AntoineH/smart_augmentation
1
0
Fork 0
mirror of https://github.com/AntoineHX/smart_augmentation.git synced 2025-05-04 04:00:46 +02:00
Code Issues Projects Releases Packages Wiki Activity
smart_augmentation/higher/res/HPsearch/log/Aug_mod(Data_augV5(Mix0.8-14TFx3-Mag)-ResNet)-200 epochs (dataug:0)- 5 in_it-0.json
Harle, Antoine (Contracteur) 4166922c34 Rangement
2020-02-28 16:46:37 -05:00

13038 lines
No EOL
217 KiB
JSON
Executable file
Raw Blame History

{
"Accuracy": 72.9,
"Time": [
262.58622865164017,
12.302367579223736,
52742.190086303
],
"Optimizer": {
"Meta": {
"optim": "Adam",
"lr": 0.01
},
"Inner": {
"optim": "SGD",
"lr": 0.01,
"momentum": 0.9
}
},
"Device": "Graphics Device",
"Param_names": [
"Identity",
"FlipUD",
"FlipLR",
"Rotate",
"TranslateX",
"TranslateY",
"ShearX",
"ShearY",
"Contrast",
"Color",
"Brightness",
"Sharpness",
"Posterize",
"Solarize"
],
"Log": [
{
"epoch": 1,
"train_loss": 4.033352375030518,
"val_loss": 1.9878579378128052,
"acc": 29.47,
"time": 341.53584900699997,
"param": [
{
"p": 0.07574566453695297,
"m": 0.5
},
{
"p": 0.026057276874780655,
"m": 0.5
},
{
"p": 0.02945517748594284,
"m": 0.5
},
{
"p": 0.022472979500889778,
"m": 0.44862163066864014
},
{
"p": 0.016526121646165848,
"m": 0.54944908618927
},
{
"p": 0.028657004237174988,
"m": 0.5502186417579651
},
{
"p": 0.061429839581251144,
"m": 0.4500744044780731
},
{
"p": 0.14691874384880066,
"m": 0.45026594400405884
},
{
"p": 0.13323985040187836,
"m": 0.551328182220459
},
{
"p": 0.12988720834255219,
"m": 0.42510727047920227
},
{
"p": 0.1338530331850052,
"m": 0.556965172290802
},
{
"p": 0.1143188551068306,
"m": 0.5507046580314636
},
{
"p": 0.0807206928730011,
"m": 0.5
},
{
"p": 0.0007175379432737827,
"m": 0.5
}
]
},
{
"epoch": 2,
"train_loss": 3.5120482444763184,
"val_loss": 1.7188522815704346,
"acc": 33.81,
"time": 227.50929880500001,
"param": [
{
"p": 0.09376376122236252,
"m": 0.5
},
{
"p": 0.022187842056155205,
"m": 0.5
},
{
"p": 0.04026329144835472,
"m": 0.5
},
{
"p": 0.0333348773419857,
"m": 0.4247259199619293
},
{
"p": 0.03524751216173172,
"m": 0.5576581954956055
},
{
"p": 0.016843151301145554,
"m": 0.557472825050354
},
{
"p": 0.07636789977550507,
"m": 0.44383111596107483
},
{
"p": 0.1469835788011551,
"m": 0.44382375478744507
},
{
"p": 0.10247848927974701,
"m": 0.5852736830711365
},
{
"p": 0.09837900102138519,
"m": 0.36394912004470825
},
{
"p": 0.11856558173894882,
"m": 0.6110405921936035
},
{
"p": 0.11195775121450424,
"m": 0.5544142723083496
},
{
"p": 0.07222705334424973,
"m": 0.5
},
{
"p": 0.031400248408317566,
"m": 0.5
}
]
},
{
"epoch": 3,
"train_loss": 3.5554416179656982,
"val_loss": 1.7187798023223877,
"acc": 43.58,
"time": 252.10107693099997,
"param": [
{
"p": 0.09604506194591522,
"m": 0.5
},
{
"p": 0.007807255256921053,
"m": 0.5
},
{
"p": 0.03724432736635208,
"m": 0.5
},
{
"p": 0.035095322877168655,
"m": 0.41400012373924255
},
{
"p": 0.05304710194468498,
"m": 0.5593487620353699
},
{
"p": 0.02445005252957344,
"m": 0.5517383813858032
},
{
"p": 0.09019874781370163,
"m": 0.4416674077510834
},
{
"p": 0.14290642738342285,
"m": 0.4405880570411682
},
{
"p": 0.08607041835784912,
"m": 0.5950635075569153
},
{
"p": 0.09322011470794678,
"m": 0.33153292536735535
},
{
"p": 0.11732237786054611,
"m": 0.6191523671150208
},
{
"p": 0.11684255301952362,
"m": 0.5546836256980896
},
{
"p": 0.07483788579702377,
"m": 0.5
},
{
"p": 0.024912415072321892,
"m": 0.5
}
]
},
{
"epoch": 4,
"train_loss": 3.041309356689453,
"val_loss": 1.4893156290054321,
"acc": 47.18,
"time": 265.36902935800003,
"param": [
{
"p": 0.10336530953645706,
"m": 0.5
},
{
"p": 0.0007187047158367932,
"m": 0.5
},
{
"p": 0.044168975204229355,
"m": 0.5
},
{
"p": 0.04597925767302513,
"m": 0.4176897406578064
},
{
"p": 0.06662338227033615,
"m": 0.5593356490135193
},
{
"p": 0.004868818446993828,
"m": 0.5535892844200134
},
{
"p": 0.09400716423988342,
"m": 0.44227176904678345
},
{
"p": 0.15087750554084778,
"m": 0.440545916557312
},
{
"p": 0.07438424974679947,
"m": 0.6008964776992798
},
{
"p": 0.09563969075679779,
"m": 0.3083435595035553
},
{
"p": 0.11789313703775406,
"m": 0.6195919513702393
},
{
"p": 0.12457693368196487,
"m": 0.5544192790985107
},
{
"p": 0.06450517475605011,
"m": 0.5
},
{
"p": 0.012391758151352406,
"m": 0.5
}
]
},
{
"epoch": 5,
"train_loss": 2.973221778869629,
"val_loss": 1.3977148532867432,
"acc": 48.22,
"time": 238.42758963200004,
"param": [
{
"p": 0.1268109381198883,
"m": 0.5
},
{
"p": 0.0007334135007113218,
"m": 0.5
},
{
"p": 0.05838451907038689,
"m": 0.5
},
{
"p": 0.037997227162122726,
"m": 0.42488372325897217
},
{
"p": 0.06308525800704956,
"m": 0.5614827871322632
},
{
"p": 0.0007334135007113218,
"m": 0.5514581203460693
},
{
"p": 0.10747703164815903,
"m": 0.44444742798805237
},
{
"p": 0.17583976686000824,
"m": 0.4387824833393097
},
{
"p": 0.0369616337120533,
"m": 0.6082223653793335
},
{
"p": 0.10119832307100296,
"m": 0.32179591059684753
},
{
"p": 0.10921216756105423,
"m": 0.6286102533340454
},
{
"p": 0.13548338413238525,
"m": 0.551041305065155
},
{
"p": 0.045349542051553726,
"m": 0.5
},
{
"p": 0.0007334135007113218,
"m": 0.5
}
]
},
{
"epoch": 6,
"train_loss": 3.477648973464966,
"val_loss": 1.4599124193191528,
"acc": 48.35,
"time": 255.94175147300007,
"param": [
{
"p": 0.13216820359230042,
"m": 0.5
},
{
"p": 0.0007078769849613309,
"m": 0.5
},
{
"p": 0.06881154328584671,
"m": 0.5
},
{
"p": 0.03965272381901741,
"m": 0.4321390986442566
},
{
"p": 0.06259778887033463,
"m": 0.5635967254638672
},
{
"p": 0.0033030903432518244,
"m": 0.5555663704872131
},
{
"p": 0.10470832139253616,
"m": 0.4440850019454956
},
{
"p": 0.17250631749629974,
"m": 0.44017770886421204
},
{
"p": 0.0369320809841156,
"m": 0.6098979115486145
},
{
"p": 0.10242879390716553,
"m": 0.3230327069759369
},
{
"p": 0.09733413904905319,
"m": 0.6266767382621765
},
{
"p": 0.1361606866121292,
"m": 0.5430724024772644
},
{
"p": 0.04198057949542999,
"m": 0.5
},
{
"p": 0.0007078769849613309,
"m": 0.5
}
]
},
{
"epoch": 7,
"train_loss": 2.7753710746765137,
"val_loss": 1.3347551822662354,
"acc": 48.12,
"time": 275.358885545,
"param": [
{
"p": 0.12835054099559784,
"m": 0.5
},
{
"p": 0.0007160911336541176,
"m": 0.5
},
{
"p": 0.07035619020462036,
"m": 0.5
},
{
"p": 0.0526372566819191,
"m": 0.43951550126075745
},
{
"p": 0.05206632614135742,
"m": 0.5660141706466675
},
{
"p": 0.0007160911336541176,
"m": 0.5525255799293518
},
{
"p": 0.10121425241231918,
"m": 0.4441024363040924
},
{
"p": 0.16965845227241516,
"m": 0.4400978684425354
},
{
"p": 0.056897275149822235,
"m": 0.6090500354766846
},
{
"p": 0.09379572421312332,
"m": 0.31580933928489685
},
{
"p": 0.09513523429632187,
"m": 0.619137704372406
},
{
"p": 0.13317695260047913,
"m": 0.5459595918655396
},
{
"p": 0.04456353560090065,
"m": 0.5
},
{
"p": 0.0007160911336541176,
"m": 0.5
}
]
},
{
"epoch": 8,
"train_loss": 2.676037073135376,
"val_loss": 1.17304265499115,
"acc": 54.11,
"time": 271.96532094200006,
"param": [
{
"p": 0.14299066364765167,
"m": 0.5
},
{
"p": 0.0007142969407141209,
"m": 0.5
},
{
"p": 0.0657828152179718,
"m": 0.5
},
{
"p": 0.062078967690467834,
"m": 0.43767184019088745
},
{
"p": 0.0491301454603672,
"m": 0.5673777461051941
},
{
"p": 0.0007142969407141209,
"m": 0.5470445156097412
},
{
"p": 0.10343406349420547,
"m": 0.44534173607826233
},
{
"p": 0.18527370691299438,
"m": 0.4431641697883606
},
{
"p": 0.052729085087776184,
"m": 0.6056461334228516
},
{
"p": 0.08746029436588287,
"m": 0.32324761152267456
},
{
"p": 0.08125727623701096,
"m": 0.6091145873069763
},
{
"p": 0.13089995086193085,
"m": 0.5544741749763489
},
{
"p": 0.036820188164711,
"m": 0.5
},
{
"p": 0.0007142969407141209,
"m": 0.5
}
]
},
{
"epoch": 9,
"train_loss": 2.6758995056152344,
"val_loss": 1.1822419166564941,
"acc": 53.02,
"time": 256.70458805399994,
"param": [
{
"p": 0.13650070130825043,
"m": 0.5
},
{
"p": 0.0007128985016606748,
"m": 0.5
},
{
"p": 0.058025166392326355,
"m": 0.5
},
{
"p": 0.06521112471818924,
"m": 0.4523700773715973
},
{
"p": 0.03133351728320122,
"m": 0.568088710308075
},
{
"p": 0.0007145045092329383,
"m": 0.5505488514900208
},
{
"p": 0.09406626969575882,
"m": 0.4469778835773468
},
{
"p": 0.18064728379249573,
"m": 0.44752275943756104
},
{
"p": 0.07707314938306808,
"m": 0.5986446142196655
},
{
"p": 0.07856548577547073,
"m": 0.31850266456604004
},
{
"p": 0.10752975195646286,
"m": 0.6028444766998291
},
{
"p": 0.12142854928970337,
"m": 0.55490642786026
},
{
"p": 0.04747869074344635,
"m": 0.5
},
{
"p": 0.0007128985016606748,
"m": 0.5
}
]
},
{
"epoch": 10,
"train_loss": 2.607273817062378,
"val_loss": 1.0928053855895996,
"acc": 57.13,
"time": 255.58976959500023,
"param": [
{
"p": 0.12934350967407227,
"m": 0.5
},
{
"p": 0.0007181846885941923,
"m": 0.5
},
{
"p": 0.04251544177532196,
"m": 0.5
},
{
"p": 0.06769265234470367,
"m": 0.47214406728744507
},
{
"p": 0.015130196698009968,
"m": 0.5644891858100891
},
{
"p": 0.043093662708997726,
"m": 0.5619344711303711
},
{
"p": 0.0855744481086731,
"m": 0.44638389348983765
},
{
"p": 0.17727482318878174,
"m": 0.44640064239501953
},
{
"p": 0.08169984817504883,
"m": 0.5930224657058716
},
{
"p": 0.0899326279759407,
"m": 0.2869735360145569
},
{
"p": 0.09172947704792023,
"m": 0.5977526903152466
},
{
"p": 0.11758167296648026,
"m": 0.5598085522651672
},
{
"p": 0.05699525773525238,
"m": 0.5
},
{
"p": 0.0007181846885941923,
"m": 0.5
}
]
},
{
"epoch": 11,
"train_loss": 2.6368165016174316,
"val_loss": 1.1657078266143799,
"acc": 57.96,
"time": 253.29854683899975,
"param": [
{
"p": 0.15435968339443207,
"m": 0.5
},
{
"p": 0.0007192371995188296,
"m": 0.5
},
{
"p": 0.03501322865486145,
"m": 0.5
},
{
"p": 0.06886143982410431,
"m": 0.48593899607658386
},
{
"p": 0.011430151760578156,
"m": 0.564848005771637
},
{
"p": 0.04888666421175003,
"m": 0.5600192546844482
},
{
"p": 0.08356252312660217,
"m": 0.4455389976501465
},
{
"p": 0.20304429531097412,
"m": 0.44013723731040955
},
{
"p": 0.08827430009841919,
"m": 0.5866747498512268
},
{
"p": 0.09707535058259964,
"m": 0.2798018455505371
},
{
"p": 0.07896623760461807,
"m": 0.5936828255653381
},
{
"p": 0.12836837768554688,
"m": 0.5581289529800415
},
{
"p": 0.0007192371995188296,
"m": 0.5
},
{
"p": 0.0007192371995188296,
"m": 0.5
}
]
},
{
"epoch": 12,
"train_loss": 2.7216198444366455,
"val_loss": 1.271655559539795,
"acc": 57.92,
"time": 262.7948028229998,
"param": [
{
"p": 0.17538650333881378,
"m": 0.5
},
{
"p": 0.0007182910921983421,
"m": 0.5
},
{
"p": 0.042088501155376434,
"m": 0.5
},
{
"p": 0.0692349225282669,
"m": 0.48585227131843567
},
{
"p": 0.08926576375961304,
"m": 0.5640863180160522
},
{
"p": 0.0418521873652935,
"m": 0.5536903738975525
},
{
"p": 0.06354007124900818,
"m": 0.44850531220436096
},
{
"p": 0.19714802503585815,
"m": 0.449482262134552
},
{
"p": 0.06139736995100975,
"m": 0.5846753120422363
},
{
"p": 0.06125623732805252,
"m": 0.284184068441391
},
{
"p": 0.0007182910921983421,
"m": 0.5980135798454285
},
{
"p": 0.10161135345697403,
"m": 0.5734192132949829
},
{
"p": 0.09506416320800781,
"m": 0.5
},
{
"p": 0.0007182910921983421,
"m": 0.5
}
]
},
{
"epoch": 13,
"train_loss": 2.6518478393554688,
"val_loss": 1.1719937324523926,
"acc": 56.74,
"time": 252.72264022199988,
"param": [
{
"p": 0.20862054824829102,
"m": 0.5
},
{
"p": 0.0007200986729003489,
"m": 0.5
},
{
"p": 0.035149384289979935,
"m": 0.5
},
{
"p": 0.06667393445968628,
"m": 0.5013501644134521
},
{
"p": 0.09106645733118057,
"m": 0.5552726984024048
},
{
"p": 0.03755950927734375,
"m": 0.5672213435173035
},
{
"p": 0.04900725185871124,
"m": 0.4497126042842865
},
{
"p": 0.21780532598495483,
"m": 0.44987812638282776
},
{
"p": 0.06838688999414444,
"m": 0.5744962692260742
},
{
"p": 0.013890254311263561,
"m": 0.3113050162792206
},
{
"p": 0.0007200986729003489,
"m": 0.6012526154518127
},
{
"p": 0.0768928974866867,
"m": 0.5828354358673096
},
{
"p": 0.13278719782829285,
"m": 0.5
},
{
"p": 0.0007200986729003489,
"m": 0.5
}
]
},
{
"epoch": 14,
"train_loss": 2.2466421127319336,
"val_loss": 1.155908226966858,
"acc": 60.7,
"time": 263.11619475299995,
"param": [
{
"p": 0.23207597434520721,
"m": 0.5
},
{
"p": 0.0007113345200195909,
"m": 0.5
},
{
"p": 0.04683343693614006,
"m": 0.5
},
{
"p": 0.07714147865772247,
"m": 0.5203985571861267
},
{
"p": 0.08379671722650528,
"m": 0.5539923310279846
},
{
"p": 0.015256148763000965,
"m": 0.5621927976608276
},
{
"p": 0.03660368174314499,
"m": 0.4507921636104584
},
{
"p": 0.2312983125448227,
"m": 0.4487951695919037
},
{
"p": 0.03459331393241882,
"m": 0.5620103478431702
},
{
"p": 0.0037021213211119175,
"m": 0.33352187275886536
},
{
"p": 0.004024154506623745,
"m": 0.6029314398765564
},
{
"p": 0.0855356752872467,
"m": 0.5764371156692505
},
{
"p": 0.14771635830402374,
"m": 0.5
},
{
"p": 0.0007113345200195909,
"m": 0.5
}
]
},
{
"epoch": 15,
"train_loss": 2.0242414474487305,
"val_loss": 1.192113995552063,
"acc": 57.31,
"time": 256.81242509899994,
"param": [
{
"p": 0.21667902171611786,
"m": 0.5
},
{
"p": 0.0007084388053044677,
"m": 0.5
},
{
"p": 0.05759762227535248,
"m": 0.5
},
{
"p": 0.06975210458040237,
"m": 0.5407138466835022
},
{
"p": 0.0844334289431572,
"m": 0.5518305897712708
},
{
"p": 0.0007084388053044677,
"m": 0.5625985860824585
},
{
"p": 0.04587794840335846,
"m": 0.4600811302661896
},
{
"p": 0.22048284113407135,
"m": 0.43797770142555237
},
{
"p": 0.04183357208967209,
"m": 0.5585910081863403
},
{
"p": 0.034890685230493546,
"m": 0.3316188454627991
},
{
"p": 0.0015942729078233242,
"m": 0.6028358340263367
},
{
"p": 0.08182050287723541,
"m": 0.5796708464622498
},
{
"p": 0.14291268587112427,
"m": 0.5
},
{
"p": 0.0007084388053044677,
"m": 0.5
}
]
},
{
"epoch": 16,
"train_loss": 2.179750442504883,
"val_loss": 1.1381789445877075,
"acc": 61.5,
"time": 263.1938333019998,
"param": [
{
"p": 0.21234437823295593,
"m": 0.5
},
{
"p": 0.0007156235515139997,
"m": 0.5
},
{
"p": 0.044462691992521286,
"m": 0.5
},
{
"p": 0.056501224637031555,
"m": 0.5433805584907532
},
{
"p": 0.0784669890999794,
"m": 0.5428605675697327
},
{
"p": 0.0007156235515139997,
"m": 0.564305305480957
},
{
"p": 0.07148844003677368,
"m": 0.456520676612854
},
{
"p": 0.22179542481899261,
"m": 0.45669305324554443
},
{
"p": 0.0007156235515139997,
"m": 0.5546001195907593
},
{
"p": 0.018186502158641815,
"m": 0.3123534023761749
},
{
"p": 0.08059613406658173,
"m": 0.5931817889213562
},
{
"p": 0.04028525948524475,
"m": 0.5896143317222595
},
{
"p": 0.14105357229709625,
"m": 0.5
},
{
"p": 0.03267258033156395,
"m": 0.5
}
]
},
{
"epoch": 17,
"train_loss": 2.6020026206970215,
"val_loss": 1.068859338760376,
"acc": 58.85,
"time": 265.32355180599916,
"param": [
{
"p": 0.21572110056877136,
"m": 0.5
},
{
"p": 0.0007161053945310414,
"m": 0.5
},
{
"p": 0.038678910583257675,
"m": 0.5
},
{
"p": 0.0366172231733799,
"m": 0.527025043964386
},
{
"p": 0.0765082836151123,
"m": 0.5391941666603088
},
{
"p": 0.012981489300727844,
"m": 0.5653713345527649
},
{
"p": 0.07602149248123169,
"m": 0.45875972509384155
},
{
"p": 0.22278645634651184,
"m": 0.46112579107284546
},
{
"p": 0.0016234901268035173,
"m": 0.5531130433082581
},
{
"p": 0.016593951731920242,
"m": 0.30908212065696716
},
{
"p": 0.09518326818943024,
"m": 0.587509274482727
},
{
"p": 0.03163963928818703,
"m": 0.5953377485275269
},
{
"p": 0.14335955679416656,
"m": 0.5
},
{
"p": 0.03156903013586998,
"m": 0.5
}
]
},
{
"epoch": 18,
"train_loss": 2.0566158294677734,
"val_loss": 0.9665382504463196,
"acc": 60.22,
"time": 259.74471203199937,
"param": [
{
"p": 0.1985204964876175,
"m": 0.5
},
{
"p": 0.02103336900472641,
"m": 0.5
},
{
"p": 0.026739835739135742,
"m": 0.5
},
{
"p": 0.031995609402656555,
"m": 0.570580780506134
},
{
"p": 0.03680037707090378,
"m": 0.5328687429428101
},
{
"p": 0.023232901468873024,
"m": 0.5590302348136902
},
{
"p": 0.07334750890731812,
"m": 0.4560447633266449
},
{
"p": 0.1933640092611313,
"m": 0.46542683243751526
},
{
"p": 0.07393812388181686,
"m": 0.5483776330947876
},
{
"p": 0.0007120648515410721,
"m": 0.3165856599807739
},
{
"p": 0.09321004152297974,
"m": 0.5930292010307312
},
{
"p": 0.07987387478351593,
"m": 0.6020103096961975
},
{
"p": 0.1266614943742752,
"m": 0.5
},
{
"p": 0.020570246502757072,
"m": 0.5
}
]
},
{
"epoch": 19,
"train_loss": 2.3098340034484863,
"val_loss": 1.0178338289260864,
"acc": 62.69,
"time": 246.5827271299995,
"param": [
{
"p": 0.19350746273994446,
"m": 0.5
},
{
"p": 0.017975132912397385,
"m": 0.5
},
{
"p": 0.043211761862039566,
"m": 0.5
},
{
"p": 0.04284751042723656,
"m": 0.5962665677070618
},
{
"p": 0.0019853042904287577,
"m": 0.5300026535987854
},
{
"p": 0.02230161800980568,
"m": 0.5530791878700256
},
{
"p": 0.07110471278429031,
"m": 0.45754003524780273
},
{
"p": 0.18672175705432892,
"m": 0.4651362895965576
},
{
"p": 0.09275610744953156,
"m": 0.5485745072364807
},
{
"p": 0.0007159408996812999,
"m": 0.320043683052063
},
{
"p": 0.09491260349750519,
"m": 0.5975881814956665
},
{
"p": 0.09902022033929825,
"m": 0.6011806130409241
},
{
"p": 0.12266886979341507,
"m": 0.5
},
{
"p": 0.010270994156599045,
"m": 0.5
}
]
},
{
"epoch": 20,
"train_loss": 2.0434470176696777,
"val_loss": 1.080541729927063,
"acc": 63.14,
"time": 255.41520451299948,
"param": [
{
"p": 0.1995076686143875,
"m": 0.5
},
{
"p": 0.008097204379737377,
"m": 0.5
},
{
"p": 0.04344351217150688,
"m": 0.5
},
{
"p": 0.036915168166160583,
"m": 0.5949791669845581
},
{
"p": 0.0007157746586017311,
"m": 0.5291896462440491
},
{
"p": 0.007114987820386887,
"m": 0.5409970879554749
},
{
"p": 0.0787883922457695,
"m": 0.4588790237903595
},
{
"p": 0.1813673973083496,
"m": 0.4709612727165222
},
{
"p": 0.09634494036436081,
"m": 0.5597125291824341
},
{
"p": 0.0014674883568659425,
"m": 0.3277210295200348
},
{
"p": 0.09376438707113266,
"m": 0.5927609205245972
},
{
"p": 0.11408486217260361,
"m": 0.5977604985237122
},
{
"p": 0.12803906202316284,
"m": 0.5
},
{
"p": 0.010349243879318237,
"m": 0.5
}
]
},
{
"epoch": 21,
"train_loss": 1.7510719299316406,
"val_loss": 1.0987430810928345,
"acc": 63.32,
"time": 266.1830054359998,
"param": [
{
"p": 0.1864747852087021,
"m": 0.5
},
{
"p": 0.0007177874795161188,
"m": 0.5
},
{
"p": 0.05529848858714104,
"m": 0.5
},
{
"p": 0.039682626724243164,
"m": 0.5738502144813538
},
{
"p": 0.04805782437324524,
"m": 0.5284257531166077
},
{
"p": 0.010174286551773548,
"m": 0.5437037944793701
},
{
"p": 0.07379759848117828,
"m": 0.45696255564689636
},
{
"p": 0.16051757335662842,
"m": 0.47041285037994385
},
{
"p": 0.0884016901254654,
"m": 0.556002140045166
},
{
"p": 0.0027025712188333273,
"m": 0.330032616853714
},
{
"p": 0.0848037526011467,
"m": 0.5879969000816345
},
{
"p": 0.10690201073884964,
"m": 0.6037725210189819
},
{
"p": 0.11988779902458191,
"m": 0.5
},
{
"p": 0.022581251338124275,
"m": 0.5
}
]
},
{
"epoch": 22,
"train_loss": 1.9900587797164917,
"val_loss": 0.912984311580658,
"acc": 63.93,
"time": 267.2400487389996,
"param": [
{
"p": 0.2000284492969513,
"m": 0.5
},
{
"p": 0.0007172459154389799,
"m": 0.5
},
{
"p": 0.050820108503103256,
"m": 0.5
},
{
"p": 0.03373195230960846,
"m": 0.5613114833831787
},
{
"p": 0.05567994341254234,
"m": 0.5227143168449402
},
{
"p": 0.0014667842769995332,
"m": 0.5439193844795227
},
{
"p": 0.06570707261562347,
"m": 0.44926002621650696
},
{
"p": 0.16117540001869202,
"m": 0.46597975492477417
},
{
"p": 0.09376902878284454,
"m": 0.5486926436424255
},
{
"p": 0.0053299409337341785,
"m": 0.32461947202682495
},
{
"p": 0.08677544444799423,
"m": 0.5749310255050659
},
{
"p": 0.0959412083029747,
"m": 0.6143653392791748
},
{
"p": 0.12841221690177917,
"m": 0.5
},
{
"p": 0.020445145666599274,
"m": 0.5
}
]
},
{
"epoch": 23,
"train_loss": 1.8201086521148682,
"val_loss": 1.0039492845535278,
"acc": 63.55,
"time": 266.75282273500034,
"param": [
{
"p": 0.19685110449790955,
"m": 0.5
},
{
"p": 0.03844544291496277,
"m": 0.5
},
{
"p": 0.04049880802631378,
"m": 0.5
},
{
"p": 0.044696711003780365,
"m": 0.5554599165916443
},
{
"p": 0.05537715554237366,
"m": 0.5223491191864014
},
{
"p": 0.04022882133722305,
"m": 0.5369604229927063
},
{
"p": 0.07458262145519257,
"m": 0.45254358649253845
},
{
"p": 0.1268792450428009,
"m": 0.4706348776817322
},
{
"p": 0.08669009804725647,
"m": 0.5486854314804077
},
{
"p": 0.0007152025355026126,
"m": 0.3343016803264618
},
{
"p": 0.08023302257061005,
"m": 0.5728241801261902
},
{
"p": 0.08848097920417786,
"m": 0.6219428181648254
},
{
"p": 0.1256054788827896,
"m": 0.5
},
{
"p": 0.0007152025355026126,
"m": 0.5
}
]
},
{
"epoch": 24,
"train_loss": 1.9290106296539307,
"val_loss": 0.9756951332092285,
"acc": 63.48,
"time": 272.1725288480002,
"param": [
{
"p": 0.19590041041374207,
"m": 0.5
},
{
"p": 0.04230386018753052,
"m": 0.5
},
{
"p": 0.024509483948349953,
"m": 0.5
},
{
"p": 0.04926963150501251,
"m": 0.5823661088943481
},
{
"p": 0.04835745319724083,
"m": 0.5271123647689819
},
{
"p": 0.053283900022506714,
"m": 0.5334961414337158
},
{
"p": 0.08323119580745697,
"m": 0.45507171750068665
},
{
"p": 0.1319310963153839,
"m": 0.47126179933547974
},
{
"p": 0.08168786019086838,
"m": 0.5445550084114075
},
{
"p": 0.009454679675400257,
"m": 0.3345155417919159
},
{
"p": 0.08745252341032028,
"m": 0.56392502784729
},
{
"p": 0.07142055034637451,
"m": 0.6194831728935242
},
{
"p": 0.12048716843128204,
"m": 0.5
},
{
"p": 0.0007102179806679487,
"m": 0.5
}
]
},
{
"epoch": 25,
"train_loss": 2.153686285018921,
"val_loss": 1.0477900505065918,
"acc": 64.82,
"time": 269.4775801550004,
"param": [
{
"p": 0.18909724056720734,
"m": 0.5
},
{
"p": 0.03341933712363243,
"m": 0.5
},
{
"p": 0.040364548563957214,
"m": 0.5
},
{
"p": 0.053862761706113815,
"m": 0.5980890393257141
},
{
"p": 0.04649635776877403,
"m": 0.5275656580924988
},
{
"p": 0.05401821807026863,
"m": 0.5157120227813721
},
{
"p": 0.07745115458965302,
"m": 0.46170127391815186
},
{
"p": 0.11481655389070511,
"m": 0.4687856137752533
},
{
"p": 0.07780683785676956,
"m": 0.5454298257827759
},
{
"p": 0.03404807299375534,
"m": 0.33224546909332275
},
{
"p": 0.08605407923460007,
"m": 0.5595525503158569
},
{
"p": 0.07329496741294861,
"m": 0.6268213987350464
},
{
"p": 0.11855238676071167,
"m": 0.5
},
{
"p": 0.0007175283972173929,
"m": 0.5
}
]
},
{
"epoch": 26,
"train_loss": 1.8307594060897827,
"val_loss": 0.9667647480964661,
"acc": 64.28,
"time": 262.0604560969996,
"param": [
{
"p": 0.19079579412937164,
"m": 0.5
},
{
"p": 0.03746148571372032,
"m": 0.5
},
{
"p": 0.05147383734583855,
"m": 0.5
},
{
"p": 0.04389538988471031,
"m": 0.5876558423042297
},
{
"p": 0.05094826966524124,
"m": 0.5296920537948608
},
{
"p": 0.06264779716730118,
"m": 0.5007681250572205
},
{
"p": 0.07925904542207718,
"m": 0.47046056389808655
},
{
"p": 0.0969366803765297,
"m": 0.468214213848114
},
{
"p": 0.07238201051950455,
"m": 0.5322514176368713
},
{
"p": 0.02668154239654541,
"m": 0.3166555166244507
},
{
"p": 0.09382499754428864,
"m": 0.5409422516822815
},
{
"p": 0.06771420687437057,
"m": 0.6369833946228027
},
{
"p": 0.12526866793632507,
"m": 0.5
},
{
"p": 0.0007102494710125029,
"m": 0.5
}
]
},
{
"epoch": 27,
"train_loss": 2.093174457550049,
"val_loss": 1.0310699939727783,
"acc": 65.93,
"time": 277.95668123500036,
"param": [
{
"p": 0.20612353086471558,
"m": 0.5
},
{
"p": 0.039263322949409485,
"m": 0.5
},
{
"p": 0.05922485142946243,
"m": 0.5
},
{
"p": 0.03887612000107765,
"m": 0.5742785930633545
},
{
"p": 0.04474528878927231,
"m": 0.5200120210647583
},
{
"p": 0.06578824669122696,
"m": 0.5276647806167603
},
{
"p": 0.06696300208568573,
"m": 0.45702823996543884
},
{
"p": 0.08252204954624176,
"m": 0.4557897448539734
},
{
"p": 0.07996318489313126,
"m": 0.5307289361953735
},
{
"p": 0.011655834503471851,
"m": 0.3156709671020508
},
{
"p": 0.1119212955236435,
"m": 0.5355628728866577
},
{
"p": 0.04903586953878403,
"m": 0.6442215442657471
},
{
"p": 0.13949140906333923,
"m": 0.5
},
{
"p": 0.004425948020070791,
"m": 0.5
}
]
},
{
"epoch": 28,
"train_loss": 2.117626667022705,
"val_loss": 1.010178804397583,
"acc": 65.07,
"time": 269.4002741510003,
"param": [
{
"p": 0.19284823536872864,
"m": 0.5
},
{
"p": 0.03189194202423096,
"m": 0.5
},
{
"p": 0.05332311987876892,
"m": 0.5
},
{
"p": 0.0410660021007061,
"m": 0.5732607841491699
},
{
"p": 0.057167451828718185,
"m": 0.524301290512085
},
{
"p": 0.063472680747509,
"m": 0.5284026861190796
},
{
"p": 0.05530316382646561,
"m": 0.45605185627937317
},
{
"p": 0.0991300418972969,
"m": 0.4514826536178589
},
{
"p": 0.07113011181354523,
"m": 0.5274321436882019
},
{
"p": 0.00461519556120038,
"m": 0.3239252269268036
},
{
"p": 0.10620574653148651,
"m": 0.5362337827682495
},
{
"p": 0.06885258853435516,
"m": 0.6497607231140137
},
{
"p": 0.12908324599266052,
"m": 0.5
},
{
"p": 0.0259105172008276,
"m": 0.5
}
]
},
{
"epoch": 29,
"train_loss": 1.7051477432250977,
"val_loss": 1.0236692428588867,
"acc": 64.98,
"time": 268.06962921099966,
"param": [
{
"p": 0.2033388614654541,
"m": 0.5
},
{
"p": 0.02082153595983982,
"m": 0.5
},
{
"p": 0.0327126681804657,
"m": 0.5
},
{
"p": 0.07113467901945114,
"m": 0.5760931372642517
},
{
"p": 0.05628417432308197,
"m": 0.5233782529830933
},
{
"p": 0.07601751387119293,
"m": 0.5003642439842224
},
{
"p": 0.0744350478053093,
"m": 0.4605543911457062
},
{
"p": 0.08204749971628189,
"m": 0.4462841749191284
},
{
"p": 0.042699720710515976,
"m": 0.5350310206413269
},
{
"p": 0.0007186931907199323,
"m": 0.3282720446586609
},
{
"p": 0.10701405256986618,
"m": 0.5467994213104248
},
{
"p": 0.0788360983133316,
"m": 0.658231794834137
},
{
"p": 0.1324111968278885,
"m": 0.5
},
{
"p": 0.021528268232941628,
"m": 0.5
}
]
},
{
"epoch": 30,
"train_loss": 1.599092721939087,
"val_loss": 0.9601977467536926,
"acc": 66.96,
"time": 261.56770308900013,
"param": [
{
"p": 0.22546441853046417,
"m": 0.5
},
{
"p": 0.0062176818028092384,
"m": 0.5
},
{
"p": 0.04066726565361023,
"m": 0.5
},
{
"p": 0.0668412521481514,
"m": 0.5234200358390808
},
{
"p": 0.060199253261089325,
"m": 0.5233171582221985
},
{
"p": 0.08642802387475967,
"m": 0.4644157290458679
},
{
"p": 0.06564586609601974,
"m": 0.45346277952194214
},
{
"p": 0.06700502336025238,
"m": 0.44237422943115234
},
{
"p": 0.012349449098110199,
"m": 0.5460559725761414
},
{
"p": 0.011884328909218311,
"m": 0.3402252197265625
},
{
"p": 0.11427316814661026,
"m": 0.5545270442962646
},
{
"p": 0.08162213116884232,
"m": 0.6626229882240295
},
{
"p": 0.14956097304821014,
"m": 0.5
},
{
"p": 0.011841109953820705,
"m": 0.5
}
]
},
{
"epoch": 31,
"train_loss": 1.5424671173095703,
"val_loss": 1.0737228393554688,
"acc": 66.49,
"time": 269.4379673169997,
"param": [
{
"p": 0.23464590311050415,
"m": 0.5
},
{
"p": 0.015295666642487049,
"m": 0.5
},
{
"p": 0.053159940987825394,
"m": 0.5
},
{
"p": 0.058143772184848785,
"m": 0.4989311993122101
},
{
"p": 0.05651197209954262,
"m": 0.5309650301933289
},
{
"p": 0.09232155978679657,
"m": 0.45153573155403137
},
{
"p": 0.05453328788280487,
"m": 0.4487931430339813
},
{
"p": 0.03054395504295826,
"m": 0.44410669803619385
},
{
"p": 0.0067150951363146305,
"m": 0.5473417639732361
},
{
"p": 0.03422567993402481,
"m": 0.3598198890686035
},
{
"p": 0.11942489445209503,
"m": 0.5827719569206238
},
{
"p": 0.06841397285461426,
"m": 0.6715778112411499
},
{
"p": 0.15972179174423218,
"m": 0.5
},
{
"p": 0.01634255051612854,
"m": 0.5
}
]
},
{
"epoch": 32,
"train_loss": 2.201045036315918,
"val_loss": 1.0077629089355469,
"acc": 66.18,
"time": 263.7243133609991,
"param": [
{
"p": 0.23265387117862701,
"m": 0.5
},
{
"p": 0.024298010393977165,
"m": 0.5
},
{
"p": 0.06245289370417595,
"m": 0.5
},
{
"p": 0.05549890920519829,
"m": 0.4869750738143921
},
{
"p": 0.053435150533914566,
"m": 0.5318366289138794
},
{
"p": 0.09197713434696198,
"m": 0.442766010761261
},
{
"p": 0.03227388486266136,
"m": 0.441386342048645
},
{
"p": 0.04782392457127571,
"m": 0.44652268290519714
},
{
"p": 0.008252711035311222,
"m": 0.5487542748451233
},
{
"p": 0.041714925318956375,
"m": 0.3750206530094147
},
{
"p": 0.11607260257005692,
"m": 0.5990339517593384
},
{
"p": 0.051906898617744446,
"m": 0.6870149374008179
},
{
"p": 0.1610160768032074,
"m": 0.5
},
{
"p": 0.0206229779869318,
"m": 0.5
}
]
},
{
"epoch": 33,
"train_loss": 1.9744179248809814,
"val_loss": 0.9895674586296082,
"acc": 66.92,
"time": 253.9364700540009,
"param": [
{
"p": 0.20285522937774658,
"m": 0.5
},
{
"p": 0.028683977201581,
"m": 0.5
},
{
"p": 0.06712137162685394,
"m": 0.5
},
{
"p": 0.04654879495501518,
"m": 0.5096670985221863
},
{
"p": 0.054343029856681824,
"m": 0.5217889547348022
},
{
"p": 0.08560662716627121,
"m": 0.3954818546772003
},
{
"p": 0.056914322078228,
"m": 0.4439295530319214
},
{
"p": 0.07640617340803146,
"m": 0.44921576976776123
},
{
"p": 0.02146134339272976,
"m": 0.5529763698577881
},
{
"p": 0.046542782336473465,
"m": 0.40228307247161865
},
{
"p": 0.10624072700738907,
"m": 0.5954938530921936
},
{
"p": 0.046289052814245224,
"m": 0.6891427040100098
},
{
"p": 0.14086171984672546,
"m": 0.5
},
{
"p": 0.02012488804757595,
"m": 0.5
}
]
},
{
"epoch": 34,
"train_loss": 1.8141592741012573,
"val_loss": 0.8880077600479126,
"acc": 66.31,
"time": 276.01348503900044,
"param": [
{
"p": 0.22888393700122833,
"m": 0.5
},
{
"p": 0.03043431229889393,
"m": 0.5
},
{
"p": 0.07039280235767365,
"m": 0.5
},
{
"p": 0.015871597453951836,
"m": 0.5479943752288818
},
{
"p": 0.06007925793528557,
"m": 0.5243748426437378
},
{
"p": 0.09792736917734146,
"m": 0.3741370737552643
},
{
"p": 0.03809254616498947,
"m": 0.4485822319984436
},
{
"p": 0.040614936500787735,
"m": 0.4459400475025177
},
{
"p": 0.01269497536122799,
"m": 0.5534546971321106
},
{
"p": 0.043723657727241516,
"m": 0.4354723393917084
},
{
"p": 0.11910990625619888,
"m": 0.5937276482582092
},
{
"p": 0.05482494458556175,
"m": 0.6983783841133118
},
{
"p": 0.16672974824905396,
"m": 0.5
},
{
"p": 0.02061992511153221,
"m": 0.5
}
]
},
{
"epoch": 35,
"train_loss": 1.7504253387451172,
"val_loss": 0.9896164536476135,
"acc": 68.44,
"time": 254.4614170349996,
"param": [
{
"p": 0.2792733609676361,
"m": 0.5
},
{
"p": 0.02989277057349682,
"m": 0.5
},
{
"p": 0.06958317756652832,
"m": 0.5
},
{
"p": 0.01632220298051834,
"m": 0.5335952043533325
},
{
"p": 0.06416691839694977,
"m": 0.5097670555114746
},
{
"p": 0.11923476308584213,
"m": 0.36753249168395996
},
{
"p": 0.002248414559289813,
"m": 0.447053998708725
},
{
"p": 0.00598480086773634,
"m": 0.4426570534706116
},
{
"p": 0.008501572534441948,
"m": 0.5574640035629272
},
{
"p": 0.03302532806992531,
"m": 0.4511452913284302
},
{
"p": 0.1394386887550354,
"m": 0.6134207248687744
},
{
"p": 0.007021136116236448,
"m": 0.7043447494506836
},
{
"p": 0.2058820128440857,
"m": 0.5
},
{
"p": 0.01942485012114048,
"m": 0.5
}
]
},
{
"epoch": 36,
"train_loss": 1.5862207412719727,
"val_loss": 0.8679895401000977,
"acc": 66.54,
"time": 261.8796850159997,
"param": [
{
"p": 0.26418694853782654,
"m": 0.5
},
{
"p": 0.0139012997969985,
"m": 0.5
},
{
"p": 0.06616950780153275,
"m": 0.5
},
{
"p": 0.012539020739495754,
"m": 0.5395419597625732
},
{
"p": 0.06643440574407578,
"m": 0.4938972592353821
},
{
"p": 0.11404501646757126,
"m": 0.384664386510849
},
{
"p": 0.00259358249604702,
"m": 0.4449053108692169
},
{
"p": 0.06962628662586212,
"m": 0.4401554465293884
},
{
"p": 0.02777809649705887,
"m": 0.5582522749900818
},
{
"p": 0.015640242025256157,
"m": 0.4623256027698517
},
{
"p": 0.13062570989131927,
"m": 0.627446711063385
},
{
"p": 0.01298761460930109,
"m": 0.7074689865112305
},
{
"p": 0.19750972092151642,
"m": 0.5
},
{
"p": 0.00596238486468792,
"m": 0.5
}
]
},
{
"epoch": 37,
"train_loss": 1.3738152980804443,
"val_loss": 1.0448012351989746,
"acc": 67.94,
"time": 254.4930910160001,
"param": [
{
"p": 0.2616255581378937,
"m": 0.5
},
{
"p": 0.0010876180604100227,
"m": 0.5
},
{
"p": 0.07936033606529236,
"m": 0.5
},
{
"p": 0.009441070258617401,
"m": 0.5391140580177307
},
{
"p": 0.067464180290699,
"m": 0.4811103641986847
},
{
"p": 0.11157496273517609,
"m": 0.4424450099468231
},
{
"p": 0.0007093709427863359,
"m": 0.4416603446006775
},
{
"p": 0.04146217927336693,
"m": 0.44769102334976196
},
{
"p": 0.007408785633742809,
"m": 0.5701065063476562
},
{
"p": 0.026062479242682457,
"m": 0.46161404252052307
},
{
"p": 0.12227214872837067,
"m": 0.6489097476005554
},
{
"p": 0.06480587273836136,
"m": 0.7077076435089111
},
{
"p": 0.19673782587051392,
"m": 0.5
},
{
"p": 0.009987618774175644,
"m": 0.5
}
]
},
{
"epoch": 38,
"train_loss": 1.8764469623565674,
"val_loss": 0.9386040568351746,
"acc": 67.9,
"time": 249.59463925300042,
"param": [
{
"p": 0.24770906567573547,
"m": 0.5
},
{
"p": 0.0027310862205922604,
"m": 0.5
},
{
"p": 0.0675056204199791,
"m": 0.5
},
{
"p": 0.049982186406850815,
"m": 0.5454059839248657
},
{
"p": 0.06666170805692673,
"m": 0.4669579863548279
},
{
"p": 0.11024873703718185,
"m": 0.4542945623397827
},
{
"p": 0.0038388867396861315,
"m": 0.4425193667411804
},
{
"p": 0.023205477744340897,
"m": 0.4470961093902588
},
{
"p": 0.014795086346566677,
"m": 0.5748475193977356
},
{
"p": 0.021801825612783432,
"m": 0.4814009666442871
},
{
"p": 0.10995076596736908,
"m": 0.64959317445755
},
{
"p": 0.06326023489236832,
"m": 0.712542712688446
},
{
"p": 0.19136887788772583,
"m": 0.5
},
{
"p": 0.026940401643514633,
"m": 0.5
}
]
},
{
"epoch": 39,
"train_loss": 1.6320617198944092,
"val_loss": 0.9902989864349365,
"acc": 65.61,
"time": 252.28741899600027,
"param": [
{
"p": 0.25381529331207275,
"m": 0.5
},
{
"p": 0.0007143714465200901,
"m": 0.5
},
{
"p": 0.06565572321414948,
"m": 0.5
},
{
"p": 0.051615744829177856,
"m": 0.5016756653785706
},
{
"p": 0.06430410593748093,
"m": 0.45974862575531006
},
{
"p": 0.11681141704320908,
"m": 0.4776916205883026
},
{
"p": 0.0007143714465200901,
"m": 0.4488900899887085
},
{
"p": 0.012277398258447647,
"m": 0.444640576839447
},
{
"p": 0.013425137847661972,
"m": 0.5740071535110474
},
{
"p": 0.04218839854001999,
"m": 0.4854649603366852
},
{
"p": 0.10480166226625443,
"m": 0.6366857886314392
},
{
"p": 0.046996746212244034,
"m": 0.7183797955513
},
{
"p": 0.20079642534255981,
"m": 0.5
},
{
"p": 0.025883231312036514,
"m": 0.5
}
]
},
{
"epoch": 40,
"train_loss": 1.592801809310913,
"val_loss": 0.8686468005180359,
"acc": 67.6,
"time": 254.10241277599926,
"param": [
{
"p": 0.23976299166679382,
"m": 0.5
},
{
"p": 0.0007130717276595533,
"m": 0.5
},
{
"p": 0.06295459717512131,
"m": 0.5
},
{
"p": 0.057525064796209335,
"m": 0.4999393820762634
},
{
"p": 0.061353180557489395,
"m": 0.4481814503669739
},
{
"p": 0.11354868859052658,
"m": 0.4969535768032074
},
{
"p": 0.001212920993566513,
"m": 0.4508475959300995
},
{
"p": 0.038540150970220566,
"m": 0.4439358115196228
},
{
"p": 0.03628414124250412,
"m": 0.5757843852043152
},
{
"p": 0.031145978718996048,
"m": 0.4886532425880432
},
{
"p": 0.0984225869178772,
"m": 0.6381988525390625
},
{
"p": 0.041544243693351746,
"m": 0.7179905772209167
},
{
"p": 0.18996219336986542,
"m": 0.5
},
{
"p": 0.0270302165299654,
"m": 0.5
}
]
},
{
"epoch": 41,
"train_loss": 1.4895052909851074,
"val_loss": 0.886497974395752,
"acc": 68.61,
"time": 266.46697026400034,
"param": [
{
"p": 0.1996535360813141,
"m": 0.5
},
{
"p": 0.002304964466020465,
"m": 0.5
},
{
"p": 0.047761473804712296,
"m": 0.5
},
{
"p": 0.07072947174310684,
"m": 0.46651583909988403
},
{
"p": 0.0678541511297226,
"m": 0.43221694231033325
},
{
"p": 0.09974759817123413,
"m": 0.46990224719047546
},
{
"p": 0.06915700435638428,
"m": 0.4496382474899292
},
{
"p": 0.08382506668567657,
"m": 0.4432547390460968
},
{
"p": 0.03878581151366234,
"m": 0.5757849216461182
},
{
"p": 0.023952236399054527,
"m": 0.49102702736854553
},
{
"p": 0.0910661444067955,
"m": 0.6471741199493408
},
{
"p": 0.018541499972343445,
"m": 0.7163867354393005
},
{
"p": 0.16569139063358307,
"m": 0.5
},
{
"p": 0.02092963084578514,
"m": 0.5
}
]
},
{
"epoch": 42,
"train_loss": 1.6687886714935303,
"val_loss": 0.9952958226203918,
"acc": 67.74,
"time": 259.40159070200025,
"param": [
{
"p": 0.18467628955841064,
"m": 0.5
},
{
"p": 0.022220777347683907,
"m": 0.5
},
{
"p": 0.06624457240104675,
"m": 0.5
},
{
"p": 0.05627104640007019,
"m": 0.389595627784729
},
{
"p": 0.061869747936725616,
"m": 0.41401442885398865
},
{
"p": 0.09641937166452408,
"m": 0.4318162500858307
},
{
"p": 0.07716351747512817,
"m": 0.4400067627429962
},
{
"p": 0.08693129569292068,
"m": 0.4483422636985779
},
{
"p": 0.02691752463579178,
"m": 0.5802147388458252
},
{
"p": 0.026568803936243057,
"m": 0.47470396757125854
},
{
"p": 0.08887369185686111,
"m": 0.6618026494979858
},
{
"p": 0.02739626355469227,
"m": 0.7149240374565125
},
{
"p": 0.15161705017089844,
"m": 0.5
},
{
"p": 0.026830052956938744,
"m": 0.5
}
]
},
{
"epoch": 43,
"train_loss": 1.5974650382995605,
"val_loss": 0.8760538101196289,
"acc": 68.53,
"time": 283.69646787200145,
"param": [
{
"p": 0.1674315333366394,
"m": 0.5
},
{
"p": 0.029192863032221794,
"m": 0.5
},
{
"p": 0.07287665456533432,
"m": 0.5
},
{
"p": 0.05633106082677841,
"m": 0.37192583084106445
},
{
"p": 0.04507343843579292,
"m": 0.3995824456214905
},
{
"p": 0.08164294064044952,
"m": 0.38965728878974915
},
{
"p": 0.07867267727851868,
"m": 0.41808581352233887
},
{
"p": 0.0714782252907753,
"m": 0.4416413903236389
},
{
"p": 0.03783877566456795,
"m": 0.5816064476966858
},
{
"p": 0.036206167191267014,
"m": 0.46939364075660706
},
{
"p": 0.08080082386732101,
"m": 0.6709285974502563
},
{
"p": 0.08839638531208038,
"m": 0.7215023636817932
},
{
"p": 0.13158950209617615,
"m": 0.5
},
{
"p": 0.022468892857432365,
"m": 0.5
}
]
},
{
"epoch": 44,
"train_loss": 1.3854105472564697,
"val_loss": 0.8665333390235901,
"acc": 68.53,
"time": 265.65341363900006,
"param": [
{
"p": 0.15947619080543518,
"m": 0.5
},
{
"p": 0.02843192033469677,
"m": 0.5
},
{
"p": 0.08973827958106995,
"m": 0.5
},
{
"p": 0.05687342956662178,
"m": 0.39219146966934204
},
{
"p": 0.04282713681459427,
"m": 0.3940494954586029
},
{
"p": 0.0828021913766861,
"m": 0.31281837821006775
},
{
"p": 0.07314006239175797,
"m": 0.39816197752952576
},
{
"p": 0.08241546899080276,
"m": 0.43560129404067993
},
{
"p": 0.037303902208805084,
"m": 0.5839282274246216
},
{
"p": 0.045744042843580246,
"m": 0.5003059506416321
},
{
"p": 0.07112085074186325,
"m": 0.652988612651825
},
{
"p": 0.08877595514059067,
"m": 0.7472177147865295
},
{
"p": 0.12592357397079468,
"m": 0.5
},
{
"p": 0.015427050180733204,
"m": 0.5
}
]
},
{
"epoch": 45,
"train_loss": 1.6443580389022827,
"val_loss": 0.8077131509780884,
"acc": 69.53,
"time": 265.744885782,
"param": [
{
"p": 0.16688014566898346,
"m": 0.5
},
{
"p": 0.00914341863244772,
"m": 0.5
},
{
"p": 0.09996139258146286,
"m": 0.5
},
{
"p": 0.04248588904738426,
"m": 0.24140122532844543
},
{
"p": 0.05834680795669556,
"m": 0.38308945298194885
},
{
"p": 0.08846287429332733,
"m": 0.16114388406276703
},
{
"p": 0.08885784447193146,
"m": 0.39314380288124084
},
{
"p": 0.05431167036294937,
"m": 0.44637203216552734
},
{
"p": 0.02972104214131832,
"m": 0.598055899143219
},
{
"p": 0.03172154352068901,
"m": 0.5261068940162659
},
{
"p": 0.07971463352441788,
"m": 0.6575050950050354
},
{
"p": 0.09313957393169403,
"m": 0.7643130421638489
},
{
"p": 0.14473697543144226,
"m": 0.5
},
{
"p": 0.01251624058932066,
"m": 0.5
}
]
},
{
"epoch": 46,
"train_loss": 1.2622952461242676,
"val_loss": 1.0256164073944092,
"acc": 68.2,
"time": 283.062605056999,
"param": [
{
"p": 0.15428422391414642,
"m": 0.5
},
{
"p": 0.023569155484437943,
"m": 0.5
},
{
"p": 0.10682368278503418,
"m": 0.5
},
{
"p": 0.05153888463973999,
"m": 0.19399526715278625
},
{
"p": 0.07400520145893097,
"m": 0.3676556646823883
},
{
"p": 0.08692823350429535,
"m": 0.1278895139694214
},
{
"p": 0.08586803078651428,
"m": 0.371205598115921
},
{
"p": 0.02749014087021351,
"m": 0.44375184178352356
},
{
"p": 0.042146947234869,
"m": 0.6008873581886292
},
{
"p": 0.034531332552433014,
"m": 0.5355396270751953
},
{
"p": 0.0778719112277031,
"m": 0.6540511846542358
},
{
"p": 0.07589413225650787,
"m": 0.7859533429145813
},
{
"p": 0.13947558403015137,
"m": 0.5
},
{
"p": 0.019572632387280464,
"m": 0.5
}
]
},
{
"epoch": 47,
"train_loss": 1.2188193798065186,
"val_loss": 0.8412712216377258,
"acc": 68.25,
"time": 267.45680569100114,
"param": [
{
"p": 0.15708234906196594,
"m": 0.5
},
{
"p": 0.03313511237502098,
"m": 0.5
},
{
"p": 0.11740205436944962,
"m": 0.5
},
{
"p": 0.04147781431674957,
"m": 0.18385066092014313
},
{
"p": 0.07765079289674759,
"m": 0.35839807987213135
},
{
"p": 0.09146520495414734,
"m": 0.10114847868680954
},
{
"p": 0.0883941724896431,
"m": 0.3530822992324829
},
{
"p": 0.0186439361423254,
"m": 0.4449946880340576
},
{
"p": 0.0425821989774704,
"m": 0.6012796759605408
},
{
"p": 0.02599472738802433,
"m": 0.48329898715019226
},
{
"p": 0.0829935297369957,
"m": 0.6468586325645447
},
{
"p": 0.054710470139980316,
"m": 0.7882815599441528
},
{
"p": 0.1469622254371643,
"m": 0.5
},
{
"p": 0.02150537632405758,
"m": 0.5
}
]
},
{
"epoch": 48,
"train_loss": 1.4185926914215088,
"val_loss": 1.1390972137451172,
"acc": 67.9,
"time": 278.2739058170009,
"param": [
{
"p": 0.14641091227531433,
"m": 0.5
},
{
"p": 0.030154019594192505,
"m": 0.5
},
{
"p": 0.11468055099248886,
"m": 0.5
},
{
"p": 0.03322496637701988,
"m": 0.20456473529338837
},
{
"p": 0.07911714911460876,
"m": 0.3662814497947693
},
{
"p": 0.08330783247947693,
"m": 0.10000000149011612
},
{
"p": 0.08640974760055542,
"m": 0.36629191040992737
},
{
"p": 0.049261122941970825,
"m": 0.4461202025413513
},
{
"p": 0.041705407202243805,
"m": 0.6055964231491089
},
{
"p": 0.03293392062187195,
"m": 0.49628502130508423
},
{
"p": 0.08067882061004639,
"m": 0.6431654691696167
},
{
"p": 0.057000692933797836,
"m": 0.8005455136299133
},
{
"p": 0.1363925188779831,
"m": 0.5
},
{
"p": 0.02872239239513874,
"m": 0.5
}
]
},
{
"epoch": 49,
"train_loss": 1.5401928424835205,
"val_loss": 0.9651647806167603,
"acc": 68.77,
"time": 260.03649192100056,
"param": [
{
"p": 0.1518164724111557,
"m": 0.5
},
{
"p": 0.015767447650432587,
"m": 0.5
},
{
"p": 0.12200252711772919,
"m": 0.5
},
{
"p": 0.008034451864659786,
"m": 0.2302834540605545
},
{
"p": 0.09187521785497665,
"m": 0.3711104691028595
},
{
"p": 0.08802930265665054,
"m": 0.10000000149011612
},
{
"p": 0.08742357790470123,
"m": 0.37049761414527893
},
{
"p": 0.036101989448070526,
"m": 0.44941505789756775
},
{
"p": 0.04122345522046089,
"m": 0.5932914018630981
},
{
"p": 0.042776595801115036,
"m": 0.5106845498085022
},
{
"p": 0.09679999202489853,
"m": 0.6449882388114929
},
{
"p": 0.04757272079586983,
"m": 0.8039761781692505
},
{
"p": 0.14361901581287384,
"m": 0.5
},
{
"p": 0.026957280933856964,
"m": 0.5
}
]
},
{
"epoch": 50,
"train_loss": 1.1280593872070312,
"val_loss": 0.8338081240653992,
"acc": 68.89,
"time": 277.4511056129995,
"param": [
{
"p": 0.16207467019557953,
"m": 0.5
},
{
"p": 0.003552699461579323,
"m": 0.5
},
{
"p": 0.1310725212097168,
"m": 0.5
},
{
"p": 0.01688021793961525,
"m": 0.24449968338012695
},
{
"p": 0.09314838796854019,
"m": 0.3671858608722687
},
{
"p": 0.09270425140857697,
"m": 0.133882537484169
},
{
"p": 0.09277302026748657,
"m": 0.35169336199760437
},
{
"p": 0.04706311598420143,
"m": 0.44812917709350586
},
{
"p": 0.033241696655750275,
"m": 0.5980815291404724
},
{
"p": 0.028616519644856453,
"m": 0.5241394639015198
},
{
"p": 0.09783478826284409,
"m": 0.641710102558136
},
{
"p": 0.03519715741276741,
"m": 0.8136690258979797
},
{
"p": 0.15157951414585114,
"m": 0.5
},
{
"p": 0.014261463657021523,
"m": 0.5
}
]
},
{
"epoch": 51,
"train_loss": 1.1658084392547607,
"val_loss": 0.9926075339317322,
"acc": 69.41,
"time": 289.704003498,
"param": [
{
"p": 0.1500014364719391,
"m": 0.5
},
{
"p": 0.018023494631052017,
"m": 0.5
},
{
"p": 0.12322063744068146,
"m": 0.5
},
{
"p": 0.09963764250278473,
"m": 0.21856340765953064
},
{
"p": 0.088613361120224,
"m": 0.3590668737888336
},
{
"p": 0.08668427169322968,
"m": 0.17002280056476593
},
{
"p": 0.08992357552051544,
"m": 0.35531070828437805
},
{
"p": 0.05685068666934967,
"m": 0.46275922656059265
},
{
"p": 0.021071171388030052,
"m": 0.5995407104492188
},
{
"p": 0.01401539146900177,
"m": 0.529471755027771
},
{
"p": 0.08232425898313522,
"m": 0.6642506122589111
},
{
"p": 0.02123061940073967,
"m": 0.8179264068603516
},
{
"p": 0.13874903321266174,
"m": 0.5
},
{
"p": 0.009654426947236061,
"m": 0.5
}
]
},
{
"epoch": 52,
"train_loss": 1.4951586723327637,
"val_loss": 1.0008971691131592,
"acc": 69.98,
"time": 272.8755378679998,
"param": [
{
"p": 0.1373504102230072,
"m": 0.5
},
{
"p": 0.01836957037448883,
"m": 0.5
},
{
"p": 0.1244165375828743,
"m": 0.5
},
{
"p": 0.10861515998840332,
"m": 0.17257417738437653
},
{
"p": 0.08864502608776093,
"m": 0.3618192672729492
},
{
"p": 0.08085441589355469,
"m": 0.19426338374614716
},
{
"p": 0.083842433989048,
"m": 0.3527715802192688
},
{
"p": 0.03518939018249512,
"m": 0.4626142680644989
},
{
"p": 0.04243847355246544,
"m": 0.6063821315765381
},
{
"p": 0.03110021911561489,
"m": 0.5333287715911865
},
{
"p": 0.07785708457231522,
"m": 0.6598458290100098
},
{
"p": 0.014407829381525517,
"m": 0.8259585499763489
},
{
"p": 0.12971340119838715,
"m": 0.5
},
{
"p": 0.027200091630220413,
"m": 0.5
}
]
},
{
"epoch": 53,
"train_loss": 1.2939040660858154,
"val_loss": 0.9649917483329773,
"acc": 68.94,
"time": 270.0623429119987,
"param": [
{
"p": 0.12302422523498535,
"m": 0.5
},
{
"p": 0.027466580271720886,
"m": 0.5
},
{
"p": 0.117109514772892,
"m": 0.5
},
{
"p": 0.0993654727935791,
"m": 0.13275007903575897
},
{
"p": 0.0824282243847847,
"m": 0.356880247592926
},
{
"p": 0.07174031436443329,
"m": 0.18250736594200134
},
{
"p": 0.07297337055206299,
"m": 0.3391290009021759
},
{
"p": 0.055706292390823364,
"m": 0.4570871889591217
},
{
"p": 0.06009350344538689,
"m": 0.6124218106269836
},
{
"p": 0.01969079300761223,
"m": 0.5488336682319641
},
{
"p": 0.07320985198020935,
"m": 0.6560022830963135
},
{
"p": 0.04593316838145256,
"m": 0.8291316032409668
},
{
"p": 0.11148101836442947,
"m": 0.5
},
{
"p": 0.03977758064866066,
"m": 0.5
}
]
},
{
"epoch": 54,
"train_loss": 1.6824272871017456,
"val_loss": 0.8807295560836792,
"acc": 68.49,
"time": 280.62378407800134,
"param": [
{
"p": 0.11246301233768463,
"m": 0.5
},
{
"p": 0.021748770028352737,
"m": 0.5
},
{
"p": 0.10988323390483856,
"m": 0.5
},
{
"p": 0.08588411659002304,
"m": 0.10000000149011612
},
{
"p": 0.07042088359594345,
"m": 0.31624433398246765
},
{
"p": 0.06704743951559067,
"m": 0.17165078222751617
},
{
"p": 0.061216801404953,
"m": 0.3475402593612671
},
{
"p": 0.08381432294845581,
"m": 0.45877280831336975
},
{
"p": 0.06800965964794159,
"m": 0.6137868165969849
},
{
"p": 0.04422517493367195,
"m": 0.5392826795578003
},
{
"p": 0.0696173682808876,
"m": 0.6426564455032349
},
{
"p": 0.060471948236227036,
"m": 0.8499070405960083
},
{
"p": 0.1030842661857605,
"m": 0.5
},
{
"p": 0.042113084346055984,
"m": 0.5
}
]
},
{
"epoch": 55,
"train_loss": 1.429203748703003,
"val_loss": 1.029167890548706,
"acc": 67.8,
"time": 275.77134058500087,
"param": [
{
"p": 0.10258866846561432,
"m": 0.5
},
{
"p": 0.0227768886834383,
"m": 0.5
},
{
"p": 0.11111634969711304,
"m": 0.5
},
{
"p": 0.0894690603017807,
"m": 0.10000000149011612
},
{
"p": 0.07646571099758148,
"m": 0.287479043006897
},
{
"p": 0.06881148368120193,
"m": 0.1865720897912979
},
{
"p": 0.053517986088991165,
"m": 0.3653663992881775
},
{
"p": 0.08031981438398361,
"m": 0.4562015235424042
},
{
"p": 0.07320774346590042,
"m": 0.6204900145530701
},
{
"p": 0.04084324091672897,
"m": 0.5732958316802979
},
{
"p": 0.06492937356233597,
"m": 0.6172484159469604
},
{
"p": 0.062272533774375916,
"m": 0.883941113948822
},
{
"p": 0.11293788999319077,
"m": 0.5
},
{
"p": 0.040743231773376465,
"m": 0.5
}
]
},
{
"epoch": 56,
"train_loss": 1.656448483467102,
"val_loss": 0.8995958566665649,
"acc": 69.81,
"time": 276.4310461719997,
"param": [
{
"p": 0.09025780856609344,
"m": 0.5
},
{
"p": 0.024963296949863434,
"m": 0.5
},
{
"p": 0.10690643638372421,
"m": 0.5
},
{
"p": 0.08597901463508606,
"m": 0.10026644915342331
},
{
"p": 0.07677529007196426,
"m": 0.30492451786994934
},
{
"p": 0.06427080184221268,
"m": 0.16384723782539368
},
{
"p": 0.04847855120897293,
"m": 0.34630316495895386
},
{
"p": 0.07780516147613525,
"m": 0.45540884137153625
},
{
"p": 0.07689086347818375,
"m": 0.623299777507782
},
{
"p": 0.044621046632528305,
"m": 0.593752920627594
},
{
"p": 0.06881246715784073,
"m": 0.6170520186424255
},
{
"p": 0.07017538696527481,
"m": 0.909826397895813
},
{
"p": 0.11199358105659485,
"m": 0.5
},
{
"p": 0.052070166915655136,
"m": 0.5
}
]
},
{
"epoch": 57,
"train_loss": 1.3736000061035156,
"val_loss": 0.8441054224967957,
"acc": 67.89,
"time": 276.8990382970005,
"param": [
{
"p": 0.07532908022403717,
"m": 0.5
},
{
"p": 0.02430097386240959,
"m": 0.5
},
{
"p": 0.11041580140590668,
"m": 0.5
},
{
"p": 0.07504770904779434,
"m": 0.14990833401679993
},
{
"p": 0.08076439052820206,
"m": 0.26769667863845825
},
{
"p": 0.06484238803386688,
"m": 0.16114144027233124
},
{
"p": 0.04828875511884689,
"m": 0.3427034020423889
},
{
"p": 0.10795174539089203,
"m": 0.4434797465801239
},
{
"p": 0.07628964632749557,
"m": 0.6367951035499573
},
{
"p": 0.03913430869579315,
"m": 0.5918545126914978
},
{
"p": 0.07193046063184738,
"m": 0.627954363822937
},
{
"p": 0.056386999785900116,
"m": 0.9460678100585938
},
{
"p": 0.11015312373638153,
"m": 0.5
},
{
"p": 0.05916456878185272,
"m": 0.5
}
]
},
{
"epoch": 58,
"train_loss": 1.2276912927627563,
"val_loss": 1.0055214166641235,
"acc": 70.47,
"time": 273.134994439999,
"param": [
{
"p": 0.07242465764284134,
"m": 0.5
},
{
"p": 0.0023197289556264877,
"m": 0.5
},
{
"p": 0.11546233296394348,
"m": 0.5
},
{
"p": 0.07947692275047302,
"m": 0.17244668304920197
},
{
"p": 0.09011289477348328,
"m": 0.2625787854194641
},
{
"p": 0.06773481518030167,
"m": 0.17233912646770477
},
{
"p": 0.0541684590280056,
"m": 0.34867218136787415
},
{
"p": 0.11039508134126663,
"m": 0.417351096868515
},
{
"p": 0.07025125622749329,
"m": 0.6323337554931641
},
{
"p": 0.025904223322868347,
"m": 0.6134414076805115
},
{
"p": 0.07560807466506958,
"m": 0.6290349364280701
},
{
"p": 0.04721928387880325,
"m": 0.971842885017395
},
{
"p": 0.1232251450419426,
"m": 0.5
},
{
"p": 0.06569715589284897,
"m": 0.5
}
]
},
{
"epoch": 59,
"train_loss": 1.3117833137512207,
"val_loss": 0.9003522992134094,
"acc": 69.85,
"time": 276.0087045190012,
"param": [
{
"p": 0.05811167135834694,
"m": 0.5
},
{
"p": 0.0007143369875848293,
"m": 0.5
},
{
"p": 0.12046170234680176,
"m": 0.5
},
{
"p": 0.0846649557352066,
"m": 0.16734597086906433
},
{
"p": 0.1032973974943161,
"m": 0.2566562592983246
},
{
"p": 0.0685635432600975,
"m": 0.14135268330574036
},
{
"p": 0.04677111655473709,
"m": 0.3432673215866089
},
{
"p": 0.11253119260072708,
"m": 0.40281033515930176
},
{
"p": 0.08658777922391891,
"m": 0.6305202841758728
},
{
"p": 0.009177823550999165,
"m": 0.6265614032745361
},
{
"p": 0.09269198030233383,
"m": 0.6382300853729248
},
{
"p": 0.010876838117837906,
"m": 0.9965741038322449
},
{
"p": 0.13654546439647675,
"m": 0.5
},
{
"p": 0.0690041109919548,
"m": 0.5
}
]
},
{
"epoch": 60,
"train_loss": 1.0277647972106934,
"val_loss": 0.9554048776626587,
"acc": 70.25,
"time": 259.0668862670009,
"param": [
{
"p": 0.0722736045718193,
"m": 0.5
},
{
"p": 0.013146297074854374,
"m": 0.5
},
{
"p": 0.11904436349868774,
"m": 0.5
},
{
"p": 0.08076371252536774,
"m": 0.14374032616615295
},
{
"p": 0.10268723219633102,
"m": 0.2341865599155426
},
{
"p": 0.07288988679647446,
"m": 0.1565386950969696
},
{
"p": 0.04480775073170662,
"m": 0.339180588722229
},
{
"p": 0.09587299823760986,
"m": 0.38260719180107117
},
{
"p": 0.07402874529361725,
"m": 0.6565520167350769
},
{
"p": 0.016975823789834976,
"m": 0.6493358016014099
},
{
"p": 0.07860597223043442,
"m": 0.6614600419998169
},
{
"p": 0.03264879807829857,
"m": 0.9999526739120483
},
{
"p": 0.12984074652194977,
"m": 0.5
},
{
"p": 0.06641405820846558,
"m": 0.5
}
]
},
{
"epoch": 61,
"train_loss": 1.324378490447998,
"val_loss": 0.8749622702598572,
"acc": 69.81,
"time": 286.9134284979991,
"param": [
{
"p": 0.09340450912714005,
"m": 0.5
},
{
"p": 0.030707741156220436,
"m": 0.5
},
{
"p": 0.12119878083467484,
"m": 0.5
},
{
"p": 0.07670027762651443,
"m": 0.2103450745344162
},
{
"p": 0.10075438022613525,
"m": 0.15835028886795044
},
{
"p": 0.07111488282680511,
"m": 0.11851970106363297
},
{
"p": 0.03472660854458809,
"m": 0.3619266748428345
},
{
"p": 0.08356701582670212,
"m": 0.3224143087863922
},
{
"p": 0.04560227692127228,
"m": 0.6772291660308838
},
{
"p": 0.05513246729969978,
"m": 0.6703532338142395
},
{
"p": 0.07793771475553513,
"m": 0.6799240112304688
},
{
"p": 0.005309331696480513,
"m": 0.9971777200698853
},
{
"p": 0.13043783605098724,
"m": 0.5
},
{
"p": 0.07340618968009949,
"m": 0.5
}
]
},
{
"epoch": 62,
"train_loss": 1.4513405561447144,
"val_loss": 0.8650512099266052,
"acc": 68.59,
"time": 260.02573254099843,
"param": [
{
"p": 0.07885702699422836,
"m": 0.5
},
{
"p": 0.026254920288920403,
"m": 0.5
},
{
"p": 0.12021268904209137,
"m": 0.5
},
{
"p": 0.07868659496307373,
"m": 0.22216734290122986
},
{
"p": 0.09926551580429077,
"m": 0.14893344044685364
},
{
"p": 0.07100501656532288,
"m": 0.1178840696811676
},
{
"p": 0.032212480902671814,
"m": 0.3775968551635742
},
{
"p": 0.07433941960334778,
"m": 0.2933744490146637
},
{
"p": 0.045836132019758224,
"m": 0.6812002062797546
},
{
"p": 0.05476926267147064,
"m": 0.6905229091644287
},
{
"p": 0.06889544427394867,
"m": 0.6951321959495544
},
{
"p": 0.04777534306049347,
"m": 1.0
},
{
"p": 0.12600098550319672,
"m": 0.5
},
{
"p": 0.07588915526866913,
"m": 0.5
}
]
},
{
"epoch": 63,
"train_loss": 1.1878067255020142,
"val_loss": 0.8682751059532166,
"acc": 70.36,
"time": 274.0175382999987,
"param": [
{
"p": 0.09110216051340103,
"m": 0.5
},
{
"p": 0.005174331367015839,
"m": 0.5
},
{
"p": 0.1314793974161148,
"m": 0.5
},
{
"p": 0.08836912363767624,
"m": 0.17554447054862976
},
{
"p": 0.11449424922466278,
"m": 0.21634823083877563
},
{
"p": 0.07681738585233688,
"m": 0.10000000149011612
},
{
"p": 0.011133468709886074,
"m": 0.38564133644104004
},
{
"p": 0.08382321149110794,
"m": 0.2778656780719757
},
{
"p": 0.03419998288154602,
"m": 0.6925723552703857
},
{
"p": 0.048474084585905075,
"m": 0.7044515013694763
},
{
"p": 0.03966536000370979,
"m": 0.7169283032417297
},
{
"p": 0.04221215471625328,
"m": 1.0
},
{
"p": 0.14541293680667877,
"m": 0.5
},
{
"p": 0.0876421183347702,
"m": 0.5
}
]
},
{
"epoch": 64,
"train_loss": 1.2457722425460815,
"val_loss": 0.7737156748771667,
"acc": 70.49,
"time": 268.29679378400033,
"param": [
{
"p": 0.08562277257442474,
"m": 0.5
},
{
"p": 0.0007169017917476594,
"m": 0.5
},
{
"p": 0.13990198075771332,
"m": 0.5
},
{
"p": 0.09305249899625778,
"m": 0.1750982701778412
},
{
"p": 0.12662337720394135,
"m": 0.21391145884990692
},
{
"p": 0.08251290768384933,
"m": 0.10064391791820526
},
{
"p": 0.0007169017917476594,
"m": 0.3835265636444092
},
{
"p": 0.07207680493593216,
"m": 0.2706086337566376
},
{
"p": 0.04294741898775101,
"m": 0.6916733384132385
},
{
"p": 0.039186108857393265,
"m": 0.711007833480835
},
{
"p": 0.0295728649944067,
"m": 0.7275424003601074
},
{
"p": 0.03489333391189575,
"m": 0.999919056892395
},
{
"p": 0.15793992578983307,
"m": 0.5
},
{
"p": 0.09423607587814331,
"m": 0.5
}
]
},
{
"epoch": 65,
"train_loss": 1.4464813470840454,
"val_loss": 0.8771551847457886,
"acc": 68.89,
"time": 281.2544115899982,
"param": [
{
"p": 0.07972787320613861,
"m": 0.5
},
{
"p": 0.008519835770130157,
"m": 0.5
},
{
"p": 0.13969260454177856,
"m": 0.5
},
{
"p": 0.09341353923082352,
"m": 0.17471730709075928
},
{
"p": 0.12234660238027573,
"m": 0.18899935483932495
},
{
"p": 0.08053997159004211,
"m": 0.11862421035766602
},
{
"p": 0.0065354895778000355,
"m": 0.387297123670578
},
{
"p": 0.06968188285827637,
"m": 0.27374789118766785
},
{
"p": 0.060742221772670746,
"m": 0.6880078315734863
},
{
"p": 0.04069175198674202,
"m": 0.7262036800384521
},
{
"p": 0.027208182960748672,
"m": 0.7318284511566162
},
{
"p": 0.014669426716864109,
"m": 1.0
},
{
"p": 0.16048802435398102,
"m": 0.5
},
{
"p": 0.0957426056265831,
"m": 0.5
}
]
},
{
"epoch": 66,
"train_loss": 0.9889496564865112,
"val_loss": 0.9313511848449707,
"acc": 69.63,
"time": 260.4790624919988,
"param": [
{
"p": 0.07661421597003937,
"m": 0.5
},
{
"p": 0.019335344433784485,
"m": 0.5
},
{
"p": 0.15157859027385712,
"m": 0.5
},
{
"p": 0.09969731420278549,
"m": 0.17139199376106262
},
{
"p": 0.1252191811800003,
"m": 0.16587066650390625
},
{
"p": 0.08898947387933731,
"m": 0.10000000149011612
},
{
"p": 0.01827945187687874,
"m": 0.37968406081199646
},
{
"p": 0.007655402645468712,
"m": 0.27171334624290466
},
{
"p": 0.06811065226793289,
"m": 0.6973139643669128
},
{
"p": 0.0479268804192543,
"m": 0.7351219654083252
},
{
"p": 0.0007205111905932426,
"m": 0.7336090207099915
},
{
"p": 0.0007205111905932426,
"m": 1.0
},
{
"p": 0.1854875087738037,
"m": 0.5
},
{
"p": 0.10966498404741287,
"m": 0.5
}
]
},
{
"epoch": 67,
"train_loss": 1.3039082288742065,
"val_loss": 0.9709224700927734,
"acc": 70.37,
"time": 258.2249323849974,
"param": [
{
"p": 0.06569857895374298,
"m": 0.5
},
{
"p": 0.01690840907394886,
"m": 0.5
},
{
"p": 0.13314954936504364,
"m": 0.5
},
{
"p": 0.08819370716810226,
"m": 0.16297376155853271
},
{
"p": 0.10211700946092606,
"m": 0.1338633894920349
},
{
"p": 0.08075941354036331,
"m": 0.10127508640289307
},
{
"p": 0.03540509566664696,
"m": 0.3735998868942261
},
{
"p": 0.049675896763801575,
"m": 0.28111377358436584
},
{
"p": 0.06033735349774361,
"m": 0.7097780108451843
},
{
"p": 0.04678471013903618,
"m": 0.7285502552986145
},
{
"p": 0.0019242176786065102,
"m": 0.735299289226532
},
{
"p": 0.05570506304502487,
"m": 0.9993798136711121
},
{
"p": 0.1663990318775177,
"m": 0.5
},
{
"p": 0.09694195538759232,
"m": 0.5
}
]
},
{
"epoch": 68,
"train_loss": 1.3435145616531372,
"val_loss": 0.9027947783470154,
"acc": 70.62,
"time": 246.9248304040011,
"param": [
{
"p": 0.05459515005350113,
"m": 0.5
},
{
"p": 0.011480380780994892,
"m": 0.5
},
{
"p": 0.12724478542804718,
"m": 0.5
},
{
"p": 0.08458079397678375,
"m": 0.17033177614212036
},
{
"p": 0.08904869109392166,
"m": 0.12488497048616409
},
{
"p": 0.07739467173814774,
"m": 0.11729229241609573
},
{
"p": 0.029993504285812378,
"m": 0.37386536598205566
},
{
"p": 0.05086714029312134,
"m": 0.28140947222709656
},
{
"p": 0.0566224679350853,
"m": 0.7138292789459229
},
{
"p": 0.04287275671958923,
"m": 0.7310439944267273
},
{
"p": 0.05728964880108833,
"m": 0.7371882796287537
},
{
"p": 0.07054200768470764,
"m": 1.0
},
{
"p": 0.1571478396654129,
"m": 0.5
},
{
"p": 0.09032012522220612,
"m": 0.5
}
]
},
{
"epoch": 69,
"train_loss": 1.3622479438781738,
"val_loss": 0.8776878118515015,
"acc": 71.09,
"time": 255.85449276600048,
"param": [
{
"p": 0.06185676530003548,
"m": 0.5
},
{
"p": 0.031283024698495865,
"m": 0.5
},
{
"p": 0.1380714625120163,
"m": 0.5
},
{
"p": 0.09098224341869354,
"m": 0.17503799498081207
},
{
"p": 0.0753258615732193,
"m": 0.10001130402088165
},
{
"p": 0.07296164333820343,
"m": 0.1428326517343521
},
{
"p": 0.02723340131342411,
"m": 0.38459324836730957
},
{
"p": 0.024840204045176506,
"m": 0.27126309275627136
},
{
"p": 0.060209717601537704,
"m": 0.7201681137084961
},
{
"p": 0.0254035796970129,
"m": 0.7128768563270569
},
{
"p": 0.06251176446676254,
"m": 0.7578948140144348
},
{
"p": 0.07441910356283188,
"m": 1.0
},
{
"p": 0.1652999371290207,
"m": 0.5
},
{
"p": 0.08960132300853729,
"m": 0.5
}
]
},
{
"epoch": 70,
"train_loss": 1.397998571395874,
"val_loss": 0.8973132371902466,
"acc": 70.42,
"time": 265.9334136159996,
"param": [
{
"p": 0.04814412444829941,
"m": 0.5
},
{
"p": 0.04022901505231857,
"m": 0.5
},
{
"p": 0.15964892506599426,
"m": 0.5
},
{
"p": 0.08475096523761749,
"m": 0.20246124267578125
},
{
"p": 0.08049580454826355,
"m": 0.11177314817905426
},
{
"p": 0.07547269016504288,
"m": 0.18527494370937347
},
{
"p": 0.0011310240952298045,
"m": 0.4041981101036072
},
{
"p": 0.051644857972860336,
"m": 0.2605920135974884
},
{
"p": 0.05552257224917412,
"m": 0.7217970490455627
},
{
"p": 0.014456639997661114,
"m": 0.7193164229393005
},
{
"p": 0.04564996063709259,
"m": 0.7501487135887146
},
{
"p": 0.07510437071323395,
"m": 0.9855639934539795
},
{
"p": 0.17259909212589264,
"m": 0.5
},
{
"p": 0.09514989703893661,
"m": 0.5
}
]
},
{
"epoch": 71,
"train_loss": 1.8097360134124756,
"val_loss": 0.7873728275299072,
"acc": 70.15,
"time": 260.801971699002,
"param": [
{
"p": 0.0007223326247185469,
"m": 0.5
},
{
"p": 0.049840424209833145,
"m": 0.5
},
{
"p": 0.18411384522914886,
"m": 0.5
},
{
"p": 0.0794089287519455,
"m": 0.23682869970798492
},
{
"p": 0.0859244167804718,
"m": 0.11052325367927551
},
{
"p": 0.0804200991988182,
"m": 0.22989806532859802
},
{
"p": 0.014571448788046837,
"m": 0.4201257526874542
},
{
"p": 0.028550218790769577,
"m": 0.25537753105163574
},
{
"p": 0.04551592841744423,
"m": 0.7076472640037537
},
{
"p": 0.03537757322192192,
"m": 0.7333117127418518
},
{
"p": 0.021264534443616867,
"m": 0.7442439198493958
},
{
"p": 0.06713233888149261,
"m": 1.0
},
{
"p": 0.19923415780067444,
"m": 0.5
},
{
"p": 0.10792373865842819,
"m": 0.5
}
]
},
{
"epoch": 72,
"train_loss": 1.6347814798355103,
"val_loss": 0.825531542301178,
"acc": 71.05,
"time": 258.6367733590014,
"param": [
{
"p": 0.03202085196971893,
"m": 0.5
},
{
"p": 0.04010739549994469,
"m": 0.5
},
{
"p": 0.1921948939561844,
"m": 0.5
},
{
"p": 0.07492475211620331,
"m": 0.2451087236404419
},
{
"p": 0.08680929988622665,
"m": 0.11116068810224533
},
{
"p": 0.08140621334314346,
"m": 0.21691329777240753
},
{
"p": 0.000709127401933074,
"m": 0.4303867518901825
},
{
"p": 0.013341017067432404,
"m": 0.2530279755592346
},
{
"p": 0.03700481355190277,
"m": 0.7114741802215576
},
{
"p": 0.04059072956442833,
"m": 0.7380608916282654
},
{
"p": 0.017638355493545532,
"m": 0.7417742013931274
},
{
"p": 0.05467221140861511,
"m": 1.0
},
{
"p": 0.21477457880973816,
"m": 0.5
},
{
"p": 0.11380570381879807,
"m": 0.5
}
]
},
{
"epoch": 73,
"train_loss": 1.2646428346633911,
"val_loss": 0.7648901343345642,
"acc": 69.95,
"time": 251.7368456860022,
"param": [
{
"p": 0.05723550543189049,
"m": 0.5
},
{
"p": 0.03606829792261124,
"m": 0.5
},
{
"p": 0.19179914891719818,
"m": 0.5
},
{
"p": 0.07214805483818054,
"m": 0.25899794697761536
},
{
"p": 0.08263742923736572,
"m": 0.10000000149011612
},
{
"p": 0.08126955479383469,
"m": 0.2105109542608261
},
{
"p": 0.000716357200872153,
"m": 0.4296042323112488
},
{
"p": 0.029605893418192863,
"m": 0.256901353597641
},
{
"p": 0.01596801169216633,
"m": 0.724457859992981
},
{
"p": 0.03930092602968216,
"m": 0.7483725547790527
},
{
"p": 0.024050647392868996,
"m": 0.7398827075958252
},
{
"p": 0.03625565022230148,
"m": 1.0
},
{
"p": 0.2196701616048813,
"m": 0.5
},
{
"p": 0.11327435821294785,
"m": 0.5
}
]
},
{
"epoch": 74,
"train_loss": 1.1766191720962524,
"val_loss": 0.8525018095970154,
"acc": 71.4,
"time": 267.36749028100166,
"param": [
{
"p": 0.00558910658583045,
"m": 0.5
},
{
"p": 0.024943910539150238,
"m": 0.5
},
{
"p": 0.22020070254802704,
"m": 0.5
},
{
"p": 0.0518176406621933,
"m": 0.32449525594711304
},
{
"p": 0.08699701726436615,
"m": 0.11783028393983841
},
{
"p": 0.08321306854486465,
"m": 0.15867377817630768
},
{
"p": 0.0007172609330154955,
"m": 0.42947256565093994
},
{
"p": 0.030524659901857376,
"m": 0.2927205562591553
},
{
"p": 0.01111640315502882,
"m": 0.7160090208053589
},
{
"p": 0.03997797518968582,
"m": 0.7323868274688721
},
{
"p": 0.027245089411735535,
"m": 0.7340397238731384
},
{
"p": 0.03237012028694153,
"m": 1.0
},
{
"p": 0.256989061832428,
"m": 0.5
},
{
"p": 0.12829795479774475,
"m": 0.5
}
]
},
{
"epoch": 75,
"train_loss": 1.2687745094299316,
"val_loss": 0.8319024443626404,
"acc": 70.91,
"time": 250.3034702019977,
"param": [
{
"p": 0.04602644219994545,
"m": 0.5
},
{
"p": 0.014624632894992828,
"m": 0.5
},
{
"p": 0.20991289615631104,
"m": 0.5
},
{
"p": 0.03556472808122635,
"m": 0.33886268734931946
},
{
"p": 0.07850239425897598,
"m": 0.14036895334720612
},
{
"p": 0.07500895112752914,
"m": 0.18493741750717163
},
{
"p": 0.0007064655655995011,
"m": 0.4341009855270386
},
{
"p": 0.02231348492205143,
"m": 0.28709229826927185
},
{
"p": 0.016861703246831894,
"m": 0.7115134000778198
},
{
"p": 0.03835158050060272,
"m": 0.7282560467720032
},
{
"p": 0.03572847321629524,
"m": 0.733722448348999
},
{
"p": 0.05660320445895195,
"m": 1.0
},
{
"p": 0.24732628464698792,
"m": 0.5
},
{
"p": 0.12246876955032349,
"m": 0.5
}
]
},
{
"epoch": 76,
"train_loss": 1.3010687828063965,
"val_loss": 0.9053992033004761,
"acc": 71.13,
"time": 267.62648684300075,
"param": [
{
"p": 0.05980321764945984,
"m": 0.5
},
{
"p": 0.003998825326561928,
"m": 0.5
},
{
"p": 0.22343304753303528,
"m": 0.5
},
{
"p": 0.0007149612647481263,
"m": 0.35835936665534973
},
{
"p": 0.08819425106048584,
"m": 0.1140594556927681
},
{
"p": 0.07397683709859848,
"m": 0.17691993713378906
},
{
"p": 0.0007149612647481263,
"m": 0.43723657727241516
},
{
"p": 0.013000993989408016,
"m": 0.28837499022483826
},
{
"p": 0.00642750458791852,
"m": 0.7095707058906555
},
{
"p": 0.01883336715400219,
"m": 0.7552911043167114
},
{
"p": 0.047750331461429596,
"m": 0.7433171272277832
},
{
"p": 0.06920801103115082,
"m": 0.9996923804283142
},
{
"p": 0.26293742656707764,
"m": 0.5
},
{
"p": 0.13100627064704895,
"m": 0.5
}
]
},
{
"epoch": 77,
"train_loss": 1.265177845954895,
"val_loss": 0.7651735544204712,
"acc": 71.63,
"time": 266.19696417499654,
"param": [
{
"p": 0.04329714551568031,
"m": 0.5
},
{
"p": 0.000705449958331883,
"m": 0.5
},
{
"p": 0.18545714020729065,
"m": 0.5
},
{
"p": 0.08273916691541672,
"m": 0.363243043422699
},
{
"p": 0.08275463432073593,
"m": 0.12331331521272659
},
{
"p": 0.061039358377456665,
"m": 0.19924741983413696
},
{
"p": 0.06006194278597832,
"m": 0.4329387843608856
},
{
"p": 0.022747911512851715,
"m": 0.27553269267082214
},
{
"p": 0.025115258991718292,
"m": 0.7133527398109436
},
{
"p": 0.000705449958331883,
"m": 0.7689080238342285
},
{
"p": 0.047779105603694916,
"m": 0.7100434303283691
},
{
"p": 0.05000977963209152,
"m": 0.9767453074455261
},
{
"p": 0.22423067688941956,
"m": 0.5
},
{
"p": 0.11335697770118713,
"m": 0.5
}
]
},
{
"epoch": 78,
"train_loss": 1.5292292833328247,
"val_loss": 0.9809528589248657,
"acc": 71.13,
"time": 254.57414150800105,
"param": [
{
"p": 0.031019464135169983,
"m": 0.5
},
{
"p": 0.032050929963588715,
"m": 0.5
},
{
"p": 0.18079537153244019,
"m": 0.5
},
{
"p": 0.10076216608285904,
"m": 0.32919731736183167
},
{
"p": 0.08332356065511703,
"m": 0.1398158222436905
},
{
"p": 0.06023209169507027,
"m": 0.19321134686470032
},
{
"p": 0.06310176104307175,
"m": 0.4127303659915924
},
{
"p": 0.00838207546621561,
"m": 0.28065061569213867
},
{
"p": 0.036040049046278,
"m": 0.7222333550453186
},
{
"p": 0.0009422621806152165,
"m": 0.7817965745925903
},
{
"p": 0.031991489231586456,
"m": 0.7264100909233093
},
{
"p": 0.04275926575064659,
"m": 0.9807657599449158
},
{
"p": 0.21836429834365845,
"m": 0.5
},
{
"p": 0.11023513227701187,
"m": 0.5
}
]
},
{
"epoch": 79,
"train_loss": 1.5262161493301392,
"val_loss": 0.7230689525604248,
"acc": 70.38,
"time": 272.0270338480004,
"param": [
{
"p": 0.0007113782339729369,
"m": 0.5
},
{
"p": 0.02299712598323822,
"m": 0.5
},
{
"p": 0.19011825323104858,
"m": 0.5
},
{
"p": 0.1037728562951088,
"m": 0.3286738395690918
},
{
"p": 0.07377902418375015,
"m": 0.13721223175525665
},
{
"p": 0.05932661518454552,
"m": 0.1707744598388672
},
{
"p": 0.06061124429106712,
"m": 0.38577020168304443
},
{
"p": 0.015089244581758976,
"m": 0.29273635149002075
},
{
"p": 0.04349884018301964,
"m": 0.7441436052322388
},
{
"p": 0.001378812245093286,
"m": 0.7899819612503052
},
{
"p": 0.03826406970620155,
"m": 0.7250474095344543
},
{
"p": 0.05719597265124321,
"m": 0.9840021729469299
},
{
"p": 0.22266684472560883,
"m": 0.5
},
{
"p": 0.11058972775936127,
"m": 0.5
}
]
},
{
"epoch": 80,
"train_loss": 0.931094765663147,
"val_loss": 0.7917101383209229,
"acc": 71.96,
"time": 259.36016878699957,
"param": [
{
"p": 0.053027283400297165,
"m": 0.5
},
{
"p": 0.00540146604180336,
"m": 0.5
},
{
"p": 0.18103788793087006,
"m": 0.5
},
{
"p": 0.09752043336629868,
"m": 0.2946746349334717
},
{
"p": 0.06768398731946945,
"m": 0.13092771172523499
},
{
"p": 0.05499042943120003,
"m": 0.14331163465976715
},
{
"p": 0.06257160007953644,
"m": 0.3690338730812073
},
{
"p": 0.020313072949647903,
"m": 0.2955787181854248
},
{
"p": 0.03691698983311653,
"m": 0.7571996450424194
},
{
"p": 0.04251033812761307,
"m": 0.7931333184242249
},
{
"p": 0.003520793979987502,
"m": 0.7145814299583435
},
{
"p": 0.05775308981537819,
"m": 0.9824494123458862
},
{
"p": 0.21303780376911163,
"m": 0.5
},
{
"p": 0.10371486097574234,
"m": 0.5
}
]
},
{
"epoch": 81,
"train_loss": 1.1852936744689941,
"val_loss": 0.9599766731262207,
"acc": 70.84,
"time": 263.7631033120015,
"param": [
{
"p": 0.06230395287275314,
"m": 0.5
},
{
"p": 0.00742336455732584,
"m": 0.5
},
{
"p": 0.16343432664871216,
"m": 0.5
},
{
"p": 0.0853724256157875,
"m": 0.256795197725296
},
{
"p": 0.067886583507061,
"m": 0.12442070245742798
},
{
"p": 0.047254592180252075,
"m": 0.10000000149011612
},
{
"p": 0.05378130078315735,
"m": 0.35878482460975647
},
{
"p": 0.04295702278614044,
"m": 0.30029624700546265
},
{
"p": 0.03980398550629616,
"m": 0.7619652152061462
},
{
"p": 0.029349107295274734,
"m": 0.7904595732688904
},
{
"p": 0.06949165463447571,
"m": 0.7061069011688232
},
{
"p": 0.04828639328479767,
"m": 1.0
},
{
"p": 0.18895474076271057,
"m": 0.5
},
{
"p": 0.09370056539773941,
"m": 0.5
}
]
},
{
"epoch": 82,
"train_loss": 1.269041657447815,
"val_loss": 0.8775055408477783,
"acc": 70.29,
"time": 253.40759780000008,
"param": [
{
"p": 0.08311071991920471,
"m": 0.5
},
{
"p": 0.0007075477624312043,
"m": 0.5
},
{
"p": 0.2018575668334961,
"m": 0.5
},
{
"p": 0.07185187935829163,
"m": 0.27483654022216797
},
{
"p": 0.07314395159482956,
"m": 0.10345268994569778
},
{
"p": 0.04960593953728676,
"m": 0.11791158467531204
},
{
"p": 0.006140055134892464,
"m": 0.3412870764732361
},
{
"p": 0.02060089074075222,
"m": 0.3055575489997864
},
{
"p": 0.03375665843486786,
"m": 0.7746037840843201
},
{
"p": 0.03452719375491142,
"m": 0.8109888434410095
},
{
"p": 0.049477335065603256,
"m": 0.6970706582069397
},
{
"p": 0.03166773170232773,
"m": 0.9833210110664368
},
{
"p": 0.22929315268993378,
"m": 0.5
},
{
"p": 0.11425931751728058,
"m": 0.5
}
]
},
{
"epoch": 83,
"train_loss": 1.0762066841125488,
"val_loss": 0.936225414276123,
"acc": 71.88,
"time": 243.74553287800154,
"param": [
{
"p": 0.08456120640039444,
"m": 0.5
},
{
"p": 0.0014238936128094792,
"m": 0.5
},
{
"p": 0.1773674488067627,
"m": 0.5
},
{
"p": 0.06081312894821167,
"m": 0.15317147970199585
},
{
"p": 0.06645649671554565,
"m": 0.10095158219337463
},
{
"p": 0.055516257882118225,
"m": 0.12275983393192291
},
{
"p": 0.035589639097452164,
"m": 0.3285016119480133
},
{
"p": 0.030056973919272423,
"m": 0.3079593777656555
},
{
"p": 0.03632255271077156,
"m": 0.779692530632019
},
{
"p": 0.04691204056143761,
"m": 0.8069887161254883
},
{
"p": 0.05104982852935791,
"m": 0.6884088516235352
},
{
"p": 0.05003269389271736,
"m": 1.0
},
{
"p": 0.2009277641773224,
"m": 0.5
},
{
"p": 0.10296999663114548,
"m": 0.5
}
]
},
{
"epoch": 84,
"train_loss": 1.0538901090621948,
"val_loss": 0.9237194657325745,
"acc": 71.45,
"time": 264.51120307699966,
"param": [
{
"p": 0.08252322673797607,
"m": 0.5
},
{
"p": 0.015012726187705994,
"m": 0.5
},
{
"p": 0.1709851771593094,
"m": 0.5
},
{
"p": 0.05514484643936157,
"m": 0.14317990839481354
},
{
"p": 0.06222893297672272,
"m": 0.10000000149011612
},
{
"p": 0.05990913137793541,
"m": 0.10000000149011612
},
{
"p": 0.03899804502725601,
"m": 0.33496278524398804
},
{
"p": 0.031374718993902206,
"m": 0.31106239557266235
},
{
"p": 0.03774362802505493,
"m": 0.7978641390800476
},
{
"p": 0.05521169677376747,
"m": 0.8128300905227661
},
{
"p": 0.05000822991132736,
"m": 0.6860568523406982
},
{
"p": 0.05114451423287392,
"m": 0.9879788160324097
},
{
"p": 0.19063420593738556,
"m": 0.5
},
{
"p": 0.09908098727464676,
"m": 0.5
}
]
},
{
"epoch": 85,
"train_loss": 1.27249276638031,
"val_loss": 0.9128367304801941,
"acc": 70.0,
"time": 259.19914062399766,
"param": [
{
"p": 0.08089343458414078,
"m": 0.5
},
{
"p": 0.01282726414501667,
"m": 0.5
},
{
"p": 0.16862547397613525,
"m": 0.5
},
{
"p": 0.06099773198366165,
"m": 0.13342739641666412
},
{
"p": 0.06675426661968231,
"m": 0.10715305060148239
},
{
"p": 0.05766638368368149,
"m": 0.10000000149011612
},
{
"p": 0.0349196158349514,
"m": 0.34305572509765625
},
{
"p": 0.035853203386068344,
"m": 0.3203894793987274
},
{
"p": 0.03493698686361313,
"m": 0.8262302279472351
},
{
"p": 0.06185556575655937,
"m": 0.8073450922966003
},
{
"p": 0.059056684374809265,
"m": 0.7076703906059265
},
{
"p": 0.034978821873664856,
"m": 1.0
},
{
"p": 0.18852907419204712,
"m": 0.5
},
{
"p": 0.10210549831390381,
"m": 0.5
}
]
},
{
"epoch": 86,
"train_loss": 1.1584655046463013,
"val_loss": 0.7839108109474182,
"acc": 71.2,
"time": 247.82253153500278,
"param": [
{
"p": 0.0595998615026474,
"m": 0.5
},
{
"p": 0.012778465636074543,
"m": 0.5
},
{
"p": 0.2043878585100174,
"m": 0.5
},
{
"p": 0.06036623939871788,
"m": 0.11884406954050064
},
{
"p": 0.07061152905225754,
"m": 0.11432080715894699
},
{
"p": 0.04691464826464653,
"m": 0.10000000149011612
},
{
"p": 0.010007151402533054,
"m": 0.3276524543762207
},
{
"p": 0.012060444802045822,
"m": 0.33343935012817383
},
{
"p": 0.017001450061798096,
"m": 0.8511679768562317
},
{
"p": 0.07898164540529251,
"m": 0.8044332265853882
},
{
"p": 0.04370250925421715,
"m": 0.7096245288848877
},
{
"p": 0.027185682207345963,
"m": 1.0
},
{
"p": 0.23388582468032837,
"m": 0.5
},
{
"p": 0.1225167065858841,
"m": 0.5
}
]
},
{
"epoch": 87,
"train_loss": 1.6576781272888184,
"val_loss": 0.6896942257881165,
"acc": 70.74,
"time": 261.208006259003,
"param": [
{
"p": 0.046761248260736465,
"m": 0.5
},
{
"p": 0.02048162929713726,
"m": 0.5
},
{
"p": 0.2194788008928299,
"m": 0.5
},
{
"p": 0.059981249272823334,
"m": 0.10788971930742264
},
{
"p": 0.07171207666397095,
"m": 0.11037763208150864
},
{
"p": 0.036238059401512146,
"m": 0.10000000149011612
},
{
"p": 0.0020070758182555437,
"m": 0.3440305292606354
},
{
"p": 0.04404206573963165,
"m": 0.3376466929912567
},
{
"p": 0.0007100008078850806,
"m": 0.8499089479446411
},
{
"p": 0.0887041836977005,
"m": 0.8396910429000854
},
{
"p": 0.014881179668009281,
"m": 0.7098411917686462
},
{
"p": 0.008663400076329708,
"m": 1.0
},
{
"p": 0.2546570599079132,
"m": 0.5
},
{
"p": 0.13168185949325562,
"m": 0.5
}
]
},
{
"epoch": 88,
"train_loss": 1.6193398237228394,
"val_loss": 0.9496816396713257,
"acc": 71.18,
"time": 268.80606480500137,
"param": [
{
"p": 0.04715993255376816,
"m": 0.5
},
{
"p": 0.023587657138705254,
"m": 0.5
},
{
"p": 0.19174829125404358,
"m": 0.5
},
{
"p": 0.0633554607629776,
"m": 0.11983302980661392
},
{
"p": 0.03702400252223015,
"m": 0.10000000149011612
},
{
"p": 0.04117429256439209,
"m": 0.10581368207931519
},
{
"p": 0.02107858657836914,
"m": 0.3513113558292389
},
{
"p": 0.06477022171020508,
"m": 0.35161182284355164
},
{
"p": 0.0007056435570120811,
"m": 0.8435830473899841
},
{
"p": 0.07878126204013824,
"m": 0.8382181525230408
},
{
"p": 0.04268462210893631,
"m": 0.7180168032646179
},
{
"p": 0.054683804512023926,
"m": 0.9956747889518738
},
{
"p": 0.21943750977516174,
"m": 0.5
},
{
"p": 0.11380872130393982,
"m": 0.5
}
]
},
{
"epoch": 89,
"train_loss": 1.0405068397521973,
"val_loss": 0.9196134805679321,
"acc": 71.22,
"time": 267.48811098700025,
"param": [
{
"p": 0.012366238050162792,
"m": 0.5
},
{
"p": 0.017630839720368385,
"m": 0.5
},
{
"p": 0.19498606026172638,
"m": 0.5
},
{
"p": 0.04550004377961159,
"m": 0.10000000149011612
},
{
"p": 0.015139978379011154,
"m": 0.10000000149011612
},
{
"p": 0.051581352949142456,
"m": 0.10867057740688324
},
{
"p": 0.023326728492975235,
"m": 0.369477242231369
},
{
"p": 0.07802749425172806,
"m": 0.3389508128166199
},
{
"p": 0.0007176849176175892,
"m": 0.8332328200340271
},
{
"p": 0.07345251739025116,
"m": 0.8428276181221008
},
{
"p": 0.06955187022686005,
"m": 0.7122224569320679
},
{
"p": 0.0749911218881607,
"m": 0.9632888436317444
},
{
"p": 0.2248695343732834,
"m": 0.5
},
{
"p": 0.11785862594842911,
"m": 0.5
}
]
},
{
"epoch": 90,
"train_loss": 1.1922906637191772,
"val_loss": 0.954248309135437,
"acc": 71.13,
"time": 267.36487050899814,
"param": [
{
"p": 0.0007117941277101636,
"m": 0.5
},
{
"p": 0.013664046302437782,
"m": 0.5
},
{
"p": 0.20915459096431732,
"m": 0.5
},
{
"p": 0.0241385567933321,
"m": 0.10000000149011612
},
{
"p": 0.004516721703112125,
"m": 0.10000000149011612
},
{
"p": 0.04773623123764992,
"m": 0.10750561207532883
},
{
"p": 0.01802917569875717,
"m": 0.3750016689300537
},
{
"p": 0.07496021687984467,
"m": 0.325242817401886
},
{
"p": 0.00896153412759304,
"m": 0.8253978490829468
},
{
"p": 0.07310750335454941,
"m": 0.8536726832389832
},
{
"p": 0.08034590631723404,
"m": 0.7043025493621826
},
{
"p": 0.07783956080675125,
"m": 0.9601993560791016
},
{
"p": 0.2441590279340744,
"m": 0.5
},
{
"p": 0.12267513573169708,
"m": 0.5
}
]
},
{
"epoch": 91,
"train_loss": 1.1306679248809814,
"val_loss": 0.8340193629264832,
"acc": 71.01,
"time": 265.7470445609979,
"param": [
{
"p": 0.0007129820878617465,
"m": 0.5
},
{
"p": 0.021797703579068184,
"m": 0.5
},
{
"p": 0.20079919695854187,
"m": 0.5
},
{
"p": 0.06152167543768883,
"m": 0.12022091448307037
},
{
"p": 0.0007129820878617465,
"m": 0.10014721006155014
},
{
"p": 0.032460346817970276,
"m": 0.10000000149011612
},
{
"p": 0.0007129820878617465,
"m": 0.39782339334487915
},
{
"p": 0.07231395691633224,
"m": 0.31057506799697876
},
{
"p": 0.050139304250478745,
"m": 0.8195266127586365
},
{
"p": 0.060957297682762146,
"m": 0.8376824259757996
},
{
"p": 0.049694519490003586,
"m": 0.7412346005439758
},
{
"p": 0.08517861366271973,
"m": 0.9636170268058777
},
{
"p": 0.24288401007652283,
"m": 0.5
},
{
"p": 0.12011445313692093,
"m": 0.5
}
]
},
{
"epoch": 92,
"train_loss": 1.264569640159607,
"val_loss": 0.8666894435882568,
"acc": 71.19,
"time": 276.0227518910033,
"param": [
{
"p": 0.0007141343667171896,
"m": 0.5
},
{
"p": 0.0356338806450367,
"m": 0.5
},
{
"p": 0.19043396413326263,
"m": 0.5
},
{
"p": 0.06725156307220459,
"m": 0.10266000777482986
},
{
"p": 0.0007141343667171896,
"m": 0.10576514154672623
},
{
"p": 0.028302287682890892,
"m": 0.10000000149011612
},
{
"p": 0.002804052084684372,
"m": 0.3976905643939972
},
{
"p": 0.07825995236635208,
"m": 0.2989717125892639
},
{
"p": 0.06773314625024796,
"m": 0.8163790106773376
},
{
"p": 0.051836829632520676,
"m": 0.8486495614051819
},
{
"p": 0.05201297998428345,
"m": 0.7427563667297363
},
{
"p": 0.06814384460449219,
"m": 0.9936308264732361
},
{
"p": 0.23881171643733978,
"m": 0.5
},
{
"p": 0.11734756082296371,
"m": 0.5
}
]
},
{
"epoch": 93,
"train_loss": 1.3248875141143799,
"val_loss": 0.794972836971283,
"acc": 70.66,
"time": 259.7531931449994,
"param": [
{
"p": 0.006087604444473982,
"m": 0.5
},
{
"p": 0.028410544618964195,
"m": 0.5
},
{
"p": 0.1834450215101242,
"m": 0.5
},
{
"p": 0.058834198862314224,
"m": 0.1320538967847824
},
{
"p": 0.044625528156757355,
"m": 0.10914556682109833
},
{
"p": 0.019297929480671883,
"m": 0.10000000149011612
},
{
"p": 0.007875717245042324,
"m": 0.3982841968536377
},
{
"p": 0.07067877799272537,
"m": 0.3236317038536072
},
{
"p": 0.0754876583814621,
"m": 0.7919014096260071
},
{
"p": 0.06569623202085495,
"m": 0.8597328662872314
},
{
"p": 0.0394575260579586,
"m": 0.7452669739723206
},
{
"p": 0.06782352924346924,
"m": 1.0
},
{
"p": 0.2238122820854187,
"m": 0.5
},
{
"p": 0.1084674671292305,
"m": 0.5
}
]
},
{
"epoch": 94,
"train_loss": 1.1493544578552246,
"val_loss": 0.8690422773361206,
"acc": 71.32,
"time": 260.8375015849997,
"param": [
{
"p": 0.03299110010266304,
"m": 0.5
},
{
"p": 0.030064331367611885,
"m": 0.5
},
{
"p": 0.18166013062000275,
"m": 0.5
},
{
"p": 0.05305758863687515,
"m": 0.12866544723510742
},
{
"p": 0.048971958458423615,
"m": 0.10000000149011612
},
{
"p": 0.04059327766299248,
"m": 0.10000000149011612
},
{
"p": 0.006851100362837315,
"m": 0.3967949151992798
},
{
"p": 0.049028269946575165,
"m": 0.33093467354774475
},
{
"p": 0.07832841575145721,
"m": 0.7717435956001282
},
{
"p": 0.060038115829229355,
"m": 0.8646243214607239
},
{
"p": 0.025226052850484848,
"m": 0.7275389432907104
},
{
"p": 0.07248112559318542,
"m": 1.0
},
{
"p": 0.2170061618089676,
"m": 0.5
},
{
"p": 0.10370244830846786,
"m": 0.5
}
]
},
{
"epoch": 95,
"train_loss": 1.2564390897750854,
"val_loss": 0.7948492169380188,
"acc": 71.3,
"time": 263.80737141100326,
"param": [
{
"p": 0.045956891030073166,
"m": 0.5
},
{
"p": 0.029681051149964333,
"m": 0.5
},
{
"p": 0.1774393767118454,
"m": 0.5
},
{
"p": 0.04417431727051735,
"m": 0.12285402417182922
},
{
"p": 0.03983432054519653,
"m": 0.10000000149011612
},
{
"p": 0.028836293146014214,
"m": 0.10000000149011612
},
{
"p": 0.008080300875008106,
"m": 0.39115002751350403
},
{
"p": 0.04979546368122101,
"m": 0.34073030948638916
},
{
"p": 0.08029760420322418,
"m": 0.780154287815094
},
{
"p": 0.05751946568489075,
"m": 0.8690070509910583
},
{
"p": 0.04270279034972191,
"m": 0.7213404774665833
},
{
"p": 0.07917098701000214,
"m": 1.0
},
{
"p": 0.21368198096752167,
"m": 0.5
},
{
"p": 0.10282917320728302,
"m": 0.5
}
]
},
{
"epoch": 96,
"train_loss": 1.493712067604065,
"val_loss": 0.8326034545898438,
"acc": 72.22,
"time": 219.6107006759994,
"param": [
{
"p": 0.04562901705503464,
"m": 0.5
},
{
"p": 0.017944321036338806,
"m": 0.5
},
{
"p": 0.1919390708208084,
"m": 0.5
},
{
"p": 0.03339742496609688,
"m": 0.17829805612564087
},
{
"p": 0.025372810661792755,
"m": 0.12523610889911652
},
{
"p": 0.02497367188334465,
"m": 0.10000000149011612
},
{
"p": 0.014188957400619984,
"m": 0.37567374110221863
},
{
"p": 0.03936092555522919,
"m": 0.32439425587654114
},
{
"p": 0.07907760888338089,
"m": 0.7538435459136963
},
{
"p": 0.052416201680898666,
"m": 0.8852663040161133
},
{
"p": 0.04177933931350708,
"m": 0.7167091369628906
},
{
"p": 0.08525854349136353,
"m": 0.9836878180503845
},
{
"p": 0.23536452651023865,
"m": 0.5
},
{
"p": 0.11329755932092667,
"m": 0.5
}
]
},
{
"epoch": 97,
"train_loss": 0.7421653866767883,
"val_loss": 0.8838629722595215,
"acc": 71.0,
"time": 241.3170598789984,
"param": [
{
"p": 0.03932424634695053,
"m": 0.5
},
{
"p": 0.030280042439699173,
"m": 0.5
},
{
"p": 0.1714073121547699,
"m": 0.5
},
{
"p": 0.06268002092838287,
"m": 0.20045016705989838
},
{
"p": 0.02517874911427498,
"m": 0.10000000149011612
},
{
"p": 0.04839003458619118,
"m": 0.10988084971904755
},
{
"p": 0.027342159301042557,
"m": 0.4014017879962921
},
{
"p": 0.04466018080711365,
"m": 0.3132857084274292
},
{
"p": 0.06404541432857513,
"m": 0.7173281908035278
},
{
"p": 0.05228779464960098,
"m": 0.9187334775924683
},
{
"p": 0.05003780499100685,
"m": 0.7048218250274658
},
{
"p": 0.07931236177682877,
"m": 1.0
},
{
"p": 0.20301295816898346,
"m": 0.5
},
{
"p": 0.10204093903303146,
"m": 0.5
}
]
},
{
"epoch": 98,
"train_loss": 0.9259882569313049,
"val_loss": 0.8852024078369141,
"acc": 71.82,
"time": 259.64458798000123,
"param": [
{
"p": 0.04223395511507988,
"m": 0.5
},
{
"p": 0.030439389869570732,
"m": 0.5
},
{
"p": 0.16226457059383392,
"m": 0.5
},
{
"p": 0.05844912678003311,
"m": 0.19897818565368652
},
{
"p": 0.044301100075244904,
"m": 0.10000000149011612
},
{
"p": 0.05784296989440918,
"m": 0.11294477432966232
},
{
"p": 0.033779922872781754,
"m": 0.38156676292419434
},
{
"p": 0.0403343103826046,
"m": 0.3240586519241333
},
{
"p": 0.054529376327991486,
"m": 0.7202765941619873
},
{
"p": 0.05147314444184303,
"m": 0.9043039679527283
},
{
"p": 0.053844403475522995,
"m": 0.7033229470252991
},
{
"p": 0.08881434053182602,
"m": 0.9992581605911255
},
{
"p": 0.18460343778133392,
"m": 0.5
},
{
"p": 0.09708993881940842,
"m": 0.5
}
]
},
{
"epoch": 99,
"train_loss": 1.1391295194625854,
"val_loss": 0.6995012760162354,
"acc": 71.15,
"time": 249.12128017000214,
"param": [
{
"p": 0.052507899701595306,
"m": 0.5
},
{
"p": 0.041227083653211594,
"m": 0.5
},
{
"p": 0.19599205255508423,
"m": 0.5
},
{
"p": 0.061218179762363434,
"m": 0.18984316289424896
},
{
"p": 0.03349887952208519,
"m": 0.10000000149011612
},
{
"p": 0.07849356532096863,
"m": 0.10854913294315338
},
{
"p": 0.02495305985212326,
"m": 0.34396255016326904
},
{
"p": 0.0033702829387038946,
"m": 0.34498316049575806
},
{
"p": 0.05361306294798851,
"m": 0.7265737056732178
},
{
"p": 0.010803595185279846,
"m": 0.9290096759796143
},
{
"p": 0.0007180047105066478,
"m": 0.7051721811294556
},
{
"p": 0.08656471222639084,
"m": 0.9882035255432129
},
{
"p": 0.23657183349132538,
"m": 0.5
},
{
"p": 0.12046775221824646,
"m": 0.5
}
]
},
{
"epoch": 100,
"train_loss": 1.2480664253234863,
"val_loss": 0.7328846454620361,
"acc": 71.11,
"time": 262.3977339720004,
"param": [
{
"p": 0.04983527213335037,
"m": 0.5
},
{
"p": 0.03231726214289665,
"m": 0.5
},
{
"p": 0.1873956024646759,
"m": 0.5
},
{
"p": 0.06604903191328049,
"m": 0.22119522094726562
},
{
"p": 0.027237555012106895,
"m": 0.10000000149011612
},
{
"p": 0.07612941414117813,
"m": 0.1782217025756836
},
{
"p": 0.024303141981363297,
"m": 0.3467823565006256
},
{
"p": 0.04687831923365593,
"m": 0.34329038858413696
},
{
"p": 0.050533633679151535,
"m": 0.7274738550186157
},
{
"p": 0.000708809238858521,
"m": 0.9346977472305298
},
{
"p": 0.0047180866822600365,
"m": 0.7050129771232605
},
{
"p": 0.0927685871720314,
"m": 0.992735743522644
},
{
"p": 0.22810614109039307,
"m": 0.5
},
{
"p": 0.11301905661821365,
"m": 0.5
}
]
},
{
"epoch": 101,
"train_loss": 1.167494535446167,
"val_loss": 0.8822281956672668,
"acc": 71.17,
"time": 258.4211026439989,
"param": [
{
"p": 0.048761170357465744,
"m": 0.5
},
{
"p": 0.022977881133556366,
"m": 0.5
},
{
"p": 0.18839220702648163,
"m": 0.5
},
{
"p": 0.05902160331606865,
"m": 0.23111814260482788
},
{
"p": 0.011254951357841492,
"m": 0.10000000149011612
},
{
"p": 0.07640952616930008,
"m": 0.19394409656524658
},
{
"p": 0.026607975363731384,
"m": 0.33679112792015076
},
{
"p": 0.047777652740478516,
"m": 0.33634933829307556
},
{
"p": 0.043004360049963,
"m": 0.7177038788795471
},
{
"p": 0.02720573917031288,
"m": 0.9495443105697632
},
{
"p": 0.0009965240024030209,
"m": 0.6994971036911011
},
{
"p": 0.09402775764465332,
"m": 1.0
},
{
"p": 0.23736116290092468,
"m": 0.5
},
{
"p": 0.1162014976143837,
"m": 0.5
}
]
},
{
"epoch": 102,
"train_loss": 0.9191842079162598,
"val_loss": 0.879577100276947,
"acc": 69.3,
"time": 261.90719262999846,
"param": [
{
"p": 0.05363057181239128,
"m": 0.5
},
{
"p": 0.014737872406840324,
"m": 0.5
},
{
"p": 0.18689791858196259,
"m": 0.5
},
{
"p": 0.036535151302814484,
"m": 0.2572499215602875
},
{
"p": 0.03956007584929466,
"m": 0.10188866406679153
},
{
"p": 0.07312116771936417,
"m": 0.11540494859218597
},
{
"p": 0.015506432391703129,
"m": 0.34039634466171265
},
{
"p": 0.05785975232720375,
"m": 0.33346855640411377
},
{
"p": 0.04180958867073059,
"m": 0.7281641364097595
},
{
"p": 0.042126573622226715,
"m": 0.9693356156349182
},
{
"p": 0.0007151325698941946,
"m": 0.6974631547927856
},
{
"p": 0.07867678254842758,
"m": 0.9998224377632141
},
{
"p": 0.24357905983924866,
"m": 0.5
},
{
"p": 0.11524393409490585,
"m": 0.5
}
]
},
{
"epoch": 103,
"train_loss": 1.243562936782837,
"val_loss": 0.8299106359481812,
"acc": 71.78,
"time": 263.92183112400016,
"param": [
{
"p": 0.05210678651928902,
"m": 0.5
},
{
"p": 0.014897502027451992,
"m": 0.5
},
{
"p": 0.19079682230949402,
"m": 0.5
},
{
"p": 0.012431584298610687,
"m": 0.2650319039821625
},
{
"p": 0.032357703894376755,
"m": 0.10039186477661133
},
{
"p": 0.07389311492443085,
"m": 0.10662820190191269
},
{
"p": 0.006645147688686848,
"m": 0.35429641604423523
},
{
"p": 0.07482143491506577,
"m": 0.33143895864486694
},
{
"p": 0.05079968646168709,
"m": 0.7411988377571106
},
{
"p": 0.04746574908494949,
"m": 0.9747020602226257
},
{
"p": 0.007540515623986721,
"m": 0.7048541903495789
},
{
"p": 0.06798072159290314,
"m": 0.9771895408630371
},
{
"p": 0.2505367696285248,
"m": 0.5
},
{
"p": 0.1177263930439949,
"m": 0.5
}
]
},
{
"epoch": 104,
"train_loss": 1.6058104038238525,
"val_loss": 0.9502931237220764,
"acc": 71.49,
"time": 257.0640052859999,
"param": [
{
"p": 0.04411785304546356,
"m": 0.5
},
{
"p": 0.02016894333064556,
"m": 0.5
},
{
"p": 0.17972244322299957,
"m": 0.5
},
{
"p": 0.02629236690700054,
"m": 0.2716064751148224
},
{
"p": 0.02130315639078617,
"m": 0.10000000149011612
},
{
"p": 0.07402899861335754,
"m": 0.12279970943927765
},
{
"p": 0.015507077798247337,
"m": 0.367786169052124
},
{
"p": 0.06733079254627228,
"m": 0.35364285111427307
},
{
"p": 0.07057856023311615,
"m": 0.7540320158004761
},
{
"p": 0.03697216883301735,
"m": 0.9569743871688843
},
{
"p": 0.03820681944489479,
"m": 0.7131940126419067
},
{
"p": 0.06193249300122261,
"m": 0.9645552039146423
},
{
"p": 0.2318749576807022,
"m": 0.5
},
{
"p": 0.11196338385343552,
"m": 0.5
}
]
},
{
"epoch": 105,
"train_loss": 1.373543620109558,
"val_loss": 0.7681662440299988,
"acc": 70.59,
"time": 277.3311099400016,
"param": [
{
"p": 0.040502600371837616,
"m": 0.5
},
{
"p": 0.01970003731548786,
"m": 0.5
},
{
"p": 0.17155785858631134,
"m": 0.5
},
{
"p": 0.07107945531606674,
"m": 0.25323933362960815
},
{
"p": 0.0017238925211131573,
"m": 0.10000000149011612
},
{
"p": 0.07353662699460983,
"m": 0.11125888675451279
},
{
"p": 0.03464110940694809,
"m": 0.3903332054615021
},
{
"p": 0.05507238581776619,
"m": 0.35570448637008667
},
{
"p": 0.06537982821464539,
"m": 0.7620590925216675
},
{
"p": 0.04173392802476883,
"m": 0.945113480091095
},
{
"p": 0.044605955481529236,
"m": 0.7317556738853455
},
{
"p": 0.05791265144944191,
"m": 0.9495566487312317
},
{
"p": 0.21460884809494019,
"m": 0.5
},
{
"p": 0.1079447939991951,
"m": 0.5
}
]
},
{
"epoch": 106,
"train_loss": 0.9746214151382446,
"val_loss": 0.8748487234115601,
"acc": 71.08,
"time": 264.2431803030013,
"param": [
{
"p": 0.03489404916763306,
"m": 0.5
},
{
"p": 0.0007113441824913025,
"m": 0.5
},
{
"p": 0.16619503498077393,
"m": 0.5
},
{
"p": 0.07077253609895706,
"m": 0.2186002880334854
},
{
"p": 0.007763822562992573,
"m": 0.10357863456010818
},
{
"p": 0.07140959054231644,
"m": 0.10000000149011612
},
{
"p": 0.041641440242528915,
"m": 0.3971708416938782
},
{
"p": 0.05491490662097931,
"m": 0.3638814389705658
},
{
"p": 0.06206447258591652,
"m": 0.7533562779426575
},
{
"p": 0.0424724705517292,
"m": 0.9297071695327759
},
{
"p": 0.055928610265254974,
"m": 0.7532050609588623
},
{
"p": 0.06512454152107239,
"m": 0.95082026720047
},
{
"p": 0.21786198019981384,
"m": 0.5
},
{
"p": 0.10824518650770187,
"m": 0.5
}
]
},
{
"epoch": 107,
"train_loss": 1.1404452323913574,
"val_loss": 0.8505359292030334,
"acc": 72.18,
"time": 267.6810273209994,
"param": [
{
"p": 0.0392712838947773,
"m": 0.5
},
{
"p": 0.004547861870378256,
"m": 0.5
},
{
"p": 0.15538311004638672,
"m": 0.5
},
{
"p": 0.0678882822394371,
"m": 0.20003047585487366
},
{
"p": 0.01661246083676815,
"m": 0.10273245722055435
},
{
"p": 0.06984401494264603,
"m": 0.10000000149011612
},
{
"p": 0.04133614897727966,
"m": 0.3875276744365692
},
{
"p": 0.04433552175760269,
"m": 0.34415221214294434
},
{
"p": 0.036880988627672195,
"m": 0.7598073482513428
},
{
"p": 0.03969934955239296,
"m": 0.9160085916519165
},
{
"p": 0.06863072514533997,
"m": 0.730182945728302
},
{
"p": 0.08378221094608307,
"m": 0.9250695705413818
},
{
"p": 0.2174702286720276,
"m": 0.5
},
{
"p": 0.11431783437728882,
"m": 0.5
}
]
},
{
"epoch": 108,
"train_loss": 1.044135570526123,
"val_loss": 0.8724669814109802,
"acc": 71.6,
"time": 260.9086805199986,
"param": [
{
"p": 0.04351607710123062,
"m": 0.5
},
{
"p": 0.01113860309123993,
"m": 0.5
},
{
"p": 0.17033757269382477,
"m": 0.5
},
{
"p": 0.07591734081506729,
"m": 0.22565951943397522
},
{
"p": 0.006072073243558407,
"m": 0.10978616029024124
},
{
"p": 0.0744440108537674,
"m": 0.10000000149011612
},
{
"p": 0.044945184141397476,
"m": 0.33508771657943726
},
{
"p": 0.005721635185182095,
"m": 0.3349764943122864
},
{
"p": 0.016179565340280533,
"m": 0.7592619061470032
},
{
"p": 0.02204485423862934,
"m": 0.921605110168457
},
{
"p": 0.06166784465312958,
"m": 0.6898998618125916
},
{
"p": 0.08403521776199341,
"m": 0.9260402321815491
},
{
"p": 0.24816419184207916,
"m": 0.5
},
{
"p": 0.13581587374210358,
"m": 0.5
}
]
},
{
"epoch": 109,
"train_loss": 1.0077755451202393,
"val_loss": 0.8283907771110535,
"acc": 71.0,
"time": 271.151621068002,
"param": [
{
"p": 0.03454054892063141,
"m": 0.5
},
{
"p": 0.03562474250793457,
"m": 0.5
},
{
"p": 0.14890316128730774,
"m": 0.5
},
{
"p": 0.05501624569296837,
"m": 0.18645721673965454
},
{
"p": 0.01956392452120781,
"m": 0.11960874497890472
},
{
"p": 0.0781964659690857,
"m": 0.10000000149011612
},
{
"p": 0.04229859262704849,
"m": 0.3749489188194275
},
{
"p": 0.07599315047264099,
"m": 0.3235219419002533
},
{
"p": 0.023468857631087303,
"m": 0.7565698623657227
},
{
"p": 0.037393949925899506,
"m": 0.9022992253303528
},
{
"p": 0.04315846040844917,
"m": 0.6743521094322205
},
{
"p": 0.07810261100530624,
"m": 0.925673246383667
},
{
"p": 0.21294303238391876,
"m": 0.5
},
{
"p": 0.1147962138056755,
"m": 0.5
}
]
},
{
"epoch": 110,
"train_loss": 1.0884722471237183,
"val_loss": 0.8454278111457825,
"acc": 70.21,
"time": 266.28440589099773,
"param": [
{
"p": 0.042447008192539215,
"m": 0.5
},
{
"p": 0.043009158223867416,
"m": 0.5
},
{
"p": 0.1415981650352478,
"m": 0.5
},
{
"p": 0.0407690592110157,
"m": 0.1599956452846527
},
{
"p": 0.017681347206234932,
"m": 0.12550832331180573
},
{
"p": 0.07839278876781464,
"m": 0.10000000149011612
},
{
"p": 0.04004963859915733,
"m": 0.40668919682502747
},
{
"p": 0.08753252774477005,
"m": 0.3556472659111023
},
{
"p": 0.03376288712024689,
"m": 0.7607641220092773
},
{
"p": 0.044838663190603256,
"m": 0.9273810386657715
},
{
"p": 0.013675613328814507,
"m": 0.6829050779342651
},
{
"p": 0.08680876344442368,
"m": 0.9461003541946411
},
{
"p": 0.21461105346679688,
"m": 0.5
},
{
"p": 0.1148233711719513,
"m": 0.5
}
]
},
{
"epoch": 111,
"train_loss": 1.0137161016464233,
"val_loss": 0.8717138767242432,
"acc": 70.89,
"time": 258.351151992003,
"param": [
{
"p": 0.04249286279082298,
"m": 0.5
},
{
"p": 0.03963787481188774,
"m": 0.5
},
{
"p": 0.1388876736164093,
"m": 0.5
},
{
"p": 0.037900034338235855,
"m": 0.14242206513881683
},
{
"p": 0.0447571836411953,
"m": 0.12529146671295166
},
{
"p": 0.08098474144935608,
"m": 0.10000000149011612
},
{
"p": 0.0412108413875103,
"m": 0.40351226925849915
},
{
"p": 0.08209500461816788,
"m": 0.34042271971702576
},
{
"p": 0.016798829659819603,
"m": 0.7530422210693359
},
{
"p": 0.04436901584267616,
"m": 0.9484390020370483
},
{
"p": 0.01679224520921707,
"m": 0.694469153881073
},
{
"p": 0.07123824954032898,
"m": 0.9859454035758972
},
{
"p": 0.22367998957633972,
"m": 0.5
},
{
"p": 0.11915549635887146,
"m": 0.5
}
]
},
{
"epoch": 112,
"train_loss": 1.0912038087844849,
"val_loss": 0.8354262709617615,
"acc": 70.39,
"time": 271.96938896400025,
"param": [
{
"p": 0.03957371786236763,
"m": 0.5
},
{
"p": 0.019790951162576675,
"m": 0.5
},
{
"p": 0.13757994771003723,
"m": 0.5
},
{
"p": 0.015792302787303925,
"m": 0.1260399967432022
},
{
"p": 0.0534244179725647,
"m": 0.13654398918151855
},
{
"p": 0.07908057421445847,
"m": 0.10210318118333817
},
{
"p": 0.041459664702415466,
"m": 0.3733050525188446
},
{
"p": 0.0802723690867424,
"m": 0.339508980512619
},
{
"p": 0.042597249150276184,
"m": 0.7425594925880432
},
{
"p": 0.04731517285108566,
"m": 0.9457296133041382
},
{
"p": 0.06114773079752922,
"m": 0.6861074566841125
},
{
"p": 0.048735518008470535,
"m": 1.0
},
{
"p": 0.21517761051654816,
"m": 0.5
},
{
"p": 0.11805281788110733,
"m": 0.5
}
]
},
{
"epoch": 113,
"train_loss": 0.9041231274604797,
"val_loss": 0.9594153165817261,
"acc": 70.91,
"time": 257.8905667350009,
"param": [
{
"p": 0.03757784888148308,
"m": 0.5
},
{
"p": 0.01983887515962124,
"m": 0.5
},
{
"p": 0.139827162027359,
"m": 0.5
},
{
"p": 0.035477858036756516,
"m": 0.12699955701828003
},
{
"p": 0.055069535970687866,
"m": 0.1701502799987793
},
{
"p": 0.07595890760421753,
"m": 0.13025511801242828
},
{
"p": 0.0382658988237381,
"m": 0.33273667097091675
},
{
"p": 0.08066131919622421,
"m": 0.3647382855415344
},
{
"p": 0.0440608374774456,
"m": 0.7394466996192932
},
{
"p": 0.04954288899898529,
"m": 0.9604855179786682
},
{
"p": 0.07162918895483017,
"m": 0.6676110625267029
},
{
"p": 0.034126363694667816,
"m": 0.9968258142471313
},
{
"p": 0.2031402736902237,
"m": 0.5
},
{
"p": 0.11482304334640503,
"m": 0.5
}
]
},
{
"epoch": 114,
"train_loss": 1.0326176881790161,
"val_loss": 1.046668529510498,
"acc": 70.68,
"time": 269.1472371890013,
"param": [
{
"p": 0.039187658578157425,
"m": 0.5
},
{
"p": 0.030446283519268036,
"m": 0.5
},
{
"p": 0.1335778534412384,
"m": 0.5
},
{
"p": 0.04480840638279915,
"m": 0.13127246499061584
},
{
"p": 0.055326566100120544,
"m": 0.18599970638751984
},
{
"p": 0.07575787603855133,
"m": 0.1304740160703659
},
{
"p": 0.03697779029607773,
"m": 0.29287874698638916
},
{
"p": 0.07689134031534195,
"m": 0.3727818429470062
},
{
"p": 0.04336068779230118,
"m": 0.7351994514465332
},
{
"p": 0.05332969129085541,
"m": 0.9573839902877808
},
{
"p": 0.06934068351984024,
"m": 0.6628063321113586
},
{
"p": 0.06469026207923889,
"m": 1.0
},
{
"p": 0.1750209778547287,
"m": 0.5
},
{
"p": 0.10128384083509445,
"m": 0.5
}
]
},
{
"epoch": 115,
"train_loss": 1.0440691709518433,
"val_loss": 0.9888051748275757,
"acc": 69.65,
"time": 264.7780754009982,
"param": [
{
"p": 0.04324451461434364,
"m": 0.5
},
{
"p": 0.02373945713043213,
"m": 0.5
},
{
"p": 0.145321786403656,
"m": 0.5
},
{
"p": 0.04217720404267311,
"m": 0.16163179278373718
},
{
"p": 0.06543871760368347,
"m": 0.14457766711711884
},
{
"p": 0.07568488270044327,
"m": 0.13024172186851501
},
{
"p": 0.04667270556092262,
"m": 0.18764692544937134
},
{
"p": 0.06830620020627975,
"m": 0.4137941598892212
},
{
"p": 0.04228484630584717,
"m": 0.7503864765167236
},
{
"p": 0.05504608526825905,
"m": 0.9918204545974731
},
{
"p": 0.07703439891338348,
"m": 0.681475818157196
},
{
"p": 0.05573952943086624,
"m": 1.0
},
{
"p": 0.16545642912387848,
"m": 0.5
},
{
"p": 0.09385319799184799,
"m": 0.5
}
]
},
{
"epoch": 116,
"train_loss": 0.9526095986366272,
"val_loss": 0.8898780941963196,
"acc": 71.75,
"time": 270.7251761459993,
"param": [
{
"p": 0.04474290832877159,
"m": 0.5
},
{
"p": 0.019416235387325287,
"m": 0.5
},
{
"p": 0.14901143312454224,
"m": 0.5
},
{
"p": 0.027583047747612,
"m": 0.20794419944286346
},
{
"p": 0.05422539263963699,
"m": 0.1247573271393776
},
{
"p": 0.08766534179449081,
"m": 0.14254151284694672
},
{
"p": 0.03789900615811348,
"m": 0.17919804155826569
},
{
"p": 0.05164647847414017,
"m": 0.3957948684692383
},
{
"p": 0.0441812202334404,
"m": 0.75849848985672
},
{
"p": 0.06560807675123215,
"m": 0.962730348110199
},
{
"p": 0.08239580690860748,
"m": 0.6807426810264587
},
{
"p": 0.0680205449461937,
"m": 0.9993873238563538
},
{
"p": 0.17024701833724976,
"m": 0.5
},
{
"p": 0.09735744446516037,
"m": 0.5
}
]
},
{
"epoch": 117,
"train_loss": 1.4899684190750122,
"val_loss": 0.9293057322502136,
"acc": 70.87,
"time": 273.14684093100004,
"param": [
{
"p": 0.044087447226047516,
"m": 0.5
},
{
"p": 0.023585015907883644,
"m": 0.5
},
{
"p": 0.14464788138866425,
"m": 0.5
},
{
"p": 0.03376443311572075,
"m": 0.21221618354320526
},
{
"p": 0.04606972262263298,
"m": 0.1166168600320816
},
{
"p": 0.08135979622602463,
"m": 0.16963325440883636
},
{
"p": 0.045509133487939835,
"m": 0.18080946803092957
},
{
"p": 0.04676879197359085,
"m": 0.38396501541137695
},
{
"p": 0.045326583087444305,
"m": 0.773298442363739
},
{
"p": 0.0674377977848053,
"m": 0.9611096978187561
},
{
"p": 0.08404187858104706,
"m": 0.6748117804527283
},
{
"p": 0.06887605041265488,
"m": 0.9980946183204651
},
{
"p": 0.16888752579689026,
"m": 0.5
},
{
"p": 0.09963792562484741,
"m": 0.5
}
]
},
{
"epoch": 118,
"train_loss": 1.069688320159912,
"val_loss": 0.878060519695282,
"acc": 69.38,
"time": 250.26951192399792,
"param": [
{
"p": 0.04844975844025612,
"m": 0.5
},
{
"p": 0.02775055728852749,
"m": 0.5
},
{
"p": 0.14634384214878082,
"m": 0.5
},
{
"p": 0.06410441547632217,
"m": 0.1997196227312088
},
{
"p": 0.05260093882679939,
"m": 0.10000000149011612
},
{
"p": 0.0742708295583725,
"m": 0.16398334503173828
},
{
"p": 0.05352313816547394,
"m": 0.20344705879688263
},
{
"p": 0.05721491575241089,
"m": 0.3932388126850128
},
{
"p": 0.029858818277716637,
"m": 0.7933939695358276
},
{
"p": 0.056804925203323364,
"m": 0.9752511382102966
},
{
"p": 0.07103309780359268,
"m": 0.6207687258720398
},
{
"p": 0.06116405874490738,
"m": 1.0
},
{
"p": 0.16276532411575317,
"m": 0.5
},
{
"p": 0.09411542862653732,
"m": 0.5
}
]
},
{
"epoch": 119,
"train_loss": 1.0767602920532227,
"val_loss": 0.9749390482902527,
"acc": 70.8,
"time": 267.8931451259996,
"param": [
{
"p": 0.048438768833875656,
"m": 0.5
},
{
"p": 0.029944973066449165,
"m": 0.5
},
{
"p": 0.14860358834266663,
"m": 0.5
},
{
"p": 0.05623187869787216,
"m": 0.13805963099002838
},
{
"p": 0.0525851808488369,
"m": 0.1359674334526062
},
{
"p": 0.05356159806251526,
"m": 0.13330617547035217
},
{
"p": 0.04498909041285515,
"m": 0.2533856928348541
},
{
"p": 0.08450137078762054,
"m": 0.33713841438293457
},
{
"p": 0.04049650952219963,
"m": 0.7999619841575623
},
{
"p": 0.03955164551734924,
"m": 0.9547364711761475
},
{
"p": 0.05067076161503792,
"m": 0.6371061205863953
},
{
"p": 0.11004791408777237,
"m": 1.0
},
{
"p": 0.15213453769683838,
"m": 0.5
},
{
"p": 0.08824223279953003,
"m": 0.5
}
]
},
{
"epoch": 120,
"train_loss": 0.7634401321411133,
"val_loss": 0.9709912538528442,
"acc": 71.87,
"time": 263.92988234100267,
"param": [
{
"p": 0.05859324708580971,
"m": 0.5
},
{
"p": 0.021919619292020798,
"m": 0.5
},
{
"p": 0.16174037754535675,
"m": 0.5
},
{
"p": 0.05078859254717827,
"m": 0.13100969791412354
},
{
"p": 0.061217714101076126,
"m": 0.12745316326618195
},
{
"p": 0.04658785089850426,
"m": 0.10000000149011612
},
{
"p": 0.05425393581390381,
"m": 0.2715413570404053
},
{
"p": 0.0952085331082344,
"m": 0.30078887939453125
},
{
"p": 0.034390807151794434,
"m": 0.8076720237731934
},
{
"p": 0.0007087576668709517,
"m": 0.9577519297599792
},
{
"p": 0.03502525016665459,
"m": 0.6568601131439209
},
{
"p": 0.12171655148267746,
"m": 1.0
},
{
"p": 0.16417774558067322,
"m": 0.5
},
{
"p": 0.0936710387468338,
"m": 0.5
}
]
},
{
"epoch": 121,
"train_loss": 0.9932025671005249,
"val_loss": 0.8896965980529785,
"acc": 71.88,
"time": 264.3006942030006,
"param": [
{
"p": 0.05865494906902313,
"m": 0.5
},
{
"p": 0.0320819653570652,
"m": 0.5
},
{
"p": 0.15674595534801483,
"m": 0.5
},
{
"p": 0.044976383447647095,
"m": 0.12287504971027374
},
{
"p": 0.06126536801457405,
"m": 0.12044046074151993
},
{
"p": 0.037945207208395004,
"m": 0.10503143072128296
},
{
"p": 0.04718780517578125,
"m": 0.2759845554828644
},
{
"p": 0.09312815964221954,
"m": 0.295905739068985
},
{
"p": 0.03864770010113716,
"m": 0.7939488887786865
},
{
"p": 0.03686172142624855,
"m": 0.9666779637336731
},
{
"p": 0.030338037759065628,
"m": 0.6565337777137756
},
{
"p": 0.11941933631896973,
"m": 1.0
},
{
"p": 0.1557711958885193,
"m": 0.5
},
{
"p": 0.08697620034217834,
"m": 0.5
}
]
},
{
"epoch": 122,
"train_loss": 1.1526899337768555,
"val_loss": 0.9378266930580139,
"acc": 70.57,
"time": 274.59268184900066,
"param": [
{
"p": 0.050067074596881866,
"m": 0.5
},
{
"p": 0.04444155469536781,
"m": 0.5
},
{
"p": 0.1503169685602188,
"m": 0.5
},
{
"p": 0.036158785223960876,
"m": 0.10000000149011612
},
{
"p": 0.06018849462270737,
"m": 0.10903827100992203
},
{
"p": 0.05988438054919243,
"m": 0.11870018392801285
},
{
"p": 0.04651632905006409,
"m": 0.27998408675193787
},
{
"p": 0.08454359322786331,
"m": 0.26999545097351074
},
{
"p": 0.029812054708600044,
"m": 0.8169793486595154
},
{
"p": 0.053735096007585526,
"m": 0.9774563908576965
},
{
"p": 0.04521479830145836,
"m": 0.6939125657081604
},
{
"p": 0.11482545733451843,
"m": 1.0
},
{
"p": 0.14020663499832153,
"m": 0.5
},
{
"p": 0.08408882468938828,
"m": 0.5
}
]
},
{
"epoch": 123,
"train_loss": 1.2167460918426514,
"val_loss": 0.7478565573692322,
"acc": 70.81,
"time": 267.76026832299976,
"param": [
{
"p": 0.048438746482133865,
"m": 0.5
},
{
"p": 0.055677153170108795,
"m": 0.5
},
{
"p": 0.15152892470359802,
"m": 0.5
},
{
"p": 0.05184963345527649,
"m": 0.10000000149011612
},
{
"p": 0.05614090338349342,
"m": 0.10081378370523453
},
{
"p": 0.05978337302803993,
"m": 0.10000000149011612
},
{
"p": 0.048439871519804,
"m": 0.2879645526409149
},
{
"p": 0.08827347308397293,
"m": 0.2702721655368805
},
{
"p": 0.027985883876681328,
"m": 0.8295297026634216
},
{
"p": 0.05625172331929207,
"m": 0.9941095113754272
},
{
"p": 0.044135335832834244,
"m": 0.7221904397010803
},
{
"p": 0.10268842428922653,
"m": 0.9972798228263855
},
{
"p": 0.12659281492233276,
"m": 0.5
},
{
"p": 0.08221372961997986,
"m": 0.5
}
]
},
{
"epoch": 124,
"train_loss": 0.7404166460037231,
"val_loss": 0.9658662676811218,
"acc": 70.95,
"time": 267.6807453699985,
"param": [
{
"p": 0.054352302104234695,
"m": 0.5
},
{
"p": 0.054562758654356,
"m": 0.5
},
{
"p": 0.16246815025806427,
"m": 0.5
},
{
"p": 0.059453073889017105,
"m": 0.10000000149011612
},
{
"p": 0.057825569063425064,
"m": 0.1068960428237915
},
{
"p": 0.025100143626332283,
"m": 0.10000000149011612
},
{
"p": 0.04791440814733505,
"m": 0.3045431077480316
},
{
"p": 0.09266576915979385,
"m": 0.25456762313842773
},
{
"p": 0.023973219096660614,
"m": 0.8115086555480957
},
{
"p": 0.06425337493419647,
"m": 0.9635773301124573
},
{
"p": 0.054033081978559494,
"m": 0.7260043025016785
},
{
"p": 0.0901799201965332,
"m": 0.9987204074859619
},
{
"p": 0.1267869919538498,
"m": 0.5
},
{
"p": 0.08643130213022232,
"m": 0.5
}
]
},
{
"epoch": 125,
"train_loss": 1.0122122764587402,
"val_loss": 0.8961740732192993,
"acc": 71.25,
"time": 265.9522241040031,
"param": [
{
"p": 0.06165027618408203,
"m": 0.5
},
{
"p": 0.05867995321750641,
"m": 0.5
},
{
"p": 0.16312474012374878,
"m": 0.5
},
{
"p": 0.055097922682762146,
"m": 0.11328921467065811
},
{
"p": 0.059650808572769165,
"m": 0.10000000149011612
},
{
"p": 0.0007168272859416902,
"m": 0.10000000149011612
},
{
"p": 0.04356088861823082,
"m": 0.33625680208206177
},
{
"p": 0.09396350383758545,
"m": 0.2593720555305481
},
{
"p": 0.039451029151678085,
"m": 0.7910833954811096
},
{
"p": 0.06350834667682648,
"m": 0.9444789290428162
},
{
"p": 0.06148062273859978,
"m": 0.7385391592979431
},
{
"p": 0.07355881482362747,
"m": 0.9804297089576721
},
{
"p": 0.12915755808353424,
"m": 0.5
},
{
"p": 0.09639883786439896,
"m": 0.5
}
]
},
{
"epoch": 126,
"train_loss": 1.0609631538391113,
"val_loss": 0.7141807079315186,
"acc": 71.43,
"time": 274.934646583999,
"param": [
{
"p": 0.06328301131725311,
"m": 0.5
},
{
"p": 0.0581432469189167,
"m": 0.5
},
{
"p": 0.1635034680366516,
"m": 0.5
},
{
"p": 0.06337320059537888,
"m": 0.10188274830579758
},
{
"p": 0.06739901751279831,
"m": 0.1284262090921402
},
{
"p": 0.0007118972716853023,
"m": 0.10000000149011612
},
{
"p": 0.03221139684319496,
"m": 0.3298795521259308
},
{
"p": 0.08342574536800385,
"m": 0.2616487741470337
},
{
"p": 0.03229106590151787,
"m": 0.7943370342254639
},
{
"p": 0.06151992455124855,
"m": 0.9317531585693359
},
{
"p": 0.06912270188331604,
"m": 0.7355726957321167
},
{
"p": 0.06412811577320099,
"m": 1.0
},
{
"p": 0.1414581686258316,
"m": 0.5
},
{
"p": 0.09942902624607086,
"m": 0.5
}
]
},
{
"epoch": 127,
"train_loss": 0.7603922486305237,
"val_loss": 0.8123234510421753,
"acc": 71.29,
"time": 275.9506135279953,
"param": [
{
"p": 0.07279367744922638,
"m": 0.5
},
{
"p": 0.053978294134140015,
"m": 0.5
},
{
"p": 0.17833131551742554,
"m": 0.5
},
{
"p": 0.0675896629691124,
"m": 0.10000000149011612
},
{
"p": 0.07427767664194107,
"m": 0.10000000149011612
},
{
"p": 0.01103133149445057,
"m": 0.1015772670507431
},
{
"p": 0.01564592681825161,
"m": 0.3446357548236847
},
{
"p": 0.06883780658245087,
"m": 0.19954803586006165
},
{
"p": 0.012817730195820332,
"m": 0.8028250336647034
},
{
"p": 0.06876228004693985,
"m": 0.9351244568824768
},
{
"p": 0.07249580323696136,
"m": 0.775823712348938
},
{
"p": 0.02771889604628086,
"m": 1.0
},
{
"p": 0.16781452298164368,
"m": 0.5
},
{
"p": 0.10790502279996872,
"m": 0.5
}
]
},
{
"epoch": 128,
"train_loss": 0.7820041179656982,
"val_loss": 0.7495831847190857,
"acc": 71.15,
"time": 254.34195267900213,
"param": [
{
"p": 0.07179366797208786,
"m": 0.5
},
{
"p": 0.051292140036821365,
"m": 0.5
},
{
"p": 0.19457802176475525,
"m": 0.5
},
{
"p": 0.07343354821205139,
"m": 0.10000000149011612
},
{
"p": 0.06719057261943817,
"m": 0.10688571631908417
},
{
"p": 0.0007126253913156688,
"m": 0.11099876463413239
},
{
"p": 0.020619483664631844,
"m": 0.33497917652130127
},
{
"p": 0.04865850880742073,
"m": 0.19035328924655914
},
{
"p": 0.02855096198618412,
"m": 0.8205094337463379
},
{
"p": 0.06674733012914658,
"m": 0.9416118860244751
},
{
"p": 0.073109932243824,
"m": 0.8197091221809387
},
{
"p": 0.02600768394768238,
"m": 0.9993436336517334
},
{
"p": 0.1690816432237625,
"m": 0.5
},
{
"p": 0.10822386294603348,
"m": 0.5
}
]
},
{
"epoch": 129,
"train_loss": 0.7835836410522461,
"val_loss": 1.009425163269043,
"acc": 71.66,
"time": 256.91953455899784,
"param": [
{
"p": 0.07109678536653519,
"m": 0.5
},
{
"p": 0.04816256836056709,
"m": 0.5
},
{
"p": 0.19706639647483826,
"m": 0.5
},
{
"p": 0.06779111176729202,
"m": 0.10048355162143707
},
{
"p": 0.054059948772192,
"m": 0.10000000149011612
},
{
"p": 0.012439874932169914,
"m": 0.10531788319349289
},
{
"p": 0.047026824206113815,
"m": 0.31114932894706726
},
{
"p": 0.025533825159072876,
"m": 0.19328810274600983
},
{
"p": 0.024456964805722237,
"m": 0.8394432067871094
},
{
"p": 0.0490606315433979,
"m": 0.9108713865280151
},
{
"p": 0.06361072510480881,
"m": 0.8362398147583008
},
{
"p": 0.07155285030603409,
"m": 0.9953993558883667
},
{
"p": 0.16168014705181122,
"m": 0.5
},
{
"p": 0.10646138340234756,
"m": 0.5
}
]
},
{
"epoch": 130,
"train_loss": 0.7789307236671448,
"val_loss": 0.8524491190910339,
"acc": 71.61,
"time": 263.69944378999935,
"param": [
{
"p": 0.07006954401731491,
"m": 0.5
},
{
"p": 0.04291565343737602,
"m": 0.5
},
{
"p": 0.18825280666351318,
"m": 0.5
},
{
"p": 0.06364211440086365,
"m": 0.13059675693511963
},
{
"p": 0.05157770216464996,
"m": 0.11032549291849136
},
{
"p": 0.029025541618466377,
"m": 0.10693326592445374
},
{
"p": 0.05463487282395363,
"m": 0.3256443738937378
},
{
"p": 0.03476307913661003,
"m": 0.20705066621303558
},
{
"p": 0.030345022678375244,
"m": 0.8199650645256042
},
{
"p": 0.04884535074234009,
"m": 0.908490777015686
},
{
"p": 0.06797172874212265,
"m": 0.8725906014442444
},
{
"p": 0.07508105784654617,
"m": 1.0
},
{
"p": 0.14557257294654846,
"m": 0.5
},
{
"p": 0.09730290621519089,
"m": 0.5
}
]
},
{
"epoch": 131,
"train_loss": 0.9901983737945557,
"val_loss": 0.9130731821060181,
"acc": 71.74,
"time": 263.3570845169961,
"param": [
{
"p": 0.07171996682882309,
"m": 0.5
},
{
"p": 0.0387992262840271,
"m": 0.5
},
{
"p": 0.18467362225055695,
"m": 0.5
},
{
"p": 0.06683483719825745,
"m": 0.11230581253767014
},
{
"p": 0.04890492558479309,
"m": 0.11863158643245697
},
{
"p": 0.031318243592977524,
"m": 0.10000000149011612
},
{
"p": 0.04673853889107704,
"m": 0.26612183451652527
},
{
"p": 0.04075799509882927,
"m": 0.20820939540863037
},
{
"p": 0.02748502790927887,
"m": 0.8255842924118042
},
{
"p": 0.04516349732875824,
"m": 0.8771647810935974
},
{
"p": 0.07546564936637878,
"m": 0.8926026225090027
},
{
"p": 0.07777620851993561,
"m": 0.9829920530319214
},
{
"p": 0.1455167829990387,
"m": 0.5
},
{
"p": 0.09884540736675262,
"m": 0.5
}
]
},
{
"epoch": 132,
"train_loss": 1.2507253885269165,
"val_loss": 0.8398150205612183,
"acc": 70.9,
"time": 268.38494683400495,
"param": [
{
"p": 0.0719386413693428,
"m": 0.5
},
{
"p": 0.03212502971291542,
"m": 0.5
},
{
"p": 0.1858828067779541,
"m": 0.5
},
{
"p": 0.05856176093220711,
"m": 0.10000000149011612
},
{
"p": 0.04410630092024803,
"m": 0.11052479594945908
},
{
"p": 0.04284749552607536,
"m": 0.10486611723899841
},
{
"p": 0.04848555475473404,
"m": 0.2518009543418884
},
{
"p": 0.054531361907720566,
"m": 0.20325380563735962
},
{
"p": 0.02739664725959301,
"m": 0.8224601745605469
},
{
"p": 0.046504318714141846,
"m": 0.8818905353546143
},
{
"p": 0.06880953907966614,
"m": 0.8577585220336914
},
{
"p": 0.07125218212604523,
"m": 1.0
},
{
"p": 0.14406247437000275,
"m": 0.5
},
{
"p": 0.10349591076374054,
"m": 0.5
}
]
},
{
"epoch": 133,
"train_loss": 1.0775644779205322,
"val_loss": 1.000781774520874,
"acc": 72.52,
"time": 267.4092244959975,
"param": [
{
"p": 0.08247002959251404,
"m": 0.5
},
{
"p": 0.010207898914813995,
"m": 0.5
},
{
"p": 0.20479269325733185,
"m": 0.5
},
{
"p": 0.014732993207871914,
"m": 0.11240893602371216
},
{
"p": 0.05452452972531319,
"m": 0.12444732338190079
},
{
"p": 0.06850311905145645,
"m": 0.12091371417045593
},
{
"p": 0.06380486488342285,
"m": 0.2614811956882477
},
{
"p": 0.04712564870715141,
"m": 0.1881076544523239
},
{
"p": 0.006419651675969362,
"m": 0.8038942217826843
},
{
"p": 0.04114123433828354,
"m": 0.8750831484794617
},
{
"p": 0.06044941768050194,
"m": 0.822166919708252
},
{
"p": 0.06302914023399353,
"m": 0.995247483253479
},
{
"p": 0.16060616075992584,
"m": 0.5
},
{
"p": 0.1221926361322403,
"m": 0.5
}
]
},
{
"epoch": 134,
"train_loss": 1.0279581546783447,
"val_loss": 0.8606703281402588,
"acc": 71.33,
"time": 268.7943095090013,
"param": [
{
"p": 0.07434582710266113,
"m": 0.5
},
{
"p": 0.031721845269203186,
"m": 0.5
},
{
"p": 0.20732535421848297,
"m": 0.5
},
{
"p": 0.052957791835069656,
"m": 0.1190621554851532
},
{
"p": 0.059494491666555405,
"m": 0.21201476454734802
},
{
"p": 0.043995313346385956,
"m": 0.23828795552253723
},
{
"p": 0.066883385181427,
"m": 0.20855967700481415
},
{
"p": 0.05469842627644539,
"m": 0.18342271447181702
},
{
"p": 0.0007141916430555284,
"m": 0.7968904972076416
},
{
"p": 0.028668241575360298,
"m": 0.8799042105674744
},
{
"p": 0.051642388105392456,
"m": 0.8164539337158203
},
{
"p": 0.04375329986214638,
"m": 0.9790185689926147
},
{
"p": 0.15907227993011475,
"m": 0.5
},
{
"p": 0.12472718954086304,
"m": 0.5
}
]
},
{
"epoch": 135,
"train_loss": 0.9396642446517944,
"val_loss": 0.8472856283187866,
"acc": 70.51,
"time": 270.4134044859966,
"param": [
{
"p": 0.06966376304626465,
"m": 0.5
},
{
"p": 0.04366657882928848,
"m": 0.5
},
{
"p": 0.2099006175994873,
"m": 0.5
},
{
"p": 0.05554936081171036,
"m": 0.10000000149011612
},
{
"p": 0.054165661334991455,
"m": 0.22369539737701416
},
{
"p": 0.033700160682201385,
"m": 0.2255977988243103
},
{
"p": 0.05633717402815819,
"m": 0.20393815636634827
},
{
"p": 0.02412511222064495,
"m": 0.18259546160697937
},
{
"p": 0.04938448965549469,
"m": 0.781893789768219
},
{
"p": 0.027516912668943405,
"m": 0.9198460578918457
},
{
"p": 0.06034771353006363,
"m": 0.7810243964195251
},
{
"p": 0.0327356718480587,
"m": 0.9906840324401855
},
{
"p": 0.16032174229621887,
"m": 0.5
},
{
"p": 0.12258507311344147,
"m": 0.5
}
]
},
{
"epoch": 136,
"train_loss": 1.3350906372070312,
"val_loss": 0.7630347013473511,
"acc": 71.39,
"time": 267.6133125289998,
"param": [
{
"p": 0.0715251937508583,
"m": 0.5
},
{
"p": 0.04381382465362549,
"m": 0.5
},
{
"p": 0.21021109819412231,
"m": 0.5
},
{
"p": 0.050729233771562576,
"m": 0.10000000149011612
},
{
"p": 0.04806211218237877,
"m": 0.19701644778251648
},
{
"p": 0.026643414050340652,
"m": 0.2622859477996826
},
{
"p": 0.05773117393255234,
"m": 0.22875885665416718
},
{
"p": 0.026288213208317757,
"m": 0.19210977852344513
},
{
"p": 0.05553535744547844,
"m": 0.8179523348808289
},
{
"p": 0.04527666047215462,
"m": 0.9318810105323792
},
{
"p": 0.05162368714809418,
"m": 0.7574129104614258
},
{
"p": 0.031579047441482544,
"m": 1.0
},
{
"p": 0.15821368992328644,
"m": 0.5
},
{
"p": 0.12276735156774521,
"m": 0.5
}
]
},
{
"epoch": 137,
"train_loss": 1.243849754333496,
"val_loss": 0.8179145455360413,
"acc": 70.93,
"time": 265.378568250002,
"param": [
{
"p": 0.08392241597175598,
"m": 0.5
},
{
"p": 0.03563252463936806,
"m": 0.5
},
{
"p": 0.23799555003643036,
"m": 0.5
},
{
"p": 0.04960900545120239,
"m": 0.10000000149011612
},
{
"p": 0.023361237719655037,
"m": 0.18094760179519653
},
{
"p": 0.029226528480648994,
"m": 0.2743961215019226
},
{
"p": 0.06464748084545135,
"m": 0.26973405480384827
},
{
"p": 0.008960038423538208,
"m": 0.1879490613937378
},
{
"p": 0.05649171769618988,
"m": 0.8220252394676208
},
{
"p": 0.04365963861346245,
"m": 0.9241600036621094
},
{
"p": 0.043488819152116776,
"m": 0.7330514192581177
},
{
"p": 0.0007186928414739668,
"m": 1.0
},
{
"p": 0.17825090885162354,
"m": 0.5
},
{
"p": 0.1440354436635971,
"m": 0.5
}
]
},
{
"epoch": 138,
"train_loss": 0.9640110731124878,
"val_loss": 0.917267918586731,
"acc": 72.71,
"time": 263.50161958199897,
"param": [
{
"p": 0.09290304780006409,
"m": 0.5
},
{
"p": 0.02772814966738224,
"m": 0.5
},
{
"p": 0.2593030631542206,
"m": 0.5
},
{
"p": 0.040053561329841614,
"m": 0.10000000149011612
},
{
"p": 0.0007113749743439257,
"m": 0.19481542706489563
},
{
"p": 0.01564219780266285,
"m": 0.3019440174102783
},
{
"p": 0.061392899602651596,
"m": 0.26574137806892395
},
{
"p": 0.012852843850851059,
"m": 0.1858009696006775
},
{
"p": 0.04957985877990723,
"m": 0.8475468158721924
},
{
"p": 0.04098106920719147,
"m": 0.9438871741294861
},
{
"p": 0.04432731494307518,
"m": 0.7037774324417114
},
{
"p": 0.0011646660277619958,
"m": 1.0
},
{
"p": 0.1940132975578308,
"m": 0.5
},
{
"p": 0.1593465954065323,
"m": 0.5
}
]
},
{
"epoch": 139,
"train_loss": 1.1269198656082153,
"val_loss": 1.0079292058944702,
"acc": 71.18,
"time": 238.25941776900436,
"param": [
{
"p": 0.09415121376514435,
"m": 0.5
},
{
"p": 0.008745700120925903,
"m": 0.5
},
{
"p": 0.2568165063858032,
"m": 0.5
},
{
"p": 0.03470108285546303,
"m": 0.10000000149011612
},
{
"p": 0.03563500940799713,
"m": 0.1907254308462143
},
{
"p": 0.019194068387150764,
"m": 0.3136758506298065
},
{
"p": 0.047979686409235,
"m": 0.2902795970439911
},
{
"p": 0.024792276322841644,
"m": 0.19221559166908264
},
{
"p": 0.0497858002781868,
"m": 0.836642324924469
},
{
"p": 0.028610562905669212,
"m": 0.9557331204414368
},
{
"p": 0.04320845007896423,
"m": 0.6907445192337036
},
{
"p": 0.0007052637520246208,
"m": 0.991860568523407
},
{
"p": 0.19275446236133575,
"m": 0.5
},
{
"p": 0.16291993856430054,
"m": 0.5
}
]
},
{
"epoch": 140,
"train_loss": 1.1337358951568604,
"val_loss": 0.9294624328613281,
"acc": 72.13,
"time": 253.00865015999443,
"param": [
{
"p": 0.07960701733827591,
"m": 0.5
},
{
"p": 0.023736361414194107,
"m": 0.5
},
{
"p": 0.22091321647167206,
"m": 0.5
},
{
"p": 0.06230758875608444,
"m": 0.12514853477478027
},
{
"p": 0.04820486158132553,
"m": 0.19871537387371063
},
{
"p": 0.029944688081741333,
"m": 0.3216015100479126
},
{
"p": 0.04409246891736984,
"m": 0.30025506019592285
},
{
"p": 0.05500330403447151,
"m": 0.19672517478466034
},
{
"p": 0.03247061371803284,
"m": 0.8184494972229004
},
{
"p": 0.03255109488964081,
"m": 0.9474340081214905
},
{
"p": 0.05006611719727516,
"m": 0.7399085760116577
},
{
"p": 0.01332102995365858,
"m": 0.9810619354248047
},
{
"p": 0.16473928093910217,
"m": 0.5
},
{
"p": 0.14304226636886597,
"m": 0.5
}
]
},
{
"epoch": 141,
"train_loss": 1.158211588859558,
"val_loss": 0.91470867395401,
"acc": 71.37,
"time": 259.508400642997,
"param": [
{
"p": 0.07004765421152115,
"m": 0.5
},
{
"p": 0.03064497746527195,
"m": 0.5
},
{
"p": 0.21082016825675964,
"m": 0.5
},
{
"p": 0.05706818401813507,
"m": 0.15814340114593506
},
{
"p": 0.055663492530584335,
"m": 0.21410849690437317
},
{
"p": 0.04315701499581337,
"m": 0.3243013024330139
},
{
"p": 0.03549862280488014,
"m": 0.28916284441947937
},
{
"p": 0.05704818665981293,
"m": 0.18873731791973114
},
{
"p": 0.03660991042852402,
"m": 0.7955695390701294
},
{
"p": 0.0423152782022953,
"m": 0.9396201372146606
},
{
"p": 0.059715185314416885,
"m": 0.742390513420105
},
{
"p": 0.01830068975687027,
"m": 0.9797906279563904
},
{
"p": 0.15380394458770752,
"m": 0.5
},
{
"p": 0.1293066442012787,
"m": 0.5
}
]
},
{
"epoch": 142,
"train_loss": 1.3684415817260742,
"val_loss": 0.9456018209457397,
"acc": 72.09,
"time": 262.0523162630052,
"param": [
{
"p": 0.06802158802747726,
"m": 0.5
},
{
"p": 0.011188071221113205,
"m": 0.5
},
{
"p": 0.21299099922180176,
"m": 0.5
},
{
"p": 0.047464918345212936,
"m": 0.20668883621692657
},
{
"p": 0.06929341703653336,
"m": 0.22332806885242462
},
{
"p": 0.056955914944410324,
"m": 0.3132844567298889
},
{
"p": 0.05058828741312027,
"m": 0.3002358376979828
},
{
"p": 0.051030222326517105,
"m": 0.2075076401233673
},
{
"p": 0.044936470687389374,
"m": 0.7571818232536316
},
{
"p": 0.035361502319574356,
"m": 0.9583173990249634
},
{
"p": 0.03929485008120537,
"m": 0.7445862293243408
},
{
"p": 0.025650152936577797,
"m": 0.9824795126914978
},
{
"p": 0.15407471358776093,
"m": 0.5
},
{
"p": 0.13314887881278992,
"m": 0.5
}
]
},
{
"epoch": 143,
"train_loss": 1.2313786745071411,
"val_loss": 0.6815536618232727,
"acc": 71.29,
"time": 265.88264608699683,
"param": [
{
"p": 0.06996333599090576,
"m": 0.5
},
{
"p": 0.017184583470225334,
"m": 0.5
},
{
"p": 0.2294171005487442,
"m": 0.5
},
{
"p": 0.04844709485769272,
"m": 0.2450474053621292
},
{
"p": 0.09163762629032135,
"m": 0.23771823942661285
},
{
"p": 0.06647448241710663,
"m": 0.29859286546707153
},
{
"p": 0.061167292296886444,
"m": 0.3021473288536072
},
{
"p": 0.03264036402106285,
"m": 0.21833796799182892
},
{
"p": 0.028544597327709198,
"m": 0.7602101564407349
},
{
"p": 0.004704378079622984,
"m": 0.956046998500824
},
{
"p": 0.022245610132813454,
"m": 0.7724564075469971
},
{
"p": 0.0035047277342528105,
"m": 0.9800516366958618
},
{
"p": 0.17476597428321838,
"m": 0.5
},
{
"p": 0.14930285513401031,
"m": 0.5
}
]
},
{
"epoch": 144,
"train_loss": 1.3312686681747437,
"val_loss": 0.7830691337585449,
"acc": 72.9,
"time": 253.11448185200425,
"param": [
{
"p": 0.06481637060642242,
"m": 0.5
},
{
"p": 0.02142983488738537,
"m": 0.5
},
{
"p": 0.23003168404102325,
"m": 0.5
},
{
"p": 0.0399712435901165,
"m": 0.29126498103141785
},
{
"p": 0.09028755873441696,
"m": 0.23960068821907043
},
{
"p": 0.0548778660595417,
"m": 0.26707661151885986
},
{
"p": 0.045787472277879715,
"m": 0.30278077721595764
},
{
"p": 0.00803609099239111,
"m": 0.22587557137012482
},
{
"p": 0.02286459319293499,
"m": 0.771706223487854
},
{
"p": 0.028934959322214127,
"m": 0.9645441174507141
},
{
"p": 0.03493601828813553,
"m": 0.7918829917907715
},
{
"p": 0.03364107012748718,
"m": 0.9727519750595093
},
{
"p": 0.17443987727165222,
"m": 0.5
},
{
"p": 0.14994536340236664,
"m": 0.5
}
]
},
{
"epoch": 145,
"train_loss": 1.2685633897781372,
"val_loss": 0.8757472634315491,
"acc": 71.69,
"time": 247.97650392200012,
"param": [
{
"p": 0.05735345557332039,
"m": 0.5
},
{
"p": 0.028799723833799362,
"m": 0.5
},
{
"p": 0.22731050848960876,
"m": 0.5
},
{
"p": 0.02615342102944851,
"m": 0.2996012270450592
},
{
"p": 0.08490737527608871,
"m": 0.18216988444328308
},
{
"p": 0.05118897929787636,
"m": 0.23455795645713806
},
{
"p": 0.02815396711230278,
"m": 0.28944098949432373
},
{
"p": 0.0026482841931283474,
"m": 0.2171725034713745
},
{
"p": 0.020984653383493423,
"m": 0.7737864255905151
},
{
"p": 0.0442955307662487,
"m": 0.9730974435806274
},
{
"p": 0.036703500896692276,
"m": 0.7926066517829895
},
{
"p": 0.0654822289943695,
"m": 0.9817954897880554
},
{
"p": 0.17535066604614258,
"m": 0.5
},
{
"p": 0.1506677120923996,
"m": 0.5
}
]
},
{
"epoch": 146,
"train_loss": 1.0372620820999146,
"val_loss": 0.9550245404243469,
"acc": 71.68,
"time": 248.50368492899725,
"param": [
{
"p": 0.06188952550292015,
"m": 0.5
},
{
"p": 0.02243727445602417,
"m": 0.5
},
{
"p": 0.24121317267417908,
"m": 0.5
},
{
"p": 0.008133959956467152,
"m": 0.2646248936653137
},
{
"p": 0.08006229251623154,
"m": 0.12984102964401245
},
{
"p": 0.02962421253323555,
"m": 0.2133289873600006
},
{
"p": 0.0007129914592951536,
"m": 0.2611900866031647
},
{
"p": 0.024682428687810898,
"m": 0.20896117389202118
},
{
"p": 0.02103782258927822,
"m": 0.7668426632881165
},
{
"p": 0.055679965764284134,
"m": 0.9949682950973511
},
{
"p": 0.03573251888155937,
"m": 0.8122838735580444
},
{
"p": 0.07667440176010132,
"m": 0.9436134696006775
},
{
"p": 0.18437343835830688,
"m": 0.5
},
{
"p": 0.15774603188037872,
"m": 0.5
}
]
},
{
"epoch": 147,
"train_loss": 1.0571129322052002,
"val_loss": 0.7289209365844727,
"acc": 71.83,
"time": 240.55518759099505,
"param": [
{
"p": 0.06075010821223259,
"m": 0.5
},
{
"p": 0.02207270823419094,
"m": 0.5
},
{
"p": 0.24431158602237701,
"m": 0.5
},
{
"p": 0.013784408569335938,
"m": 0.26213493943214417
},
{
"p": 0.07322247326374054,
"m": 0.10000000149011612
},
{
"p": 0.041936084628105164,
"m": 0.16991257667541504
},
{
"p": 0.0018357440130785108,
"m": 0.25595444440841675
},
{
"p": 0.017774146050214767,
"m": 0.19811849296092987
},
{
"p": 0.016104446724057198,
"m": 0.7701722383499146
},
{
"p": 0.043523646891117096,
"m": 1.0
},
{
"p": 0.03840240463614464,
"m": 0.8362372517585754
},
{
"p": 0.08205385506153107,
"m": 0.9128283262252808
},
{
"p": 0.18414880335330963,
"m": 0.5
},
{
"p": 0.16007961332798004,
"m": 0.5
}
]
},
{
"epoch": 148,
"train_loss": 1.0919320583343506,
"val_loss": 0.9278603792190552,
"acc": 72.12,
"time": 256.17361088300095,
"param": [
{
"p": 0.06383228302001953,
"m": 0.5
},
{
"p": 0.0069515286013484,
"m": 0.5
},
{
"p": 0.23355136811733246,
"m": 0.5
},
{
"p": 0.04279271140694618,
"m": 0.2616790235042572
},
{
"p": 0.07089581340551376,
"m": 0.10152864456176758
},
{
"p": 0.0351695641875267,
"m": 0.13088147342205048
},
{
"p": 0.006302272900938988,
"m": 0.2582038938999176
},
{
"p": 0.009579128585755825,
"m": 0.2144981324672699
},
{
"p": 0.03991479426622391,
"m": 0.7469460368156433
},
{
"p": 0.02835233509540558,
"m": 0.996878445148468
},
{
"p": 0.0626734122633934,
"m": 0.8285785913467407
},
{
"p": 0.07754889875650406,
"m": 0.9107974171638489
},
{
"p": 0.17327572405338287,
"m": 0.5
},
{
"p": 0.1491602659225464,
"m": 0.5
}
]
},
{
"epoch": 149,
"train_loss": 1.3228307962417603,
"val_loss": 0.7173948287963867,
"acc": 71.47,
"time": 252.29500302100496,
"param": [
{
"p": 0.059178758412599564,
"m": 0.5
},
{
"p": 0.019438089802861214,
"m": 0.5
},
{
"p": 0.2108631730079651,
"m": 0.5
},
{
"p": 0.024624494835734367,
"m": 0.251718133687973
},
{
"p": 0.06470412760972977,
"m": 0.10000000149011612
},
{
"p": 0.025719910860061646,
"m": 0.13032804429531097
},
{
"p": 0.0288341473788023,
"m": 0.24874120950698853
},
{
"p": 0.0671670064330101,
"m": 0.2591305077075958
},
{
"p": 0.04299651086330414,
"m": 0.718431293964386
},
{
"p": 0.031043678522109985,
"m": 0.9967968463897705
},
{
"p": 0.05592329427599907,
"m": 0.8284809589385986
},
{
"p": 0.07133925706148148,
"m": 0.9153651595115662
},
{
"p": 0.1609368771314621,
"m": 0.5
},
{
"p": 0.13723070919513702,
"m": 0.5
}
]
},
{
"epoch": 150,
"train_loss": 1.1022686958312988,
"val_loss": 0.9164723753929138,
"acc": 71.88,
"time": 274.670663101002,
"param": [
{
"p": 0.04842069745063782,
"m": 0.5
},
{
"p": 0.03498050197958946,
"m": 0.5
},
{
"p": 0.2078712433576584,
"m": 0.5
},
{
"p": 0.024736441671848297,
"m": 0.24443455040454865
},
{
"p": 0.06189553439617157,
"m": 0.10000000149011612
},
{
"p": 0.026234740391373634,
"m": 0.1120423898100853
},
{
"p": 0.03685391694307327,
"m": 0.26434653997421265
},
{
"p": 0.08333905041217804,
"m": 0.23649026453495026
},
{
"p": 0.03198018670082092,
"m": 0.6879846453666687
},
{
"p": 0.022985707968473434,
"m": 1.0
},
{
"p": 0.044926274567842484,
"m": 0.8618842363357544
},
{
"p": 0.06659310311079025,
"m": 0.931056559085846
},
{
"p": 0.16710713505744934,
"m": 0.5
},
{
"p": 0.14207549393177032,
"m": 0.5
}
]
},
{
"epoch": 151,
"train_loss": 1.164945125579834,
"val_loss": 0.9679253101348877,
"acc": 71.62,
"time": 264.40874017900205,
"param": [
{
"p": 0.05261242017149925,
"m": 0.5
},
{
"p": 0.023214111104607582,
"m": 0.5
},
{
"p": 0.19918201863765717,
"m": 0.5
},
{
"p": 0.041768185794353485,
"m": 0.2681533396244049
},
{
"p": 0.04763554036617279,
"m": 0.10000000149011612
},
{
"p": 0.03808020055294037,
"m": 0.1015370711684227
},
{
"p": 0.03274115175008774,
"m": 0.29610005021095276
},
{
"p": 0.0835467278957367,
"m": 0.1945330947637558
},
{
"p": 0.03582114353775978,
"m": 0.7094155550003052
},
{
"p": 0.050472699105739594,
"m": 0.9907833933830261
},
{
"p": 0.052041564136743546,
"m": 0.8393721580505371
},
{
"p": 0.06058491766452789,
"m": 0.9094952344894409
},
{
"p": 0.14757773280143738,
"m": 0.5
},
{
"p": 0.13472165167331696,
"m": 0.5
}
]
},
{
"epoch": 152,
"train_loss": 1.1341413259506226,
"val_loss": 0.906836748123169,
"acc": 71.69,
"time": 273.25030129600054,
"param": [
{
"p": 0.061823710799217224,
"m": 0.5
},
{
"p": 0.02623133547604084,
"m": 0.5
},
{
"p": 0.2006588876247406,
"m": 0.5
},
{
"p": 0.03820601850748062,
"m": 0.2456216663122177
},
{
"p": 0.0283754151314497,
"m": 0.10402877628803253
},
{
"p": 0.050392575562000275,
"m": 0.10000000149011612
},
{
"p": 0.030802898108959198,
"m": 0.3261379301548004
},
{
"p": 0.08252967894077301,
"m": 0.16124488413333893
},
{
"p": 0.043042801320552826,
"m": 0.714741051197052
},
{
"p": 0.0681428387761116,
"m": 0.9975184202194214
},
{
"p": 0.027715643867850304,
"m": 0.8861889839172363
},
{
"p": 0.0596664659678936,
"m": 0.9354258179664612
},
{
"p": 0.1467035710811615,
"m": 0.5
},
{
"p": 0.13570815324783325,
"m": 0.5
}
]
},
{
"epoch": 153,
"train_loss": 1.0412970781326294,
"val_loss": 0.8649685978889465,
"acc": 72.32,
"time": 267.1938599319983,
"param": [
{
"p": 0.06562463194131851,
"m": 0.5
},
{
"p": 0.016486207023262978,
"m": 0.5
},
{
"p": 0.1897171586751938,
"m": 0.5
},
{
"p": 0.011656529270112514,
"m": 0.26556313037872314
},
{
"p": 0.032803650945425034,
"m": 0.10975628346204758
},
{
"p": 0.059066273272037506,
"m": 0.10502932965755463
},
{
"p": 0.03923693299293518,
"m": 0.325688898563385
},
{
"p": 0.09147077053785324,
"m": 0.12007424980401993
},
{
"p": 0.04566967487335205,
"m": 0.7445092797279358
},
{
"p": 0.047192130237817764,
"m": 0.9156356453895569
},
{
"p": 0.05689674988389015,
"m": 0.8896818161010742
},
{
"p": 0.05507753789424896,
"m": 0.9468970894813538
},
{
"p": 0.147952139377594,
"m": 0.5
},
{
"p": 0.14114974439144135,
"m": 0.5
}
]
},
{
"epoch": 154,
"train_loss": 1.2209562063217163,
"val_loss": 0.8065351843833923,
"acc": 72.69,
"time": 269.98249495400523,
"param": [
{
"p": 0.06195882335305214,
"m": 0.5
},
{
"p": 0.028492314741015434,
"m": 0.5
},
{
"p": 0.17484787106513977,
"m": 0.5
},
{
"p": 0.042989831417798996,
"m": 0.2657258212566376
},
{
"p": 0.036106210201978683,
"m": 0.11240915954113007
},
{
"p": 0.0510505773127079,
"m": 0.11074530333280563
},
{
"p": 0.047625139355659485,
"m": 0.295871764421463
},
{
"p": 0.09201426804065704,
"m": 0.14547058939933777
},
{
"p": 0.04666837304830551,
"m": 0.702335000038147
},
{
"p": 0.04708876833319664,
"m": 0.9149952530860901
},
{
"p": 0.05350080132484436,
"m": 0.8665398359298706
},
{
"p": 0.04932313784956932,
"m": 0.9219838380813599
},
{
"p": 0.1368061900138855,
"m": 0.5
},
{
"p": 0.13152769207954407,
"m": 0.5
}
]
},
{
"epoch": 155,
"train_loss": 0.8425916433334351,
"val_loss": 0.8058986067771912,
"acc": 72.34,
"time": 254.70212286899914,
"param": [
{
"p": 0.053276028484106064,
"m": 0.5
},
{
"p": 0.016241222620010376,
"m": 0.5
},
{
"p": 0.18154633045196533,
"m": 0.5
},
{
"p": 0.08995664119720459,
"m": 0.23779307305812836
},
{
"p": 0.03965369984507561,
"m": 0.11939083784818649
},
{
"p": 0.06782029569149017,
"m": 0.15228572487831116
},
{
"p": 0.0661650076508522,
"m": 0.22708760201931
},
{
"p": 0.10350172221660614,
"m": 0.16795668005943298
},
{
"p": 0.0020256752613931894,
"m": 0.6803884506225586
},
{
"p": 0.038350000977516174,
"m": 0.888576328754425
},
{
"p": 0.03226872533559799,
"m": 0.8173877000808716
},
{
"p": 0.03394530341029167,
"m": 0.9094563126564026
},
{
"p": 0.14079609513282776,
"m": 0.5
},
{
"p": 0.1344531774520874,
"m": 0.5
}
]
},
{
"epoch": 156,
"train_loss": 0.905016303062439,
"val_loss": 0.9383353590965271,
"acc": 72.32,
"time": 278.6998463100026,
"param": [
{
"p": 0.04041634127497673,
"m": 0.5
},
{
"p": 0.004350734408944845,
"m": 0.5
},
{
"p": 0.20014232397079468,
"m": 0.5
},
{
"p": 0.10558205842971802,
"m": 0.2546388506889343
},
{
"p": 0.03127025440335274,
"m": 0.11605679243803024
},
{
"p": 0.08415522426366806,
"m": 0.13091139495372772
},
{
"p": 0.06549322605133057,
"m": 0.23704583942890167
},
{
"p": 0.10330556333065033,
"m": 0.15345755219459534
},
{
"p": 0.0007139512454159558,
"m": 0.669186532497406
},
{
"p": 0.017997322604060173,
"m": 0.8607653379440308
},
{
"p": 0.002744430210441351,
"m": 0.810425877571106
},
{
"p": 0.016673363745212555,
"m": 0.9228290319442749
},
{
"p": 0.16819573938846588,
"m": 0.5
},
{
"p": 0.15895947813987732,
"m": 0.5
}
]
},
{
"epoch": 157,
"train_loss": 0.9123766422271729,
"val_loss": 0.8824153542518616,
"acc": 72.12,
"time": 270.9009370490021,
"param": [
{
"p": 0.02452578768134117,
"m": 0.5
},
{
"p": 0.04962573200464249,
"m": 0.5
},
{
"p": 0.19659006595611572,
"m": 0.5
},
{
"p": 0.10943268984556198,
"m": 0.24673637747764587
},
{
"p": 0.010476340539753437,
"m": 0.10227330774068832
},
{
"p": 0.08092561364173889,
"m": 0.12511767446994781
},
{
"p": 0.06551690399646759,
"m": 0.22798335552215576
},
{
"p": 0.09440688788890839,
"m": 0.12658245861530304
},
{
"p": 0.00225266395136714,
"m": 0.664441704750061
},
{
"p": 0.000704158388543874,
"m": 0.8379952311515808
},
{
"p": 0.012921019457280636,
"m": 0.802207887172699
},
{
"p": 0.02135404385626316,
"m": 0.9292907118797302
},
{
"p": 0.1657344549894333,
"m": 0.5
},
{
"p": 0.1655336618423462,
"m": 0.5
}
]
},
{
"epoch": 158,
"train_loss": 1.3651798963546753,
"val_loss": 0.7541306018829346,
"acc": 70.98,
"time": 267.71076397100114,
"param": [
{
"p": 0.03128216415643692,
"m": 0.5
},
{
"p": 0.042143695056438446,
"m": 0.5
},
{
"p": 0.18699021637439728,
"m": 0.5
},
{
"p": 0.09356804192066193,
"m": 0.2676841616630554
},
{
"p": 0.014046813361346722,
"m": 0.11639601737260818
},
{
"p": 0.07554730027914047,
"m": 0.13196150958538055
},
{
"p": 0.05177607387304306,
"m": 0.21416258811950684
},
{
"p": 0.0858258306980133,
"m": 0.10000000149011612
},
{
"p": 0.03790191188454628,
"m": 0.6605780720710754
},
{
"p": 0.005649677477777004,
"m": 0.8422898054122925
},
{
"p": 0.01381249725818634,
"m": 0.8113018870353699
},
{
"p": 0.0562642402946949,
"m": 0.9141538143157959
},
{
"p": 0.15237464010715485,
"m": 0.5
},
{
"p": 0.1528170108795166,
"m": 0.5
}
]
},
{
"epoch": 159,
"train_loss": 1.119064211845398,
"val_loss": 0.8957408666610718,
"acc": 71.75,
"time": 273.9313933949961,
"param": [
{
"p": 0.034004174172878265,
"m": 0.5
},
{
"p": 0.02796723134815693,
"m": 0.5
},
{
"p": 0.18463197350502014,
"m": 0.5
},
{
"p": 0.08936382085084915,
"m": 0.2607068419456482
},
{
"p": 0.010694206692278385,
"m": 0.10506348311901093
},
{
"p": 0.0718710869550705,
"m": 0.10837262123823166
},
{
"p": 0.05230315029621124,
"m": 0.2202719748020172
},
{
"p": 0.08711864799261093,
"m": 0.10087379068136215
},
{
"p": 0.03498629853129387,
"m": 0.6576389074325562
},
{
"p": 0.03338230401277542,
"m": 0.8333617448806763
},
{
"p": 0.000718266936019063,
"m": 0.8706199526786804
},
{
"p": 0.06203877180814743,
"m": 0.9048039317131042
},
{
"p": 0.15201161801815033,
"m": 0.5
},
{
"p": 0.1589083969593048,
"m": 0.5
}
]
},
{
"epoch": 160,
"train_loss": 1.2138731479644775,
"val_loss": 0.9201404452323914,
"acc": 71.58,
"time": 268.1781766610002,
"param": [
{
"p": 0.02180524729192257,
"m": 0.5
},
{
"p": 0.0055968076921999454,
"m": 0.5
},
{
"p": 0.1810208112001419,
"m": 0.5
},
{
"p": 0.09495595842599869,
"m": 0.263849139213562
},
{
"p": 0.003164503024891019,
"m": 0.10051998496055603
},
{
"p": 0.06219623610377312,
"m": 0.10000000149011612
},
{
"p": 0.059725672006607056,
"m": 0.18482011556625366
},
{
"p": 0.08207929879426956,
"m": 0.10112683475017548
},
{
"p": 0.02147672325372696,
"m": 0.6683018207550049
},
{
"p": 0.034909628331661224,
"m": 0.8556807637214661
},
{
"p": 0.04168585315346718,
"m": 0.877310574054718
},
{
"p": 0.062375735491514206,
"m": 0.9304268956184387
},
{
"p": 0.15607638657093048,
"m": 0.5
},
{
"p": 0.17293111979961395,
"m": 0.5
}
]
},
{
"epoch": 161,
"train_loss": 0.9138364195823669,
"val_loss": 0.8909810781478882,
"acc": 70.72,
"time": 257.6576368410024,
"param": [
{
"p": 0.05669962242245674,
"m": 0.5
},
{
"p": 0.04302200675010681,
"m": 0.5
},
{
"p": 0.13929274678230286,
"m": 0.5
},
{
"p": 0.09046568721532822,
"m": 0.2771151065826416
},
{
"p": 0.13111111521720886,
"m": 0.11158173531293869
},
{
"p": 0.009560611099004745,
"m": 0.10000000149011612
},
{
"p": 0.04578327387571335,
"m": 0.157427117228508
},
{
"p": 0.03901229053735733,
"m": 0.1461150199174881
},
{
"p": 0.04676327481865883,
"m": 0.6654634475708008
},
{
"p": 0.04664751514792442,
"m": 0.8830009698867798
},
{
"p": 0.04758920893073082,
"m": 0.8851903080940247
},
{
"p": 0.05551980808377266,
"m": 0.9387816190719604
},
{
"p": 0.11252063512802124,
"m": 0.5
},
{
"p": 0.13601213693618774,
"m": 0.5
}
]
},
{
"epoch": 162,
"train_loss": 1.1416232585906982,
"val_loss": 0.8003271818161011,
"acc": 71.52,
"time": 249.112661000996,
"param": [
{
"p": 0.06651526689529419,
"m": 0.5
},
{
"p": 0.04102407768368721,
"m": 0.5
},
{
"p": 0.1280236542224884,
"m": 0.5
},
{
"p": 0.09135574102401733,
"m": 0.23730136454105377
},
{
"p": 0.1682061403989792,
"m": 0.12959487736225128
},
{
"p": 0.0022998114582151175,
"m": 0.10000000149011612
},
{
"p": 0.040124792605638504,
"m": 0.15970443189144135
},
{
"p": 0.03165047615766525,
"m": 0.16105543076992035
},
{
"p": 0.04936878755688667,
"m": 0.672602117061615
},
{
"p": 0.04848404601216316,
"m": 0.8763580322265625
},
{
"p": 0.0500619001686573,
"m": 0.878125786781311
},
{
"p": 0.03834150359034538,
"m": 0.928688645362854
},
{
"p": 0.10143920034170151,
"m": 0.5
},
{
"p": 0.14310458302497864,
"m": 0.5
}
]
},
{
"epoch": 163,
"train_loss": 0.9269049763679504,
"val_loss": 0.852897584438324,
"acc": 71.58,
"time": 255.44555444700381,
"param": [
{
"p": 0.05661522597074509,
"m": 0.5
},
{
"p": 0.036043427884578705,
"m": 0.5
},
{
"p": 0.14070555567741394,
"m": 0.5
},
{
"p": 0.08594769239425659,
"m": 0.1659708470106125
},
{
"p": 0.15973150730133057,
"m": 0.22182489931583405
},
{
"p": 0.023132450878620148,
"m": 0.10000000149011612
},
{
"p": 0.02187759429216385,
"m": 0.15624387562274933
},
{
"p": 0.03844474256038666,
"m": 0.16737160086631775
},
{
"p": 0.06006937101483345,
"m": 0.6679532527923584
},
{
"p": 0.04687587916851044,
"m": 0.9235433340072632
},
{
"p": 0.05029136687517166,
"m": 0.8238584995269775
},
{
"p": 0.04993561655282974,
"m": 0.9436230659484863
},
{
"p": 0.10181447863578796,
"m": 0.5
},
{
"p": 0.12851502001285553,
"m": 0.5
}
]
},
{
"epoch": 164,
"train_loss": 1.1131559610366821,
"val_loss": 0.9501286149024963,
"acc": 71.67,
"time": 241.46763461299997,
"param": [
{
"p": 0.06808333098888397,
"m": 0.5
},
{
"p": 0.01782403513789177,
"m": 0.5
},
{
"p": 0.14580361545085907,
"m": 0.5
},
{
"p": 0.10063787549734116,
"m": 0.20010259747505188
},
{
"p": 0.17598862946033478,
"m": 0.2104153335094452
},
{
"p": 0.013106107711791992,
"m": 0.10056886076927185
},
{
"p": 0.000710920081473887,
"m": 0.17444273829460144
},
{
"p": 0.01723336987197399,
"m": 0.15394163131713867
},
{
"p": 0.06393575668334961,
"m": 0.6744271516799927
},
{
"p": 0.04009884223341942,
"m": 0.8961950540542603
},
{
"p": 0.03568842262029648,
"m": 0.7673459053039551
},
{
"p": 0.05079809948801994,
"m": 0.981842577457428
},
{
"p": 0.12389657646417618,
"m": 0.5
},
{
"p": 0.1461944282054901,
"m": 0.5
}
]
},
{
"epoch": 165,
"train_loss": 1.6429240703582764,
"val_loss": 0.9728166460990906,
"acc": 71.62,
"time": 244.55820809099532,
"param": [
{
"p": 0.0602734349668026,
"m": 0.5
},
{
"p": 0.010340629145503044,
"m": 0.5
},
{
"p": 0.13462096452713013,
"m": 0.5
},
{
"p": 0.10335053503513336,
"m": 0.12347104400396347
},
{
"p": 0.18007977306842804,
"m": 0.13579587638378143
},
{
"p": 0.046581994742155075,
"m": 0.10479283332824707
},
{
"p": 0.0007176538347266614,
"m": 0.17934827506542206
},
{
"p": 0.0007176538347266614,
"m": 0.18248054385185242
},
{
"p": 0.06852113455533981,
"m": 0.7040778398513794
},
{
"p": 0.014071272686123848,
"m": 0.8914930820465088
},
{
"p": 0.052029117941856384,
"m": 0.7688685059547424
},
{
"p": 0.04578984156250954,
"m": 0.9991331100463867
},
{
"p": 0.1281052529811859,
"m": 0.5
},
{
"p": 0.15480069816112518,
"m": 0.5
}
]
},
{
"epoch": 166,
"train_loss": 1.1139243841171265,
"val_loss": 1.0726553201675415,
"acc": 70.89,
"time": 243.25556166399474,
"param": [
{
"p": 0.058675479143857956,
"m": 0.5
},
{
"p": 0.03645524010062218,
"m": 0.5
},
{
"p": 0.1280631273984909,
"m": 0.5
},
{
"p": 0.10219906270503998,
"m": 0.10000000149011612
},
{
"p": 0.17475423216819763,
"m": 0.1031242161989212
},
{
"p": 0.04714527726173401,
"m": 0.12776118516921997
},
{
"p": 0.0020474770572036505,
"m": 0.1785970777273178
},
{
"p": 0.0011727045057341456,
"m": 0.1883808672428131
},
{
"p": 0.0735018253326416,
"m": 0.6676211953163147
},
{
"p": 0.005652564112097025,
"m": 0.8808040618896484
},
{
"p": 0.05517066642642021,
"m": 0.7900481820106506
},
{
"p": 0.04066722095012665,
"m": 1.0
},
{
"p": 0.12253595888614655,
"m": 0.5
},
{
"p": 0.15195925533771515,
"m": 0.5
}
]
},
{
"epoch": 167,
"train_loss": 1.0128164291381836,
"val_loss": 0.7342043519020081,
"acc": 70.69,
"time": 238.5659630730006,
"param": [
{
"p": 0.05927673727273941,
"m": 0.5
},
{
"p": 0.028493234887719154,
"m": 0.5
},
{
"p": 0.12360251694917679,
"m": 0.5
},
{
"p": 0.09393250942230225,
"m": 0.10000000149011612
},
{
"p": 0.16523100435733795,
"m": 0.10237426310777664
},
{
"p": 0.06292954087257385,
"m": 0.10493208467960358
},
{
"p": 0.024899277836084366,
"m": 0.18233466148376465
},
{
"p": 0.01647312007844448,
"m": 0.19463305175304413
},
{
"p": 0.0786389485001564,
"m": 0.589249849319458
},
{
"p": 0.0007188905728980899,
"m": 0.8845176100730896
},
{
"p": 0.07091107964515686,
"m": 0.7788279056549072
},
{
"p": 0.021275697275996208,
"m": 1.0
},
{
"p": 0.10902208834886551,
"m": 0.5
},
{
"p": 0.14459528028964996,
"m": 0.5
}
]
},
{
"epoch": 168,
"train_loss": 1.2766597270965576,
"val_loss": 0.846052348613739,
"acc": 71.17,
"time": 259.3284629990012,
"param": [
{
"p": 0.06037500128149986,
"m": 0.5
},
{
"p": 0.03804844245314598,
"m": 0.5
},
{
"p": 0.14111299812793732,
"m": 0.5
},
{
"p": 0.08313842862844467,
"m": 0.10328511893749237
},
{
"p": 0.1548619419336319,
"m": 0.1002853661775589
},
{
"p": 0.05952715873718262,
"m": 0.12269318103790283
},
{
"p": 0.01866980828344822,
"m": 0.16770097613334656
},
{
"p": 0.01832674629986286,
"m": 0.18397313356399536
},
{
"p": 0.07922620326280594,
"m": 0.6167498826980591
},
{
"p": 0.03594258055090904,
"m": 0.8883979916572571
},
{
"p": 0.07539346069097519,
"m": 0.7691136598587036
},
{
"p": 0.010578148066997528,
"m": 0.9995706081390381
},
{
"p": 0.09061076492071152,
"m": 0.5
},
{
"p": 0.13418832421302795,
"m": 0.5
}
]
},
{
"epoch": 169,
"train_loss": 1.347286581993103,
"val_loss": 0.7268722057342529,
"acc": 71.6,
"time": 256.01761230700504,
"param": [
{
"p": 0.06365155428647995,
"m": 0.5
},
{
"p": 0.025597920641303062,
"m": 0.5
},
{
"p": 0.13256745040416718,
"m": 0.5
},
{
"p": 0.09084717184305191,
"m": 0.11845909059047699
},
{
"p": 0.16788215935230255,
"m": 0.13360655307769775
},
{
"p": 0.029264114797115326,
"m": 0.12794065475463867
},
{
"p": 0.01634989306330681,
"m": 0.15700672566890717
},
{
"p": 0.04047612100839615,
"m": 0.19313062727451324
},
{
"p": 0.08395367115736008,
"m": 0.6116449236869812
},
{
"p": 0.004349873401224613,
"m": 0.8437910676002502
},
{
"p": 0.10320968180894852,
"m": 0.773665189743042
},
{
"p": 0.011354677379131317,
"m": 0.9962606430053711
},
{
"p": 0.07843214273452759,
"m": 0.5
},
{
"p": 0.1520635038614273,
"m": 0.5
}
]
},
{
"epoch": 170,
"train_loss": 1.4471428394317627,
"val_loss": 0.8545055389404297,
"acc": 71.6,
"time": 255.72253931999876,
"param": [
{
"p": 0.06665440648794174,
"m": 0.5
},
{
"p": 0.0035721759777516127,
"m": 0.5
},
{
"p": 0.138228639960289,
"m": 0.5
},
{
"p": 0.08049167692661285,
"m": 0.10757621377706528
},
{
"p": 0.17326755821704865,
"m": 0.11176332086324692
},
{
"p": 0.013046258129179478,
"m": 0.10737796127796173
},
{
"p": 0.02522163651883602,
"m": 0.17452403903007507
},
{
"p": 0.03459988161921501,
"m": 0.18138466775417328
},
{
"p": 0.0844055563211441,
"m": 0.6166728734970093
},
{
"p": 0.020167773589491844,
"m": 0.8365877270698547
},
{
"p": 0.10922402888536453,
"m": 0.8079658150672913
},
{
"p": 0.02509428933262825,
"m": 0.9954367280006409
},
{
"p": 0.0681733638048172,
"m": 0.5
},
{
"p": 0.1578526794910431,
"m": 0.5
}
]
},
{
"epoch": 171,
"train_loss": 1.035657525062561,
"val_loss": 0.9163740277290344,
"acc": 72.19,
"time": 251.93624312700558,
"param": [
{
"p": 0.0689070001244545,
"m": 0.5
},
{
"p": 0.012396621517837048,
"m": 0.5
},
{
"p": 0.13608573377132416,
"m": 0.5
},
{
"p": 0.05560049042105675,
"m": 0.10000000149011612
},
{
"p": 0.21104848384857178,
"m": 0.13016006350517273
},
{
"p": 0.0033973436802625656,
"m": 0.10447020828723907
},
{
"p": 0.001635055523365736,
"m": 0.17649969458580017
},
{
"p": 0.037374354898929596,
"m": 0.1474442183971405
},
{
"p": 0.09211434423923492,
"m": 0.6728629469871521
},
{
"p": 0.02734432741999626,
"m": 0.8030275702476501
},
{
"p": 0.12689658999443054,
"m": 0.7507367730140686
},
{
"p": 0.00198334245942533,
"m": 1.0
},
{
"p": 0.03081139549612999,
"m": 0.5
},
{
"p": 0.19440484046936035,
"m": 0.5
}
]
},
{
"epoch": 172,
"train_loss": 1.0237435102462769,
"val_loss": 0.8079755306243896,
"acc": 71.75,
"time": 246.90925810299814,
"param": [
{
"p": 0.06252466887235641,
"m": 0.5
},
{
"p": 0.021503526717424393,
"m": 0.5
},
{
"p": 0.11418846249580383,
"m": 0.5
},
{
"p": 0.04546007141470909,
"m": 0.1001199334859848
},
{
"p": 0.20353393256664276,
"m": 0.10000000149011612
},
{
"p": 0.03140859305858612,
"m": 0.10081707686185837
},
{
"p": 0.009759755805134773,
"m": 0.17217448353767395
},
{
"p": 0.010116882622241974,
"m": 0.1372680515050888
},
{
"p": 0.08182291686534882,
"m": 0.7096511721611023
},
{
"p": 0.034873124212026596,
"m": 0.7985116243362427
},
{
"p": 0.11381980031728745,
"m": 0.7338220477104187
},
{
"p": 0.01875052973628044,
"m": 1.0
},
{
"p": 0.06299500912427902,
"m": 0.5
},
{
"p": 0.18924278020858765,
"m": 0.5
}
]
},
{
"epoch": 173,
"train_loss": 0.9024450182914734,
"val_loss": 0.986728847026825,
"acc": 71.43,
"time": 246.4806124720053,
"param": [
{
"p": 0.06662400811910629,
"m": 0.5
},
{
"p": 0.019541747868061066,
"m": 0.5
},
{
"p": 0.09829601645469666,
"m": 0.5
},
{
"p": 0.070322185754776,
"m": 0.12302501499652863
},
{
"p": 0.20633038878440857,
"m": 0.10000000149011612
},
{
"p": 0.03203760087490082,
"m": 0.10000000149011612
},
{
"p": 0.0009435450192540884,
"m": 0.16190014779567719
},
{
"p": 0.0007179390522651374,
"m": 0.14301596581935883
},
{
"p": 0.08134674280881882,
"m": 0.6938211917877197
},
{
"p": 0.023241741582751274,
"m": 0.8360121846199036
},
{
"p": 0.1089809462428093,
"m": 0.7480436563491821
},
{
"p": 0.0007179390522651374,
"m": 0.9986085891723633
},
{
"p": 0.09839563071727753,
"m": 0.5
},
{
"p": 0.1925036460161209,
"m": 0.5
}
]
},
{
"epoch": 174,
"train_loss": 1.1694386005401611,
"val_loss": 1.2198702096939087,
"acc": 71.14,
"time": 244.96200853900518,
"param": [
{
"p": 0.06346536427736282,
"m": 0.5
},
{
"p": 0.02102859877049923,
"m": 0.5
},
{
"p": 0.10040302574634552,
"m": 0.5
},
{
"p": 0.0658910721540451,
"m": 0.1463792473077774
},
{
"p": 0.16858002543449402,
"m": 0.10000000149011612
},
{
"p": 0.028547540307044983,
"m": 0.10604161769151688
},
{
"p": 0.05004548653960228,
"m": 0.18342022597789764
},
{
"p": 0.04238627105951309,
"m": 0.16026587784290314
},
{
"p": 0.06253332644701004,
"m": 0.6505060195922852
},
{
"p": 0.0566561184823513,
"m": 0.8438644409179688
},
{
"p": 0.08881396055221558,
"m": 0.7960419654846191
},
{
"p": 0.0021183013450354338,
"m": 1.0
},
{
"p": 0.08988768607378006,
"m": 0.5
},
{
"p": 0.15964330732822418,
"m": 0.5
}
]
},
{
"epoch": 175,
"train_loss": 0.7207485437393188,
"val_loss": 0.8022456169128418,
"acc": 70.99,
"time": 278.2465219730002,
"param": [
{
"p": 0.05710413306951523,
"m": 0.5
},
{
"p": 0.004193285945802927,
"m": 0.5
},
{
"p": 0.10289739817380905,
"m": 0.5
},
{
"p": 0.06769634783267975,
"m": 0.16132569313049316
},
{
"p": 0.17054930329322815,
"m": 0.10000000149011612
},
{
"p": 0.02236362360417843,
"m": 0.10929451137781143
},
{
"p": 0.05325894430279732,
"m": 0.1330297738313675
},
{
"p": 0.03760547190904617,
"m": 0.1608213633298874
},
{
"p": 0.057204704731702805,
"m": 0.6804565787315369
},
{
"p": 0.050537560135126114,
"m": 0.8999242186546326
},
{
"p": 0.08330576866865158,
"m": 0.7765044569969177
},
{
"p": 0.028540506958961487,
"m": 0.9977275729179382
},
{
"p": 0.10141827911138535,
"m": 0.5
},
{
"p": 0.1633247435092926,
"m": 0.5
}
]
},
{
"epoch": 176,
"train_loss": 0.8551293611526489,
"val_loss": 0.8273621201515198,
"acc": 72.37,
"time": 273.00500131100125,
"param": [
{
"p": 0.04200059920549393,
"m": 0.5
},
{
"p": 0.019351771101355553,
"m": 0.5
},
{
"p": 0.10368011146783829,
"m": 0.5
},
{
"p": 0.060739658772945404,
"m": 0.16929206252098083
},
{
"p": 0.16108490526676178,
"m": 0.10000000149011612
},
{
"p": 0.045182980597019196,
"m": 0.10681932419538498
},
{
"p": 0.05621189996600151,
"m": 0.1382104754447937
},
{
"p": 0.04071073979139328,
"m": 0.1935456097126007
},
{
"p": 0.05833624303340912,
"m": 0.6861633062362671
},
{
"p": 0.038817353546619415,
"m": 0.9641013145446777
},
{
"p": 0.06597176194190979,
"m": 0.7976018190383911
},
{
"p": 0.04715984687209129,
"m": 1.0
},
{
"p": 0.10553807765245438,
"m": 0.5
},
{
"p": 0.1552141159772873,
"m": 0.5
}
]
},
{
"epoch": 177,
"train_loss": 1.1432466506958008,
"val_loss": 1.006327748298645,
"acc": 72.29,
"time": 268.7223802829976,
"param": [
{
"p": 0.03865261375904083,
"m": 0.5
},
{
"p": 0.014871823601424694,
"m": 0.5
},
{
"p": 0.10576925426721573,
"m": 0.5
},
{
"p": 0.04447077587246895,
"m": 0.15506702661514282
},
{
"p": 0.16618293523788452,
"m": 0.10000000149011612
},
{
"p": 0.05378011614084244,
"m": 0.10000000149011612
},
{
"p": 0.04955890402197838,
"m": 0.10000000149011612
},
{
"p": 0.030928555876016617,
"m": 0.204214408993721
},
{
"p": 0.054485712200403214,
"m": 0.6719236373901367
},
{
"p": 0.03865770623087883,
"m": 0.984008252620697
},
{
"p": 0.06054679676890373,
"m": 0.8350827693939209
},
{
"p": 0.059866953641176224,
"m": 0.998482346534729
},
{
"p": 0.11847849935293198,
"m": 0.5
},
{
"p": 0.16374942660331726,
"m": 0.5
}
]
},
{
"epoch": 178,
"train_loss": 1.2683829069137573,
"val_loss": 0.9357030391693115,
"acc": 71.93,
"time": 251.4571582339995,
"param": [
{
"p": 0.04414374753832817,
"m": 0.5
},
{
"p": 0.009466055780649185,
"m": 0.5
},
{
"p": 0.14439994096755981,
"m": 0.5
},
{
"p": 0.009729703888297081,
"m": 0.1298644095659256
},
{
"p": 0.1815955638885498,
"m": 0.10000000149011612
},
{
"p": 0.026790527626872063,
"m": 0.10000000149011612
},
{
"p": 0.06228554621338844,
"m": 0.10000000149011612
},
{
"p": 0.000709790620021522,
"m": 0.209831103682518
},
{
"p": 0.03422505035996437,
"m": 0.663596510887146
},
{
"p": 0.04642510786652565,
"m": 1.0
},
{
"p": 0.05618489906191826,
"m": 0.8347821235656738
},
{
"p": 0.060073815286159515,
"m": 0.9970265626907349
},
{
"p": 0.1408098191022873,
"m": 0.5
},
{
"p": 0.1831604689359665,
"m": 0.5
}
]
},
{
"epoch": 179,
"train_loss": 1.1206856966018677,
"val_loss": 0.7728586196899414,
"acc": 71.78,
"time": 257.77111471699754,
"param": [
{
"p": 0.04103748872876167,
"m": 0.5
},
{
"p": 0.00071576121263206,
"m": 0.5
},
{
"p": 0.12057307362556458,
"m": 0.5
},
{
"p": 0.07501087337732315,
"m": 0.15555526316165924
},
{
"p": 0.1729326844215393,
"m": 0.10000000149011612
},
{
"p": 0.028329256922006607,
"m": 0.1018022894859314
},
{
"p": 0.062065914273262024,
"m": 0.10000000149011612
},
{
"p": 0.00071576121263206,
"m": 0.20976750552654266
},
{
"p": 0.036639634519815445,
"m": 0.6894418597221375
},
{
"p": 0.046428579837083817,
"m": 1.0
},
{
"p": 0.042392563074827194,
"m": 0.831354558467865
},
{
"p": 0.04898897185921669,
"m": 1.0
},
{
"p": 0.14586427807807922,
"m": 0.5
},
{
"p": 0.17830508947372437,
"m": 0.5
}
]
},
{
"epoch": 180,
"train_loss": 1.055772304534912,
"val_loss": 0.9399710297584534,
"acc": 71.47,
"time": 272.6265996380025,
"param": [
{
"p": 0.03741281479597092,
"m": 0.5
},
{
"p": 0.0016268157633021474,
"m": 0.5
},
{
"p": 0.10213697701692581,
"m": 0.5
},
{
"p": 0.06422131508588791,
"m": 0.15485481917858124
},
{
"p": 0.1924181878566742,
"m": 0.10000000149011612
},
{
"p": 0.0007190826581791043,
"m": 0.10000000149011612
},
{
"p": 0.06890267878770828,
"m": 0.10000000149011612
},
{
"p": 0.07635168731212616,
"m": 0.1948428750038147
},
{
"p": 0.0008518884424120188,
"m": 0.7006933093070984
},
{
"p": 0.00482636084780097,
"m": 0.9998788237571716
},
{
"p": 0.02949746884405613,
"m": 0.8860090374946594
},
{
"p": 0.039050132036209106,
"m": 0.9560608863830566
},
{
"p": 0.1684175431728363,
"m": 0.5
},
{
"p": 0.21356706321239471,
"m": 0.5
}
]
},
{
"epoch": 181,
"train_loss": 1.008845567703247,
"val_loss": 0.8357586860656738,
"acc": 71.32,
"time": 266.6775752839967,
"param": [
{
"p": 0.03125130757689476,
"m": 0.5
},
{
"p": 0.006961437873542309,
"m": 0.5
},
{
"p": 0.0884566381573677,
"m": 0.5
},
{
"p": 0.05495340749621391,
"m": 0.1758020520210266
},
{
"p": 0.19824489951133728,
"m": 0.10003002732992172
},
{
"p": 0.023284070193767548,
"m": 0.1000775471329689
},
{
"p": 0.06795836240053177,
"m": 0.10000000149011612
},
{
"p": 0.08396144956350327,
"m": 0.18272368609905243
},
{
"p": 0.0022048065438866615,
"m": 0.7131933569908142
},
{
"p": 0.013899761252105236,
"m": 1.0
},
{
"p": 0.0007102769450284541,
"m": 0.8925730586051941
},
{
"p": 0.03467634692788124,
"m": 0.945671558380127
},
{
"p": 0.16938906908035278,
"m": 0.5
},
{
"p": 0.2240482121706009,
"m": 0.5
}
]
},
{
"epoch": 182,
"train_loss": 0.9939903020858765,
"val_loss": 0.8375176191329956,
"acc": 70.88,
"time": 270.939327221,
"param": [
{
"p": 0.04330119863152504,
"m": 0.5
},
{
"p": 0.027828654274344444,
"m": 0.5
},
{
"p": 0.09806166589260101,
"m": 0.5
},
{
"p": 0.0007172704208642244,
"m": 0.1788526475429535
},
{
"p": 0.16947230696678162,
"m": 0.10000000149011612
},
{
"p": 0.03996206820011139,
"m": 0.10000000149011612
},
{
"p": 0.0538565032184124,
"m": 0.10000000149011612
},
{
"p": 0.07216627150774002,
"m": 0.1168895736336708
},
{
"p": 0.07697170972824097,
"m": 0.6817256212234497
},
{
"p": 0.03818110004067421,
"m": 0.9898016452789307
},
{
"p": 0.0007172704208642244,
"m": 0.8884994983673096
},
{
"p": 0.03225105628371239,
"m": 0.9553952217102051
},
{
"p": 0.15283861756324768,
"m": 0.5
},
{
"p": 0.19367434084415436,
"m": 0.5
}
]
},
{
"epoch": 183,
"train_loss": 1.4639334678649902,
"val_loss": 0.8962291479110718,
"acc": 71.47,
"time": 257.7032242400019,
"param": [
{
"p": 0.035831939429044724,
"m": 0.5
},
{
"p": 0.016770217567682266,
"m": 0.5
},
{
"p": 0.10284591466188431,
"m": 0.5
},
{
"p": 0.002008403418585658,
"m": 0.18190376460552216
},
{
"p": 0.16821163892745972,
"m": 0.10268279165029526
},
{
"p": 0.025131424888968468,
"m": 0.10000000149011612
},
{
"p": 0.0492154099047184,
"m": 0.10231205821037292
},
{
"p": 0.07005778700113297,
"m": 0.10000000149011612
},
{
"p": 0.08926282078027725,
"m": 0.6919651031494141
},
{
"p": 0.04492795467376709,
"m": 0.9652400016784668
},
{
"p": 0.03834274038672447,
"m": 0.8771516680717468
},
{
"p": 0.010598119348287582,
"m": 0.9618110060691833
},
{
"p": 0.15213876962661743,
"m": 0.5
},
{
"p": 0.19465693831443787,
"m": 0.5
}
]
},
{
"epoch": 184,
"train_loss": 1.3179775476455688,
"val_loss": 0.9276491403579712,
"acc": 71.64,
"time": 249.64817931500147,
"param": [
{
"p": 0.0414988212287426,
"m": 0.5
},
{
"p": 0.012379104271531105,
"m": 0.5
},
{
"p": 0.089955635368824,
"m": 0.5
},
{
"p": 0.11914317309856415,
"m": 0.17757384479045868
},
{
"p": 0.14408566057682037,
"m": 0.10000000149011612
},
{
"p": 0.026493877172470093,
"m": 0.10000000149011612
},
{
"p": 0.029613882303237915,
"m": 0.10130035132169724
},
{
"p": 0.04778018593788147,
"m": 0.10749507695436478
},
{
"p": 0.07387414574623108,
"m": 0.7324870824813843
},
{
"p": 0.04374241083860397,
"m": 0.9829776287078857
},
{
"p": 0.059273578226566315,
"m": 0.8780898451805115
},
{
"p": 0.009972742758691311,
"m": 0.9658763408660889
},
{
"p": 0.13622231781482697,
"m": 0.5
},
{
"p": 0.1659645438194275,
"m": 0.5
}
]
},
{
"epoch": 185,
"train_loss": 1.3486663103103638,
"val_loss": 0.9511629343032837,
"acc": 71.8,
"time": 257.63188509099564,
"param": [
{
"p": 0.04109455645084381,
"m": 0.5
},
{
"p": 0.017221495509147644,
"m": 0.5
},
{
"p": 0.0939415991306305,
"m": 0.5
},
{
"p": 0.1426856517791748,
"m": 0.23577968776226044
},
{
"p": 0.14702875912189484,
"m": 0.10000000149011612
},
{
"p": 0.029398227110505104,
"m": 0.10000000149011612
},
{
"p": 0.0211588516831398,
"m": 0.10000000149011612
},
{
"p": 0.0428735725581646,
"m": 0.13338515162467957
},
{
"p": 0.0630202442407608,
"m": 0.7780903577804565
},
{
"p": 0.04294830933213234,
"m": 1.0
},
{
"p": 0.049827661365270615,
"m": 0.8778575658798218
},
{
"p": 0.019270865246653557,
"m": 0.9661558866500854
},
{
"p": 0.12215080112218857,
"m": 0.5
},
{
"p": 0.16737942397594452,
"m": 0.5
}
]
},
{
"epoch": 186,
"train_loss": 0.9107569456100464,
"val_loss": 1.0338653326034546,
"acc": 72.02,
"time": 228.3674928420005,
"param": [
{
"p": 0.0330885648727417,
"m": 0.5
},
{
"p": 0.012826456688344479,
"m": 0.5
},
{
"p": 0.07280495762825012,
"m": 0.5
},
{
"p": 0.1568457931280136,
"m": 0.26762858033180237
},
{
"p": 0.16201794147491455,
"m": 0.1026604026556015
},
{
"p": 0.012308254837989807,
"m": 0.10036998987197876
},
{
"p": 0.01974143274128437,
"m": 0.10000000149011612
},
{
"p": 0.0375438891351223,
"m": 0.14351274073123932
},
{
"p": 0.06314055621623993,
"m": 0.7638969421386719
},
{
"p": 0.03555701673030853,
"m": 1.0
},
{
"p": 0.04696802422404289,
"m": 0.8903314471244812
},
{
"p": 0.03438059240579605,
"m": 0.9743912816047668
},
{
"p": 0.12567003071308136,
"m": 0.5
},
{
"p": 0.18710646033287048,
"m": 0.5
}
]
},
{
"epoch": 187,
"train_loss": 0.5111551880836487,
"val_loss": 0.8939211964607239,
"acc": 71.11,
"time": 269.91587108199747,
"param": [
{
"p": 0.031730473041534424,
"m": 0.5
},
{
"p": 0.01597113162279129,
"m": 0.5
},
{
"p": 0.11181049793958664,
"m": 0.5
},
{
"p": 0.13715790212154388,
"m": 0.24797168374061584
},
{
"p": 0.14643730223178864,
"m": 0.10000000149011612
},
{
"p": 0.01247447356581688,
"m": 0.11957113444805145
},
{
"p": 0.040552638471126556,
"m": 0.10917185992002487
},
{
"p": 0.04744827374815941,
"m": 0.1239139586687088
},
{
"p": 0.05216578021645546,
"m": 0.7705910205841064
},
{
"p": 0.04189794510602951,
"m": 0.9780468940734863
},
{
"p": 0.032140664756298065,
"m": 0.9085529446601868
},
{
"p": 0.046533044427633286,
"m": 0.9873969554901123
},
{
"p": 0.11093054711818695,
"m": 0.5
},
{
"p": 0.1727493405342102,
"m": 0.5
}
]
},
{
"epoch": 188,
"train_loss": 0.9765259027481079,
"val_loss": 0.9224862456321716,
"acc": 72.18,
"time": 251.22489374499855,
"param": [
{
"p": 0.02760956436395645,
"m": 0.5
},
{
"p": 0.004263976588845253,
"m": 0.5
},
{
"p": 0.13313619792461395,
"m": 0.5
},
{
"p": 0.13451379537582397,
"m": 0.22037102282047272
},
{
"p": 0.15226595103740692,
"m": 0.10243826359510422
},
{
"p": 0.035725757479667664,
"m": 0.11964549124240875
},
{
"p": 0.046578869223594666,
"m": 0.12627488374710083
},
{
"p": 0.0435372069478035,
"m": 0.11795834451913834
},
{
"p": 0.05025992542505264,
"m": 0.7609536051750183
},
{
"p": 0.025996938347816467,
"m": 0.9604235291481018
},
{
"p": 0.04323112592101097,
"m": 0.8936919569969177
},
{
"p": 0.015432819724082947,
"m": 0.9764314889907837
},
{
"p": 0.10595277696847916,
"m": 0.5
},
{
"p": 0.1814950853586197,
"m": 0.5
}
]
},
{
"epoch": 189,
"train_loss": 0.9724963903427124,
"val_loss": 0.9642840027809143,
"acc": 71.85,
"time": 269.45255019200704,
"param": [
{
"p": 0.0007066361140459776,
"m": 0.5
},
{
"p": 0.010098461993038654,
"m": 0.5
},
{
"p": 0.11172745376825333,
"m": 0.5
},
{
"p": 0.1419423669576645,
"m": 0.17950944602489471
},
{
"p": 0.1639450192451477,
"m": 0.10635849088430405
},
{
"p": 0.03475017473101616,
"m": 0.1215781569480896
},
{
"p": 0.04853516444563866,
"m": 0.13998059928417206
},
{
"p": 0.06050023064017296,
"m": 0.1411696821451187
},
{
"p": 0.03399038687348366,
"m": 0.790576159954071
},
{
"p": 0.02256106585264206,
"m": 0.9452691078186035
},
{
"p": 0.04250564053654671,
"m": 0.8124756217002869
},
{
"p": 0.012534704059362411,
"m": 1.0
},
{
"p": 0.11818408966064453,
"m": 0.5
},
{
"p": 0.19801858067512512,
"m": 0.5
}
]
},
{
"epoch": 190,
"train_loss": 1.0071483850479126,
"val_loss": 0.954119086265564,
"acc": 72.45,
"time": 263.68174812500365,
"param": [
{
"p": 0.024170011281967163,
"m": 0.5
},
{
"p": 0.0157622117549181,
"m": 0.5
},
{
"p": 0.1295059323310852,
"m": 0.5
},
{
"p": 0.13995328545570374,
"m": 0.18241599202156067
},
{
"p": 0.16899782419204712,
"m": 0.11467461287975311
},
{
"p": 0.031093569472432137,
"m": 0.10000000149011612
},
{
"p": 0.05173846334218979,
"m": 0.15339137613773346
},
{
"p": 0.07621428370475769,
"m": 0.11350765824317932
},
{
"p": 0.0007157319341786206,
"m": 0.8123316168785095
},
{
"p": 0.0007157319341786206,
"m": 0.920530378818512
},
{
"p": 0.02365134470164776,
"m": 0.8098570704460144
},
{
"p": 0.008071908727288246,
"m": 0.9998880624771118
},
{
"p": 0.11902157217264175,
"m": 0.5
},
{
"p": 0.21038804948329926,
"m": 0.5
}
]
},
{
"epoch": 191,
"train_loss": 0.5567827224731445,
"val_loss": 0.9024450778961182,
"acc": 70.65,
"time": 278.72681606900005,
"param": [
{
"p": 0.03178112581372261,
"m": 0.5
},
{
"p": 0.02149749919772148,
"m": 0.5
},
{
"p": 0.10600956529378891,
"m": 0.5
},
{
"p": 0.13777202367782593,
"m": 0.10000000149011612
},
{
"p": 0.17854967713356018,
"m": 0.10319025814533234
},
{
"p": 0.017425138503313065,
"m": 0.10000000149011612
},
{
"p": 0.0531172901391983,
"m": 0.1878708004951477
},
{
"p": 0.08686041831970215,
"m": 0.13263700902462006
},
{
"p": 0.005308948457241058,
"m": 0.8287283182144165
},
{
"p": 0.0007148259901441634,
"m": 0.9735294580459595
},
{
"p": 0.0027439079713076353,
"m": 0.7935768961906433
},
{
"p": 0.01343886274844408,
"m": 0.9990918636322021
},
{
"p": 0.11951889842748642,
"m": 0.5
},
{
"p": 0.225261852145195,
"m": 0.5
}
]
},
{
"epoch": 192,
"train_loss": 1.1539928913116455,
"val_loss": 0.8162945508956909,
"acc": 70.42,
"time": 274.21475629199995,
"param": [
{
"p": 0.03532730042934418,
"m": 0.5
},
{
"p": 0.03697219118475914,
"m": 0.5
},
{
"p": 0.07183295488357544,
"m": 0.5
},
{
"p": 0.12795202434062958,
"m": 0.10000000149011612
},
{
"p": 0.18088263273239136,
"m": 0.10335969924926758
},
{
"p": 0.01093282736837864,
"m": 0.10000000149011612
},
{
"p": 0.05463646352291107,
"m": 0.18367117643356323
},
{
"p": 0.08902814239263535,
"m": 0.16672897338867188
},
{
"p": 0.0007119578658603132,
"m": 0.8310676217079163
},
{
"p": 0.0007119578658603132,
"m": 0.987556517124176
},
{
"p": 0.016286801546812057,
"m": 0.7924906611442566
},
{
"p": 0.023124676197767258,
"m": 1.0
},
{
"p": 0.11651738733053207,
"m": 0.5
},
{
"p": 0.23508265614509583,
"m": 0.5
}
]
},
{
"epoch": 193,
"train_loss": 0.9726502895355225,
"val_loss": 0.8912947773933411,
"acc": 71.84,
"time": 274.0111985390031,
"param": [
{
"p": 0.024245942011475563,
"m": 0.5
},
{
"p": 0.0007150048622861505,
"m": 0.5
},
{
"p": 0.11757530272006989,
"m": 0.5
},
{
"p": 0.10843686759471893,
"m": 0.10000000149011612
},
{
"p": 0.17438192665576935,
"m": 0.10000000149011612
},
{
"p": 0.059408362954854965,
"m": 0.10134191066026688
},
{
"p": 0.019506409764289856,
"m": 0.16090187430381775
},
{
"p": 0.08601567149162292,
"m": 0.20077094435691833
},
{
"p": 0.008450842462480068,
"m": 0.8340190649032593
},
{
"p": 0.0007150048622861505,
"m": 0.9915081262588501
},
{
"p": 0.03147796541452408,
"m": 0.7778789401054382
},
{
"p": 0.03657413646578789,
"m": 0.9990628957748413
},
{
"p": 0.10399484634399414,
"m": 0.5
},
{
"p": 0.22850169241428375,
"m": 0.5
}
]
},
{
"epoch": 194,
"train_loss": 1.3120715618133545,
"val_loss": 0.8694466948509216,
"acc": 71.41,
"time": 265.4420668340026,
"param": [
{
"p": 0.04174159839749336,
"m": 0.5
},
{
"p": 0.026426244527101517,
"m": 0.5
},
{
"p": 0.12050493061542511,
"m": 0.5
},
{
"p": 0.08605349063873291,
"m": 0.10000000149011612
},
{
"p": 0.15302136540412903,
"m": 0.10000000149011612
},
{
"p": 0.0760638490319252,
"m": 0.10000000149011612
},
{
"p": 0.031243445351719856,
"m": 0.16431346535682678
},
{
"p": 0.07578712701797485,
"m": 0.2589920461177826
},
{
"p": 0.06083773821592331,
"m": 0.8077629804611206
},
{
"p": 0.037265144288539886,
"m": 0.9871323108673096
},
{
"p": 0.00566408084705472,
"m": 0.797905445098877
},
{
"p": 0.004948004614561796,
"m": 0.8453930020332336
},
{
"p": 0.07208481431007385,
"m": 0.5
},
{
"p": 0.20835807919502258,
"m": 0.5
}
]
},
{
"epoch": 195,
"train_loss": 0.7099953889846802,
"val_loss": 0.8892989754676819,
"acc": 71.79,
"time": 257.4447713519985,
"param": [
{
"p": 0.04427529126405716,
"m": 0.5
},
{
"p": 0.007674146443605423,
"m": 0.5
},
{
"p": 0.10726524889469147,
"m": 0.5
},
{
"p": 0.07763347029685974,
"m": 0.10000000149011612
},
{
"p": 0.14484289288520813,
"m": 0.10000000149011612
},
{
"p": 0.0724124014377594,
"m": 0.10000000149011612
},
{
"p": 0.06524774432182312,
"m": 0.20087042450904846
},
{
"p": 0.05876823514699936,
"m": 0.23533326387405396
},
{
"p": 0.0722011998295784,
"m": 0.7625716924667358
},
{
"p": 0.05499807000160217,
"m": 1.0
},
{
"p": 0.013240991160273552,
"m": 0.805638313293457
},
{
"p": 0.020795432850718498,
"m": 0.8208582401275635
},
{
"p": 0.06047367677092552,
"m": 0.5
},
{
"p": 0.20017121732234955,
"m": 0.5
}
]
},
{
"epoch": 196,
"train_loss": 0.8522661924362183,
"val_loss": 0.7923001050949097,
"acc": 71.52,
"time": 259.1974924049937,
"param": [
{
"p": 0.04986688122153282,
"m": 0.5
},
{
"p": 0.0014335779706016183,
"m": 0.5
},
{
"p": 0.07854966819286346,
"m": 0.5
},
{
"p": 0.07048694044351578,
"m": 0.10728929936885834
},
{
"p": 0.13803212344646454,
"m": 0.10000000149011612
},
{
"p": 0.07536862045526505,
"m": 0.12799647450447083
},
{
"p": 0.07421872764825821,
"m": 0.18356749415397644
},
{
"p": 0.05034925788640976,
"m": 0.23509801924228668
},
{
"p": 0.07114531844854355,
"m": 0.7409693598747253
},
{
"p": 0.05817004665732384,
"m": 1.0
},
{
"p": 0.02142772451043129,
"m": 0.8015474081039429
},
{
"p": 0.039322637021541595,
"m": 0.8096027970314026
},
{
"p": 0.0729965940117836,
"m": 0.5
},
{
"p": 0.19863198697566986,
"m": 0.5
}
]
},
{
"epoch": 197,
"train_loss": 0.9777910709381104,
"val_loss": 0.913215696811676,
"acc": 71.72,
"time": 269.20587733300636,
"param": [
{
"p": 0.05236241593956947,
"m": 0.5
},
{
"p": 0.024929586797952652,
"m": 0.5
},
{
"p": 0.06764714419841766,
"m": 0.5
},
{
"p": 0.059956252574920654,
"m": 0.10000000149011612
},
{
"p": 0.12873466312885284,
"m": 0.10000000149011612
},
{
"p": 0.0744561180472374,
"m": 0.10818137973546982
},
{
"p": 0.06421887129545212,
"m": 0.17569398880004883
},
{
"p": 0.057826779782772064,
"m": 0.24594751000404358
},
{
"p": 0.06838677823543549,
"m": 0.7582470774650574
},
{
"p": 0.054446298629045486,
"m": 0.9995903372764587
},
{
"p": 0.0407814085483551,
"m": 0.7928860783576965
},
{
"p": 0.03961847350001335,
"m": 0.8510830402374268
},
{
"p": 0.08318337798118591,
"m": 0.5
},
{
"p": 0.18345189094543457,
"m": 0.5
}
]
},
{
"epoch": 198,
"train_loss": 1.250148892402649,
"val_loss": 0.9552105069160461,
"acc": 72.16,
"time": 255.95200966000266,
"param": [
{
"p": 0.04861144721508026,
"m": 0.5
},
{
"p": 0.03598526120185852,
"m": 0.5
},
{
"p": 0.008039356209337711,
"m": 0.5
},
{
"p": 0.061089642345905304,
"m": 0.10000000149011612
},
{
"p": 0.13186109066009521,
"m": 0.10125257074832916
},
{
"p": 0.08282878994941711,
"m": 0.10111936181783676
},
{
"p": 0.07652667164802551,
"m": 0.19883906841278076
},
{
"p": 0.03948044404387474,
"m": 0.2275766283273697
},
{
"p": 0.08245523273944855,
"m": 0.7259845733642578
},
{
"p": 0.0498715341091156,
"m": 1.0
},
{
"p": 0.06581243872642517,
"m": 0.8083356022834778
},
{
"p": 0.022126169875264168,
"m": 0.889876127243042
},
{
"p": 0.11158188432455063,
"m": 0.5
},
{
"p": 0.18373003602027893,
"m": 0.5
}
]
},
{
"epoch": 199,
"train_loss": 1.049782633781433,
"val_loss": 0.8783074617385864,
"acc": 70.66,
"time": 244.13939736400062,
"param": [
{
"p": 0.048000920563936234,
"m": 0.5
},
{
"p": 0.01517066452652216,
"m": 0.5
},
{
"p": 0.03166448324918747,
"m": 0.5
},
{
"p": 0.04805496707558632,
"m": 0.10134368389844894
},
{
"p": 0.1395467072725296,
"m": 0.10000000149011612
},
{
"p": 0.09773840010166168,
"m": 0.12222634255886078
},
{
"p": 0.08108535408973694,
"m": 0.22539758682250977
},
{
"p": 0.010107813403010368,
"m": 0.1699393093585968
},
{
"p": 0.08309739828109741,
"m": 0.6523098349571228
},
{
"p": 0.04080101475119591,
"m": 1.0
},
{
"p": 0.07308709621429443,
"m": 0.8225126266479492
},
{
"p": 0.014172202907502651,
"m": 0.910767138004303
},
{
"p": 0.12662139534950256,
"m": 0.5
},
{
"p": 0.19085147976875305,
"m": 0.5
}
]
},
{
"epoch": 200,
"train_loss": 1.1735516786575317,
"val_loss": 0.9143077731132507,
"acc": 71.43,
"time": 251.18753485100024,
"param": [
{
"p": 0.013862591236829758,
"m": 0.5
},
{
"p": 0.018536370247602463,
"m": 0.5
},
{
"p": 0.09654943645000458,
"m": 0.5
},
{
"p": 0.030856631696224213,
"m": 0.10000000149011612
},
{
"p": 0.1385527402162552,
"m": 0.10000000149011612
},
{
"p": 0.09555485099554062,
"m": 0.10000000149011612
},
{
"p": 0.07664678990840912,
"m": 0.14853829145431519
},
{
"p": 0.02005748078227043,
"m": 0.14477214217185974
},
{
"p": 0.07171840965747833,
"m": 0.6425786018371582
},
{
"p": 0.03579002618789673,
"m": 0.999735414981842
},
{
"p": 0.06874535232782364,
"m": 0.8051767349243164
},
{
"p": 0.015530259348452091,
"m": 0.9197499752044678
},
{
"p": 0.12755481898784637,
"m": 0.5
},
{
"p": 0.19004413485527039,
"m": 0.5
}
]
}
]
}
Reference in a new issue View git blame Copy permalink