.0725284144282341,
"m": 0.8020088076591492
},
{
"p": 0.06462670117616653,
"m": 1.0
},
{
"p": 0.07893064618110657,
"m": 0.9984734058380127
},
{
"p": 0.07843175530433655,
"m": 0.9495499134063721
},
{
"p": 0.05716962367296219,
"m": 1.0
},
{
"p": 0.0855436846613884,
"m": 1.0
},
{
"p": 0.06980156898498535,
"m": 1.0
}
]
},
{
"epoch": 127,
"train_loss": 1.0472643375396729,
"val_loss": 0.9897671341896057,
"acc": 70.53,
"time": 235.42869253689423,
"param": [
{
"p": 0.05606131628155708,
"m": 1.0
},
{
"p": 0.06968751549720764,
"m": 1.0
},
{
"p": 0.10253115743398666,
"m": 1.0
},
{
"p": 0.059715572744607925,
"m": 0.9799143075942993
},
{
"p": 0.06241276487708092,
"m": 0.44452258944511414
},
{
"p": 0.0734400823712349,
"m": 0.5934322476387024
},
{
"p": 0.06122121587395668,
"m": 0.8179008364677429
},
{
"p": 0.06638410687446594,
"m": 0.81766676902771
},
{
"p": 0.0828012153506279,
"m": 0.9952781796455383
},
{
"p": 0.07690344750881195,
"m": 1.0
},
{
"p": 0.06040600687265396,
"m": 0.9998530149459839
},
{
"p": 0.0698719173669815,
"m": 1.0
},
{
"p": 0.08230387419462204,
"m": 1.0
},
{
"p": 0.0762597918510437,
"m": 1.0
}
]
},
{
"epoch": 128,
"train_loss": 1.0853042602539062,
"val_loss": 0.8440811038017273,
"acc": 69.83,
"time": 236.1502092210576,
"param": [
{
"p": 0.05682135745882988,
"m": 1.0
},
{
"p": 0.07012885063886642,
"m": 1.0
},
{
"p": 0.07869752496480942,
"m": 1.0
},
{
"p": 0.046989232301712036,
"m": 1.0
},
{
"p": 0.04728357866406441,
"m": 0.5471166372299194
},
{
"p": 0.08574455231428146,
"m": 0.5677776336669922
},
{
"p": 0.05826197564601898,
"m": 0.9582057595252991
},
{
"p": 0.08744292706251144,
"m": 0.8673879504203796
},
{
"p": 0.07448136061429977,
"m": 0.9653478264808655
},
{
"p": 0.07521813362836838,
"m": 1.0
},
{
"p": 0.07216818630695343,
"m": 0.9840738773345947
},
{
"p": 0.08710575848817825,
"m": 1.0
},
{
"p": 0.07440310716629028,
"m": 1.0
},
{
"p": 0.08525353670120239,
"m": 1.0
}
]
},
{
"epoch": 129,
"train_loss": 1.242928147315979,
"val_loss": 0.759059727191925,
"acc": 71.71,
"time": 240.3134408449987,
"param": [
{
"p": 0.10002394765615463,
"m": 1.0
},
{
"p": 0.06581556797027588,
"m": 1.0
},
{
"p": 0.08890680223703384,
"m": 1.0
},
{
"p": 0.026450922712683678,
"m": 0.981052577495575
},
{
"p": 0.05928122252225876,
"m": 0.43109914660453796
},
{
"p": 0.06631891429424286,
"m": 0.5553730130195618
},
{
"p": 0.0667814090847969,
"m": 1.0
},
{
"p": 0.046683989465236664,
"m": 0.9835981726646423
},
{
"p": 0.08565543591976166,
"m": 0.9889905452728271
},
{
"p": 0.08653082698583603,
"m": 0.9893277287483215
},
{
"p": 0.09649860858917236,
"m": 0.9882935881614685
},
{
"p": 0.0889541432261467,
"m": 1.0
},
{
"p": 0.07203419506549835,
"m": 1.0
},
{
"p": 0.0500640794634819,
"m": 1.0
}
]
},
{
"epoch": 130,
"train_loss": 1.27881920337677,
"val_loss": 0.8113985061645508,
"acc": 70.34,
"time": 234.5916658838978,
"param": [
{
"p": 0.05763484537601471,
"m": 1.0
},
{
"p": 0.08469032496213913,
"m": 1.0
},
{
"p": 0.08438059687614441,
"m": 1.0
},
{
"p": 0.05900536850094795,
"m": 1.0
},
{
"p": 0.06006062403321266,
"m": 0.5138208270072937
},
{
"p": 0.07040397077798843,
"m": 0.7206928730010986
},
{
"p": 0.05956185609102249,
"m": 0.954892098903656
},
{
"p": 0.0794706642627716,
"m": 0.9873636364936829
},
{
"p": 0.07606861740350723,
"m": 0.9900174140930176
},
{
"p": 0.0710935890674591,
"m": 0.9876957535743713
},
{
"p": 0.07648009806871414,
"m": 0.9557051658630371
},
{
"p": 0.07423295825719833,
"m": 1.0
},
{
"p": 0.0810433030128479,
"m": 1.0
},
{
"p": 0.0658731758594513,
"m": 1.0
}
]
},
{
"epoch": 131,
"train_loss": 1.0473560094833374,
"val_loss": 0.7732343673706055,
"acc": 71.13,
"time": 236.0857332770247,
"param": [
{
"p": 0.08717034757137299,
"m": 1.0
},
{
"p": 0.05016675218939781,
"m": 1.0
},
{
"p": 0.0878392830491066,
"m": 1.0
},
{
"p": 0.0527179129421711,
"m": 0.8809159398078918
},
{
"p": 0.07103008776903152,
"m": 0.39771589636802673
},
{
"p": 0.07099059224128723,
"m": 0.47018635272979736
},
{
"p": 0.060276098549366,
"m": 0.7892771363258362
},
{
"p": 0.05622890591621399,
"m": 0.9895551800727844
},
{
"p": 0.08264685422182083,
"m": 0.9776211380958557
},
{
"p": 0.07471085339784622,
"m": 1.0
},
{
"p": 0.06440635025501251,
"m": 0.9237585663795471
},
{
"p": 0.0991608127951622,
"m": 1.0
},
{
"p": 0.07609456777572632,
"m": 1.0
},
{
"p": 0.06656067073345184,
"m": 1.0
}
]
},
{
"epoch": 132,
"train_loss": 0.9259881377220154,
"val_loss": 0.785726010799408,
"acc": 70.83,
"time": 236.02498485601973,
"param": [
{
"p": 0.0885142982006073,
"m": 1.0
},
{
"p": 0.050741828978061676,
"m": 1.0
},
{
"p": 0.07882307469844818,
"m": 1.0
},
{
"p": 0.047287870198488235,
"m": 0.914994478225708
},
{
"p": 0.07895520329475403,
"m": 0.2104412466287613
},
{
"p": 0.0721663385629654,
"m": 0.6838438510894775
},
{
"p": 0.08758895099163055,
"m": 0.8179200887680054
},
{
"p": 0.06553235650062561,
"m": 0.8169541358947754
},
{
"p": 0.07744820415973663,
"m": 0.983567476272583
},
{
"p": 0.07799545675516129,
"m": 0.9780253171920776
},
{
"p": 0.08302566409111023,
"m": 0.9310044646263123
},
{
"p": 0.06684399396181107,
"m": 1.0
},
{
"p": 0.0792892798781395,
"m": 1.0
},
{
"p": 0.04578748717904091,
"m": 1.0
}
]
},
{
"epoch": 133,
"train_loss": 0.9996829628944397,
"val_loss": 0.7793172001838684,
"acc": 71.51,
"time": 235.80455407197587,
"param": [
{
"p": 0.07763044536113739,
"m": 1.0
},
{
"p": 0.05090323090553284,
"m": 1.0
},
{
"p": 0.08674009889364243,
"m": 1.0
},
{
"p": 0.042244259268045425,
"m": 0.8647637963294983
},
{
"p": 0.06581383943557739,
"m": 0.20233853161334991
},
{
"p": 0.06928908824920654,
"m": 0.753355860710144
},
{
"p": 0.08054888248443604,
"m": 0.8929973244667053
},
{
"p": 0.06286261230707169,
"m": 0.7506694793701172
},
{
"p": 0.0672292560338974,
"m": 0.8292998671531677
},
{
"p": 0.06595374643802643,
"m": 1.0
},
{
"p": 0.07586798071861267,
"m": 0.9290215373039246
},
{
"p": 0.11185899376869202,
"m": 1.0
},
{
"p": 0.10170798748731613,
"m": 1.0
},
{
"p": 0.04134952276945114,
"m": 1.0
}
]
},
{
"epoch": 134,
"train_loss": 1.0890828371047974,
"val_loss": 0.8104492425918579,
"acc": 70.74,
"time": 235.9540997609729,
"param": [
{
"p": 0.08945535123348236,
"m": 1.0
},
{
"p": 0.061648085713386536,
"m": 1.0
},
{
"p": 0.08885698020458221,
"m": 1.0
},
{
"p": 0.05740182846784592,
"m": 0.8642495274543762
},
{
"p": 0.07549049705266953,
"m": 0.3099530339241028
},
{
"p": 0.07009190320968628,
"m": 0.653978705406189
},
{
"p": 0.04873117804527283,
"m": 0.9070937633514404
},
{
"p": 0.06572820246219635,
"m": 0.7363719344139099
},
{
"p": 0.07144874334335327,
"m": 0.9747058749198914
},
{
"p": 0.0742926076054573,
"m": 0.9894155859947205
},
{
"p": 0.08323165774345398,
"m": 0.9367495775222778
},
{
"p": 0.06929881870746613,
"m": 1.0
},
{
"p": 0.07977008819580078,
"m": 1.0
},
{
"p": 0.0645541176199913,
"m": 1.0
}
]
},
{
"epoch": 135,
"train_loss": 1.1450799703598022,
"val_loss": 0.9072669148445129,
"acc": 70.7,
"time": 236.59035401802976,
"param": [
{
"p": 0.10074055194854736,
"m": 1.0
},
{
"p": 0.07032637298107147,
"m": 1.0
},
{
"p": 0.08041128516197205,
"m": 1.0
},
{
"p": 0.0467422790825367,
"m": 0.8256635069847107
},
{
"p": 0.07690688222646713,
"m": 0.42500221729278564
},
{
"p": 0.06715645641088486,
"m": 0.658450186252594
},
{
"p": 0.07054322212934494,
"m": 0.9616395831108093
},
{
"p": 0.07127249240875244,
"m": 0.9448749423027039
},
{
"p": 0.06739557534456253,
"m": 0.9966382384300232
},
{
"p": 0.06549333781003952,
"m": 0.9948920607566833
},
{
"p": 0.07295641303062439,
"m": 0.9878177046775818
},
{
"p": 0.06651964038610458,
"m": 1.0
},
{
"p": 0.08723709732294083,
"m": 1.0
},
{
"p": 0.05629846081137657,
"m": 1.0
}
]
},
{
"epoch": 136,
"train_loss": 0.991809070110321,
"val_loss": 0.8809801340103149,
"acc": 72.08,
"time": 236.6463037088979,
"param": [
{
"p": 0.06706062704324722,
"m": 1.0
},
{
"p": 0.07974144071340561,
"m": 1.0
},
{
"p": 0.07216635346412659,
"m": 1.0
},
{
"p": 0.05733460560441017,
"m": 0.7587959170341492
},
{
"p": 0.07386857271194458,
"m": 0.23051169514656067
},
{
"p": 0.08674124628305435,
"m": 0.7896426916122437
},
{
"p": 0.05531175062060356,
"m": 0.949141800403595
},
{
"p": 0.05897579714655876,
"m": 0.9407352209091187
},
{
"p": 0.09278415888547897,
"m": 1.0
},
{
"p": 0.0703568309545517,
"m": 0.996484100818634
},
{
"p": 0.09245842695236206,
"m": 0.9916223883628845
},
{
"p": 0.04930800944566727,
"m": 1.0
},
{
"p": 0.07654866576194763,
"m": 1.0
},
{
"p": 0.06734351813793182,
"m": 1.0
}
]
},
{
"epoch": 137,
"train_loss": 1.0136477947235107,
"val_loss": 0.7268391847610474,
"acc": 71.96,
"time": 237.0874838460004,
"param": [
{
"p": 0.08062449842691422,
"m": 1.0
},
{
"p": 0.07604262977838516,
"m": 1.0
},
{
"p": 0.06944824755191803,
"m": 1.0
},
{
"p": 0.07464712113142014,
"m": 0.8722954988479614
},
{
"p": 0.066264308989048,
"m": 0.2965555787086487
},
{
"p": 0.05493321642279625,
"m": 0.8260979056358337
},
{
"p": 0.06841304153203964,
"m": 0.8817839026451111
},
{
"p": 0.0732329785823822,
"m": 1.0
},
{
"p": 0.06890029460191727,
"m": 0.9800942540168762
},
{
"p": 0.06697896867990494,
"m": 1.0
},
{
"p": 0.054170235991477966,
"m": 0.9582571387290955
},
{
"p": 0.08271041512489319,
"m": 1.0
},
{
"p": 0.09356050193309784,
"m": 1.0
},
{
"p": 0.07007353007793427,
"m": 1.0
}
]
},
{
"epoch": 138,
"train_loss": 1.0110465288162231,
"val_loss": 0.8358254432678223,
"acc": 72.08,
"time": 238.79025739897043,
"param": [
{
"p": 0.05570416897535324,
"m": 1.0
},
{
"p": 0.0480739064514637,
"m": 1.0
},
{
"p": 0.08817590028047562,
"m": 1.0
},
{
"p": 0.05864890664815903,
"m": 0.7854593396186829
},
{
"p": 0.0640079453587532,
"m": 0.3198285698890686
},
{
"p": 0.05710604786872864,
"m": 0.8839175701141357
},
{
"p": 0.09364833682775497,
"m": 0.8887484073638916
},
{
"p": 0.07618637382984161,
"m": 1.0
},
{
"p": 0.08549341559410095,
"m": 0.994172215461731
},
{
"p": 0.08555217832326889,
"m": 0.9139652252197266
},
{
"p": 0.06264107674360275,
"m": 0.9619743824005127
},
{
"p": 0.07134605944156647,
"m": 1.0
},
{
"p": 0.08858475834131241,
"m": 1.0
},
{
"p": 0.0648309513926506,
"m": 1.0
}
]
},
{
"epoch": 139,
"train_loss": 1.2178311347961426,
"val_loss": 0.8541254997253418,
"acc": 70.07,
"time": 235.99048580101226,
"param": [
{
"p": 0.08651506900787354,
"m": 1.0
},
{
"p": 0.075346939265728,
"m": 1.0
},
{
"p": 0.08255013823509216,
"m": 1.0
},
{
"p": 0.048270333558321,
"m": 0.7331700325012207
},
{
"p": 0.07185336947441101,
"m": 0.28646376729011536
},
{
"p": 0.05214622989296913,
"m": 1.0
},
{
"p": 0.08237229287624359,
"m": 0.8075847029685974
},
{
"p": 0.034130796790122986,
"m": 0.9693870544433594
},
{
"p": 0.05780871957540512,
"m": 0.9790371060371399
},
{
"p": 0.0688764825463295,
"m": 0.9875987768173218
},
{
"p": 0.08889379352331161,
"m": 0.9845953583717346
},
{
"p": 0.08146095275878906,
"m": 1.0
},
{
"p": 0.07855818420648575,
"m": 1.0
},
{
"p": 0.09121671319007874,
"m": 1.0
}
]
},
{
"epoch": 140,
"train_loss": 1.201324701309204,
"val_loss": 0.8835154175758362,
"acc": 71.8,
"time": 236.23828166199382,
"param": [
{
"p": 0.07787194848060608,
"m": 1.0
},
{
"p": 0.06578425318002701,
"m": 1.0
},
{
"p": 0.08681287616491318,
"m": 1.0
},
{
"p": 0.05334839969873428,
"m": 0.8152337670326233
},
{
"p": 0.06583365797996521,
"m": 0.2615514397621155
},
{
"p": 0.055581822991371155,
"m": 0.9968538284301758
},
{
"p": 0.08115901052951813,
"m": 0.7560643553733826
},
{
"p": 0.05419999361038208,
"m": 0.982930600643158
},
{
"p": 0.07176032662391663,
"m": 1.0
},
{
"p": 0.07647299021482468,
"m": 1.0
},
{
"p": 0.07942735403776169,
"m": 0.9788877964019775
},
{
"p": 0.07393757253885269,
"m": 1.0
},
{
"p": 0.07238379120826721,
"m": 1.0
},
{
"p": 0.08542594313621521,
"m": 1.0
}
]
},
{
"epoch": 141,
"train_loss": 1.0990409851074219,
"val_loss": 0.7538472414016724,
"acc": 71.87,
"time": 238.70314954197966,
"param": [
{
"p": 0.0695374459028244,
"m": 1.0
},
{
"p": 0.05198081582784653,
"m": 1.0
},
{
"p": 0.08539234101772308,
"m": 1.0
},
{
"p": 0.058626409620046616,
"m": 0.8650028705596924
},
{
"p": 0.07871296256780624,
"m": 0.2896428406238556
},
{
"p": 0.051802195608615875,
"m": 0.954150915145874
},
{
"p": 0.04694083333015442,
"m": 0.9027910232543945
},
{
"p": 0.05724707990884781,
"m": 0.9374812245368958
},
{
"p": 0.08210134506225586,
"m": 0.983491063117981
},
{
"p": 0.08249316364526749,
"m": 0.9138346314430237
},
{
"p": 0.08808134496212006,
"m": 0.9811570048332214
},
{
"p": 0.08295595645904541,
"m": 1.0
},
{
"p": 0.09976991266012192,
"m": 1.0
},
{
"p": 0.06435822695493698,
"m": 1.0
}
]
},
{
"epoch": 142,
"train_loss": 1.0390970706939697,
"val_loss": 0.7906301617622375,
"acc": 71.12,
"time": 238.04958279791754,
"param": [
{
"p": 0.07008230686187744,
"m": 1.0
},
{
"p": 0.04862057417631149,
"m": 1.0
},
{
"p": 0.07730378955602646,
"m": 1.0
},
{
"p": 0.054998837411403656,
"m": 0.8912473320960999
},
{
"p": 0.0738903135061264,
"m": 0.3983220160007477
},
{
"p": 0.06651467829942703,
"m": 0.9356175661087036
},
{
"p": 0.08037718385457993,
"m": 0.9096847772598267
},
{
"p": 0.04971121996641159,
"m": 0.9726814031600952
},
{
"p": 0.07153663039207458,
"m": 0.908636748790741
},
{
"p": 0.07636360079050064,
"m": 0.9982860684394836
},
{
"p": 0.09048578888177872,
"m": 0.985526442527771
},
{
"p": 0.06518471240997314,
"m": 1.0
},
{
"p": 0.08692765980958939,
"m": 1.0
},
{
"p": 0.08800269663333893,
"m": 1.0
}
]
},
{
"epoch": 143,
"train_loss": 1.0291093587875366,
"val_loss": 0.8463180661201477,
"acc": 72.27,
"time": 236.1499889389379,
"param": [
{
"p": 0.09149966388940811,
"m": 1.0
},
{
"p": 0.06390786170959473,
"m": 1.0
},
{
"p": 0.07526826113462448,
"m": 1.0
},
{
"p": 0.06787925958633423,
"m": 0.7354837656021118
},
{
"p": 0.060258783400058746,
"m": 0.2642750144004822
},
{
"p": 0.059030257165431976,
"m": 0.884340226650238
},
{
"p": 0.05985286831855774,
"m": 0.999026358127594
},
{
"p": 0.060921914875507355,
"m": 0.8752777576446533
},
{
"p": 0.06819890439510345,
"m": 0.8577925562858582
},
{
"p": 0.06722117215394974,
"m": 0.935789167881012
},
{
"p": 0.06949004530906677,
"m": 0.9217392802238464
},
{
"p": 0.054321277886629105,
"m": 1.0
},
{
"p": 0.1021348312497139,
"m": 1.0
},
{
"p": 0.10001490265130997,
"m": 1.0
}
]
},
{
"epoch": 144,
"train_loss": 0.8765318393707275,
"val_loss": 0.8107119798660278,
"acc": 72.93,
"time": 236.0385886710137,
"param": [
{
"p": 0.08756615221500397,
"m": 1.0
},
{
"p": 0.07498721778392792,
"m": 1.0
},
{
"p": 0.07868743687868118,
"m": 1.0
},
{
"p": 0.06059325113892555,
"m": 0.5745999813079834
},
{
"p": 0.08292275667190552,
"m": 0.15407127141952515
},
{
"p": 0.04860253632068634,
"m": 0.8677052855491638
},
{
"p": 0.07045260071754456,
"m": 0.9347233176231384
},
{
"p": 0.054176222532987595,
"m": 0.9902583360671997
},
{
"p": 0.07258547097444534,
"m": 0.8998535871505737
},
{
"p": 0.05993146076798439,
"m": 1.0
},
{
"p": 0.08836334198713303,
"m": 0.9576005935668945
},
{
"p": 0.054308924823999405,
"m": 1.0
},
{
"p": 0.09212814271450043,
"m": 1.0
},
{
"p": 0.0746944472193718,
"m": 1.0
}
]
},
{
"epoch": 145,
"train_loss": 1.182335615158081,
"val_loss": 0.9057465195655823,
"acc": 71.73,
"time": 237.29669683706015,
"param": [
{
"p": 0.06669508665800095,
"m": 1.0
},
{
"p": 0.06644945591688156,
"m": 1.0
},
{
"p": 0.09444166719913483,
"m": 1.0
},
{
"p": 0.058314673602581024,
"m": 0.7577198147773743
},
{
"p": 0.07976298779249191,
"m": 0.16454100608825684
},
{
"p": 0.07141619175672531,
"m": 0.8037455677986145
},
{
"p": 0.06090404465794563,
"m": 1.0
},
{
"p": 0.06936454772949219,
"m": 0.9346729516983032
},
{
"p": 0.059225767850875854,
"m": 0.7538790106773376
},
{
"p": 0.08591842651367188,
"m": 1.0
},
{
"p": 0.07800886780023575,
"m": 0.923129677772522
},
{
"p": 0.05857937037944794,
"m": 1.0
},
{
"p": 0.0813010111451149,
"m": 1.0
},
{
"p": 0.0696178674697876,
"m": 1.0
}
]
},
{
"epoch": 146,
"train_loss": 1.099365472793579,
"val_loss": 0.824007511138916,
"acc": 71.89,
"time": 236.78620137495454,
"param": [
{
"p": 0.07724368572235107,
"m": 1.0
},
{
"p": 0.06435548514127731,
"m": 1.0
},
{
"p": 0.06685148179531097,
"m": 1.0
},
{
"p": 0.07686524838209152,
"m": 0.8564807176589966
},
{
"p": 0.08052904903888702,
"m": 0.2902757227420807
},
{
"p": 0.07187019288539886,
"m": 0.8353068828582764
},
{
"p": 0.06488779187202454,
"m": 0.9894837141036987
},
{
"p": 0.056881170719861984,
"m": 0.8228954672813416
},
{
"p": 0.05731545388698578,
"m": 0.8964470624923706
},
{
"p": 0.08175428956747055,
"m": 0.9950748682022095
},
{
"p": 0.08491269499063492,
"m": 0.9369598627090454
},
{
"p": 0.08099151402711868,
"m": 1.0
},
{
"p": 0.0664866715669632,
"m": 1.0
},
{
"p": 0.0690552294254303,
"m": 1.0
}
]
},
{
"epoch": 147,
"train_loss": 1.1054855585098267,
"val_loss": 0.6975891590118408,
"acc": 72.21,
"time": 237.1334200259298,
"param": [
{
"p": 0.06716282665729523,
"m": 1.0
},
{
"p": 0.05898379534482956,
"m": 1.0
},
{
"p": 0.068135567009449,
"m": 1.0
},
{
"p": 0.05743704363703728,
"m": 0.8035518527030945
},
{
"p": 0.0989907830953598,
"m": 0.33378762006759644
},
{
"p": 0.07152072340250015,
"m": 0.8252471685409546
},
{
"p": 0.0844886302947998,
"m": 0.9653722643852234
},
{
"p": 0.05425211042165756,
"m": 0.8724634647369385
},
{
"p": 0.08454488962888718,
"m": 1.0
},
{
"p": 0.051603201776742935,
"m": 0.9959384799003601
},
{
"p": 0.08152461796998978,
"m": 1.0
},
{
"p": 0.08197492361068726,
"m": 1.0
},
{
"p": 0.08746421337127686,
"m": 1.0
},
{
"p": 0.051916662603616714,
"m": 1.0
}
]
},
{
"epoch": 148,
"train_loss": 1.1099060773849487,
"val_loss": 0.8730181455612183,
"acc": 72.09,
"time": 235.60384980007075,
"param": [
{
"p": 0.10061463713645935,
"m": 1.0
},
{
"p": 0.03978949412703514,
"m": 1.0
},
{
"p": 0.05652817711234093,
"m": 1.0
},
{
"p": 0.06053050234913826,
"m": 0.7215819954872131
},
{
"p": 0.050261590629816055,
"m": 0.20292837917804718
},
{
"p": 0.07147138565778732,
"m": 0.6827729344367981
},
{
"p": 0.07291890680789948,
"m": 0.9918217658996582
},
{
"p": 0.07757654041051865,
"m": 0.8342856764793396
},
{
"p": 0.07978988438844681,
"m": 0.938335120677948
},
{
"p": 0.07218139618635178,
"m": 0.9942672848701477
},
{
"p": 0.08264913409948349,
"m": 0.9116840362548828
},
{
"p": 0.07140301167964935,
"m": 1.0
},
{
"p": 0.09843159466981888,
"m": 1.0
},
{
"p": 0.06585372239351273,
"m": 1.0
}
]
},
{
"epoch": 149,
"train_loss": 1.1332008838653564,
"val_loss": 0.8441809415817261,
"acc": 72.28,
"time": 237.43508609000128,
"param": [
{
"p": 0.0809779092669487,
"m": 1.0
},
{
"p": 0.06770221889019012,
"m": 1.0
},
{
"p": 0.07290681451559067,
"m": 1.0
},
{
"p": 0.07128680497407913,
"m": 0.8762129545211792
},
{
"p": 0.0651160180568695,
"m": 0.1682226061820984
},
{
"p": 0.06394390016794205,
"m": 0.7225260734558105
},
{
"p": 0.0787607952952385,
"m": 1.0
},
{
"p": 0.07976166903972626,
"m": 0.8825187683105469
},
{
"p": 0.04785275459289551,
"m": 0.9348495602607727
},
{
"p": 0.060664720833301544,
"m": 0.987170398235321
},
{
"p": 0.09903121739625931,
"m": 0.9431217312812805
},
{
"p": 0.05459519475698471,
"m": 1.0
},
{
"p": 0.07920920848846436,
"m": 1.0
},
{
"p": 0.07819083333015442,
"m": 1.0
}
]
},
{
"epoch": 150,
"train_loss": 1.4118107557296753,
"val_loss": 0.7411546111106873,
"acc": 72.89,
"time": 237.95473335299175,
"param": [
{
"p": 0.08045370131731033,
"m": 1.0
},
{
"p": 0.07753616571426392,
"m": 1.0
},
{
"p": 0.07377807796001434,
"m": 1.0
},
{
"p": 0.06657350063323975,
"m": 0.9664619565010071
},
{
"p": 0.06021665781736374,
"m": 0.13338522613048553
},
{
"p": 0.09239943325519562,
"m": 0.6639826893806458
},
{
"p": 0.05878973379731178,
"m": 1.0
},
{
"p": 0.04151501506567001,
"m": 0.8998970985412598
},
{
"p": 0.08287612348794937,
"m": 0.9760712385177612
},
{
"p": 0.09037835896015167,
"m": 1.0
},
{
"p": 0.0681784451007843,
"m": 0.9969484210014343
},
{
"p": 0.0784493014216423,
"m": 1.0
},
{
"p": 0.07259557396173477,
"m": 1.0
},
{
"p": 0.056259963661432266,
"m": 1.0
}
]
}
]
}
Reference in a new issue View git blame Copy permalink