AntoineH/smart_augmentation
1
0
Fork 0
mirror of https://github.com/AntoineHX/smart_augmentation.git synced 2025-05-03 11:40:46 +02:00
Code Issues Projects Releases Packages Wiki Activity
smart_augmentation/higher/res/HPsearch/log/Aug_mod(Data_augV5(Mix0.5-14TFx2-Mag)-ResNet)-200 epochs (dataug:0)- 1 in_it-0.json
Harle, Antoine (Contracteur) 4166922c34 Rangement
2020-02-28 16:46:37 -05:00

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

{
"Accuracy": 73.21,
"Time": [
281.8170865960134,
16.82564343758312,
56502.368203844
],
"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": 4.171065807342529,
"val_loss": 1.956243872642517,
"acc": 25.4,
"time": 226.68207892600913,
"param": [
{
"p": 0.07921766489744186,
"m": 0.5
},
{
"p": 0.056117963045835495,
"m": 0.5
},
{
"p": 0.0653148740530014,
"m": 0.5
},
{
"p": 0.08832035958766937,
"m": 0.722306489944458
},
{
"p": 0.08449314534664154,
"m": 0.5628330707550049
},
{
"p": 0.07081907242536545,
"m": 0.4317754805088043
},
{
"p": 0.09066572040319443,
"m": 0.7256323099136353
},
{
"p": 0.08328869193792343,
"m": 0.6113161444664001
},
{
"p": 0.06806670129299164,
"m": 0.598978579044342
},
{
"p": 0.05355193093419075,
"m": 1.0
},
{
"p": 0.06175319850444794,
"m": 0.5981521606445312
},
{
"p": 0.07285294681787491,
"m": 0.9351809024810791
},
{
"p": 0.07274569571018219,
"m": 0.5
},
{
"p": 0.05279209092259407,
"m": 0.5
}
]
},
{
"epoch": 2,
"train_loss": 4.232724189758301,
"val_loss": 1.9224624633789062,
"acc": 31.74,
"time": 240.7843676590128,
"param": [
{
"p": 0.1946452111005783,
"m": 0.5
},
{
"p": 0.0007340291631408036,
"m": 0.5
},
{
"p": 0.002807455603033304,
"m": 0.5
},
{
"p": 0.1931857019662857,
"m": 0.6871547698974609
},
{
"p": 0.06595470011234283,
"m": 0.6031615138053894
},
{
"p": 0.03147093206644058,
"m": 0.37257349491119385
},
{
"p": 0.12065684050321579,
"m": 0.8529983162879944
},
{
"p": 0.0494852252304554,
"m": 0.48084256052970886
},
{
"p": 0.0007340291631408036,
"m": 0.4879741668701172
},
{
"p": 0.0007340291631408036,
"m": 1.0
},
{
"p": 0.043512552976608276,
"m": 0.5893245935440063
},
{
"p": 0.13850438594818115,
"m": 0.9568832516670227
},
{
"p": 0.15684081614017487,
"m": 0.5
},
{
"p": 0.0007340291631408036,
"m": 0.5
}
]
},
{
"epoch": 3,
"train_loss": 3.32490611076355,
"val_loss": 1.5944124460220337,
"acc": 43.46,
"time": 217.14354344300227,
"param": [
{
"p": 0.20919422805309296,
"m": 0.5
},
{
"p": 0.0007067188271321356,
"m": 0.5
},
{
"p": 0.02361116372048855,
"m": 0.5
},
{
"p": 0.19219112396240234,
"m": 0.4531140923500061
},
{
"p": 0.04548078402876854,
"m": 0.4643979072570801
},
{
"p": 0.0007067188271321356,
"m": 0.4075026214122772
},
{
"p": 0.12163187563419342,
"m": 0.9106307029724121
},
{
"p": 0.049498580396175385,
"m": 0.49182525277137756
},
{
"p": 0.03903307765722275,
"m": 0.42889413237571716
},
{
"p": 0.01667427085340023,
"m": 1.0
},
{
"p": 0.02694459818303585,
"m": 0.557222306728363
},
{
"p": 0.11678832024335861,
"m": 1.0
},
{
"p": 0.1568318009376526,
"m": 0.5
},
{
"p": 0.0007067188271321356,
"m": 0.5
}
]
},
{
"epoch": 4,
"train_loss": 3.3255560398101807,
"val_loss": 1.564772605895996,
"acc": 42.02,
"time": 239.97532159695402,
"param": [
{
"p": 0.22783184051513672,
"m": 0.5
},
{
"p": 0.0038061668165028095,
"m": 0.5
},
{
"p": 0.04603739082813263,
"m": 0.5
},
{
"p": 0.15620797872543335,
"m": 0.3580131530761719
},
{
"p": 0.0007146770949475467,
"m": 0.42101866006851196
},
{
"p": 0.034170929342508316,
"m": 0.37439990043640137
},
{
"p": 0.11896738409996033,
"m": 0.9760012626647949
},
{
"p": 0.05598084628582001,
"m": 0.41459909081459045
},
{
"p": 0.0007146770949475467,
"m": 0.4594317674636841
},
{
"p": 0.03975003957748413,
"m": 1.0
},
{
"p": 0.022686902433633804,
"m": 0.5672788619995117
},
{
"p": 0.12191829830408096,
"m": 0.998092770576477
},
{
"p": 0.17049816250801086,
"m": 0.5
},
{
"p": 0.0007146770949475467,
"m": 0.5
}
]
},
{
"epoch": 5,
"train_loss": 3.647418975830078,
"val_loss": 1.4495769739151,
"acc": 46.23,
"time": 242.04717546200845,
"param": [
{
"p": 0.15934307873249054,
"m": 0.5
},
{
"p": 0.04323548823595047,
"m": 0.5
},
{
"p": 0.07522276788949966,
"m": 0.5
},
{
"p": 0.1105915904045105,
"m": 0.36374759674072266
},
{
"p": 0.02023804374039173,
"m": 0.40560248494148254
},
{
"p": 0.04680151492357254,
"m": 0.5091372728347778
},
{
"p": 0.06747535616159439,
"m": 0.9922360181808472
},
{
"p": 0.10190683603286743,
"m": 0.488272488117218
},
{
"p": 0.021279217675328255,
"m": 0.4754903018474579
},
{
"p": 0.07195951044559479,
"m": 0.883100152015686
},
{
"p": 0.0014284629141911864,
"m": 0.5691090822219849
},
{
"p": 0.1334555745124817,
"m": 1.0
},
{
"p": 0.13441485166549683,
"m": 0.5
},
{
"p": 0.012647652998566628,
"m": 0.5
}
]
},
{
"epoch": 6,
"train_loss": 2.871236562728882,
"val_loss": 1.5699748992919922,
"acc": 47.74,
"time": 251.45844309404492,
"param": [
{
"p": 0.11043629795312881,
"m": 0.5
},
{
"p": 0.004892749711871147,
"m": 0.5
},
{
"p": 0.07537788152694702,
"m": 0.5
},
{
"p": 0.1155124083161354,
"m": 0.32177990674972534
},
{
"p": 0.0610392689704895,
"m": 0.36911740899086
},
{
"p": 0.02336733229458332,
"m": 0.5011683106422424
},
{
"p": 0.12149666249752045,
"m": 0.9692286849021912
},
{
"p": 0.08502073585987091,
"m": 0.5342268347740173
},
{
"p": 0.045921191573143005,
"m": 0.45545080304145813
},
{
"p": 0.08622968196868896,
"m": 0.7796993851661682
},
{
"p": 0.038986653089523315,
"m": 0.6515774726867676
},
{
"p": 0.11740265041589737,
"m": 0.999193549156189
},
{
"p": 0.11328928172588348,
"m": 0.5
},
{
"p": 0.0010271548526361585,
"m": 0.5
}
]
},
{
"epoch": 7,
"train_loss": 2.785471200942993,
"val_loss": 1.225871205329895,
"acc": 53.56,
"time": 249.03838397405343,
"param": [
{
"p": 0.08528309315443039,
"m": 0.5
},
{
"p": 0.02139202132821083,
"m": 0.5
},
{
"p": 0.07196172326803207,
"m": 0.5
},
{
"p": 0.12076795101165771,
"m": 0.28191062808036804
},
{
"p": 0.08305743336677551,
"m": 0.28018295764923096
},
{
"p": 0.05292730778455734,
"m": 0.45509734749794006
},
{
"p": 0.07337494939565659,
"m": 0.7591516971588135
},
{
"p": 0.057369429618120193,
"m": 0.5194249749183655
},
{
"p": 0.06600239872932434,
"m": 0.5297601222991943
},
{
"p": 0.06987682729959488,
"m": 0.8388266563415527
},
{
"p": 0.06303731352090836,
"m": 0.6281978487968445
},
{
"p": 0.1015717089176178,
"m": 1.0
},
{
"p": 0.11719290912151337,
"m": 0.5
},
{
"p": 0.016184918582439423,
"m": 0.5
}
]
},
{
"epoch": 8,
"train_loss": 2.988947868347168,
"val_loss": 1.2733570337295532,
"acc": 52.58,
"time": 252.19902661099331,
"param": [
{
"p": 0.1187579408288002,
"m": 0.5
},
{
"p": 0.0007049120031297207,
"m": 0.5
},
{
"p": 0.10026073455810547,
"m": 0.5
},
{
"p": 0.12097374349832535,
"m": 0.2913151979446411
},
{
"p": 0.08310253918170929,
"m": 0.2875860631465912
},
{
"p": 0.05324959009885788,
"m": 0.5099135637283325
},
{
"p": 0.07901300489902496,
"m": 0.9371930360794067
},
{
"p": 0.077425517141819,
"m": 0.6468113660812378
},
{
"p": 0.032401248812675476,
"m": 0.5466059446334839
},
{
"p": 0.06885485351085663,
"m": 0.8948688507080078
},
{
"p": 0.0523146353662014,
"m": 0.8134273290634155
},
{
"p": 0.10812381654977798,
"m": 1.0
},
{
"p": 0.10411255806684494,
"m": 0.5
},
{
"p": 0.0007049120031297207,
"m": 0.5
}
]
},
{
"epoch": 9,
"train_loss": 2.6833224296569824,
"val_loss": 1.3200234174728394,
"acc": 55.35,
"time": 239.64676987798885,
"param": [
{
"p": 0.09577037394046783,
"m": 0.5
},
{
"p": 0.002756112953647971,
"m": 0.5
},
{
"p": 0.07886159420013428,
"m": 0.5
},
{
"p": 0.08204106986522675,
"m": 0.2774142324924469
},
{
"p": 0.09531544148921967,
"m": 0.2570655345916748
},
{
"p": 0.05509968847036362,
"m": 0.5397274494171143
},
{
"p": 0.07303633540868759,
"m": 0.9587559700012207
},
{
"p": 0.09441663324832916,
"m": 0.7883210182189941
},
{
"p": 0.06293532997369766,
"m": 0.6174238324165344
},
{
"p": 0.07570619881153107,
"m": 0.8333721160888672
},
{
"p": 0.06981769949197769,
"m": 0.8291950821876526
},
{
"p": 0.11025326699018478,
"m": 0.9812328815460205
},
{
"p": 0.09144341945648193,
"m": 0.5
},
{
"p": 0.012546878308057785,
"m": 0.5
}
]
},
{
"epoch": 10,
"train_loss": 2.64207124710083,
"val_loss": 1.389623761177063,
"acc": 52.54,
"time": 258.512931358011,
"param": [
{
"p": 0.09190960228443146,
"m": 0.5
},
{
"p": 0.011095337569713593,
"m": 0.5
},
{
"p": 0.0798264816403389,
"m": 0.5
},
{
"p": 0.0873410701751709,
"m": 0.34837934374809265
},
{
"p": 0.1124737560749054,
"m": 0.3903321623802185
},
{
"p": 0.059103161096572876,
"m": 0.5318425297737122
},
{
"p": 0.09478302299976349,
"m": 0.9420365691184998
},
{
"p": 0.06246325373649597,
"m": 0.7830395698547363
},
{
"p": 0.05334401875734329,
"m": 0.6818866729736328
},
{
"p": 0.0654759332537651,
"m": 0.8316829800605774
},
{
"p": 0.08202362060546875,
"m": 0.8767867684364319
},
{
"p": 0.11969385296106339,
"m": 1.0
},
{
"p": 0.0643678531050682,
"m": 0.5
},
{
"p": 0.016099097207188606,
"m": 0.5
}
]
},
{
"epoch": 11,
"train_loss": 2.4905591011047363,
"val_loss": 1.2633908987045288,
"acc": 57.47,
"time": 253.99430238595232,
"param": [
{
"p": 0.11243826150894165,
"m": 0.5
},
{
"p": 0.0069431704469025135,
"m": 0.5
},
{
"p": 0.07941946387290955,
"m": 0.5
},
{
"p": 0.10936499387025833,
"m": 0.4114713668823242
},
{
"p": 0.047060225158929825,
"m": 0.3422851264476776
},
{
"p": 0.07131943106651306,
"m": 0.47128990292549133
},
{
"p": 0.09819687157869339,
"m": 0.9659818410873413
},
{
"p": 0.05576995015144348,
"m": 0.8281651735305786
},
{
"p": 0.060449808835983276,
"m": 0.6483157873153687
},
{
"p": 0.07428187876939774,
"m": 0.7771348357200623
},
{
"p": 0.0707700178027153,
"m": 0.8457452654838562
},
{
"p": 0.12469040602445602,
"m": 0.978854775428772
},
{
"p": 0.08858221024274826,
"m": 0.5
},
{
"p": 0.0007131933816708624,
"m": 0.5
}
]
},
{
"epoch": 12,
"train_loss": 2.512709140777588,
"val_loss": 1.2467474937438965,
"acc": 57.02,
"time": 259.93121715297457,
"param": [
{
"p": 0.0870644822716713,
"m": 0.5
},
{
"p": 0.0007070922874845564,
"m": 0.5
},
{
"p": 0.06910127401351929,
"m": 0.5
},
{
"p": 0.0859927088022232,
"m": 0.6347050070762634
},
{
"p": 0.08245339244604111,
"m": 0.32717886567115784
},
{
"p": 0.0392683669924736,
"m": 0.45335865020751953
},
{
"p": 0.0907096266746521,
"m": 0.9815583229064941
},
{
"p": 0.08231449127197266,
"m": 1.0
},
{
"p": 0.07351214438676834,
"m": 0.5742645263671875
},
{
"p": 0.09983361512422562,
"m": 0.6616699695587158
},
{
"p": 0.059691768139600754,
"m": 0.9099221229553223
},
{
"p": 0.10728821158409119,
"m": 0.9741665720939636
},
{
"p": 0.12135564535856247,
"m": 0.5
},
{
"p": 0.0007070922874845564,
"m": 0.5
}
]
},
{
"epoch": 13,
"train_loss": 2.472494602203369,
"val_loss": 1.170793890953064,
"acc": 56.28,
"time": 253.9883139450103,
"param": [
{
"p": 0.10720160603523254,
"m": 0.5
},
{
"p": 0.02625112049281597,
"m": 0.5
},
{
"p": 0.05866971239447594,
"m": 0.5
},
{
"p": 0.11264393478631973,
"m": 0.6713715195655823
},
{
"p": 0.09615734219551086,
"m": 0.3372836112976074
},
{
"p": 0.04925568029284477,
"m": 0.4293212890625
},
{
"p": 0.0747874453663826,
"m": 0.9837978482246399
},
{
"p": 0.09036830067634583,
"m": 0.9865970015525818
},
{
"p": 0.05593011528253555,
"m": 0.5761050581932068
},
{
"p": 0.06944301724433899,
"m": 0.8326231837272644
},
{
"p": 0.04534834623336792,
"m": 0.8973137140274048
},
{
"p": 0.08129684627056122,
"m": 1.0
},
{
"p": 0.11125216633081436,
"m": 0.5
},
{
"p": 0.021394386887550354,
"m": 0.5
}
]
},
{
"epoch": 14,
"train_loss": 2.2717037200927734,
"val_loss": 1.1356725692749023,
"acc": 60.93,
"time": 253.36402056599036,
"param": [
{
"p": 0.10683669149875641,
"m": 0.5
},
{
"p": 0.02429177053272724,
"m": 0.5
},
{
"p": 0.08254081010818481,
"m": 0.5
},
{
"p": 0.07290394604206085,
"m": 0.6024580001831055
},
{
"p": 0.09109277278184891,
"m": 0.31242015957832336
},
{
"p": 0.05246688425540924,
"m": 0.46111735701560974
},
{
"p": 0.07231510430574417,
"m": 0.8780737519264221
},
{
"p": 0.10230951756238937,
"m": 1.0
},
{
"p": 0.04315456002950668,
"m": 0.6066263914108276
},
{
"p": 0.09221675246953964,
"m": 0.955977737903595
},
{
"p": 0.04752408713102341,
"m": 0.8599929213523865
},
{
"p": 0.10555480420589447,
"m": 0.9801106452941895
},
{
"p": 0.08958552032709122,
"m": 0.5
},
{
"p": 0.01720685325562954,
"m": 0.5
}
]
},
{
"epoch": 15,
"train_loss": 2.1973283290863037,
"val_loss": 1.0438649654388428,
"acc": 61.53,
"time": 256.2670376999886,
"param": [
{
"p": 0.10473447293043137,
"m": 0.5
},
{
"p": 0.03100673109292984,
"m": 0.5
},
{
"p": 0.059395525604486465,
"m": 0.5
},
{
"p": 0.07622609287500381,
"m": 0.6420451402664185
},
{
"p": 0.08191270381212234,
"m": 0.4209194481372833
},
{
"p": 0.07044432312250137,
"m": 0.3546890318393707
},
{
"p": 0.08380960673093796,
"m": 0.7306392192840576
},
{
"p": 0.08540774881839752,
"m": 1.0
},
{
"p": 0.062042221426963806,
"m": 0.7973091006278992
},
{
"p": 0.07764628529548645,
"m": 0.9373520612716675
},
{
"p": 0.054811205714941025,
"m": 0.910724937915802
},
{
"p": 0.0927560105919838,
"m": 0.957694947719574
},
{
"p": 0.11012043803930283,
"m": 0.5
},
{
"p": 0.00968661718070507,
"m": 0.5
}
]
},
{
"epoch": 16,
"train_loss": 2.2153730392456055,
"val_loss": 1.0157157182693481,
"acc": 62.96,
"time": 244.8922691140324,
"param": [
{
"p": 0.07817967236042023,
"m": 0.5
},
{
"p": 0.0369986966252327,
"m": 0.5
},
{
"p": 0.06793425232172012,
"m": 0.5
},
{
"p": 0.0768146738409996,
"m": 0.5752265453338623
},
{
"p": 0.05948419123888016,
"m": 0.272337406873703
},
{
"p": 0.07510540634393692,
"m": 0.5146766304969788
},
{
"p": 0.13989819586277008,
"m": 0.8630115389823914
},
{
"p": 0.04906850680708885,
"m": 0.9757258892059326
},
{
"p": 0.1015346348285675,
"m": 0.8300549983978271
},
{
"p": 0.08202887326478958,
"m": 0.9347485899925232
},
{
"p": 0.053388677537441254,
"m": 0.884832501411438
},
{
"p": 0.06728266179561615,
"m": 0.9577208161354065
},
{
"p": 0.10935565829277039,
"m": 0.5
},
{
"p": 0.0029259524308145046,
"m": 0.5
}
]
},
{
"epoch": 17,
"train_loss": 1.9621880054473877,
"val_loss": 1.0523567199707031,
"acc": 62.97,
"time": 239.06989524402888,
"param": [
{
"p": 0.10969436913728714,
"m": 0.5
},
{
"p": 0.011709569953382015,
"m": 0.5
},
{
"p": 0.05825895816087723,
"m": 0.5
},
{
"p": 0.09112899750471115,
"m": 0.6641345620155334
},
{
"p": 0.09186799079179764,
"m": 0.2546119689941406
},
{
"p": 0.07379025965929031,
"m": 0.6163585186004639
},
{
"p": 0.09880152344703674,
"m": 0.7800161838531494
},
{
"p": 0.06911689788103104,
"m": 1.0
},
{
"p": 0.07438001781702042,
"m": 0.8374682664871216
},
{
"p": 0.05931873992085457,
"m": 0.9507942795753479
},
{
"p": 0.04192912578582764,
"m": 0.8152351379394531
},
{
"p": 0.0899943858385086,
"m": 0.9511208534240723
},
{
"p": 0.09839725494384766,
"m": 0.5
},
{
"p": 0.031611792743206024,
"m": 0.5
}
]
},
{
"epoch": 18,
"train_loss": 2.1954574584960938,
"val_loss": 0.9822636842727661,
"acc": 64.19,
"time": 255.79896081599873,
"param": [
{
"p": 0.09904031455516815,
"m": 0.5
},
{
"p": 0.004524480551481247,
"m": 0.5
},
{
"p": 0.07419610023498535,
"m": 0.5
},
{
"p": 0.05732525885105133,
"m": 0.7945449352264404
},
{
"p": 0.08948410302400589,
"m": 0.1758052259683609
},
{
"p": 0.061911605298519135,
"m": 0.5856754779815674
},
{
"p": 0.09807223081588745,
"m": 0.9339045882225037
},
{
"p": 0.07762414962053299,
"m": 0.968231201171875
},
{
"p": 0.054439570754766464,
"m": 0.8422205448150635
},
{
"p": 0.05982168763875961,
"m": 0.9930658340454102
},
{
"p": 0.06925464421510696,
"m": 0.8009642362594604
},
{
"p": 0.10137210786342621,
"m": 1.0
},
{
"p": 0.11467383056879044,
"m": 0.5
},
{
"p": 0.038259901106357574,
"m": 0.5
}
]
},
{
"epoch": 19,
"train_loss": 1.749481201171875,
"val_loss": 1.0056240558624268,
"acc": 62.39,
"time": 255.89115012600087,
"param": [
{
"p": 0.11189199239015579,
"m": 0.5
},
{
"p": 0.0006934146513231099,
"m": 0.5
},
{
"p": 0.060799743980169296,
"m": 0.5
},
{
"p": 0.06565339863300323,
"m": 0.7634772658348083
},
{
"p": 0.07008690387010574,
"m": 0.14547988772392273
},
{
"p": 0.0663442611694336,
"m": 0.6040822863578796
},
{
"p": 0.1013902947306633,
"m": 0.9136531352996826
},
{
"p": 0.08681263774633408,
"m": 1.0
},
{
"p": 0.04852611571550369,
"m": 0.8441935181617737
},
{
"p": 0.09785371273756027,
"m": 0.9519617557525635
},
{
"p": 0.08614049851894379,
"m": 0.7511522173881531
},
{
"p": 0.09465858340263367,
"m": 1.0
},
{
"p": 0.09557489305734634,
"m": 0.5
},
{
"p": 0.013573503121733665,
"m": 0.5
}
]
},
{
"epoch": 20,
"train_loss": 2.1231632232666016,
"val_loss": 0.9832760095596313,
"acc": 63.68,
"time": 252.7878376209992,
"param": [
{
"p": 0.0883270651102066,
"m": 0.5
},
{
"p": 0.0006906454800628126,
"m": 0.5
},
{
"p": 0.07596810907125473,
"m": 0.5
},
{
"p": 0.11474906653165817,
"m": 0.7644540667533875
},
{
"p": 0.07004530727863312,
"m": 0.421058714389801
},
{
"p": 0.06152315437793732,
"m": 0.5465273857116699
},
{
"p": 0.10095058381557465,
"m": 1.0
},
{
"p": 0.08654273301362991,
"m": 0.9722858667373657
},
{
"p": 0.04419852793216705,
"m": 0.7498812079429626
},
{
"p": 0.07014283537864685,
"m": 0.8207566738128662
},
{
"p": 0.07318706065416336,
"m": 0.9117525219917297
},
{
"p": 0.09733650833368301,
"m": 0.9909745454788208
},
{
"p": 0.08221756666898727,
"m": 0.5
},
{
"p": 0.034120868891477585,
"m": 0.5
}
]
},
{
"epoch": 21,
"train_loss": 2.41085147857666,
"val_loss": 1.0870460271835327,
"acc": 62.11,
"time": 252.18297074799193,
"param": [
{
"p": 0.09784206748008728,
"m": 0.5
},
{
"p": 0.04977810010313988,
"m": 0.5
},
{
"p": 0.07361643016338348,
"m": 0.5
},
{
"p": 0.07859668135643005,
"m": 0.7679300308227539
},
{
"p": 0.06101633235812187,
"m": 0.5556536912918091
},
{
"p": 0.061825502663850784,
"m": 0.44354352355003357
},
{
"p": 0.08972664177417755,
"m": 1.0
},
{
"p": 0.05701906979084015,
"m": 0.9568234086036682
},
{
"p": 0.06501519680023193,
"m": 0.8220766186714172
},
{
"p": 0.08738626539707184,
"m": 0.9905568957328796
},
{
"p": 0.0622766837477684,
"m": 0.9041680693626404
},
{
"p": 0.09643921256065369,
"m": 0.9722267389297485
},
{
"p": 0.0857834741473198,
"m": 0.5
},
{
"p": 0.0336783304810524,
"m": 0.5
}
]
},
{
"epoch": 22,
"train_loss": 2.438506603240967,
"val_loss": 0.9639716148376465,
"acc": 63.59,
"time": 259.4976176460041,
"param": [
{
"p": 0.09898125380277634,
"m": 0.5
},
{
"p": 0.041368477046489716,
"m": 0.5
},
{
"p": 0.08137401938438416,
"m": 0.5
},
{
"p": 0.08842208236455917,
"m": 0.8264511227607727
},
{
"p": 0.08502427488565445,
"m": 0.5132845640182495
},
{
"p": 0.07517734169960022,
"m": 0.4061945676803589
},
{
"p": 0.045817114412784576,
"m": 0.9869375228881836
},
{
"p": 0.08524808287620544,
"m": 1.0
},
{
"p": 0.046582579612731934,
"m": 0.7889278531074524
},
{
"p": 0.07443571835756302,
"m": 1.0
},
{
"p": 0.06637153029441833,
"m": 0.9037376046180725
},
{
"p": 0.09262145310640335,
"m": 0.9964959025382996
},
{
"p": 0.0884149819612503,
"m": 0.5
},
{
"p": 0.03016110695898533,
"m": 0.5
}
]
},
{
"epoch": 23,
"train_loss": 2.3135242462158203,
"val_loss": 1.0928196907043457,
"acc": 63.59,
"time": 263.5677274360205,
"param": [
{
"p": 0.09514565765857697,
"m": 0.5
},
{
"p": 0.044432632625103,
"m": 0.5
},
{
"p": 0.0645541176199913,
"m": 0.5
},
{
"p": 0.08868297934532166,
"m": 0.9106336832046509
},
{
"p": 0.0783902183175087,
"m": 0.4955642521381378
},
{
"p": 0.05752841383218765,
"m": 0.4664066433906555
},
{
"p": 0.08857060223817825,
"m": 0.9870003461837769
},
{
"p": 0.07260153442621231,
"m": 1.0
},
{
"p": 0.043995290994644165,
"m": 0.8074219822883606
},
{
"p": 0.08428662270307541,
"m": 0.9663363695144653
},
{
"p": 0.06918915361166,
"m": 0.8341525793075562
},
{
"p": 0.09182603657245636,
"m": 0.992121696472168
},
{
"p": 0.09322592616081238,
"m": 0.5
},
{
"p": 0.027570703998208046,
"m": 0.5
}
]
},
{
"epoch": 24,
"train_loss": 2.0688869953155518,
"val_loss": 1.1295979022979736,
"acc": 63.39,
"time": 269.85712442395743,
"param": [
{
"p": 0.10106854885816574,
"m": 0.5
},
{
"p": 0.023336688056588173,
"m": 0.5
},
{
"p": 0.08802331238985062,
"m": 0.5
},
{
"p": 0.07780934870243073,
"m": 0.9561825394630432
},
{
"p": 0.07857361435890198,
"m": 0.47967061400413513
},
{
"p": 0.07303496450185776,
"m": 0.46690401434898376
},
{
"p": 0.07117459923028946,
"m": 0.921853244304657
},
{
"p": 0.07584685832262039,
"m": 1.0
},
{
"p": 0.05520906299352646,
"m": 0.8530300259590149
},
{
"p": 0.08361177891492844,
"m": 1.0
},
{
"p": 0.025626931339502335,
"m": 0.9092611074447632
},
{
"p": 0.10154440253973007,
"m": 0.987063467502594
},
{
"p": 0.1087888777256012,
"m": 0.5
},
{
"p": 0.036350999027490616,
"m": 0.5
}
]
},
{
"epoch": 25,
"train_loss": 1.4709826707839966,
"val_loss": 1.0560089349746704,
"acc": 65.07,
"time": 254.81319261703175,
"param": [
{
"p": 0.09122788906097412,
"m": 0.5
},
{
"p": 0.024221045896410942,
"m": 0.5
},
{
"p": 0.04704328253865242,
"m": 0.5
},
{
"p": 0.09097220748662949,
"m": 0.9715055227279663
},
{
"p": 0.06696358323097229,
"m": 0.5382533073425293
},
{
"p": 0.05699411407113075,
"m": 0.447899729013443
},
{
"p": 0.0895308330655098,
"m": 0.830530047416687
},
{
"p": 0.09611505270004272,
"m": 1.0
},
{
"p": 0.09228070825338364,
"m": 0.8375439643859863
},
{
"p": 0.08219169080257416,
"m": 0.8678680658340454
},
{
"p": 0.07658320665359497,
"m": 0.8938751220703125
},
{
"p": 0.08962303400039673,
"m": 1.0
},
{
"p": 0.09539569914340973,
"m": 0.5
},
{
"p": 0.0008577518747188151,
"m": 0.5
}
]
},
{
"epoch": 26,
"train_loss": 1.8253610134124756,
"val_loss": 0.8564722537994385,
"acc": 66.08,
"time": 252.37108922097832,
"param": [
{
"p": 0.09656207263469696,
"m": 0.5
},
{
"p": 0.03928723558783531,
"m": 0.5
},
{
"p": 0.07199204713106155,
"m": 0.5
},
{
"p": 0.05444854497909546,
"m": 0.9189251065254211
},
{
"p": 0.06435897946357727,
"m": 0.54159015417099
},
{
"p": 0.06479808688163757,
"m": 0.4274766743183136
},
{
"p": 0.09808545559644699,
"m": 0.9348940253257751
},
{
"p": 0.10780876129865646,
"m": 0.9717536568641663
},
{
"p": 0.053235605359077454,
"m": 0.8957062363624573
},
{
"p": 0.08127731084823608,
"m": 0.934191107749939
},
{
"p": 0.06864279508590698,
"m": 0.9080829620361328
},
{
"p": 0.072540283203125,
"m": 0.9999029040336609
},
{
"p": 0.09715628623962402,
"m": 0.5
},
{
"p": 0.029806585982441902,
"m": 0.5
}
]
},
{
"epoch": 27,
"train_loss": 1.9200800657272339,
"val_loss": 0.9822216033935547,
"acc": 65.77,
"time": 255.47926187200937,
"param": [
{
"p": 0.09431889653205872,
"m": 0.5
},
{
"p": 0.035316724330186844,
"m": 0.5
},
{
"p": 0.08938755095005035,
"m": 0.5
},
{
"p": 0.08274149149656296,
"m": 0.9931028485298157
},
{
"p": 0.05813802778720856,
"m": 0.4722428321838379
},
{
"p": 0.07501742988824844,
"m": 0.3977370262145996
},
{
"p": 0.09084039181470871,
"m": 0.9788861870765686
},
{
"p": 0.06128036975860596,
"m": 0.9585428833961487
},
{
"p": 0.07899825274944305,
"m": 0.9386101961135864
},
{
"p": 0.05423682555556297,
"m": 0.997666597366333
},
{
"p": 0.05247991532087326,
"m": 0.8478308320045471
},
{
"p": 0.09163717925548553,
"m": 1.0
},
{
"p": 0.0938621386885643,
"m": 0.5
},
{
"p": 0.04174479842185974,
"m": 0.5
}
]
},
{
"epoch": 28,
"train_loss": 1.8730957508087158,
"val_loss": 1.0062938928604126,
"acc": 64.85,
"time": 267.16516172501724,
"param": [
{
"p": 0.0871584564447403,
"m": 0.5
},
{
"p": 0.051027119159698486,
"m": 0.5
},
{
"p": 0.059170715510845184,
"m": 0.5
},
{
"p": 0.06763260811567307,
"m": 0.990139901638031
},
{
"p": 0.04562833532691002,
"m": 0.5023105144500732
},
{
"p": 0.08140107244253159,
"m": 0.33762675523757935
},
{
"p": 0.07647210359573364,
"m": 0.8851311802864075
},
{
"p": 0.08437159657478333,
"m": 0.9012190699577332
},
{
"p": 0.07161816209554672,
"m": 0.9376580715179443
},
{
"p": 0.07130327820777893,
"m": 0.9592199921607971
},
{
"p": 0.061642199754714966,
"m": 0.8432574272155762
},
{
"p": 0.077345110476017,
"m": 0.9997994303703308
},
{
"p": 0.11126458644866943,
"m": 0.5
},
{
"p": 0.053964629769325256,
"m": 0.5
}
]
},
{
"epoch": 29,
"train_loss": 1.6689214706420898,
"val_loss": 0.9447899460792542,
"acc": 67.07,
"time": 258.2603239120217,
"param": [
{
"p": 0.08834215998649597,
"m": 0.5
},
{
"p": 0.03808411583304405,
"m": 0.5
},
{
"p": 0.09408796578645706,
"m": 0.5
},
{
"p": 0.0842096209526062,
"m": 0.9438052177429199
},
{
"p": 0.05203293636441231,
"m": 0.3449109196662903
},
{
"p": 0.06795403361320496,
"m": 0.21204815804958344
},
{
"p": 0.09363217651844025,
"m": 0.9238550066947937
},
{
"p": 0.07650313526391983,
"m": 0.7900689244270325
},
{
"p": 0.05228576436638832,
"m": 0.9821208715438843
},
{
"p": 0.06898404657840729,
"m": 0.9069565534591675
},
{
"p": 0.08406053483486176,
"m": 0.8602758049964905
},
{
"p": 0.09321402758359909,
"m": 0.9879204034805298
},
{
"p": 0.060787275433540344,
"m": 0.5
},
{
"p": 0.04582211375236511,
"m": 0.5
}
]
},
{
"epoch": 30,
"train_loss": 1.6886941194534302,
"val_loss": 0.9698992371559143,
"acc": 66.73,
"time": 269.64132211200194,
"param": [
{
"p": 0.08826301246881485,
"m": 0.5
},
{
"p": 0.028109129518270493,
"m": 0.5
},
{
"p": 0.08231325447559357,
"m": 0.5
},
{
"p": 0.0954408273100853,
"m": 0.9501098990440369
},
{
"p": 0.06317131966352463,
"m": 0.5431979298591614
},
{
"p": 0.05431878939270973,
"m": 0.21066410839557648
},
{
"p": 0.0908336490392685,
"m": 1.0
},
{
"p": 0.08083903789520264,
"m": 0.9740508794784546
},
{
"p": 0.06370288133621216,
"m": 1.0
},
{
"p": 0.07279466092586517,
"m": 0.8827877044677734
},
{
"p": 0.05481724441051483,
"m": 0.7532570958137512
},
{
"p": 0.0870075672864914,
"m": 0.900885820388794
},
{
"p": 0.09296901524066925,
"m": 0.5
},
{
"p": 0.04541967809200287,
"m": 0.5
}
]
},
{
"epoch": 31,
"train_loss": 1.555358648300171,
"val_loss": 0.9918005466461182,
"acc": 66.41,
"time": 274.17144407203887,
"param": [
{
"p": 0.10430306941270828,
"m": 0.5
},
{
"p": 0.053217533975839615,
"m": 0.5
},
{
"p": 0.06310945004224777,
"m": 0.5
},
{
"p": 0.07398301362991333,
"m": 1.0
},
{
"p": 0.08206941932439804,
"m": 0.6266561150550842
},
{
"p": 0.07493899017572403,
"m": 0.2475314438343048
},
{
"p": 0.09821569919586182,
"m": 0.9486181139945984
},
{
"p": 0.0822938084602356,
"m": 0.8858268857002258
},
{
"p": 0.062250249087810516,
"m": 0.9956182837486267
},
{
"p": 0.07360866665840149,
"m": 0.8712016940116882
},
{
"p": 0.05459962412714958,
"m": 0.8193468451499939
},
{
"p": 0.07623501121997833,
"m": 0.9509308934211731
},
{
"p": 0.09058478474617004,
"m": 0.5
},
{
"p": 0.010590647347271442,
"m": 0.5
}
]
},
{
"epoch": 32,
"train_loss": 2.051424503326416,
"val_loss": 0.9058204293251038,
"acc": 67.62,
"time": 265.24334457097575,
"param": [
{
"p": 0.09949963539838791,
"m": 0.5
},
{
"p": 0.04202171415090561,
"m": 0.5
},
{
"p": 0.08459053933620453,
"m": 0.5
},
{
"p": 0.08182532340288162,
"m": 0.9682126045227051
},
{
"p": 0.06280118227005005,
"m": 0.5491651296615601
},
{
"p": 0.06508872658014297,
"m": 0.4033583700656891
},
{
"p": 0.09331874549388885,
"m": 0.9960235953330994
},
{
"p": 0.057703517377376556,
"m": 0.7745731472969055
},
{
"p": 0.06896242499351501,
"m": 0.987027108669281
},
{
"p": 0.07137719541788101,
"m": 1.0
},
{
"p": 0.0743708461523056,
"m": 0.850197970867157
},
{
"p": 0.0545743927359581,
"m": 0.9586396813392639
},
{
"p": 0.10953304171562195,
"m": 0.5
},
{
"p": 0.03433274105191231,
"m": 0.5
}
]
},
{
"epoch": 33,
"train_loss": 2.121088743209839,
"val_loss": 1.0717897415161133,
"acc": 66.19,
"time": 268.5695338520454,
"param": [
{
"p": 0.09356890618801117,
"m": 0.5
},
{
"p": 0.050357915461063385,
"m": 0.5
},
{
"p": 0.07851679623126984,
"m": 0.5
},
{
"p": 0.09180063009262085,
"m": 1.0
},
{
"p": 0.04763879254460335,
"m": 0.5327664017677307
},
{
"p": 0.0675736665725708,
"m": 0.45537230372428894
},
{
"p": 0.08435627818107605,
"m": 0.9740250706672668
},
{
"p": 0.08092167973518372,
"m": 0.8759671449661255
},
{
"p": 0.0756559744477272,
"m": 0.9735188484191895
},
{
"p": 0.06700751930475235,
"m": 0.9846771359443665
},
{
"p": 0.05986154451966286,
"m": 0.7659035921096802
},
{
"p": 0.08796321600675583,
"m": 0.9875398874282837
},
{
"p": 0.08394502848386765,
"m": 0.5
},
{
"p": 0.03083205409348011,
"m": 0.5
}
]
},
{
"epoch": 34,
"train_loss": 1.6456552743911743,
"val_loss": 0.9055442214012146,
"acc": 66.56,
"time": 260.650084622961,
"param": [
{
"p": 0.08998925238847733,
"m": 0.5
},
{
"p": 0.052179645746946335,
"m": 0.5
},
{
"p": 0.07186885178089142,
"m": 0.5
},
{
"p": 0.09884899854660034,
"m": 0.9996874332427979
},
{
"p": 0.06932707875967026,
"m": 0.5412992238998413
},
{
"p": 0.06095792353153229,
"m": 0.363700807094574
},
{
"p": 0.08414670825004578,
"m": 0.9522639513015747
},
{
"p": 0.06550583988428116,
"m": 0.9944037795066833
},
{
"p": 0.056921735405921936,
"m": 1.0
},
{
"p": 0.07890167832374573,
"m": 0.8744022846221924
},
{
"p": 0.07571791857481003,
"m": 0.7513535022735596
},
{
"p": 0.08938217908143997,
"m": 1.0
},
{
"p": 0.07611694931983948,
"m": 0.5
},
{
"p": 0.030135277658700943,
"m": 0.5
}
]
},
{
"epoch": 35,
"train_loss": 1.6826390027999878,
"val_loss": 0.9461173415184021,
"acc": 65.82,
"time": 278.9313717900077,
"param": [
{
"p": 0.08408734202384949,
"m": 0.5
},
{
"p": 0.060372672975063324,
"m": 0.5
},
{
"p": 0.06583226472139359,
"m": 0.5
},
{
"p": 0.07067307084798813,
"m": 0.9942387342453003
},
{
"p": 0.07667624950408936,
"m": 0.5129035115242004
},
{
"p": 0.08421453833580017,
"m": 0.3690275549888611
},
{
"p": 0.1059144139289856,
"m": 0.9693329930305481
},
{
"p": 0.07623491436243057,
"m": 1.0
},
{
"p": 0.030602261424064636,
"m": 0.8896594643592834
},
{
"p": 0.0842626765370369,
"m": 0.8116726279258728
},
{
"p": 0.0715002492070198,
"m": 0.7343233823776245
},
{
"p": 0.08440588414669037,
"m": 0.9851527810096741
},
{
"p": 0.061097510159015656,
"m": 0.5
},
{
"p": 0.04412589222192764,
"m": 0.5
}
]
},
{
"epoch": 36,
"train_loss": 1.860978364944458,
"val_loss": 1.0144559144973755,
"acc": 67.95,
"time": 258.73143267602427,
"param": [
{
"p": 0.08859599381685257,
"m": 0.5
},
{
"p": 0.05229702219367027,
"m": 0.5
},
{
"p": 0.08583135902881622,
"m": 0.5
},
{
"p": 0.05879855901002884,
"m": 0.8510298132896423
},
{
"p": 0.057375431060791016,
"m": 0.4577970504760742
},
{
"p": 0.05658027157187462,
"m": 0.45507481694221497
},
{
"p": 0.09359361231327057,
"m": 1.0
},
{
"p": 0.06598026305437088,
"m": 0.9724404811859131
},
{
"p": 0.05743053928017616,
"m": 0.8104293346405029
},
{
"p": 0.06512714922428131,
"m": 0.9081549048423767
},
{
"p": 0.0956680104136467,
"m": 0.700738251209259
},
{
"p": 0.09659449756145477,
"m": 0.9909565448760986
},
{
"p": 0.08446423709392548,
"m": 0.5
},
{
"p": 0.04166310653090477,
"m": 0.5
}
]
},
{
"epoch": 37,
"train_loss": 1.4961693286895752,
"val_loss": 0.9446259140968323,
"acc": 67.72,
"time": 263.0560269479756,
"param": [
{
"p": 0.0990866869688034,
"m": 0.5
},
{
"p": 0.042648013681173325,
"m": 0.5
},
{
"p": 0.056963831186294556,
"m": 0.5
},
{
"p": 0.09152982383966446,
"m": 0.8507868051528931
},
{
"p": 0.05057331919670105,
"m": 0.42820367217063904
},
{
"p": 0.06517170369625092,
"m": 0.3930087387561798
},
{
"p": 0.09098798036575317,
"m": 0.9887089133262634
},
{
"p": 0.07092921435832977,
"m": 1.0
},
{
"p": 0.05354202911257744,
"m": 0.8444088697433472
},
{
"p": 0.08956792950630188,
"m": 0.9626365900039673
},
{
"p": 0.06348689645528793,
"m": 0.818878173828125
},
{
"p": 0.08087820559740067,
"m": 0.9906052947044373
},
{
"p": 0.09555155038833618,
"m": 0.5
},
{
"p": 0.04908278211951256,
"m": 0.5
}
]
},
{
"epoch": 38,
"train_loss": 1.5928200483322144,
"val_loss": 0.8781731724739075,
"acc": 69.07,
"time": 277.87522742402507,
"param": [
{
"p": 0.11292578279972076,
"m": 0.5
},
{
"p": 0.03981589898467064,
"m": 0.5
},
{
"p": 0.0869385376572609,
"m": 0.5
},
{
"p": 0.06317776441574097,
"m": 0.6706897020339966
},
{
"p": 0.054975442588329315,
"m": 0.4273565411567688
},
{
"p": 0.07794666290283203,
"m": 0.36969703435897827
},
{
"p": 0.08390120416879654,
"m": 0.9979268908500671
},
{
"p": 0.08183383196592331,
"m": 0.9998775124549866
},
{
"p": 0.04845401272177696,
"m": 0.8464829325675964
},
{
"p": 0.08211561292409897,
"m": 1.0
},
{
"p": 0.0670987069606781,
"m": 0.822282075881958
},
{
"p": 0.09284423291683197,
"m": 1.0
},
{
"p": 0.07587127387523651,
"m": 0.5
},
{
"p": 0.032101020216941833,
"m": 0.5
}
]
},
{
"epoch": 39,
"train_loss": 1.1570990085601807,
"val_loss": 1.0504624843597412,
"acc": 67.6,
"time": 286.41051969002,
"param": [
{
"p": 0.08064226061105728,
"m": 0.5
},
{
"p": 0.03435130789875984,
"m": 0.5
},
{
"p": 0.08976785838603973,
"m": 0.5
},
{
"p": 0.06609474867582321,
"m": 0.7424431443214417
},
{
"p": 0.08147811144590378,
"m": 0.3585425019264221
},
{
"p": 0.07906616479158401,
"m": 0.37154391407966614
},
{
"p": 0.08215844631195068,
"m": 0.9965736865997314
},
{
"p": 0.06736793369054794,
"m": 0.8681814670562744
},
{
"p": 0.05310078710317612,
"m": 0.8455430865287781
},
{
"p": 0.0601688027381897,
"m": 0.9257153272628784
},
{
"p": 0.06861276924610138,
"m": 0.8303672671318054
},
{
"p": 0.07853083312511444,
"m": 1.0
},
{
"p": 0.1079835370182991,
"m": 0.5
},
{
"p": 0.05067645013332367,
"m": 0.5
}
]
},
{
"epoch": 40,
"train_loss": 1.6390740871429443,
"val_loss": 0.9642683863639832,
"acc": 69.12,
"time": 285.72055576503044,
"param": [
{
"p": 0.08915890008211136,
"m": 0.5
},
{
"p": 0.03262830153107643,
"m": 0.5
},
{
"p": 0.09827744960784912,
"m": 0.5
},
{
"p": 0.07382988184690475,
"m": 0.9403504133224487
},
{
"p": 0.05839678272604942,
"m": 0.294834166765213
},
{
"p": 0.07135511934757233,
"m": 0.3528840243816376
},
{
"p": 0.07413387298583984,
"m": 0.9324361681938171
},
{
"p": 0.06997805088758469,
"m": 0.864226758480072
},
{
"p": 0.07108284533023834,
"m": 0.8465322256088257
},
{
"p": 0.0693909302353859,
"m": 0.9844955205917358
},
{
"p": 0.058977093547582626,
"m": 0.7873461842536926
},
{
"p": 0.09452910721302032,
"m": 1.0
},
{
"p": 0.07790697365999222,
"m": 0.5
},
{
"p": 0.06035465747117996,
"m": 0.5
}
]
},
{
"epoch": 41,
"train_loss": 1.3525294065475464,
"val_loss": 1.0695157051086426,
"acc": 68.13,
"time": 283.04230530996574,
"param": [
{
"p": 0.08402344584465027,
"m": 0.5
},
{
"p": 0.05472211539745331,
"m": 0.5
},
{
"p": 0.0702010914683342,
"m": 0.5
},
{
"p": 0.08869312703609467,
"m": 0.9043416976928711
},
{
"p": 0.05891658365726471,
"m": 0.17337888479232788
},
{
"p": 0.07844897359609604,
"m": 0.3519314229488373
},
{
"p": 0.08834078907966614,
"m": 0.9089747071266174
},
{
"p": 0.05609972029924393,
"m": 0.9600268006324768
},
{
"p": 0.07832801342010498,
"m": 0.8753634095191956
},
{
"p": 0.0681547150015831,
"m": 0.9995030760765076
},
{
"p": 0.0628001019358635,
"m": 0.8514860272407532
},
{
"p": 0.06831786036491394,
"m": 1.0
},
{
"p": 0.08841203153133392,
"m": 0.5
},
{
"p": 0.05454143509268761,
"m": 0.5
}
]
},
{
"epoch": 42,
"train_loss": 1.3725674152374268,
"val_loss": 0.9474278688430786,
"acc": 67.76,
"time": 284.5817753240117,
"param": [
{
"p": 0.10338989645242691,
"m": 0.5
},
{
"p": 0.04721466079354286,
"m": 0.5
},
{
"p": 0.050679948180913925,
"m": 0.5
},
{
"p": 0.08186603337526321,
"m": 0.7223812937736511
},
{
"p": 0.07050354778766632,
"m": 0.32518845796585083
},
{
"p": 0.05427740886807442,
"m": 0.5107194781303406
},
{
"p": 0.07525482773780823,
"m": 0.8951529264450073
},
{
"p": 0.0726330429315567,
"m": 0.9166194796562195
},
{
"p": 0.06265430897474289,
"m": 0.8632694482803345
},
{
"p": 0.0752253606915474,
"m": 1.0
},
{
"p": 0.07330677658319473,
"m": 0.8553558588027954
},
{
"p": 0.09453584253787994,
"m": 1.0
},
{
"p": 0.0855933129787445,
"m": 0.5
},
{
"p": 0.05286508426070213,
"m": 0.5
}
]
},
{
"epoch": 43,
"train_loss": 1.7241703271865845,
"val_loss": 0.8172338008880615,
"acc": 68.2,
"time": 282.02427083201474,
"param": [
{
"p": 0.09201542288064957,
"m": 0.5
},
{
"p": 0.029950523748993874,
"m": 0.5
},
{
"p": 0.06922975927591324,
"m": 0.5
},
{
"p": 0.06176317110657692,
"m": 0.7665005326271057
},
{
"p": 0.08641818165779114,
"m": 0.31557697057724
},
{
"p": 0.0644405260682106,
"m": 0.42612940073013306
},
{
"p": 0.08481539785861969,
"m": 0.8678896427154541
},
{
"p": 0.08476391434669495,
"m": 0.8481875658035278
},
{
"p": 0.09465979784727097,
"m": 0.8310097455978394
},
{
"p": 0.05113094672560692,
"m": 0.978039562702179
},
{
"p": 0.06231728941202164,
"m": 0.9919211268424988
},
{
"p": 0.07796304672956467,
"m": 1.0
},
{
"p": 0.09248349815607071,
"m": 0.5
},
{
"p": 0.04804849252104759,
"m": 0.5
}
]
},
{
"epoch": 44,
"train_loss": 1.6970584392547607,
"val_loss": 0.9949548840522766,
"acc": 68.66,
"time": 290.88447770499624,
"param": [
{
"p": 0.09449252486228943,
"m": 0.5
},
{
"p": 0.03434453904628754,
"m": 0.5
},
{
"p": 0.07895632088184357,
"m": 0.5
},
{
"p": 0.09381119161844254,
"m": 0.7273831963539124
},
{
"p": 0.07102475315332413,
"m": 0.2797186076641083
},
{
"p": 0.06627942621707916,
"m": 0.4637349247932434
},
{
"p": 0.06726714968681335,
"m": 0.7386528849601746
},
{
"p": 0.08667073398828506,
"m": 0.9068695902824402
},
{
"p": 0.05071456730365753,
"m": 0.920724093914032
},
{
"p": 0.07940599322319031,
"m": 0.9990621209144592
},
{
"p": 0.0615946426987648,
"m": 0.9471930861473083
},
{
"p": 0.07206196337938309,
"m": 1.0
},
{
"p": 0.08418193459510803,
"m": 0.5
},
{
"p": 0.05919422581791878,
"m": 0.5
}
]
},
{
"epoch": 45,
"train_loss": 1.4817149639129639,
"val_loss": 0.9373076558113098,
"acc": 68.64,
"time": 277.6966467500315,
"param": [
{
"p": 0.09054162353277206,
"m": 0.5
},
{
"p": 0.03712797909975052,
"m": 0.5
},
{
"p": 0.08153916150331497,
"m": 0.5
},
{
"p": 0.07984982430934906,
"m": 0.6458684802055359
},
{
"p": 0.0737420991063118,
"m": 0.22903591394424438
},
{
"p": 0.08020327985286713,
"m": 0.5186676979064941
},
{
"p": 0.08023015409708023,
"m": 0.7355148196220398
},
{
"p": 0.08962887525558472,
"m": 1.0
},
{
"p": 0.05004410445690155,
"m": 0.9133711457252502
},
{
"p": 0.06190146505832672,
"m": 1.0
},
{
"p": 0.04809768125414848,
"m": 0.8913909196853638
},
{
"p": 0.06636751443147659,
"m": 1.0
},
{
"p": 0.10083014518022537,
"m": 0.5
},
{
"p": 0.059896111488342285,
"m": 0.5
}
]
},
{
"epoch": 46,
"train_loss": 1.4373732805252075,
"val_loss": 0.9600846767425537,
"acc": 69.25,
"time": 283.7176891929703,
"param": [
{
"p": 0.08081930130720139,
"m": 0.5
},
{
"p": 0.0032452382147312164,
"m": 0.5
},
{
"p": 0.09818085283041,
"m": 0.5
},
{
"p": 0.07414380460977554,
"m": 0.6779975295066833
},
{
"p": 0.06910303235054016,
"m": 0.398479163646698
},
{
"p": 0.0722704604268074,
"m": 0.5230953097343445
},
{
"p": 0.09345532208681107,
"m": 0.8165398836135864
},
{
"p": 0.07570809125900269,
"m": 0.9139663577079773
},
{
"p": 0.06769635528326035,
"m": 0.8743951320648193
},
{
"p": 0.07039197534322739,
"m": 1.0
},
{
"p": 0.09899201989173889,
"m": 0.9005248546600342
},
{
"p": 0.08896807581186295,
"m": 1.0
},
{
"p": 0.09081892669200897,
"m": 0.5
},
{
"p": 0.01620659790933132,
"m": 0.5
}
]
},
{
"epoch": 47,
"train_loss": 1.8632981777191162,
"val_loss": 0.7839084267616272,
"acc": 68.99,
"time": 280.27633491903543,
"param": [
{
"p": 0.07497957348823547,
"m": 0.5
},
{
"p": 0.03825781121850014,
"m": 0.5
},
{
"p": 0.08877982199192047,
"m": 0.5
},
{
"p": 0.09386738389730453,
"m": 0.6253910660743713
},
{
"p": 0.08249212801456451,
"m": 0.4554697275161743
},
{
"p": 0.06584695726633072,
"m": 0.5658057928085327
},
{
"p": 0.0825347900390625,
"m": 0.8855943083763123
},
{
"p": 0.06437232345342636,
"m": 0.9658434987068176
},
{
"p": 0.08460325747728348,
"m": 0.8802340626716614
},
{
"p": 0.06753332167863846,
"m": 0.9497941136360168
},
{
"p": 0.04978565126657486,
"m": 0.8200950622558594
},
{
"p": 0.08376999944448471,
"m": 0.994844377040863
},
{
"p": 0.07330430299043655,
"m": 0.5
},
{
"p": 0.049872543662786484,
"m": 0.5
}
]
},
{
"epoch": 48,
"train_loss": 1.714242935180664,
"val_loss": 0.975530207157135,
"acc": 67.89,
"time": 300.0867103339988,
"param": [
{
"p": 0.08673577010631561,
"m": 0.5
},
{
"p": 0.03782503306865692,
"m": 0.5
},
{
"p": 0.09058397263288498,
"m": 0.5
},
{
"p": 0.0803731232881546,
"m": 0.7273485660552979
},
{
"p": 0.07126262784004211,
"m": 0.4852115213871002
},
{
"p": 0.06429152935743332,
"m": 0.5165223479270935
},
{
"p": 0.0744040384888649,
"m": 0.822719156742096
},
{
"p": 0.06716107577085495,
"m": 1.0
},
{
"p": 0.036580733954906464,
"m": 0.9932051301002502
},
{
"p": 0.0739816278219223,
"m": 1.0
},
{
"p": 0.06838902086019516,
"m": 0.8029305338859558
},
{
"p": 0.09841255098581314,
"m": 0.9952842593193054
},
{
"p": 0.10091658681631088,
"m": 0.5
},
{
"p": 0.04908236488699913,
"m": 0.5
}
]
},
{
"epoch": 49,
"train_loss": 1.374527096748352,
"val_loss": 0.8576157689094543,
"acc": 68.59,
"time": 288.1404654700309,
"param": [
{
"p": 0.08726251870393753,
"m": 0.5
},
{
"p": 0.029313327744603157,
"m": 0.5
},
{
"p": 0.06975379586219788,
"m": 0.5
},
{
"p": 0.08602998405694962,
"m": 0.86846923828125
},
{
"p": 0.0419531911611557,
"m": 0.5570839047431946
},
{
"p": 0.07827400416135788,
"m": 0.4433979094028473
},
{
"p": 0.09376146644353867,
"m": 0.9430732131004333
},
{
"p": 0.08819165825843811,
"m": 1.0
},
{
"p": 0.06937708705663681,
"m": 1.0
},
{
"p": 0.07173454016447067,
"m": 0.948664128780365
},
{
"p": 0.0848839059472084,
"m": 0.974696159362793
},
{
"p": 0.07262827455997467,
"m": 1.0
},
{
"p": 0.07091125100851059,
"m": 0.5
},
{
"p": 0.055925026535987854,
"m": 0.5
}
]
},
{
"epoch": 50,
"train_loss": 1.4690682888031006,
"val_loss": 0.9348055720329285,
"acc": 69.06,
"time": 280.5258403979824,
"param": [
{
"p": 0.0789252296090126,
"m": 0.5
},
{
"p": 0.03156385198235512,
"m": 0.5
},
{
"p": 0.08845656365156174,
"m": 0.5
},
{
"p": 0.07579049468040466,
"m": 0.9129185080528259
},
{
"p": 0.06825215369462967,
"m": 0.5758153200149536
},
{
"p": 0.0796530693769455,
"m": 0.378042072057724
},
{
"p": 0.0863233357667923,
"m": 1.0
},
{
"p": 0.05944371223449707,
"m": 0.8621836304664612
},
{
"p": 0.07821083068847656,
"m": 0.9858099818229675
},
{
"p": 0.05806396156549454,
"m": 1.0
},
{
"p": 0.0627751275897026,
"m": 0.9733867049217224
},
{
"p": 0.08668723702430725,
"m": 1.0
},
{
"p": 0.07686205953359604,
"m": 0.5
},
{
"p": 0.06899233907461166,
"m": 0.5
}
]
},
{
"epoch": 51,
"train_loss": 1.5496104955673218,
"val_loss": 0.8049649000167847,
"acc": 69.41,
"time": 292.19527545798337,
"param": [
{
"p": 0.0763988196849823,
"m": 0.5
},
{
"p": 0.05921102315187454,
"m": 0.5
},
{
"p": 0.08013004809617996,
"m": 0.5
},
{
"p": 0.08971662074327469,
"m": 0.9960517883300781
},
{
"p": 0.06045909598469734,
"m": 0.5988690853118896
},
{
"p": 0.06139376387000084,
"m": 0.45775720477104187
},
{
"p": 0.07841089367866516,
"m": 1.0
},
{
"p": 0.08518048375844955,
"m": 0.9832621812820435
},
{
"p": 0.06556709110736847,
"m": 0.9962972402572632
},
{
"p": 0.07948213070631027,
"m": 0.9501089453697205
},
{
"p": 0.06361249834299088,
"m": 0.9553597569465637
},
{
"p": 0.08876507729291916,
"m": 1.0
},
{
"p": 0.0626879632472992,
"m": 0.5
},
{
"p": 0.04898448288440704,
"m": 0.5
}
]
},
{
"epoch": 52,
"train_loss": 1.8433101177215576,
"val_loss": 0.8429948091506958,
"acc": 69.29,
"time": 289.41551282297587,
"param": [
{
"p": 0.06949690729379654,
"m": 0.5
},
{
"p": 0.047449883073568344,
"m": 0.5
},
{
"p": 0.066787950694561,
"m": 0.5
},
{
"p": 0.11374074220657349,
"m": 0.9753511548042297
},
{
"p": 0.05616500973701477,
"m": 0.5584712028503418
},
{
"p": 0.0836748331785202,
"m": 0.45759671926498413
},
{
"p": 0.06098759174346924,
"m": 0.9913550019264221
},
{
"p": 0.06689710915088654,
"m": 0.9723342061042786
},
{
"p": 0.06378423422574997,
"m": 0.9062678217887878
},
{
"p": 0.060873936861753464,
"m": 0.9613787531852722
},
{
"p": 0.08326245099306107,
"m": 0.9490219950675964
},
{
"p": 0.08759672194719315,
"m": 0.97589111328125
},
{
"p": 0.07995037734508514,
"m": 0.5
},
{
"p": 0.05933215469121933,
"m": 0.5
}
]
},
{
"epoch": 53,
"train_loss": 1.4285343885421753,
"val_loss": 0.9636586308479309,
"acc": 70.14,
"time": 284.9135609520017,
"param": [
{
"p": 0.07978448271751404,
"m": 0.5
},
{
"p": 0.03816980868577957,
"m": 0.5
},
{
"p": 0.09422675520181656,
"m": 0.5
},
{
"p": 0.08157719671726227,
"m": 0.926643431186676
},
{
"p": 0.0619739405810833,
"m": 0.5521408319473267
},
{
"p": 0.06874356418848038,
"m": 0.5152395963668823
},
{
"p": 0.07943228632211685,
"m": 0.9165012836456299
},
{
"p": 0.08447840809822083,
"m": 0.9547868967056274
},
{
"p": 0.059331461787223816,
"m": 0.8180645704269409
},
{
"p": 0.07664471864700317,
"m": 0.9779714941978455
},
{
"p": 0.049111977219581604,
"m": 0.8697817325592041
},
{
"p": 0.0700778216123581,
"m": 1.0
},
{
"p": 0.09452051669359207,
"m": 0.5
},
{
"p": 0.061927031725645065,
"m": 0.5
}
]
},
{
"epoch": 54,
"train_loss": 1.5098917484283447,
"val_loss": 0.8975752592086792,
"acc": 69.92,
"time": 285.9604636760196,
"param": [
{
"p": 0.07933579385280609,
"m": 0.5
},
{
"p": 0.03871592506766319,
"m": 0.5
},
{
"p": 0.06939753890037537,
"m": 0.5
},
{
"p": 0.09373840689659119,
"m": 0.9172397255897522
},
{
"p": 0.06904131919145584,
"m": 0.45564016699790955
},
{
"p": 0.05680505931377411,
"m": 0.5189867615699768
},
{
"p": 0.10340990871191025,
"m": 0.9937638640403748
},
{
"p": 0.04867696762084961,
"m": 0.9841107130050659
},
{
"p": 0.08133324980735779,
"m": 0.8096300363540649
},
{
"p": 0.09163044393062592,
"m": 0.9934678673744202
},
{
"p": 0.0646015852689743,
"m": 0.8896317481994629
},
{
"p": 0.07990346103906631,
"m": 1.0
},
{
"p": 0.06384140253067017,
"m": 0.5
},
{
"p": 0.059568870812654495,
"m": 0.5
}
]
},
{
"epoch": 55,
"train_loss": 1.813288688659668,
"val_loss": 0.8363935351371765,
"acc": 69.58,
"time": 296.6543049920001,
"param": [
{
"p": 0.11276721954345703,
"m": 0.5
},
{
"p": 0.048125505447387695,
"m": 0.5
},
{
"p": 0.08652734756469727,
"m": 0.5
},
{
"p": 0.07741070538759232,
"m": 0.8819151520729065
},
{
"p": 0.06630424410104752,
"m": 0.49967828392982483
},
{
"p": 0.06343279033899307,
"m": 0.45073679089546204
},
{
"p": 0.07033178210258484,
"m": 0.9610071182250977
},
{
"p": 0.06355981528759003,
"m": 0.9685226082801819
},
{
"p": 0.052074335515499115,
"m": 0.7679429650306702
},
{
"p": 0.09161399304866791,
"m": 0.9981892108917236
},
{
"p": 0.07123547047376633,
"m": 0.9126541614532471
},
{
"p": 0.08361873775720596,
"m": 1.0
},
{
"p": 0.06257423013448715,
"m": 0.5
},
{
"p": 0.05042384937405586,
"m": 0.5
}
]
},
{
"epoch": 56,
"train_loss": 1.5652886629104614,
"val_loss": 1.007355809211731,
"acc": 68.57,
"time": 294.503872286994,
"param": [
{
"p": 0.08572589606046677,
"m": 0.5
},
{
"p": 0.04682302474975586,
"m": 0.5
},
{
"p": 0.038076017051935196,
"m": 0.5
},
{
"p": 0.09143873304128647,
"m": 0.9085292816162109
},
{
"p": 0.06724195927381516,
"m": 0.5832711458206177
},
{
"p": 0.08089081197977066,
"m": 0.508882462978363
},
{
"p": 0.06420262902975082,
"m": 1.0
},
{
"p": 0.07452867925167084,
"m": 0.9453802108764648
},
{
"p": 0.08556114137172699,
"m": 0.7765951752662659
},
{
"p": 0.0659569501876831,
"m": 0.9262132048606873
},
{
"p": 0.07337504625320435,
"m": 0.827282726764679
},
{
"p": 0.08238618820905685,
"m": 0.996576189994812
},
{
"p": 0.08798155933618546,
"m": 0.5
},
{
"p": 0.055811259895563126,
"m": 0.5
}
]
},
{
"epoch": 57,
"train_loss": 1.6881415843963623,
"val_loss": 0.9460004568099976,
"acc": 70.81,
"time": 275.7825648380094,
"param": [
{
"p": 0.10741455852985382,
"m": 0.5
},
{
"p": 0.056480515748262405,
"m": 0.5
},
{
"p": 0.0569516122341156,
"m": 0.5
},
{
"p": 0.07061748951673508,
"m": 0.9234270453453064
},
{
"p": 0.06917960941791534,
"m": 0.43613681197166443
},
{
"p": 0.08007213473320007,
"m": 0.3493490219116211
},
{
"p": 0.09243480116128922,
"m": 0.9933719635009766
},
{
"p": 0.06820207834243774,
"m": 0.8011475205421448
},
{
"p": 0.054548319429159164,
"m": 0.9708144068717957
},
{
"p": 0.07189037650823593,
"m": 0.9642829298973083
},
{
"p": 0.07390947639942169,
"m": 0.937470555305481
},
{
"p": 0.08660752326250076,
"m": 0.9991599917411804
},
{
"p": 0.06462034583091736,
"m": 0.5
},
{
"p": 0.04707120731472969,
"m": 0.5
}
]
},
{
"epoch": 58,
"train_loss": 1.4339591264724731,
"val_loss": 0.945449709892273,
"acc": 69.38,
"time": 301.1493938989588,
"param": [
{
"p": 0.09773947298526764,
"m": 0.5
},
{
"p": 0.040993042290210724,
"m": 0.5
},
{
"p": 0.09697238355875015,
"m": 0.5
},
{
"p": 0.06897121667861938,
"m": 0.8504509925842285
},
{
"p": 0.07992589473724365,
"m": 0.35516151785850525
},
{
"p": 0.06405617296695709,
"m": 0.33793655037879944
},
{
"p": 0.06829818338155746,
"m": 0.9560306072235107
},
{
"p": 0.08068377524614334,
"m": 0.8328423500061035
},
{
"p": 0.05691235139966011,
"m": 0.8431439399719238
},
{
"p": 0.07150878757238388,
"m": 1.0
},
{
"p": 0.08237092196941376,
"m": 0.9254435300827026
},
{
"p": 0.0812591016292572,
"m": 1.0
},
{
"p": 0.06284575164318085,
"m": 0.5
},
{
"p": 0.04746294766664505,
"m": 0.5
}
]
},
{
"epoch": 59,
"train_loss": 1.3167411088943481,
"val_loss": 0.9133784770965576,
"acc": 69.28,
"time": 290.5867905479972,
"param": [
{
"p": 0.0952853336930275,
"m": 0.5
},
{
"p": 0.03657061979174614,
"m": 0.5
},
{
"p": 0.06052497774362564,
"m": 0.5
},
{
"p": 0.08503405004739761,
"m": 0.8747249841690063
},
{
"p": 0.07385624945163727,
"m": 0.4387408196926117
},
{
"p": 0.06298931688070297,
"m": 0.3944162428379059
},
{
"p": 0.06481724977493286,
"m": 0.9837040901184082
},
{
"p": 0.08290978521108627,
"m": 0.7972449660301208
},
{
"p": 0.08352617174386978,
"m": 0.9040643572807312
},
{
"p": 0.07888723909854889,
"m": 0.9863207936286926
},
{
"p": 0.055238887667655945,
"m": 0.8034515976905823
},
{
"p": 0.06407853215932846,
"m": 1.0
},
{
"p": 0.08678636699914932,
"m": 0.5
},
{
"p": 0.06949525326490402,
"m": 0.5
}
]
},
{
"epoch": 60,
"train_loss": 1.311424970626831,
"val_loss": 0.9477725625038147,
"acc": 69.33,
"time": 283.73432490602136,
"param": [
{
"p": 0.0762653574347496,
"m": 0.5
},
{
"p": 0.040306299924850464,
"m": 0.5
},
{
"p": 0.0829649269580841,
"m": 0.5
},
{
"p": 0.07982855290174484,
"m": 0.9111175537109375
},
{
"p": 0.07703021913766861,
"m": 0.5975838899612427
},
{
"p": 0.07168648391962051,
"m": 0.3296414911746979
},
{
"p": 0.07776793092489243,
"m": 0.9732060432434082
},
{
"p": 0.0652567446231842,
"m": 0.8958277702331543
},
{
"p": 0.08056889474391937,
"m": 0.8858895897865295
},
{
"p": 0.06678519397974014,
"m": 0.8916099667549133
},
{
"p": 0.0836058259010315,
"m": 0.8299990892410278
},
{
"p": 0.06853210180997849,
"m": 0.9534379839897156
},
{
"p": 0.08455292880535126,
"m": 0.5
},
{
"p": 0.0448484793305397,
"m": 0.5
}
]
},
{
"epoch": 61,
"train_loss": 1.6003607511520386,
"val_loss": 0.8957027792930603,
"acc": 69.97,
"time": 280.3326117930119,
"param": [
{
"p": 0.079769067466259,
"m": 0.5
},
{
"p": 0.038929328322410583,
"m": 0.5
},
{
"p": 0.05724521353840828,
"m": 0.5
},
{
"p": 0.07486480474472046,
"m": 0.9229454398155212
},
{
"p": 0.09053882956504822,
"m": 0.6563470959663391
},
{
"p": 0.08787156641483307,
"m": 0.3672548532485962
},
{
"p": 0.08783399313688278,
"m": 0.9995343685150146
},
{
"p": 0.0671909898519516,
"m": 0.8957974910736084
},
{
"p": 0.057727210223674774,
"m": 0.8387019038200378
},
{
"p": 0.05798467993736267,
"m": 0.8686662316322327
},
{
"p": 0.0569528266787529,
"m": 0.7798954844474792
},
{
"p": 0.10036822408437729,
"m": 0.9790560007095337
},
{
"p": 0.08923708647489548,
"m": 0.5
},
{
"p": 0.0534861795604229,
"m": 0.5
}
]
},
{
"epoch": 62,
"train_loss": 1.4542664289474487,
"val_loss": 0.8518848419189453,
"acc": 69.43,
"time": 282.9036397670279,
"param": [
{
"p": 0.07372748851776123,
"m": 0.5
},
{
"p": 0.03970666602253914,
"m": 0.5
},
{
"p": 0.08097264170646667,
"m": 0.5
},
{
"p": 0.0774322897195816,
"m": 0.9625920057296753
},
{
"p": 0.060446470975875854,
"m": 0.7522047758102417
},
{
"p": 0.047303132712841034,
"m": 0.3521367311477661
},
{
"p": 0.08576231449842453,
"m": 0.9846710562705994
},
{
"p": 0.08475444465875626,
"m": 0.985100269317627
},
{
"p": 0.06343134492635727,
"m": 0.8703462481498718
},
{
"p": 0.07472578436136246,
"m": 0.9813945293426514
},
{
"p": 0.07714308053255081,
"m": 0.865570604801178
},
{
"p": 0.09452235698699951,
"m": 0.989517092704773
},
{
"p": 0.0870554968714714,
"m": 0.5
},
{
"p": 0.05301635339856148,
"m": 0.5
}
]
},
{
"epoch": 63,
"train_loss": 1.5358879566192627,
"val_loss": 0.7189145684242249,
"acc": 70.12,
"time": 293.259780368011,
"param": [
{
"p": 0.06603445112705231,
"m": 0.5
},
{
"p": 0.053026843816041946,
"m": 0.5
},
{
"p": 0.07535991817712784,
"m": 0.5
},
{
"p": 0.07778517156839371,
"m": 0.9265641570091248
},
{
"p": 0.0607658214867115,
"m": 0.747941792011261
},
{
"p": 0.07481291145086288,
"m": 0.3762398064136505
},
{
"p": 0.08073161542415619,
"m": 0.8630126714706421
},
{
"p": 0.06615149974822998,
"m": 1.0
},
{
"p": 0.0823698565363884,
"m": 0.86673504114151
},
{
"p": 0.05759726092219353,
"m": 0.9981906414031982
},
{
"p": 0.07395431399345398,
"m": 0.8949961066246033
},
{
"p": 0.08008409291505814,
"m": 0.9934362769126892
},
{
"p": 0.0945143923163414,
"m": 0.5
},
{
"p": 0.05681195110082626,
"m": 0.5
}
]
},
{
"epoch": 64,
"train_loss": 1.4803612232208252,
"val_loss": 0.8654505014419556,
"acc": 70.19,
"time": 299.92314513603924,
"param": [
{
"p": 0.08567696064710617,
"m": 0.5
},
{
"p": 0.0470748245716095,
"m": 0.5
},
{
"p": 0.08437422662973404,
"m": 0.5
},
{
"p": 0.05346660315990448,
"m": 0.886468231678009
},
{
"p": 0.07012569904327393,
"m": 0.6885284781455994
},
{
"p": 0.06036683917045593,
"m": 0.32221612334251404
},
{
"p": 0.0785054862499237,
"m": 0.9410405158996582
},
{
"p": 0.07618368417024612,
"m": 1.0
},
{
"p": 0.06548033654689789,
"m": 0.8465292453765869
},
{
"p": 0.0837598592042923,
"m": 0.9737380146980286
},
{
"p": 0.0746692344546318,
"m": 0.9956183433532715
},
{
"p": 0.09155552834272385,
"m": 0.9853242039680481
},
{
"p": 0.08474268019199371,
"m": 0.5
},
{
"p": 0.04401799663901329,
"m": 0.5
}
]
},
{
"epoch": 65,
"train_loss": 1.674660563468933,
"val_loss": 0.9198407530784607,
"acc": 69.3,
"time": 288.9735052860342,
"param": [
{
"p": 0.07991279661655426,
"m": 0.5
},
{
"p": 0.04209677129983902,
"m": 0.5
},
{
"p": 0.08663006871938705,
"m": 0.5
},
{
"p": 0.08216989785432816,
"m": 0.8636157512664795
},
{
"p": 0.06094757840037346,
"m": 0.5635688900947571
},
{
"p": 0.08552072942256927,
"m": 0.332494854927063
},
{
"p": 0.06474902480840683,
"m": 1.0
},
{
"p": 0.08044528216123581,
"m": 0.9306920170783997
},
{
"p": 0.06453177332878113,
"m": 0.9577810764312744
},
{
"p": 0.06581982225179672,
"m": 0.9762366414070129
},
{
"p": 0.07423802465200424,
"m": 0.9795141816139221
},
{
"p": 0.08142067492008209,
"m": 1.0
},
{
"p": 0.0703829899430275,
"m": 0.5
},
{
"p": 0.06113455072045326,
"m": 0.5
}
]
},
{
"epoch": 66,
"train_loss": 1.2960790395736694,
"val_loss": 0.8480396866798401,
"acc": 71.04,
"time": 282.6281342289876,
"param": [
{
"p": 0.07268385589122772,
"m": 0.5
},
{
"p": 0.05403153970837593,
"m": 0.5
},
{
"p": 0.07911603152751923,
"m": 0.5
},
{
"p": 0.06955497711896896,
"m": 0.8853691816329956
},
{
"p": 0.06922902911901474,
"m": 0.5668042898178101
},
{
"p": 0.07180717587471008,
"m": 0.46685048937797546
},
{
"p": 0.05249897018074989,
"m": 0.9932647347450256
},
{
"p": 0.07689974457025528,
"m": 0.8278096914291382
},
{
"p": 0.07453589141368866,
"m": 0.8441188931465149
},
{
"p": 0.06928257644176483,
"m": 0.9939844608306885
},
{
"p": 0.0702333152294159,
"m": 0.9121585488319397
},
{
"p": 0.08565454185009003,
"m": 1.0
},
{
"p": 0.08465877920389175,
"m": 0.5
},
{
"p": 0.06981350481510162,
"m": 0.5
}
]
},
{
"epoch": 67,
"train_loss": 1.29159414768219,
"val_loss": 0.8141055107116699,
"acc": 70.6,
"time": 274.9238596810028,
"param": [
{
"p": 0.061028484255075455,
"m": 0.5
},
{
"p": 0.04448975622653961,
"m": 0.5
},
{
"p": 0.08971843123435974,
"m": 0.5
},
{
"p": 0.08602658659219742,
"m": 0.9076338410377502
},
{
"p": 0.0714465081691742,
"m": 0.5566196441650391
},
{
"p": 0.08230926841497421,
"m": 0.5061660408973694
},
{
"p": 0.0821283683180809,
"m": 0.9625646471977234
},
{
"p": 0.05843953415751457,
"m": 0.9580909013748169
},
{
"p": 0.05877930298447609,
"m": 0.8569376468658447
},
{
"p": 0.0652298554778099,
"m": 1.0
},
{
"p": 0.07517474889755249,
"m": 0.9843181371688843
},
{
"p": 0.08084063977003098,
"m": 1.0
},
{
"p": 0.09601050615310669,
"m": 0.5
},
{
"p": 0.04837794601917267,
"m": 0.5
}
]
},
{
"epoch": 68,
"train_loss": 1.4954346418380737,
"val_loss": 1.024078607559204,
"acc": 70.47,
"time": 268.56146541202907,
"param": [
{
"p": 0.08443252742290497,
"m": 0.5
},
{
"p": 0.033655568957328796,
"m": 0.5
},
{
"p": 0.08656423538923264,
"m": 0.5
},
{
"p": 0.0724220871925354,
"m": 0.9367743730545044
},
{
"p": 0.08637494593858719,
"m": 0.5024012923240662
},
{
"p": 0.06644151359796524,
"m": 0.449790894985199
},
{
"p": 0.056241799145936966,
"m": 0.8330474495887756
},
{
"p": 0.08798673003911972,
"m": 0.8502739071846008
},
{
"p": 0.07550515234470367,
"m": 0.8723512887954712
},
{
"p": 0.08272439241409302,
"m": 1.0
},
{
"p": 0.06882496178150177,
"m": 0.949831485748291
},
{
"p": 0.09425792843103409,
"m": 0.9992694854736328
},
{
"p": 0.060592785477638245,
"m": 0.5
},
{
"p": 0.0439753532409668,
"m": 0.5
}
]
},
{
"epoch": 69,
"train_loss": 1.4311559200286865,
"val_loss": 0.9005591869354248,
"acc": 69.91,
"time": 298.3073302349658,
"param": [
{
"p": 0.09305699169635773,
"m": 0.5
},
{
"p": 0.05236044153571129,
"m": 0.5
},
{
"p": 0.06382474303245544,
"m": 0.5
},
{
"p": 0.080754853785038,
"m": 0.8599303960800171
},
{
"p": 0.04088292643427849,
"m": 0.5636004209518433
},
{
"p": 0.0341634526848793,
"m": 0.4558780789375305
},
{
"p": 0.0824865847826004,
"m": 0.8409453630447388
},
{
"p": 0.08567963540554047,
"m": 1.0
},
{
"p": 0.06387517601251602,
"m": 0.7088730335235596
},
{
"p": 0.06964952498674393,
"m": 0.9932706952095032
},
{
"p": 0.060198646038770676,
"m": 0.9605217576026917
},
{
"p": 0.10048466175794601,
"m": 1.0
},
{
"p": 0.1015930324792862,
"m": 0.5
},
{
"p": 0.07098942250013351,
"m": 0.5
}
]
},
{
"epoch": 70,
"train_loss": 1.5446176528930664,
"val_loss": 0.9964003562927246,
"acc": 69.21,
"time": 276.8112169299857,
"param": [
{
"p": 0.0934203565120697,
"m": 0.5
},
{
"p": 0.04662850871682167,
"m": 0.5
},
{
"p": 0.07625079900026321,
"m": 0.5
},
{
"p": 0.06772471964359283,
"m": 0.9523356556892395
},
{
"p": 0.055068716406822205,
"m": 0.6488003730773926
},
{
"p": 0.07880603522062302,
"m": 0.4005686640739441
},
{
"p": 0.06775843352079391,
"m": 0.7745446562767029
},
{
"p": 0.08468306809663773,
"m": 0.980165421962738
},
{
"p": 0.0709051713347435,
"m": 0.7618456482887268
},
{
"p": 0.08980215340852737,
"m": 0.9495702981948853
},
{
"p": 0.05713525041937828,
"m": 0.9265017509460449
},
{
"p": 0.07276279479265213,
"m": 1.0
},
{
"p": 0.0816517099738121,
"m": 0.5
},
{
"p": 0.05740225315093994,
"m": 0.5
}
]
},
{
"epoch": 71,
"train_loss": 1.0548762083053589,
"val_loss": 0.8640145063400269,
"acc": 70.59,
"time": 265.3525030979654,
"param": [
{
"p": 0.10721735656261444,
"m": 0.5
},
{
"p": 0.06233976036310196,
"m": 0.5
},
{
"p": 0.08258295059204102,
"m": 0.5
},
{
"p": 0.05765632539987564,
"m": 0.9746938943862915
},
{
"p": 0.06523706018924713,
"m": 0.6103529334068298
},
{
"p": 0.05976152792572975,
"m": 0.16059641540050507
},
{
"p": 0.04706299677491188,
"m": 0.9240401387214661
},
{
"p": 0.08441202342510223,
"m": 0.943150520324707
},
{
"p": 0.07656507939100266,
"m": 0.8342971801757812
},
{
"p": 0.07851269841194153,
"m": 0.9716278314590454
},
{
"p": 0.06033027917146683,
"m": 0.8733816146850586
},
{
"p": 0.08702490478754044,
"m": 0.9912001490592957
},
{
"p": 0.08283044397830963,
"m": 0.5
},
{
"p": 0.04846658557653427,
"m": 0.5
}
]
},
{
"epoch": 72,
"train_loss": 1.5664564371109009,
"val_loss": 0.8226062655448914,
"acc": 70.39,
"time": 305.11318083200604,
"param": [
{
"p": 0.07969868928194046,
"m": 0.5
},
{
"p": 0.07767444103956223,
"m": 0.5
},
{
"p": 0.0854005292057991,
"m": 0.5
},
{
"p": 0.05360068008303642,
"m": 0.8604447841644287
},
{
"p": 0.07596584409475327,
"m": 0.6946485638618469
},
{
"p": 0.06393972784280777,
"m": 0.19042828679084778
},
{
"p": 0.0718698725104332,
"m": 0.9814167618751526
},
{
"p": 0.08769134432077408,
"m": 0.929347813129425
},
{
"p": 0.08117193728685379,
"m": 0.90464848279953
},
{
"p": 0.04341375455260277,
"m": 1.0
},
{
"p": 0.08881212025880814,
"m": 0.9209531545639038
},
{
"p": 0.050765179097652435,
"m": 1.0
},
{
"p": 0.08880385011434555,
"m": 0.5
},
{
"p": 0.05119205638766289,
"m": 0.5
}
]
},
{
"epoch": 73,
"train_loss": 1.2363958358764648,
"val_loss": 0.7274132966995239,
"acc": 70.61,
"time": 269.30335197999375,
"param": [
{
"p": 0.07475259155035019,
"m": 0.5
},
{
"p": 0.04825887084007263,
"m": 0.5
},
{
"p": 0.09367924928665161,
"m": 0.5
},
{
"p": 0.05627426505088806,
"m": 0.9632768034934998
},
{
"p": 0.07209113240242004,
"m": 0.6313886046409607
},
{
"p": 0.07895971834659576,
"m": 0.2945343255996704
},
{
"p": 0.0642084851861,
"m": 1.0
},
{
"p": 0.094270721077919,
"m": 0.9703888297080994
},
{
"p": 0.07839127629995346,
"m": 0.8533024787902832
},
{
"p": 0.07898874580860138,
"m": 1.0
},
{
"p": 0.08054658770561218,
"m": 0.980492353439331
},
{
"p": 0.0578729547560215,
"m": 1.0
},
{
"p": 0.06536851823329926,
"m": 0.5
},
{
"p": 0.05633685365319252,
"m": 0.5
}
]
},
{
"epoch": 74,
"train_loss": 1.2283991575241089,
"val_loss": 0.8647116422653198,
"acc": 69.3,
"time": 299.5977705960395,
"param": [
{
"p": 0.08808526396751404,
"m": 0.5
},
{
"p": 0.06295133382081985,
"m": 0.5
},
{
"p": 0.08065164089202881,
"m": 0.5
},
{
"p": 0.0781148299574852,
"m": 0.9985865950584412
},
{
"p": 0.06530660390853882,
"m": 0.4246548116207123
},
{
"p": 0.07616240531206131,
"m": 0.2845447063446045
},
{
"p": 0.07873296737670898,
"m": 1.0
},
{
"p": 0.06836822628974915,
"m": 0.9984766244888306
},
{
"p": 0.08004719763994217,
"m": 0.8813549876213074
},
{
"p": 0.039975475519895554,
"m": 0.9716986417770386
},
{
"p": 0.053007692098617554,
"m": 0.8543038964271545
},
{
"p": 0.08779221773147583,
"m": 1.0
},
{
"p": 0.10003960877656937,
"m": 0.5
},
{
"p": 0.040764499455690384,
"m": 0.5
}
]
},
{
"epoch": 75,
"train_loss": 1.300000548362732,
"val_loss": 1.0333037376403809,
"acc": 70.31,
"time": 303.1238821989973,
"param": [
{
"p": 0.09758026897907257,
"m": 0.5
},
{
"p": 0.06055073067545891,
"m": 0.5
},
{
"p": 0.08696380257606506,
"m": 0.5
},
{
"p": 0.07439771294593811,
"m": 0.9134929180145264
},
{
"p": 0.07877903431653976,
"m": 0.33713391423225403
},
{
"p": 0.052653662860393524,
"m": 0.38872653245925903
},
{
"p": 0.05191756412386894,
"m": 0.9974567890167236
},
{
"p": 0.06474754214286804,
"m": 0.9699751734733582
},
{
"p": 0.07866862416267395,
"m": 0.7642654776573181
},
{
"p": 0.08050321787595749,
"m": 0.9957032203674316
},
{
"p": 0.07535415887832642,
"m": 0.8445664048194885
},
{
"p": 0.06898459047079086,
"m": 0.9948810338973999
},
{
"p": 0.061939775943756104,
"m": 0.5
},
{
"p": 0.06695938855409622,
"m": 0.5
}
]
},
{
"epoch": 76,
"train_loss": 1.5060718059539795,
"val_loss": 0.8404474258422852,
"acc": 70.48,
"time": 292.99783999600913,
"param": [
{
"p": 0.06597374379634857,
"m": 0.5
},
{
"p": 0.05948922783136368,
"m": 0.5
},
{
"p": 0.08994757384061813,
"m": 0.5
},
{
"p": 0.08143049478530884,
"m": 0.9546398520469666
},
{
"p": 0.06684272736310959,
"m": 0.44343215227127075
},
{
"p": 0.04127552732825279,
"m": 0.4823114573955536
},
{
"p": 0.08125071972608566,
"m": 0.8866544961929321
},
{
"p": 0.04961804300546646,
"m": 0.9907433986663818
},
{
"p": 0.0629216730594635,
"m": 0.8329648375511169
},
{
"p": 0.08235713094472885,
"m": 1.0
},
{
"p": 0.08352359384298325,
"m": 0.871326744556427
},
{
"p": 0.09179289638996124,
"m": 0.9865390062332153
},
{
"p": 0.09490346163511276,
"m": 0.5
},
{
"p": 0.04867326095700264,
"m": 0.5
}
]
},
{
"epoch": 77,
"train_loss": 1.3756215572357178,
"val_loss": 0.7150222063064575,
"acc": 70.64,
"time": 301.29297465103446,
"param": [
{
"p": 0.08574122190475464,
"m": 0.5
},
{
"p": 0.05297521874308586,
"m": 0.5
},
{
"p": 0.07704517990350723,
"m": 0.5
},
{
"p": 0.07968781888484955,
"m": 0.9985591173171997
},
{
"p": 0.08133015781641006,
"m": 0.43685439229011536
},
{
"p": 0.054353661835193634,
"m": 0.3717818558216095
},
{
"p": 0.08831755816936493,
"m": 0.9160985350608826
},
{
"p": 0.06846636533737183,
"m": 0.9581587314605713
},
{
"p": 0.08187959343194962,
"m": 0.9845472574234009
},
{
"p": 0.06883460283279419,
"m": 0.9830588698387146
},
{
"p": 0.08176465332508087,
"m": 1.0
},
{
"p": 0.06047379970550537,
"m": 1.0
},
{
"p": 0.0831916555762291,
"m": 0.5
},
{
"p": 0.035938531160354614,
"m": 0.5
}
]
},
{
"epoch": 78,
"train_loss": 1.221818208694458,
"val_loss": 0.8535079956054688,
"acc": 71.31,
"time": 304.86945391097106,
"param": [
{
"p": 0.07174873352050781,
"m": 0.5
},
{
"p": 0.057716868817806244,
"m": 0.5
},
{
"p": 0.0792231634259224,
"m": 0.5
},
{
"p": 0.0754542276263237,
"m": 0.9725522398948669
},
{
"p": 0.0680350586771965,
"m": 0.390183687210083
},
{
"p": 0.07234885543584824,
"m": 0.3004942238330841
},
{
"p": 0.06995678693056107,
"m": 0.9248570799827576
},
{
"p": 0.08752089738845825,
"m": 0.8869177103042603
},
{
"p": 0.06686007976531982,
"m": 0.9382686614990234
},
{
"p": 0.09974873811006546,
"m": 1.0
},
{
"p": 0.07171677052974701,
"m": 0.9833784699440002
},
{
"p": 0.06291903555393219,
"m": 1.0
},
{
"p": 0.059126537293195724,
"m": 0.5
},
{
"p": 0.05762435123324394,
"m": 0.5
}
]
},
{
"epoch": 79,
"train_loss": 1.0721712112426758,
"val_loss": 0.8079618215560913,
"acc": 70.87,
"time": 294.5935727820033,
"param": [
{
"p": 0.08007273823022842,
"m": 0.5
},
{
"p": 0.05370151624083519,
"m": 0.5
},
{
"p": 0.07294569164514542,
"m": 0.5
},
{
"p": 0.0673583522439003,
"m": 0.9104607105255127
},
{
"p": 0.0910349190235138,
"m": 0.45171043276786804
},
{
"p": 0.06676317006349564,
"m": 0.316161572933197
},
{
"p": 0.08808284252882004,
"m": 0.9846531748771667
},
{
"p": 0.07225742191076279,
"m": 0.9003270268440247
},
{
"p": 0.07197805494070053,
"m": 0.8835119009017944
},
{
"p": 0.07278242707252502,
"m": 0.999332070350647
},
{
"p": 0.055251289159059525,
"m": 0.9506895542144775
},
{
"p": 0.06915857642889023,
"m": 1.0
},
{
"p": 0.0815676897764206,
"m": 0.5
},
{
"p": 0.0570453479886055,
"m": 0.5
}
]
},
{
"epoch": 80,
"train_loss": 1.446882724761963,
"val_loss": 0.9240061640739441,
"acc": 70.48,
"time": 288.4448083079769,
"param": [
{
"p": 0.049632977694272995,
"m": 0.5
},
{
"p": 0.06566277891397476,
"m": 0.5
},
{
"p": 0.09346392750740051,
"m": 0.5
},
{
"p": 0.08186183869838715,
"m": 0.7780656218528748
},
{
"p": 0.04858852177858353,
"m": 0.5169324278831482
},
{
"p": 0.07531984895467758,
"m": 0.4914725422859192
},
{
"p": 0.09096620231866837,
"m": 0.8844791054725647
},
{
"p": 0.06672816723585129,
"m": 0.9441431164741516
},
{
"p": 0.06403513997793198,
"m": 0.9529891610145569
},
{
"p": 0.06117401644587517,
"m": 0.9651439189910889
},
{
"p": 0.06669436395168304,
"m": 0.9051364660263062
},
{
"p": 0.0825190320611,
"m": 0.99440598487854
},
{
"p": 0.08494467288255692,
"m": 0.5
},
{
"p": 0.0684085562825203,
"m": 0.5
}
]
},
{
"epoch": 81,
"train_loss": 1.2371461391448975,
"val_loss": 0.8346754908561707,
"acc": 70.6,
"time": 285.1701251210179,
"param": [
{
"p": 0.0982135608792305,
"m": 0.5
},
{
"p": 0.0277390219271183,
"m": 0.5
},
{
"p": 0.09789416193962097,
"m": 0.5
},
{
"p": 0.05767825245857239,
"m": 0.747319221496582
},
{
"p": 0.057599008083343506,
"m": 0.5216388702392578
},
{
"p": 0.07751516252756119,
"m": 0.47608381509780884
},
{
"p": 0.07438614219427109,
"m": 0.9241109490394592
},
{
"p": 0.0885234996676445,
"m": 0.9906255602836609
},
{
"p": 0.06792589277029037,
"m": 0.9184032082557678
},
{
"p": 0.08347680419683456,
"m": 1.0
},
{
"p": 0.051692791283130646,
"m": 0.9205235242843628
},
{
"p": 0.07360010594129562,
"m": 0.9943075180053711
},
{
"p": 0.06716878712177277,
"m": 0.5
},
{
"p": 0.07658683508634567,
"m": 0.5
}
]
},
{
"epoch": 82,
"train_loss": 1.4050137996673584,
"val_loss": 0.9559574127197266,
"acc": 69.93,
"time": 284.3346511130221,
"param": [
{
"p": 0.07372249662876129,
"m": 0.5
},
{
"p": 0.05907947197556496,
"m": 0.5
},
{
"p": 0.07554355263710022,
"m": 0.5
},
{
"p": 0.08144746720790863,
"m": 0.8661636710166931
},
{
"p": 0.0704265832901001,
"m": 0.5792388319969177
},
{
"p": 0.05676114559173584,
"m": 0.5008276104927063
},
{
"p": 0.06531163305044174,
"m": 0.9356004595756531
},
{
"p": 0.08305880427360535,
"m": 1.0
},
{
"p": 0.058230482041835785,
"m": 1.0
},
{
"p": 0.087062768638134,
"m": 1.0
},
{
"p": 0.06382832676172256,
"m": 0.9452561140060425
},
{
"p": 0.07993653416633606,
"m": 1.0
},
{
"p": 0.08240081369876862,
"m": 0.5
},
{
"p": 0.06318990886211395,
"m": 0.5
}
]
},
{
"epoch": 83,
"train_loss": 1.4328957796096802,
"val_loss": 0.841818630695343,
"acc": 70.23,
"time": 281.7131594909588,
"param": [
{
"p": 0.07048213481903076,
"m": 0.5
},
{
"p": 0.059597790241241455,
"m": 0.5
},
{
"p": 0.10014675557613373,
"m": 0.5
},
{
"p": 0.03766631335020065,
"m": 0.950303316116333
},
{
"p": 0.07262205332517624,
"m": 0.5080965757369995
},
{
"p": 0.05948547646403313,
"m": 0.5957004427909851
},
{
"p": 0.09298940002918243,
"m": 1.0
},
{
"p": 0.0452268049120903,
"m": 0.958780825138092
},
{
"p": 0.07216494530439377,
"m": 0.9534779787063599
},
{
"p": 0.08761516958475113,
"m": 0.966377317905426
},
{
"p": 0.05904324725270271,
"m": 0.9356017708778381
},
{
"p": 0.09470479190349579,
"m": 1.0
},
{
"p": 0.08396802842617035,
"m": 0.5
},
{
"p": 0.06428717821836472,
"m": 0.5
}
]
},
{
"epoch": 84,
"train_loss": 1.331871509552002,
"val_loss": 0.7181615829467773,
"acc": 70.92,
"time": 278.7360257260152,
"param": [
{
"p": 0.08617459237575531,
"m": 0.5
},
{
"p": 0.0699085146188736,
"m": 0.5
},
{
"p": 0.09472702443599701,
"m": 0.5
},
{
"p": 0.08251634985208511,
"m": 0.892407238483429
},
{
"p": 0.031087534502148628,
"m": 0.5450538396835327
},
{
"p": 0.06310594081878662,
"m": 0.5915048718452454
},
{
"p": 0.08497709780931473,
"m": 0.9336735010147095
},
{
"p": 0.07013746351003647,
"m": 0.8876802921295166
},
{
"p": 0.05909118056297302,
"m": 0.9981057643890381
},
{
"p": 0.08051878958940506,
"m": 0.9759802222251892
},
{
"p": 0.07451882213354111,
"m": 0.9337369203567505
},
{
"p": 0.06360980868339539,
"m": 1.0
},
{
"p": 0.087882861495018,
"m": 0.5
},
{
"p": 0.05174402520060539,
"m": 0.5
}
]
},
{
"epoch": 85,
"train_loss": 1.4830079078674316,
"val_loss": 0.7909442782402039,
"acc": 71.6,
"time": 296.0912593889516,
"param": [
{
"p": 0.07108824700117111,
"m": 0.5
},
{
"p": 0.069673553109169,
"m": 0.5
},
{
"p": 0.10205288231372833,
"m": 0.5
},
{
"p": 0.07984091341495514,
"m": 0.8665621876716614
},
{
"p": 0.06830724328756332,
"m": 0.5682318806648254
},
{
"p": 0.046751078218221664,
"m": 0.48425552248954773
},
{
"p": 0.0710054561495781,
"m": 1.0
},
{
"p": 0.05042273923754692,
"m": 0.8495099544525146
},
{
"p": 0.06141834333539009,
"m": 0.9075238704681396
},
{
"p": 0.05403262749314308,
"m": 1.0
},
{
"p": 0.08149776607751846,
"m": 0.9624626040458679
},
{
"p": 0.09004552662372589,
"m": 1.0
},
{
"p": 0.09809643030166626,
"m": 0.5
},
{
"p": 0.05576711148023605,
"m": 0.5
}
]
},
{
"epoch": 86,
"train_loss": 1.124387502670288,
"val_loss": 0.7167335152626038,
"acc": 71.18,
"time": 284.2723679920309,
"param": [
{
"p": 0.08159457892179489,
"m": 0.5
},
{
"p": 0.07164735347032547,
"m": 0.5
},
{
"p": 0.08056850731372833,
"m": 0.5
},
{
"p": 0.06567630916833878,
"m": 0.815283477306366
},
{
"p": 0.049030039459466934,
"m": 0.5262198448181152
},
{
"p": 0.05901184305548668,
"m": 0.5234402418136597
},
{
"p": 0.09067072719335556,
"m": 0.9095678329467773
},
{
"p": 0.08372609317302704,
"m": 0.8236792683601379
},
{
"p": 0.06658096611499786,
"m": 0.9183619618415833
},
{
"p": 0.07802420854568481,
"m": 0.970704197883606
},
{
"p": 0.06665880978107452,
"m": 0.9417344331741333
},
{
"p": 0.06825222820043564,
"m": 1.0
},
{
"p": 0.08188571035861969,
"m": 0.5
},
{
"p": 0.05667261406779289,
"m": 0.5
}
]
},
{
"epoch": 87,
"train_loss": 1.3159515857696533,
"val_loss": 0.8621796369552612,
"acc": 70.65,
"time": 276.95461583399447,
"param": [
{
"p": 0.07264146208763123,
"m": 0.5
},
{
"p": 0.04385744035243988,
"m": 0.5
},
{
"p": 0.07125575840473175,
"m": 0.5
},
{
"p": 0.07153341174125671,
"m": 0.8196438550949097
},
{
"p": 0.09249552339315414,
"m": 0.6458218693733215
},
{
"p": 0.07607994973659515,
"m": 0.4411790370941162
},
{
"p": 0.07303841412067413,
"m": 0.9870297908782959
},
{
"p": 0.0685863196849823,
"m": 0.8698447942733765
},
{
"p": 0.05273018032312393,
"m": 0.9701632857322693
},
{
"p": 0.09379155933856964,
"m": 0.9712584018707275
},
{
"p": 0.0856512039899826,
"m": 0.8796733617782593
},
{
"p": 0.07588975876569748,
"m": 1.0
},
{
"p": 0.057838451117277145,
"m": 0.5
},
{
"p": 0.0646105408668518,
"m": 0.5
}
]
},
{
"epoch": 88,
"train_loss": 1.1663382053375244,
"val_loss": 0.903551459312439,
"acc": 71.02,
"time": 316.8626567880274,
"param": [
{
"p": 0.0820622518658638,
"m": 0.5
},
{
"p": 0.06755302846431732,
"m": 0.5
},
{
"p": 0.09433335810899734,
"m": 0.5
},
{
"p": 0.07304783165454865,
"m": 0.7450335621833801
},
{
"p": 0.06388632208108902,
"m": 0.6015463471412659
},
{
"p": 0.06647402048110962,
"m": 0.4727831482887268
},
{
"p": 0.07185544818639755,
"m": 0.8797349333763123
},
{
"p": 0.0753074362874031,
"m": 0.8779071569442749
},
{
"p": 0.07252611219882965,
"m": 0.9705483317375183
},
{
"p": 0.06882010400295258,
"m": 0.9993184804916382
},
{
"p": 0.0610232800245285,
"m": 0.875842809677124
},
{
"p": 0.07354070246219635,
"m": 1.0
},
{
"p": 0.08941343426704407,
"m": 0.5
},
{
"p": 0.040156617760658264,
"m": 0.5
}
]
},
{
"epoch": 89,
"train_loss": 1.1245322227478027,
"val_loss": 1.0024009943008423,
"acc": 69.56,
"time": 299.3346541899955,
"param": [
{
"p": 0.07834022492170334,
"m": 0.5
},
{
"p": 0.05738396570086479,
"m": 0.5
},
{
"p": 0.06849304586648941,
"m": 0.5
},
{
"p": 0.07595566660165787,
"m": 0.6838716864585876
},
{
"p": 0.06498384475708008,
"m": 0.5147068500518799
},
{
"p": 0.07156819105148315,
"m": 0.2846476435661316
},
{
"p": 0.07649285346269608,
"m": 0.8546719551086426
},
{
"p": 0.0494767427444458,
"m": 0.8590900301933289
},
{
"p": 0.05593454837799072,
"m": 0.9112009406089783
},
{
"p": 0.0778459832072258,
"m": 1.0
},
{
"p": 0.07127998024225235,
"m": 0.8903509378433228
},
{
"p": 0.08380543440580368,
"m": 1.0
},
{
"p": 0.10959688574075699,
"m": 0.5
},
{
"p": 0.05884264409542084,
"m": 0.5
}
]
},
{
"epoch": 90,
"train_loss": 0.9801074266433716,
"val_loss": 0.8057411909103394,
"acc": 70.47,
"time": 276.74656472803326,
"param": [
{
"p": 0.07163570076227188,
"m": 0.5
},
{
"p": 0.06286320090293884,
"m": 0.5
},
{
"p": 0.08935385197401047,
"m": 0.5
},
{
"p": 0.07042068243026733,
"m": 0.7806448936462402
},
{
"p": 0.07105722278356552,
"m": 0.29818442463874817
},
{
"p": 0.07871152460575104,
"m": 0.4170703589916229
},
{
"p": 0.08127153664827347,
"m": 0.8134644031524658
},
{
"p": 0.07271306961774826,
"m": 0.7937437891960144
},
{
"p": 0.07744712382555008,
"m": 0.9628083109855652
},
{
"p": 0.09098518639802933,
"m": 0.9286231994628906
},
{
"p": 0.08419519662857056,
"m": 0.9061700105667114
},
{
"p": 0.05119507014751434,
"m": 0.9814053177833557
},
{
"p": 0.05671803280711174,
"m": 0.5
},
{
"p": 0.041432660073041916,
"m": 0.5
}
]
},
{
"epoch": 91,
"train_loss": 1.1229736804962158,
"val_loss": 0.8845003247261047,
"acc": 70.2,
"time": 297.3647006289684,
"param": [
{
"p": 0.08649313449859619,
"m": 0.5
},
{
"p": 0.038591086864471436,
"m": 0.5
},
{
"p": 0.07059258967638016,
"m": 0.5
},
{
"p": 0.07421034574508667,
"m": 0.694042980670929
},
{
"p": 0.042830295860767365,
"m": 0.3574410676956177
},
{
"p": 0.07289088517427444,
"m": 0.32403266429901123
},
{
"p": 0.07673847675323486,
"m": 0.8204496502876282
},
{
"p": 0.08650419116020203,
"m": 0.8043406009674072
},
{
"p": 0.07248949259519577,
"m": 0.9354225993156433
},
{
"p": 0.08827565610408783,
"m": 1.0
},
{
"p": 0.08523997664451599,
"m": 0.8489648103713989
},
{
"p": 0.06606761366128922,
"m": 1.0
},
{
"p": 0.07876566052436829,
"m": 0.5
},
{
"p": 0.06031068041920662,
"m": 0.5
}
]
},
{
"epoch": 92,
"train_loss": 1.0362579822540283,
"val_loss": 0.8911511898040771,
"acc": 71.41,
"time": 300.5415650969953,
"param": [
{
"p": 0.06993785500526428,
"m": 0.5
},
{
"p": 0.07194915413856506,
"m": 0.5
},
{
"p": 0.08081679046154022,
"m": 0.5
},
{
"p": 0.09642152488231659,
"m": 0.7967771291732788
},
{
"p": 0.07360092550516129,
"m": 0.3611535429954529
},
{
"p": 0.07656289637088776,
"m": 0.2506599724292755
},
{
"p": 0.07768094539642334,
"m": 0.6902311444282532
},
{
"p": 0.08513230830430984,
"m": 0.6769684553146362
},
{
"p": 0.04553741589188576,
"m": 0.9061676859855652
},
{
"p": 0.06884681433439255,
"m": 0.9794114232063293
},
{
"p": 0.053582265973091125,
"m": 0.901333212852478
},
{
"p": 0.06521892547607422,
"m": 1.0
},
{
"p": 0.07024059444665909,
"m": 0.5
},
{
"p": 0.06447158008813858,
"m": 0.5
}
]
},
{
"epoch": 93,
"train_loss": 1.1391685009002686,
"val_loss": 0.9104236364364624,
"acc": 71.1,
"time": 311.2559580130037,
"param": [
{
"p": 0.08265405148267746,
"m": 0.5
},
{
"p": 0.04677635431289673,
"m": 0.5
},
{
"p": 0.0818631500005722,
"m": 0.5
},
{
"p": 0.06554988771677017,
"m": 1.0
},
{
"p": 0.06934799253940582,
"m": 0.31385162472724915
},
{
"p": 0.06828605383634567,
"m": 0.3597332835197449
},
{
"p": 0.0688636377453804,
"m": 0.8115593194961548
},
{
"p": 0.06703897565603256,
"m": 0.9443943500518799
},
{
"p": 0.07882440090179443,
"m": 0.9986898303031921
},
{
"p": 0.06335539370775223,
"m": 0.9828070402145386
},
{
"p": 0.06342174857854843,
"m": 1.0
},
{
"p": 0.08247251808643341,
"m": 0.981574296951294
},
{
"p": 0.08127974718809128,
"m": 0.5
},
{
"p": 0.08026597648859024,
"m": 0.5
}
]
},
{
"epoch": 94,
"train_loss": 1.1297523975372314,
"val_loss": 0.8857551217079163,
"acc": 71.3,
"time": 280.1004510210478,
"param": [
{
"p": 0.09607122838497162,
"m": 0.5
},
{
"p": 0.04113250970840454,
"m": 0.5
},
{
"p": 0.07005251199007034,
"m": 0.5
},
{
"p": 0.053420986980199814,
"m": 0.9337220788002014
},
{
"p": 0.0597529299557209,
"m": 0.2760428488254547
},
{
"p": 0.08272228389978409,
"m": 0.42898204922676086
},
{
"p": 0.08410926163196564,
"m": 0.7868932485580444
},
{
"p": 0.09376858919858932,
"m": 0.9213906526565552
},
{
"p": 0.06603291630744934,
"m": 0.9549705386161804
},
{
"p": 0.08548159897327423,
"m": 0.995310366153717
},
{
"p": 0.04837559163570404,
"m": 0.8905572891235352
},
{
"p": 0.08166289329528809,
"m": 0.9952609539031982
},
{
"p": 0.0768255963921547,
"m": 0.5
},
{
"p": 0.06059105694293976,
"m": 0.5
}
]
},
{
"epoch": 95,
"train_loss": 1.4756871461868286,
"val_loss": 0.9785842299461365,
"acc": 71.16,
"time": 303.44832000299357,
"param": [
{
"p": 0.07886947691440582,
"m": 0.5
},
{
"p": 0.07434791326522827,
"m": 0.5
},
{
"p": 0.08428767323493958,
"m": 0.5
},
{
"p": 0.06018894910812378,
"m": 0.9433667659759521
},
{
"p": 0.05475841462612152,
"m": 0.43383902311325073
},
{
"p": 0.07936307787895203,
"m": 0.5051771998405457
},
{
"p": 0.06695806235074997,
"m": 0.736664891242981
},
{
"p": 0.1047806516289711,
"m": 0.9707461595535278
},
{
"p": 0.05312514305114746,
"m": 0.8757856488227844
},
{
"p": 0.0708194151520729,
"m": 0.9303609728813171
},
{
"p": 0.05101044103503227,
"m": 0.9550873041152954
},
{
"p": 0.06894241273403168,
"m": 1.0
},
{
"p": 0.09440989792346954,
"m": 0.5
},
{
"p": 0.058138489723205566,
"m": 0.5
}
]
},
{
"epoch": 96,
"train_loss": 0.8532540202140808,
"val_loss": 0.9071761965751648,
"acc": 71.44,
"time": 280.082466627995,
"param": [
{
"p": 0.08759164065122604,
"m": 0.5
},
{
"p": 0.06544872373342514,
"m": 0.5
},
{
"p": 0.10924380272626877,
"m": 0.5
},
{
"p": 0.05324895679950714,
"m": 0.8482404947280884
},
{
"p": 0.041278641670942307,
"m": 0.4957262873649597
},
{
"p": 0.04882977157831192,
"m": 0.3669065237045288
},
{
"p": 0.0832432210445404,
"m": 0.8032805323600769
},
{
"p": 0.05733329430222511,
"m": 0.9440346360206604
},
{
"p": 0.06429740786552429,
"m": 0.9203833937644958
},
{
"p": 0.0823986828327179,
"m": 0.9999715089797974
},
{
"p": 0.07403799146413803,
"m": 0.9955276250839233
},
{
"p": 0.09827820211648941,
"m": 1.0
},
{
"p": 0.07612443715333939,
"m": 0.5
},
{
"p": 0.05864512920379639,
"m": 0.5
}
]
},
{
"epoch": 97,
"train_loss": 1.0251904726028442,
"val_loss": 0.7893878221511841,
"acc": 71.56,
"time": 274.2413046800066,
"param": [
{
"p": 0.06555134803056717,
"m": 0.5
},
{
"p": 0.05024252086877823,
"m": 0.5
},
{
"p": 0.08429040759801865,
"m": 0.5
},
{
"p": 0.05163552984595299,
"m": 0.8569128513336182
},
{
"p": 0.07181695848703384,
"m": 0.43037450313568115
},
{
"p": 0.08445275574922562,
"m": 0.3654436469078064
},
{
"p": 0.09508199244737625,
"m": 0.8250595927238464
},
{
"p": 0.08080878108739853,
"m": 0.9442186951637268
},
{
"p": 0.06969240307807922,
"m": 0.9707648158073425
},
{
"p": 0.05603966489434242,
"m": 1.0
},
{
"p": 0.06290111690759659,
"m": 0.9552209973335266
},
{
"p": 0.08066119253635406,
"m": 1.0
},
{
"p": 0.08552425354719162,
"m": 0.5
},
{
"p": 0.06130099669098854,
"m": 0.5
}
]
},
{
"epoch": 98,
"train_loss": 1.363656759262085,
"val_loss": 0.8873172402381897,
"acc": 70.76,
"time": 283.7055088140187,
"param": [
{
"p": 0.07851138710975647,
"m": 0.5
},
{
"p": 0.05704393982887268,
"m": 0.5
},
{
"p": 0.07459329068660736,
"m": 0.5
},
{
"p": 0.07977768778800964,
"m": 0.82253497838974
},
{
"p": 0.07748332619667053,
"m": 0.39037030935287476
},
{
"p": 0.07161314785480499,
"m": 0.2499915063381195
},
{
"p": 0.07974270731210709,
"m": 0.9487470984458923
},
{
"p": 0.07025472819805145,
"m": 0.8466666340827942
},
{
"p": 0.06851363927125931,
"m": 0.9810930490493774
},
{
"p": 0.06774897128343582,
"m": 0.9629966616630554
},
{
"p": 0.06408441066741943,
"m": 0.7923216819763184
},
{
"p": 0.06844840943813324,
"m": 1.0
},
{
"p": 0.08913131058216095,
"m": 0.5
},
{
"p": 0.05305302143096924,
"m": 0.5
}
]
},
{
"epoch": 99,
"train_loss": 1.075151801109314,
"val_loss": 0.945040225982666,
"acc": 72.34,
"time": 295.91004372097086,
"param": [
{
"p": 0.07611317187547684,
"m": 0.5
},
{
"p": 0.06562644988298416,
"m": 0.5
},
{
"p": 0.08585982024669647,
"m": 0.5
},
{
"p": 0.06355376541614532,
"m": 0.8761804699897766
},
{
"p": 0.07026437669992447,
"m": 0.29851123690605164
},
{
"p": 0.060719069093465805,
"m": 0.24154257774353027
},
{
"p": 0.07334272563457489,
"m": 0.9556047916412354
},
{
"p": 0.08763226866722107,
"m": 0.9443426132202148
},
{
"p": 0.05586840584874153,
"m": 1.0
},
{
"p": 0.06928514689207077,
"m": 0.9959211945533752
},
{
"p": 0.06929979473352432,
"m": 0.9527950882911682
},
{
"p": 0.07175595313310623,
"m": 1.0
},
{
"p": 0.08172470331192017,
"m": 0.5
},
{
"p": 0.06895434111356735,
"m": 0.5
}
]
},
{
"epoch": 100,
"train_loss": 1.1892136335372925,
"val_loss": 0.8426863551139832,
"acc": 71.0,
"time": 284.38607609295286,
"param": [
{
"p": 0.09109160304069519,
"m": 0.5
},
{
"p": 0.03714119270443916,
"m": 0.5
},
{
"p": 0.10177522897720337,
"m": 0.5
},
{
"p": 0.07280358672142029,
"m": 0.908394455909729
},
{
"p": 0.058265648782253265,
"m": 0.3369639217853546
},
{
"p": 0.08136353641748428,
"m": 0.1803731918334961
},
{
"p": 0.057789936661720276,
"m": 0.9932567477226257
},
{
"p": 0.04946567118167877,
"m": 0.9369474053382874
},
{
"p": 0.07445667684078217,
"m": 0.9086199402809143
},
{
"p": 0.07263266295194626,
"m": 1.0
},
{
"p": 0.06914252042770386,
"m": 0.941087543964386
},
{
"p": 0.053506456315517426,
"m": 1.0
},
{
"p": 0.08628449589014053,
"m": 0.5
},
{
"p": 0.09428076446056366,
"m": 0.5
}
]
},
{
"epoch": 101,
"train_loss": 1.2648062705993652,
"val_loss": 0.7681953310966492,
"acc": 71.98,
"time": 287.3662871089764,
"param": [
{
"p": 0.0868895873427391,
"m": 0.5
},
{
"p": 0.05244752764701843,
"m": 0.5
},
{
"p": 0.09396514296531677,
"m": 0.5
},
{
"p": 0.0786721259355545,
"m": 0.756251335144043
},
{
"p": 0.05508777126669884,
"m": 0.4544103145599365
},
{
"p": 0.06815921515226364,
"m": 0.2379472255706787
},
{
"p": 0.0634058266878128,
"m": 1.0
},
{
"p": 0.059119630604982376,
"m": 0.8300125002861023
},
{
"p": 0.08253829181194305,
"m": 0.9221718907356262
},
{
"p": 0.08008044213056564,
"m": 0.9687727093696594
},
{
"p": 0.06518856436014175,
"m": 0.8614875078201294
},
{
"p": 0.07609129697084427,
"m": 1.0
},
{
"p": 0.08955897390842438,
"m": 0.5
},
{
"p": 0.04879559949040413,
"m": 0.5
}
]
},
{
"epoch": 102,
"train_loss": 1.1639888286590576,
"val_loss": 0.9738490581512451,
"acc": 71.14,
"time": 289.0078414810123,
"param": [
{
"p": 0.07146265357732773,
"m": 0.5
},
{
"p": 0.06530164182186127,
"m": 0.5
},
{
"p": 0.07741356641054153,
"m": 0.5
},
{
"p": 0.07410472631454468,
"m": 0.8429363369941711
},
{
"p": 0.05745546519756317,
"m": 0.48180845379829407
},
{
"p": 0.05379403755068779,
"m": 0.1707884967327118
},
{
"p": 0.07288794964551926,
"m": 0.9818426966667175
},
{
"p": 0.08719021081924438,
"m": 0.9424874186515808
},
{
"p": 0.08537203073501587,
"m": 1.0
},
{
"p": 0.060702357441186905,
"m": 0.9269368648529053
},
{
"p": 0.082191601395607,
"m": 1.0
},
{
"p": 0.0666317269206047,
"m": 1.0
},
{
"p": 0.06986479461193085,
"m": 0.5
},
{
"p": 0.07562729716300964,
"m": 0.5
}
]
},
{
"epoch": 103,
"train_loss": 1.4587860107421875,
"val_loss": 0.8230936527252197,
"acc": 70.9,
"time": 269.89234827598557,
"param": [
{
"p": 0.0685260072350502,
"m": 0.5
},
{
"p": 0.05139021947979927,
"m": 0.5
},
{
"p": 0.08405154198408127,
"m": 0.5
},
{
"p": 0.08070451021194458,
"m": 0.8815978169441223
},
{
"p": 0.08921681344509125,
"m": 0.47550153732299805
},
{
"p": 0.07992477715015411,
"m": 0.1555539071559906
},
{
"p": 0.07653611153364182,
"m": 1.0
},
{
"p": 0.08137384802103043,
"m": 0.8737524151802063
},
{
"p": 0.05292505770921707,
"m": 0.9862254858016968
},
{
"p": 0.06144207715988159,
"m": 0.8768398761749268
},
{
"p": 0.08723276108503342,
"m": 0.9962701201438904
},
{
"p": 0.06721216440200806,
"m": 0.9989256262779236
},
{
"p": 0.05641893669962883,
"m": 0.5
},
{
"p": 0.06304522603750229,
"m": 0.5
}
]
},
{
"epoch": 104,
"train_loss": 1.2081204652786255,
"val_loss": 0.8632064461708069,
"acc": 71.98,
"time": 290.1216336649959,
"param": [
{
"p": 0.06425021588802338,
"m": 0.5
},
{
"p": 0.05128686502575874,
"m": 0.5
},
{
"p": 0.08241952210664749,
"m": 0.5
},
{
"p": 0.09807322919368744,
"m": 0.9780876636505127
},
{
"p": 0.07277873903512955,
"m": 0.44125160574913025
},
{
"p": 0.06359299272298813,
"m": 0.14034077525138855
},
{
"p": 0.07973939925432205,
"m": 0.9538875818252563
},
{
"p": 0.0587427131831646,
"m": 0.8895112872123718
},
{
"p": 0.0730019211769104,
"m": 0.9678918123245239
},
{
"p": 0.06623341143131256,
"m": 1.0
},
{
"p": 0.07347170263528824,
"m": 0.9600110650062561
},
{
"p": 0.06128044053912163,
"m": 1.0
},
{
"p": 0.07106652855873108,
"m": 0.5
},
{
"p": 0.08406227827072144,
"m": 0.5
}
]
},
{
"epoch": 105,
"train_loss": 1.174574375152588,
"val_loss": 0.8017656207084656,
"acc": 71.11,
"time": 281.9119032259914,
"param": [
{
"p": 0.08605601638555527,
"m": 0.5
},
{
"p": 0.046279486268758774,
"m": 0.5
},
{
"p": 0.09990952908992767,
"m": 0.5
},
{
"p": 0.08863312005996704,
"m": 0.9744071364402771
},
{
"p": 0.08059124648571014,
"m": 0.47752395272254944
},
{
"p": 0.0464768223464489,
"m": 0.13161258399486542
},
{
"p": 0.04360765591263771,
"m": 0.9746917486190796
},
{
"p": 0.06336438655853271,
"m": 0.8334915041923523
},
{
"p": 0.07477418333292007,
"m": 0.9977338910102844
},
{
"p": 0.07206889241933823,
"m": 1.0
},
{
"p": 0.06551020592451096,
"m": 0.8524506688117981
},
{
"p": 0.05271022394299507,
"m": 1.0
},
{
"p": 0.10408461093902588,
"m": 0.5
},
{
"p": 0.07593362778425217,
"m": 0.5
}
]
},
{
"epoch": 106,
"train_loss": 1.259425401687622,
"val_loss": 0.9289646148681641,
"acc": 71.93,
"time": 287.3801354190218,
"param": [
{
"p": 0.08160912990570068,
"m": 0.5
},
{
"p": 0.04289078712463379,
"m": 0.5
},
{
"p": 0.08352169394493103,
"m": 0.5
},
{
"p": 0.07768245786428452,
"m": 0.9961720705032349
},
{
"p": 0.07184471189975739,
"m": 0.47707992792129517
},
{
"p": 0.050566088408231735,
"m": 0.2742117941379547
},
{
"p": 0.08676643669605255,
"m": 1.0
},
{
"p": 0.060394659638404846,
"m": 0.9380988478660583
},
{
"p": 0.0702768862247467,
"m": 0.9887182712554932
},
{
"p": 0.07463453710079193,
"m": 0.9995278716087341
},
{
"p": 0.07884020358324051,
"m": 0.9130842089653015
},
{
"p": 0.07980743795633316,
"m": 0.9746071696281433
},
{
"p": 0.07228714227676392,
"m": 0.5
},
{
"p": 0.06887778639793396,
"m": 0.5
}
]
},
{
"epoch": 107,
"train_loss": 1.092332363128662,
"val_loss": 0.935279130935669,
"acc": 71.83,
"time": 284.3063606740325,
"param": [
{
"p": 0.06544098258018494,
"m": 0.5
},
{
"p": 0.04503615200519562,
"m": 0.5
},
{
"p": 0.07395686209201813,
"m": 0.5
},
{
"p": 0.0895955041050911,
"m": 0.8672323822975159
},
{
"p": 0.08141733705997467,
"m": 0.5612559914588928
},
{
"p": 0.05959649384021759,
"m": 0.16678357124328613
},
{
"p": 0.08482838422060013,
"m": 0.9729102849960327
},
{
"p": 0.0668381005525589,
"m": 0.8403623104095459
},
{
"p": 0.07397937774658203,
"m": 0.9932368397712708
},
{
"p": 0.07937026768922806,
"m": 0.9536251425743103
},
{
"p": 0.07405371963977814,
"m": 1.0
},
{
"p": 0.04549266770482063,
"m": 0.999443769454956
},
{
"p": 0.08435473591089249,
"m": 0.5
},
{
"p": 0.07603944092988968,
"m": 0.5
}
]
},
{
"epoch": 108,
"train_loss": 1.0297549962997437,
"val_loss": 0.8221547603607178,
"acc": 71.92,
"time": 294.4380548869958,
"param": [
{
"p": 0.08989933878183365,
"m": 0.5
},
{
"p": 0.07295223325490952,
"m": 0.5
},
{
"p": 0.08603404462337494,
"m": 0.5
},
{
"p": 0.0783470943570137,
"m": 0.7757395505905151
},
{
"p": 0.07157229632139206,
"m": 0.5631855130195618
},
{
"p": 0.07243997603654861,
"m": 0.14408400654792786
},
{
"p": 0.033306051045656204,
"m": 0.8705385327339172
},
{
"p": 0.07912012934684753,
"m": 0.9012700915336609
},
{
"p": 0.06336871534585953,
"m": 0.9267458319664001
},
{
"p": 0.034804098308086395,
"m": 0.9979045391082764
},
{
"p": 0.06153496354818344,
"m": 0.9473095536231995
},
{
"p": 0.09099919348955154,
"m": 1.0
},
{
"p": 0.08160147815942764,
"m": 0.5
},
{
"p": 0.08402049541473389,
"m": 0.5
}
]
},
{
"epoch": 109,
"train_loss": 1.1673595905303955,
"val_loss": 0.7617422938346863,
"acc": 72.07,
"time": 291.00234575301874,
"param": [
{
"p": 0.09728912264108658,
"m": 0.5
},
{
"p": 0.0006870300858281553,
"m": 0.5
},
{
"p": 0.09284207969903946,
"m": 0.5
},
{
"p": 0.06892769038677216,
"m": 0.8002379536628723
},
{
"p": 0.08514339476823807,
"m": 0.6344439387321472
},
{
"p": 0.07342959195375443,
"m": 0.2993607819080353
},
{
"p": 0.07099001854658127,
"m": 0.8057217597961426
},
{
"p": 0.06289014965295792,
"m": 0.7643114924430847
},
{
"p": 0.08046513795852661,
"m": 0.9805713891983032
},
{
"p": 0.07297930121421814,
"m": 1.0
},
{
"p": 0.07259395718574524,
"m": 0.9880902171134949
},
{
"p": 0.04707847908139229,
"m": 1.0
},
{
"p": 0.10094260424375534,
"m": 0.5
},
{
"p": 0.07374146580696106,
"m": 0.5
}
]
},
{
"epoch": 110,
"train_loss": 0.9300791621208191,
"val_loss": 0.9238581657409668,
"acc": 71.55,
"time": 279.91983800998423,
"param": [
{
"p": 0.07683030515909195,
"m": 0.5
},
{
"p": 0.057666078209877014,
"m": 0.5
},
{
"p": 0.08179184049367905,
"m": 0.5
},
{
"p": 0.06300245225429535,
"m": 0.783186137676239
},
{
"p": 0.07314875721931458,
"m": 0.770887553691864
},
{
"p": 0.050105419009923935,
"m": 0.1229420080780983
},
{
"p": 0.08151327073574066,
"m": 0.8926392793655396
},
{
"p": 0.07261431217193604,
"m": 0.8622177839279175
},
{
"p": 0.05874020606279373,
"m": 1.0
},
{
"p": 0.08125665038824081,
"m": 0.9796162843704224
},
{
"p": 0.07734783738851547,
"m": 0.9144956469535828
},
{
"p": 0.07102120667695999,
"m": 0.9931227564811707
},
{
"p": 0.07011387497186661,
"m": 0.5
},
{
"p": 0.08484777063131332,
"m": 0.5
}
]
},
{
"epoch": 111,
"train_loss": 1.336517095565796,
"val_loss": 0.8416483998298645,
"acc": 71.99,
"time": 272.97014329599915,
"param": [
{
"p": 0.07016594707965851,
"m": 0.5
},
{
"p": 0.06322873383760452,
"m": 0.5
},
{
"p": 0.09180881083011627,
"m": 0.5
},
{
"p": 0.08676545321941376,
"m": 0.7325164675712585
},
{
"p": 0.04912653937935829,
"m": 0.7322752475738525
},
{
"p": 0.049325309693813324,
"m": 0.24653981626033783
},
{
"p": 0.08148010075092316,
"m": 0.954875648021698
},
{
"p": 0.05731179937720299,
"m": 0.8515761494636536
},
{
"p": 0.07538103312253952,
"m": 0.9840132594108582
},
{
"p": 0.057030223309993744,
"m": 1.0
},
{
"p": 0.06713742762804031,
"m": 0.8897959589958191
},
{
"p": 0.09959046542644501,
"m": 1.0
},
{
"p": 0.0819891095161438,
"m": 0.5
},
{
"p": 0.06965906918048859,
"m": 0.5
}
]
},
{
"epoch": 112,
"train_loss": 1.2148513793945312,
"val_loss": 1.0764696598052979,
"acc": 71.73,
"time": 299.16622182301944,
"param": [
{
"p": 0.03878836706280708,
"m": 0.5
},
{
"p": 0.0620126836001873,
"m": 0.5
},
{
"p": 0.11058229953050613,
"m": 0.5
},
{
"p": 0.06818351149559021,
"m": 0.7337334752082825
},
{
"p": 0.0732833743095398,
"m": 0.6979990005493164
},
{
"p": 0.07921118289232254,
"m": 0.3716234564781189
},
{
"p": 0.07397204637527466,
"m": 0.9871258735656738
},
{
"p": 0.07224956154823303,
"m": 0.925658106803894
},
{
"p": 0.07378672808408737,
"m": 0.987904965877533
},
{
"p": 0.049806561321020126,
"m": 1.0
},
{
"p": 0.06309753656387329,
"m": 0.8375306129455566
},
{
"p": 0.09117872267961502,
"m": 1.0
},
{
"p": 0.0814974308013916,
"m": 0.5
},
{
"p": 0.06234998628497124,
"m": 0.5
}
]
},
{
"epoch": 113,
"train_loss": 1.3233582973480225,
"val_loss": 0.8620826601982117,
"acc": 72.61,
"time": 295.7168568749912,
"param": [
{
"p": 0.06623788923025131,
"m": 0.5
},
{
"p": 0.052178625017404556,
"m": 0.5
},
{
"p": 0.07054421305656433,
"m": 0.5
},
{
"p": 0.08137710392475128,
"m": 0.8432595133781433
},
{
"p": 0.08382265269756317,
"m": 0.6388076543807983
},
{
"p": 0.07770600914955139,
"m": 0.3474753201007843
},
{
"p": 0.05062253773212433,
"m": 0.9869446754455566
},
{
"p": 0.061626363545656204,
"m": 1.0
},
{
"p": 0.07905974239110947,
"m": 0.9867076873779297
},
{
"p": 0.0622279979288578,
"m": 1.0
},
{
"p": 0.07091061025857925,
"m": 1.0
},
{
"p": 0.07792989164590836,
"m": 0.9998981952667236
},
{
"p": 0.09164230525493622,
"m": 0.5
},
{
"p": 0.07411399483680725,
"m": 0.5
}
]
},
{
"epoch": 114,
"train_loss": 1.3061933517456055,
"val_loss": 0.8800227046012878,
"acc": 72.3,
"time": 292.53110247297445,
"param": [
{
"p": 0.07537607103586197,
"m": 0.5
},
{
"p": 0.05426871404051781,
"m": 0.5
},
{
"p": 0.10076241195201874,
"m": 0.5
},
{
"p": 0.05758903548121452,
"m": 0.7400623559951782
},
{
"p": 0.0701889768242836,
"m": 0.6995969414710999
},
{
"p": 0.07442635297775269,
"m": 0.32992562651634216
},
{
"p": 0.06314627826213837,
"m": 0.9106805920600891
},
{
"p": 0.08695591986179352,
"m": 0.8922073245048523
},
{
"p": 0.0681656077504158,
"m": 0.9461018443107605
},
{
"p": 0.0733553022146225,
"m": 0.9919682741165161
},
{
"p": 0.07551734149456024,
"m": 0.8301711678504944
},
{
"p": 0.06721669435501099,
"m": 1.0
},
{
"p": 0.07679683715105057,
"m": 0.5
},
{
"p": 0.05623449757695198,
"m": 0.5
}
]
},
{
"epoch": 115,
"train_loss": 1.211430311203003,
"val_loss": 0.7052424550056458,
"acc": 70.5,
"time": 292.3719928499777,
"param": [
{
"p": 0.09017392992973328,
"m": 0.5
},
{
"p": 0.06976674497127533,
"m": 0.5
},
{
"p": 0.04421231895685196,
"m": 0.5
},
{
"p": 0.07786286622285843,
"m": 0.7245907783508301
},
{
"p": 0.09160196781158447,
"m": 0.7231320142745972
},
{
"p": 0.08630548417568207,
"m": 0.28239911794662476
},
{
"p": 0.05782252177596092,
"m": 0.9934329390525818
},
{
"p": 0.07582750916481018,
"m": 0.7290196418762207
},
{
"p": 0.09820564091205597,
"m": 0.8818385004997253
},
{
"p": 0.05111880227923393,
"m": 0.9744239449501038
},
{
"p": 0.02054145373404026,
"m": 0.8789954781532288
},
{
"p": 0.07540928572416306,
"m": 0.9991468191146851
},
{
"p": 0.09171995520591736,
"m": 0.5
},
{
"p": 0.06943150609731674,
"m": 0.5
}
]
},
{
"epoch": 116,
"train_loss": 1.3284322023391724,
"val_loss": 0.8875528573989868,
"acc": 71.41,
"time": 294.7988713099621,
"param": [
{
"p": 0.06802289932966232,
"m": 0.5
},
{
"p": 0.030876997858285904,
"m": 0.5
},
{
"p": 0.08454089611768723,
"m": 0.5
},
{
"p": 0.07897812128067017,
"m": 0.6769144535064697
},
{
"p": 0.0634181797504425,
"m": 0.643757700920105
},
{
"p": 0.057221416383981705,
"m": 0.11275964975357056
},
{
"p": 0.10150327533483505,
"m": 0.9871866703033447
},
{
"p": 0.08610528707504272,
"m": 0.8044251799583435
},
{
"p": 0.08378411829471588,
"m": 0.9028348922729492
},
{
"p": 0.05671790987253189,
"m": 0.9935964345932007
},
{
"p": 0.0663948580622673,
"m": 0.9161019921302795
},
{
"p": 0.07861477881669998,
"m": 1.0
},
{
"p": 0.060094818472862244,
"m": 0.5
},
{
"p": 0.08372638374567032,
"m": 0.5
}
]
},
{
"epoch": 117,
"train_loss": 1.0921180248260498,
"val_loss": 0.910605251789093,
"acc": 71.99,
"time": 286.8599373540492,
"param": [
{
"p": 0.08260297030210495,
"m": 0.5
},
{
"p": 0.024873236194252968,
"m": 0.5
},
{
"p": 0.08558164536952972,
"m": 0.5
},
{
"p": 0.0637262687087059,
"m": 0.8103328347206116
},
{
"p": 0.0746627226471901,
"m": 0.6345739960670471
},
{
"p": 0.07878522574901581,
"m": 0.1063220277428627
},
{
"p": 0.07010193914175034,
"m": 0.9584059715270996
},
{
"p": 0.05473651736974716,
"m": 0.8102772235870361
},
{
"p": 0.0710943192243576,
"m": 1.0
},
{
"p": 0.07971389591693878,
"m": 0.9905745983123779
},
{
"p": 0.07480685412883759,
"m": 0.8915682435035706
},
{
"p": 0.09373883157968521,
"m": 1.0
},
{
"p": 0.07820640504360199,
"m": 0.5
},
{
"p": 0.06736917048692703,
"m": 0.5
}
]
},
{
"epoch": 118,
"train_loss": 1.4679265022277832,
"val_loss": 0.6651107668876648,
"acc": 71.92,
"time": 293.3954919419484,
"param": [
{
"p": 0.08051759004592896,
"m": 0.5
},
{
"p": 0.058594994246959686,
"m": 0.5
},
{
"p": 0.0725998654961586,
"m": 0.5
},
{
"p": 0.06661546230316162,
"m": 0.918585479259491
},
{
"p": 0.06308388710021973,
"m": 0.46985572576522827
},
{
"p": 0.08004239946603775,
"m": 0.32169994711875916
},
{
"p": 0.0766516774892807,
"m": 0.9888845682144165
},
{
"p": 0.07359666377305984,
"m": 0.8278563022613525
},
{
"p": 0.06863593310117722,
"m": 0.9797813892364502
},
{
"p": 0.08241229504346848,
"m": 0.9968414902687073
},
{
"p": 0.06594938039779663,
"m": 0.9773750305175781
},
{
"p": 0.060717325657606125,
"m": 0.9992162585258484
},
{
"p": 0.07139237225055695,
"m": 0.5
},
{
"p": 0.079190194606781,
"m": 0.5
}
]
},
{
"epoch": 119,
"train_loss": 1.0975757837295532,
"val_loss": 0.9264975190162659,
"acc": 71.81,
"time": 297.36431368696503,
"param": [
{
"p": 0.03831291198730469,
"m": 0.5
},
{
"p": 0.05967513099312782,
"m": 0.5
},
{
"p": 0.09263228625059128,
"m": 0.5
},
{
"p": 0.06789103150367737,
"m": 0.8419204950332642
},
{
"p": 0.08700229227542877,
"m": 0.3946373164653778
},
{
"p": 0.07725387811660767,
"m": 0.3287127614021301
},
{
"p": 0.06743741035461426,
"m": 0.9311839938163757
},
{
"p": 0.06885119527578354,
"m": 0.8199775815010071
},
{
"p": 0.09614495933055878,
"m": 0.9669172763824463
},
{
"p": 0.06724946200847626,
"m": 1.0
},
{
"p": 0.05089832469820976,
"m": 0.999722421169281
},
{
"p": 0.09878314286470413,
"m": 0.9745862483978271
},
{
"p": 0.08779600262641907,
"m": 0.5
},
{
"p": 0.0400720089673996,
"m": 0.5
}
]
},
{
"epoch": 120,
"train_loss": 1.0185900926589966,
"val_loss": 0.7661871314048767,
"acc": 71.89,
"time": 274.3568175089895,
"param": [
{
"p": 0.08187834918498993,
"m": 0.5
},
{
"p": 0.048774369060993195,
"m": 0.5
},
{
"p": 0.0730498731136322,
"m": 0.5
},
{
"p": 0.0753985047340393,
"m": 0.9293141961097717
},
{
"p": 0.05833423510193825,
"m": 0.34445908665657043
},
{
"p": 0.08609307557344437,
"m": 0.3193816840648651
},
{
"p": 0.07763694226741791,
"m": 0.9378047585487366
},
{
"p": 0.09837577491998672,
"m": 0.8622376322746277
},
{
"p": 0.0545085109770298,
"m": 0.9168438911437988
},
{
"p": 0.057948630303144455,
"m": 0.984867513179779
},
{
"p": 0.09245214611291885,
"m": 1.0
},
{
"p": 0.07504304498434067,
"m": 0.9051202535629272
},
{
"p": 0.059801675379276276,
"m": 0.5
},
{
"p": 0.0607047975063324,
"m": 0.5
}
]
},
{
"epoch": 121,
"train_loss": 1.216962218284607,
"val_loss": 0.8323420286178589,
"acc": 71.55,
"time": 296.6490906510153,
"param": [
{
"p": 0.09409140050411224,
"m": 0.5
},
{
"p": 0.06891357153654099,
"m": 0.5
},
{
"p": 0.09019546210765839,
"m": 0.5
},
{
"p": 0.04784957692027092,
"m": 0.8541948795318604
},
{
"p": 0.06349508464336395,
"m": 0.30910724401474
},
{
"p": 0.09093216806650162,
"m": 0.1753474771976471
},
{
"p": 0.07790284603834152,
"m": 0.8699304461479187
},
{
"p": 0.08036212623119354,
"m": 0.887400209903717
},
{
"p": 0.059633467346429825,
"m": 0.8869293332099915
},
{
"p": 0.06975550949573517,
"m": 0.9696686863899231
},
{
"p": 0.05001844838261604,
"m": 0.9859850406646729
},
{
"p": 0.07512065768241882,
"m": 1.0
},
{
"p": 0.08385621011257172,
"m": 0.5
},
{
"p": 0.04787350073456764,
"m": 0.5
}
]
},
{
"epoch": 122,
"train_loss": 1.1763938665390015,
"val_loss": 0.7809449434280396,
"acc": 72.09,
"time": 274.4480522419908,
"param": [
{
"p": 0.0835542306303978,
"m": 0.5
},
{
"p": 0.07014311850070953,
"m": 0.5
},
{
"p": 0.07808343321084976,
"m": 0.5
},
{
"p": 0.06616522371768951,
"m": 0.9977993965148926
},
{
"p": 0.05880085378885269,
"m": 0.1628250926733017
},
{
"p": 0.07128147780895233,
"m": 0.28378957509994507
},
{
"p": 0.05394866317510605,
"m": 0.9287292957305908
},
{
"p": 0.06421441584825516,
"m": 0.9679478406906128
},
{
"p": 0.08458365499973297,
"m": 0.9911482930183411
},
{
"p": 0.06161251291632652,
"m": 1.0
},
{
"p": 0.08830790966749191,
"m": 0.9369790554046631
},
{
"p": 0.08537501841783524,
"m": 1.0
},
{
"p": 0.07751120626926422,
"m": 0.5
},
{
"p": 0.056418277323246,
"m": 0.5
}
]
},
{
"epoch": 123,
"train_loss": 0.9495606422424316,
"val_loss": 1.005104899406433,
"acc": 71.54,
"time": 280.2568644050043,
"param": [
{
"p": 0.08158165961503983,
"m": 0.5
},
{
"p": 0.06834759563207626,
"m": 0.5
},
{
"p": 0.08918057382106781,
"m": 0.5
},
{
"p": 0.05244283750653267,
"m": 0.9431864023208618
},
{
"p": 0.04560596123337746,
"m": 0.2290966808795929
},
{
"p": 0.06895388662815094,
"m": 0.1868268996477127
},
{
"p": 0.07029526680707932,
"m": 0.9054229855537415
},
{
"p": 0.06943968683481216,
"m": 0.9818674921989441
},
{
"p": 0.06430885195732117,
"m": 0.8925675749778748
},
{
"p": 0.0770006775856018,
"m": 1.0
},
{
"p": 0.06521566957235336,
"m": 0.8590447902679443
},
{
"p": 0.08292264491319656,
"m": 1.0
},
{
"p": 0.08775022625923157,
"m": 0.5
},
{
"p": 0.07695445418357849,
"m": 0.5
}
]
},
{
"epoch": 124,
"train_loss": 0.7574737071990967,
"val_loss": 0.9492652416229248,
"acc": 72.25,
"time": 283.59026403399184,
"param": [
{
"p": 0.08843892067670822,
"m": 0.5
},
{
"p": 0.08117645978927612,
"m": 0.5
},
{
"p": 0.09805510193109512,
"m": 0.5
},
{
"p": 0.051364466547966,
"m": 0.8966548442840576
},
{
"p": 0.020773649215698242,
"m": 0.13865114748477936
},
{
"p": 0.06165893003344536,
"m": 0.23937992751598358
},
{
"p": 0.0669577345252037,
"m": 0.9092875123023987
},
{
"p": 0.073529452085495,
"m": 0.9557220339775085
},
{
"p": 0.06953919678926468,
"m": 0.9060154557228088
},
{
"p": 0.056904423981904984,
"m": 0.877265453338623
},
{
"p": 0.08032077550888062,
"m": 0.9387776851654053
},
{
"p": 0.07722273468971252,
"m": 0.9984456300735474
},
{
"p": 0.10299667716026306,
"m": 0.5
},
{
"p": 0.07106150686740875,
"m": 0.5
}
]
},
{
"epoch": 125,
"train_loss": 1.3764100074768066,
"val_loss": 0.7270206212997437,
"acc": 71.84,
"time": 308.20462879899424,
"param": [
{
"p": 0.06644000113010406,
"m": 0.5
},
{
"p": 0.042278952896595,
"m": 0.5
},
{
"p": 0.0830995962023735,
"m": 0.5
},
{
"p": 0.07756239920854568,
"m": 1.0
},
{
"p": 0.04686802998185158,
"m": 0.2758893668651581
},
{
"p": 0.07200291752815247,
"m": 0.3619100749492645
},
{
"p": 0.08733782172203064,
"m": 0.9419493079185486
},
{
"p": 0.07326150685548782,
"m": 0.8978184461593628
},
{
"p": 0.06543300300836563,
"m": 0.873746931552887
},
{
"p": 0.05754907429218292,
"m": 1.0
},
{
"p": 0.07091076672077179,
"m": 1.0
},
{
"p": 0.07844286412000656,
"m": 1.0
},
{
"p": 0.08651851862668991,
"m": 0.5
},
{
"p": 0.0922946110367775,
"m": 0.5
}
]
},
{
"epoch": 126,
"train_loss": 0.8359797596931458,
"val_loss": 0.9578424096107483,
"acc": 71.75,
"time": 300.880711188016,
"param": [
{
"p": 0.06525540351867676,
"m": 0.5
},
{
"p": 0.07072854787111282,
"m": 0.5
},
{
"p": 0.08466525375843048,
"m": 0.5
},
{
"p": 0.059225838631391525,
"m": 0.8715885281562805
},
{
"p": 0.07081866264343262,
"m": 0.35998719930648804
},
{
"p": 0.07665079832077026,
"m": 0.30216026306152344
},
{
"p": 0.05729266256093979,
"m": 0.8754103183746338
},
{
"p": 0.07643332332372665,
"m": 0.7609589695930481
},
{
"p": 0.031300321221351624,
"m": 0.8745278120040894
},
{
"p": 0.07346576452255249,
"m": 0.9574655294418335
},
{
"p": 0.07030386477708817,
"m": 0.9544603824615479
},
{
"p": 0.10065542161464691,
"m": 1.0
},
{
"p": 0.06488014757633209,
"m": 0.5
},
{
"p": 0.09832394123077393,
"m": 0.5
}
]
},
{
"epoch": 127,
"train_loss": 1.0965375900268555,
"val_loss": 0.783643364906311,
"acc": 71.52,
"time": 270.2131249369704,
"param": [
{
"p": 0.08746644854545593,
"m": 0.5
},
{
"p": 0.07007205486297607,
"m": 0.5
},
{
"p": 0.07857868075370789,
"m": 0.5
},
{
"p": 0.07017043232917786,
"m": 0.8259261250495911
},
{
"p": 0.05598350614309311,
"m": 0.4473924934864044
},
{
"p": 0.07337705045938492,
"m": 0.24260616302490234
},
{
"p": 0.07908945530653,
"m": 0.9653277397155762
},
{
"p": 0.06328637152910233,
"m": 0.6952860951423645
},
{
"p": 0.056007809937000275,
"m": 0.8941794037818909
},
{
"p": 0.0695195347070694,
"m": 0.9439253807067871
},
{
"p": 0.0714556947350502,
"m": 0.9466181397438049
},
{
"p": 0.0867505818605423,
"m": 1.0
},
{
"p": 0.06428272277116776,
"m": 0.5
},
{
"p": 0.073959581553936,
"m": 0.5
}
]
},
{
"epoch": 128,
"train_loss": 0.9459033012390137,
"val_loss": 0.8210756182670593,
"acc": 71.76,
"time": 294.24694303399883,
"param": [
{
"p": 0.054802585393190384,
"m": 0.5
},
{
"p": 0.04853612557053566,
"m": 0.5
},
{
"p": 0.08335962146520615,
"m": 0.5
},
{
"p": 0.054969582706689835,
"m": 0.8305177688598633
},
{
"p": 0.0578809417784214,
"m": 0.3524078130722046
},
{
"p": 0.06846650689840317,
"m": 0.14471766352653503
},
{
"p": 0.07221765071153641,
"m": 0.9907278418540955
},
{
"p": 0.08969706296920776,
"m": 0.7651259303092957
},
{
"p": 0.07339608669281006,
"m": 1.0
},
{
"p": 0.09317587316036224,
"m": 1.0
},
{
"p": 0.06928589940071106,
"m": 0.9869963526725769
},
{
"p": 0.09003738313913345,
"m": 0.9979696869850159
},
{
"p": 0.0601898655295372,
"m": 0.5
},
{
"p": 0.08398477733135223,
"m": 0.5
}
]
},
{
"epoch": 129,
"train_loss": 0.7512972950935364,
"val_loss": 0.8698551654815674,
"acc": 72.47,
"time": 285.88034323602915,
"param": [
{
"p": 0.03691998869180679,
"m": 0.5
},
{
"p": 0.041182707995176315,
"m": 0.5
},
{
"p": 0.07738929986953735,
"m": 0.5
},
{
"p": 0.06386015564203262,
"m": 0.7248585224151611
},
{
"p": 0.08343372493982315,
"m": 0.405288964509964
},
{
"p": 0.09206673502922058,
"m": 0.27516302466392517
},
{
"p": 0.08682870119810104,
"m": 0.9550487995147705
},
{
"p": 0.08859429508447647,
"m": 0.864533007144928
},
{
"p": 0.05233927443623543,
"m": 0.9852371215820312
},
{
"p": 0.06727667152881622,
"m": 0.9915040135383606
},
{
"p": 0.07217974215745926,
"m": 0.9901854991912842
},
{
"p": 0.07411671429872513,
"m": 0.9986777901649475
},
{
"p": 0.09375326335430145,
"m": 0.5
},
{
"p": 0.0700586587190628,
"m": 0.5
}
]
},
{
"epoch": 130,
"train_loss": 1.0638656616210938,
"val_loss": 0.8235727548599243,
"acc": 71.43,
"time": 284.3451368060196,
"param": [
{
"p": 0.07438275963068008,
"m": 0.5
},
{
"p": 0.061807528138160706,
"m": 0.5
},
{
"p": 0.07454320788383484,
"m": 0.5
},
{
"p": 0.0953277051448822,
"m": 0.8026910424232483
},
{
"p": 0.09457729756832123,
"m": 0.39155539870262146
},
{
"p": 0.04948829859495163,
"m": 0.41537579894065857
},
{
"p": 0.06060625985264778,
"m": 0.9036263227462769
},
{
"p": 0.07607520371675491,
"m": 0.857954204082489
},
{
"p": 0.08474069088697433,
"m": 1.0
},
{
"p": 0.044223811477422714,
"m": 0.9297816157341003
},
{
"p": 0.05959727242588997,
"m": 0.9996158480644226
},
{
"p": 0.06879298388957977,
"m": 1.0
},
{
"p": 0.09510642290115356,
"m": 0.5
},
{
"p": 0.06073056906461716,
"m": 0.5
}
]
},
{
"epoch": 131,
"train_loss": 1.349603533744812,
"val_loss": 0.8501876592636108,
"acc": 72.8,
"time": 314.76586588000646,
"param": [
{
"p": 0.06102945655584335,
"m": 0.5
},
{
"p": 0.057718683034181595,
"m": 0.5
},
{
"p": 0.07951270043849945,
"m": 0.5
},
{
"p": 0.08020883798599243,
"m": 0.7659807205200195
},
{
"p": 0.06774106621742249,
"m": 0.5149528980255127
},
{
"p": 0.0778653547167778,
"m": 0.4001137912273407
},
{
"p": 0.06687285006046295,
"m": 0.8228693008422852
},
{
"p": 0.08903106302022934,
"m": 0.9143432378768921
},
{
"p": 0.045836955308914185,
"m": 0.9893292784690857
},
{
"p": 0.06450702250003815,
"m": 0.9949854612350464
},
{
"p": 0.07046601921319962,
"m": 0.9854536652565002
},
{
"p": 0.06891605257987976,
"m": 1.0
},
{
"p": 0.09105505049228668,
"m": 0.5
},
{
"p": 0.07923886179924011,
"m": 0.5
}
]
},
{
"epoch": 132,
"train_loss": 1.1609485149383545,
"val_loss": 0.7559490203857422,
"acc": 72.53,
"time": 288.71510311600287,
"param": [
{
"p": 0.09718470275402069,
"m": 0.5
},
{
"p": 0.0638171136379242,
"m": 0.5
},
{
"p": 0.07410383969545364,
"m": 0.5
},
{
"p": 0.07217045873403549,
"m": 0.8167223334312439
},
{
"p": 0.053940024226903915,
"m": 0.4279665946960449
},
{
"p": 0.0837736576795578,
"m": 0.49569863080978394
},
{
"p": 0.062169015407562256,
"m": 0.8638737201690674
},
{
"p": 0.08556307852268219,
"m": 0.9246901869773865
},
{
"p": 0.08493471890687943,
"m": 1.0
},
{
"p": 0.07496463507413864,
"m": 0.9525265693664551
},
{
"p": 0.06385183334350586,
"m": 1.0
},
{
"p": 0.07416119426488876,
"m": 1.0
},
{
"p": 0.05784818157553673,
"m": 0.5
},
{
"p": 0.051517553627491,
"m": 0.5
}
]
},
{
"epoch": 133,
"train_loss": 1.2077357769012451,
"val_loss": 0.854647696018219,
"acc": 71.86,
"time": 318.33835446002195,
"param": [
{
"p": 0.0772985890507698,
"m": 0.5
},
{
"p": 0.06467492878437042,
"m": 0.5
},
{
"p": 0.07670228183269501,
"m": 0.5
},
{
"p": 0.04980006068944931,
"m": 0.8485285043716431
},
{
"p": 0.06313978135585785,
"m": 0.3460053503513336
},
{
"p": 0.07391747087240219,
"m": 0.476569801568985
},
{
"p": 0.0905149057507515,
"m": 1.0
},
{
"p": 0.08407525718212128,
"m": 0.993174135684967
},
{
"p": 0.06948427110910416,
"m": 0.9936003088951111
},
{
"p": 0.06767862290143967,
"m": 0.9455420970916748
},
{
"p": 0.0817486122250557,
"m": 0.9981323480606079
},
{
"p": 0.05942033231258392,
"m": 1.0
},
{
"p": 0.07199805229902267,
"m": 0.5
},
{
"p": 0.06954682618379593,
"m": 0.5
}
]
},
{
"epoch": 134,
"train_loss": 1.2453551292419434,
"val_loss": 0.817149817943573,
"acc": 71.73,
"time": 272.7874056310393,
"param": [
{
"p": 0.05978923290967941,
"m": 0.5
},
{
"p": 0.05457314848899841,
"m": 0.5
},
{
"p": 0.09839174151420593,
"m": 0.5
},
{
"p": 0.06008903309702873,
"m": 0.6965558528900146
},
{
"p": 0.06873910129070282,
"m": 0.35527148842811584
},
{
"p": 0.07596015930175781,
"m": 0.47571417689323425
},
{
"p": 0.05826187878847122,
"m": 0.9488720297813416
},
{
"p": 0.07682137936353683,
"m": 0.9357755184173584
},
{
"p": 0.04655418172478676,
"m": 0.999267578125
},
{
"p": 0.08871462196111679,
"m": 0.9167219996452332
},
{
"p": 0.09044677019119263,
"m": 0.8294820189476013
},
{
"p": 0.06336659938097,
"m": 1.0
},
{
"p": 0.06937762349843979,
"m": 0.5
},
{
"p": 0.08891457319259644,
"m": 0.5
}
]
},
{
"epoch": 135,
"train_loss": 1.1401691436767578,
"val_loss": 0.772550106048584,
"acc": 71.99,
"time": 277.7077463720343,
"param": [
{
"p": 0.0847664326429367,
"m": 0.5
},
{
"p": 0.05165247991681099,
"m": 0.5
},
{
"p": 0.08629698306322098,
"m": 0.5
},
{
"p": 0.08212316036224365,
"m": 0.7627502679824829
},
{
"p": 0.06375822424888611,
"m": 0.4637508690357208
},
{
"p": 0.07639801502227783,
"m": 0.38640162348747253
},
{
"p": 0.04324045777320862,
"m": 1.0
},
{
"p": 0.05863620340824127,
"m": 0.9466817378997803
},
{
"p": 0.07627494633197784,
"m": 0.8933970928192139
},
{
"p": 0.07783534377813339,
"m": 0.9056418538093567
},
{
"p": 0.0843975841999054,
"m": 0.8683866262435913
},
{
"p": 0.06513001024723053,
"m": 1.0
},
{
"p": 0.08061935007572174,
"m": 0.5
},
{
"p": 0.06887075304985046,
"m": 0.5
}
]
},
{
"epoch": 136,
"train_loss": 0.8496264815330505,
"val_loss": 0.8295968770980835,
"acc": 71.07,
"time": 309.6097677429789,
"param": [
{
"p": 0.0679325982928276,
"m": 0.5
},
{
"p": 0.06145767122507095,
"m": 0.5
},
{
"p": 0.07768727838993073,
"m": 0.5
},
{
"p": 0.0554208904504776,
"m": 0.7870208024978638
},
{
"p": 0.07670807093381882,
"m": 0.5045204162597656
},
{
"p": 0.07800905406475067,
"m": 0.34739965200424194
},
{
"p": 0.0876297652721405,
"m": 1.0
},
{
"p": 0.06893258541822433,
"m": 0.9564224481582642
},
{
"p": 0.06840606778860092,
"m": 0.8898099064826965
},
{
"p": 0.058413807302713394,
"m": 0.982025682926178
},
{
"p": 0.07449091225862503,
"m": 0.9088571071624756
},
{
"p": 0.07152163982391357,
"m": 1.0
},
{
"p": 0.09541846811771393,
"m": 0.5
},
{
"p": 0.05797114223241806,
"m": 0.5
}
]
},
{
"epoch": 137,
"train_loss": 1.2422648668289185,
"val_loss": 0.8019976019859314,
"acc": 72.43,
"time": 285.98362832004204,
"param": [
{
"p": 0.08250190317630768,
"m": 0.5
},
{
"p": 0.06123717874288559,
"m": 0.5
},
{
"p": 0.09102093428373337,
"m": 0.5
},
{
"p": 0.05832381546497345,
"m": 0.8601270914077759
},
{
"p": 0.0496332012116909,
"m": 0.43086785078048706
},
{
"p": 0.08896444737911224,
"m": 0.3132045865058899
},
{
"p": 0.06072353571653366,
"m": 0.9813174605369568
},
{
"p": 0.06591068208217621,
"m": 0.9265743494033813
},
{
"p": 0.09345993399620056,
"m": 0.9061359167098999
},
{
"p": 0.07915178686380386,
"m": 0.9221094846725464
},
{
"p": 0.06473086029291153,
"m": 0.9384579658508301
},
{
"p": 0.05574837699532509,
"m": 1.0
},
{
"p": 0.07785048335790634,
"m": 0.5
},
{
"p": 0.0707428902387619,
"m": 0.5
}
]
},
{
"epoch": 138,
"train_loss": 1.0587646961212158,
"val_loss": 0.8172823786735535,
"acc": 71.64,
"time": 287.05431065999437,
"param": [
{
"p": 0.064923956990242,
"m": 0.5
},
{
"p": 0.056854721158742905,
"m": 0.5
},
{
"p": 0.09149754047393799,
"m": 0.5
},
{
"p": 0.0812152847647667,
"m": 0.91651451587677
},
{
"p": 0.05239024758338928,
"m": 0.40658843517303467
},
{
"p": 0.07108616828918457,
"m": 0.2345753014087677
},
{
"p": 0.060176871716976166,
"m": 0.9974406957626343
},
{
"p": 0.07881360501050949,
"m": 0.8010939359664917
},
{
"p": 0.05870295688509941,
"m": 0.9125382900238037
},
{
"p": 0.07414739578962326,
"m": 0.9966390132904053
},
{
"p": 0.06598049402236938,
"m": 0.9519503116607666
},
{
"p": 0.06250735372304916,
"m": 1.0
},
{
"p": 0.09274246543645859,
"m": 0.5
},
{
"p": 0.08896084874868393,
"m": 0.5
}
]
},
{
"epoch": 139,
"train_loss": 1.1336222887039185,
"val_loss": 0.7700673341751099,
"acc": 72.3,
"time": 286.27959236496827,
"param": [
{
"p": 0.06756700575351715,
"m": 0.5
},
{
"p": 0.044785406440496445,
"m": 0.5
},
{
"p": 0.09609651565551758,
"m": 0.5
},
{
"p": 0.06083756312727928,
"m": 0.9343847632408142
},
{
"p": 0.08297844976186752,
"m": 0.3789404630661011
},
{
"p": 0.0990912988781929,
"m": 0.2576242685317993
},
{
"p": 0.07236996293067932,
"m": 0.9487512707710266
},
{
"p": 0.06714283674955368,
"m": 0.8976550698280334
},
{
"p": 0.05979582294821739,
"m": 0.8400965332984924
},
{
"p": 0.09988012909889221,
"m": 1.0
},
{
"p": 0.05950186774134636,
"m": 0.9166917204856873
},
{
"p": 0.04921363666653633,
"m": 1.0
},
{
"p": 0.06761428713798523,
"m": 0.5
},
{
"p": 0.0731252133846283,
"m": 0.5
}
]
},
{
"epoch": 140,
"train_loss": 1.0076018571853638,
"val_loss": 0.7422944903373718,
"acc": 72.32,
"time": 296.1983478379552,
"param": [
{
"p": 0.07289610803127289,
"m": 0.5
},
{
"p": 0.0778583362698555,
"m": 0.5
},
{
"p": 0.09518234431743622,
"m": 0.5
},
{
"p": 0.07548321783542633,
"m": 0.8879563808441162
},
{
"p": 0.07258416712284088,
"m": 0.5258769392967224
},
{
"p": 0.09918515384197235,
"m": 0.27511921525001526
},
{
"p": 0.016921713948249817,
"m": 0.8550109267234802
},
{
"p": 0.06649068742990494,
"m": 1.0
},
{
"p": 0.07964932173490524,
"m": 0.7617276906967163
},
{
"p": 0.053287073969841,
"m": 0.9898932576179504
},
{
"p": 0.09675729274749756,
"m": 1.0
},
{
"p": 0.06831184774637222,
"m": 0.9940031170845032
},
{
"p": 0.06852316111326218,
"m": 0.5
},
{
"p": 0.05686946585774422,
"m": 0.5
}
]
},
{
"epoch": 141,
"train_loss": 1.1612902879714966,
"val_loss": 0.8657335042953491,
"acc": 73.1,
"time": 287.86214561696397,
"param": [
{
"p": 0.05275406315922737,
"m": 0.5
},
{
"p": 0.03874367102980614,
"m": 0.5
},
{
"p": 0.09208124876022339,
"m": 0.5
},
{
"p": 0.047607675194740295,
"m": 0.844582736492157
},
{
"p": 0.08393798768520355,
"m": 0.4465075135231018
},
{
"p": 0.07613877952098846,
"m": 0.3127043843269348
},
{
"p": 0.009544800966978073,
"m": 0.7681677341461182
},
{
"p": 0.09380295872688293,
"m": 0.8407488465309143
},
{
"p": 0.0611598938703537,
"m": 0.7800281047821045
},
{
"p": 0.09884359687566757,
"m": 1.0
},
{
"p": 0.10405915975570679,
"m": 0.9902567267417908
},
{
"p": 0.07975652068853378,
"m": 0.9655022025108337
},
{
"p": 0.07897797971963882,
"m": 0.5
},
{
"p": 0.08259166032075882,
"m": 0.5
}
]
},
{
"epoch": 142,
"train_loss": 1.1707677841186523,
"val_loss": 0.8234934210777283,
"acc": 72.04,
"time": 289.61239164700964,
"param": [
{
"p": 0.07789565622806549,
"m": 0.5
},
{
"p": 0.052176546305418015,
"m": 0.5
},
{
"p": 0.07758717238903046,
"m": 0.5
},
{
"p": 0.07633160054683685,
"m": 0.7716055512428284
},
{
"p": 0.08032463490962982,
"m": 0.3796631991863251
},
{
"p": 0.09758339077234268,
"m": 0.3121073246002197
},
{
"p": 0.03794240206480026,
"m": 0.8389261960983276
},
{
"p": 0.06844798475503922,
"m": 0.6293548345565796
},
{
"p": 0.06115953251719475,
"m": 0.8373394012451172
},
{
"p": 0.05605359748005867,
"m": 1.0
},
{
"p": 0.08421166986227036,
"m": 0.9601218104362488
},
{
"p": 0.0761055201292038,
"m": 1.0
},
{
"p": 0.07010064274072647,
"m": 0.5
},
{
"p": 0.08407962322235107,
"m": 0.5
}
]
},
{
"epoch": 143,
"train_loss": 1.2468039989471436,
"val_loss": 1.0191127061843872,
"acc": 71.23,
"time": 280.35548959003063,
"param": [
{
"p": 0.06989482045173645,
"m": 0.5
},
{
"p": 0.05271961912512779,
"m": 0.5
},
{
"p": 0.08368042856454849,
"m": 0.5
},
{
"p": 0.07099593430757523,
"m": 0.7462335228919983
},
{
"p": 0.06406143307685852,
"m": 0.4762141704559326
},
{
"p": 0.09409402310848236,
"m": 0.20542843639850616
},
{
"p": 0.05065526068210602,
"m": 0.8476027250289917
},
{
"p": 0.08084332942962646,
"m": 0.6906619668006897
},
{
"p": 0.055589791387319565,
"m": 0.9616039395332336
},
{
"p": 0.07186032086610794,
"m": 0.9859942197799683
},
{
"p": 0.09498660266399384,
"m": 0.9990798234939575
},
{
"p": 0.07437173277139664,
"m": 0.9939403533935547
},
{
"p": 0.07217597961425781,
"m": 0.5
},
{
"p": 0.0640706717967987,
"m": 0.5
}
]
},
{
"epoch": 144,
"train_loss": 0.9914060831069946,
"val_loss": 0.8588847517967224,
"acc": 72.16,
"time": 276.8406812060275,
"param": [
{
"p": 0.06732285022735596,
"m": 0.5
},
{
"p": 0.057004135102033615,
"m": 0.5
},
{
"p": 0.08528846502304077,
"m": 0.5
},
{
"p": 0.04372457042336464,
"m": 0.637911856174469
},
{
"p": 0.06706323474645615,
"m": 0.3465936481952667
},
{
"p": 0.055492762476205826,
"m": 0.10983388870954514
},
{
"p": 0.0781056359410286,
"m": 0.7921572923660278
},
{
"p": 0.06049790605902672,
"m": 0.7173856496810913
},
{
"p": 0.06078236922621727,
"m": 0.9564104676246643
},
{
"p": 0.09736800938844681,
"m": 0.9679211378097534
},
{
"p": 0.07675117254257202,
"m": 0.9709830284118652
},
{
"p": 0.08797796070575714,
"m": 1.0
},
{
"p": 0.05968516319990158,
"m": 0.5
},
{
"p": 0.1029357984662056,
"m": 0.5
}
]
},
{
"epoch": 145,
"train_loss": 0.8373463153839111,
"val_loss": 0.8199794292449951,
"acc": 71.34,
"time": 293.6466928970185,
"param": [
{
"p": 0.1015128642320633,
"m": 0.5
},
{
"p": 0.04363948479294777,
"m": 0.5
},
{
"p": 0.08132555335760117,
"m": 0.5
},
{
"p": 0.0465066097676754,
"m": 0.7121003866195679
},
{
"p": 0.07433199882507324,
"m": 0.39941009879112244
},
{
"p": 0.07996769994497299,
"m": 0.33331558108329773
},
{
"p": 0.07365667819976807,
"m": 0.8837243318557739
},
{
"p": 0.05097777396440506,
"m": 0.7471140623092651
},
{
"p": 0.07756450027227402,
"m": 0.9109370112419128
},
{
"p": 0.07290111482143402,
"m": 1.0
},
{
"p": 0.0718325525522232,
"m": 1.0
},
{
"p": 0.08707497268915176,
"m": 1.0
},
{
"p": 0.06867043673992157,
"m": 0.5
},
{
"p": 0.07003776729106903,
"m": 0.5
}
]
},
{
"epoch": 146,
"train_loss": 0.9752534627914429,
"val_loss": 0.7933558821678162,
"acc": 72.23,
"time": 294.46564184402814,
"param": [
{
"p": 0.06855962425470352,
"m": 0.5
},
{
"p": 0.06154049187898636,
"m": 0.5
},
{
"p": 0.0953994020819664,
"m": 0.5
},
{
"p": 0.0896022841334343,
"m": 0.8703129291534424
},
{
"p": 0.0695534348487854,
"m": 0.4767005145549774
},
{
"p": 0.05011735484004021,
"m": 0.44124212861061096
},
{
"p": 0.08426789939403534,
"m": 0.9536105394363403
},
{
"p": 0.07430794090032578,
"m": 0.7919580340385437
},
{
"p": 0.07677478343248367,
"m": 0.9667461514472961
},
{
"p": 0.06988615542650223,
"m": 0.9884570240974426
},
{
"p": 0.07858073711395264,
"m": 0.9623081088066101
},
{
"p": 0.05709337443113327,
"m": 1.0
},
{
"p": 0.06542056053876877,
"m": 0.5
},
{
"p": 0.05889592319726944,
"m": 0.5
}
]
},
{
"epoch": 147,
"train_loss": 1.0683097839355469,
"val_loss": 0.8829410076141357,
"acc": 73.07,
"time": 287.09092849702574,
"param": [
{
"p": 0.07872096449136734,
"m": 0.5
},
{
"p": 0.05578264966607094,
"m": 0.5
},
{
"p": 0.08114546537399292,
"m": 0.5
},
{
"p": 0.07728396356105804,
"m": 0.8549094200134277
},
{
"p": 0.06635644286870956,
"m": 0.4268801808357239
},
{
"p": 0.07156917452812195,
"m": 0.32479169964790344
},
{
"p": 0.06941869854927063,
"m": 0.9705485701560974
},
{
"p": 0.07857609540224075,
"m": 0.8796039819717407
},
{
"p": 0.07278355211019516,
"m": 0.9791467189788818
},
{
"p": 0.06151682510972023,
"m": 0.9885376691818237
},
{
"p": 0.07016896456480026,
"m": 0.9581947922706604
},
{
"p": 0.08320373296737671,
"m": 0.9842333197593689
},
{
"p": 0.06642027944326401,
"m": 0.5
},
{
"p": 0.06705323606729507,
"m": 0.5
}
]
},
{
"epoch": 148,
"train_loss": 1.0505014657974243,
"val_loss": 0.8130325675010681,
"acc": 71.68,
"time": 303.79245002102107,
"param": [
{
"p": 0.06542021036148071,
"m": 0.5
},
{
"p": 0.04356295242905617,
"m": 0.5
},
{
"p": 0.09326877444982529,
"m": 0.5
},
{
"p": 0.037675123661756516,
"m": 0.787218451499939
},
{
"p": 0.07116174697875977,
"m": 0.2677806615829468
},
{
"p": 0.0555044449865818,
"m": 0.3211106061935425
},
{
"p": 0.08669824153184891,
"m": 0.9153510332107544
},
{
"p": 0.0743500143289566,
"m": 0.7345554232597351
},
{
"p": 0.08098733425140381,
"m": 0.925243079662323
},
{
"p": 0.06213162839412689,
"m": 0.9944432377815247
},
{
"p": 0.08090855181217194,
"m": 0.8277459740638733
},
{
"p": 0.06798311322927475,
"m": 0.9819328784942627
},
{
"p": 0.10358382761478424,
"m": 0.5
},
{
"p": 0.07676410675048828,
"m": 0.5
}
]
},
{
"epoch": 149,
"train_loss": 1.06961989402771,
"val_loss": 0.9774054288864136,
"acc": 72.57,
"time": 295.6572886270005,
"param": [
{
"p": 0.051344938576221466,
"m": 0.5
},
{
"p": 0.07660406827926636,
"m": 0.5
},
{
"p": 0.10823839157819748,
"m": 0.5
},
{
"p": 0.047889336943626404,
"m": 0.745141863822937
},
{
"p": 0.07282456010580063,
"m": 0.19222688674926758
},
{
"p": 0.06929220259189606,
"m": 0.15088944137096405
},
{
"p": 0.0434337742626667,
"m": 0.8771076798439026
},
{
"p": 0.06085880473256111,
"m": 0.8678464889526367
},
{
"p": 0.07838866114616394,
"m": 0.9874127507209778
},
{
"p": 0.06140947341918945,
"m": 0.9781609773635864
},
{
"p": 0.07589869946241379,
"m": 0.7536712884902954
},
{
"p": 0.07161006331443787,
"m": 0.9960761070251465
},
{
"p": 0.10050474107265472,
"m": 0.5
},
{
"p": 0.08170221745967865,
"m": 0.5
}
]
},
{
"epoch": 150,
"train_loss": 0.9738790988922119,
"val_loss": 0.7537689805030823,
"acc": 72.5,
"time": 284.3565360420034,
"param": [
{
"p": 0.0665389820933342,
"m": 0.5
},
{
"p": 0.05137501657009125,
"m": 0.5
},
{
"p": 0.09561731666326523,
"m": 0.5
},
{
"p": 0.038925886154174805,
"m": 0.9964612126350403
},
{
"p": 0.07178282737731934,
"m": 0.22225026786327362
},
{
"p": 0.06893172115087509,
"m": 0.15916885435581207
},
{
"p": 0.05149846896529198,
"m": 0.9991071224212646
},
{
"p": 0.09765669703483582,
"m": 0.8784703016281128
},
{
"p": 0.08502015471458435,
"m": 0.9315513372421265
},
{
"p": 0.0609457790851593,
"m": 0.9092006683349609
},
{
"p": 0.07845558971166611,
"m": 0.6709992289543152
},
{
"p": 0.07736779749393463,
"m": 0.9334712624549866
},
{
"p": 0.08053672313690186,
"m": 0.5
},
{
"p": 0.07534696906805038,
"m": 0.5
}
]
},
{
"epoch": 151,
"train_loss": 0.8077638149261475,
"val_loss": 0.7893259525299072,
"acc": 72.25,
"time": 283.23777206405066,
"param": [
{
"p": 0.0805237889289856,
"m": 0.5
},
{
"p": 0.0006967206136323512,
"m": 0.5
},
{
"p": 0.10688509047031403,
"m": 0.5
},
{
"p": 0.08148035407066345,
"m": 0.9612300992012024
},
{
"p": 0.06981539726257324,
"m": 0.20197680592536926
},
{
"p": 0.07444287836551666,
"m": 0.2537638545036316
},
{
"p": 0.06150057166814804,
"m": 0.9998380541801453
},
{
"p": 0.08013191819190979,
"m": 0.8144969344139099
},
{
"p": 0.09373269230127335,
"m": 0.8859543800354004
},
{
"p": 0.06156476214528084,
"m": 0.9988670945167542
},
{
"p": 0.08605118840932846,
"m": 0.6525982022285461
},
{
"p": 0.04913478344678879,
"m": 1.0
},
{
"p": 0.07051124423742294,
"m": 0.5
},
{
"p": 0.0835285484790802,
"m": 0.5
}
]
},
{
"epoch": 152,
"train_loss": 1.0850633382797241,
"val_loss": 0.9502137899398804,
"acc": 72.25,
"time": 297.73765613598516,
"param": [
{
"p": 0.07241639494895935,
"m": 0.5
},
{
"p": 0.04546164721250534,
"m": 0.5
},
{
"p": 0.08292407542467117,
"m": 0.5
},
{
"p": 0.059526532888412476,
"m": 0.7473570704460144
},
{
"p": 0.07039608806371689,
"m": 0.2901246249675751
},
{
"p": 0.052485864609479904,
"m": 0.29653823375701904
},
{
"p": 0.07326340675354004,
"m": 0.946527898311615
},
{
"p": 0.07594119757413864,
"m": 0.8472233414649963
},
{
"p": 0.07931029051542282,
"m": 0.9178135395050049
},
{
"p": 0.0784587562084198,
"m": 1.0
},
{
"p": 0.07962300628423691,
"m": 0.7641181945800781
},
{
"p": 0.06970927864313126,
"m": 1.0
},
{
"p": 0.08102066814899445,
"m": 0.5
},
{
"p": 0.07946275174617767,
"m": 0.5
}
]
},
{
"epoch": 153,
"train_loss": 0.737838089466095,
"val_loss": 0.7122804522514343,
"acc": 72.62,
"time": 276.4628145910101,
"param": [
{
"p": 0.06546013057231903,
"m": 0.5
},
{
"p": 0.06266403943300247,
"m": 0.5
},
{
"p": 0.08804536610841751,
"m": 0.5
},
{
"p": 0.07199496030807495,
"m": 0.8045543432235718
},
{
"p": 0.09177182614803314,
"m": 0.24025020003318787
},
{
"p": 0.07611086964607239,
"m": 0.2943090796470642
},
{
"p": 0.042089011520147324,
"m": 0.874266505241394
},
{
"p": 0.06923986226320267,
"m": 0.7150557041168213
},
{
"p": 0.062471527606248856,
"m": 0.8913956880569458
},
{
"p": 0.08408527076244354,
"m": 0.9350863695144653
},
{
"p": 0.07491418719291687,
"m": 0.8032781481742859
},
{
"p": 0.06617113202810287,
"m": 0.997581958770752
},
{
"p": 0.06706897169351578,
"m": 0.5
},
{
"p": 0.07791293412446976,
"m": 0.5
}
]
},
{
"epoch": 154,
"train_loss": 0.9985907673835754,
"val_loss": 0.8841402530670166,
"acc": 71.94,
"time": 281.5986473010271,
"param": [
{
"p": 0.08162076026201248,
"m": 0.5
},
{
"p": 0.07727706432342529,
"m": 0.5
},
{
"p": 0.0783412754535675,
"m": 0.5
},
{
"p": 0.07962930202484131,
"m": 0.7395922541618347
},
{
"p": 0.05364859849214554,
"m": 0.3344440162181854
},
{
"p": 0.06992390751838684,
"m": 0.1582402139902115
},
{
"p": 0.08241787552833557,
"m": 0.9513899087905884
},
{
"p": 0.04646887630224228,
"m": 0.7925217151641846
},
{
"p": 0.04920182749629021,
"m": 0.9974966049194336
},
{
"p": 0.05946175754070282,
"m": 0.984228789806366
},
{
"p": 0.07284519076347351,
"m": 0.8862411379814148
},
{
"p": 0.07586032152175903,
"m": 0.9693337082862854
},
{
"p": 0.08768358826637268,
"m": 0.5
},
{
"p": 0.08561968058347702,
"m": 0.5
}
]
},
{
"epoch": 155,
"train_loss": 0.8952626585960388,
"val_loss": 0.9863575100898743,
"acc": 71.57,
"time": 282.06562662601937,
"param": [
{
"p": 0.08009164035320282,
"m": 0.5
},
{
"p": 0.0425482839345932,
"m": 0.5
},
{
"p": 0.07733003050088882,
"m": 0.5
},
{
"p": 0.073569156229496,
"m": 0.7658352851867676
},
{
"p": 0.08442001044750214,
"m": 0.2839934825897217
},
{
"p": 0.0722881406545639,
"m": 0.14845864474773407
},
{
"p": 0.060866307467222214,
"m": 0.9058053493499756
},
{
"p": 0.09943091869354248,
"m": 0.9025663733482361
},
{
"p": 0.08271531760692596,
"m": 0.9955193400382996
},
{
"p": 0.067035973072052,
"m": 0.9991716742515564
},
{
"p": 0.055972009897232056,
"m": 0.8194633722305298
},
{
"p": 0.06247354671359062,
"m": 1.0
},
{
"p": 0.07038138061761856,
"m": 0.5
},
{
"p": 0.07087721675634384,
"m": 0.5
}
]
},
{
"epoch": 156,
"train_loss": 0.7357452511787415,
"val_loss": 0.9091976881027222,
"acc": 71.84,
"time": 276.8643783570151,
"param": [
{
"p": 0.08395729213953018,
"m": 0.5
},
{
"p": 0.05784790217876434,
"m": 0.5
},
{
"p": 0.09780748933553696,
"m": 0.5
},
{
"p": 0.07637036591768265,
"m": 0.6597656011581421
},
{
"p": 0.07434909045696259,
"m": 0.1006724163889885
},
{
"p": 0.06663621217012405,
"m": 0.10777701437473297
},
{
"p": 0.03206711634993553,
"m": 0.8758216500282288
},
{
"p": 0.09568826854228973,
"m": 0.9318152666091919
},
{
"p": 0.1137692853808403,
"m": 0.9711841940879822
},
{
"p": 0.057674914598464966,
"m": 0.9871285557746887
},
{
"p": 0.06443379819393158,
"m": 0.7787697315216064
},
{
"p": 0.06259196996688843,
"m": 1.0
},
{
"p": 0.029952071607112885,
"m": 0.5
},
{
"p": 0.08685430139303207,
"m": 0.5
}
]
},
{
"epoch": 157,
"train_loss": 0.562689483165741,
"val_loss": 0.7896296381950378,
"acc": 71.74,
"time": 290.5050298150163,
"param": [
{
"p": 0.07630231976509094,
"m": 0.5
},
{
"p": 0.06280044466257095,
"m": 0.5
},
{
"p": 0.06986120343208313,
"m": 0.5
},
{
"p": 0.07395771145820618,
"m": 0.6622905731201172
},
{
"p": 0.06041247770190239,
"m": 0.364101767539978
},
{
"p": 0.0861707255244255,
"m": 0.15687082707881927
},
{
"p": 0.07807717472314835,
"m": 0.9532095789909363
},
{
"p": 0.0871080607175827,
"m": 0.8560888171195984
},
{
"p": 0.0625210553407669,
"m": 1.0
},
{
"p": 0.06907827407121658,
"m": 0.9487259387969971
},
{
"p": 0.06797517091035843,
"m": 0.9336310625076294
},
{
"p": 0.08356763422489166,
"m": 1.0
},
{
"p": 0.04548374563455582,
"m": 0.5
},
{
"p": 0.076683908700943,
"m": 0.5
}
]
},
{
"epoch": 158,
"train_loss": 1.0794435739517212,
"val_loss": 0.7905333042144775,
"acc": 72.69,
"time": 282.91532230598386,
"param": [
{
"p": 0.05532405525445938,
"m": 0.5
},
{
"p": 0.05191746726632118,
"m": 0.5
},
{
"p": 0.0955120250582695,
"m": 0.5
},
{
"p": 0.06344547867774963,
"m": 0.6861826181411743
},
{
"p": 0.040638409554958344,
"m": 0.36903414130210876
},
{
"p": 0.09236569702625275,
"m": 0.18675535917282104
},
{
"p": 0.0514913834631443,
"m": 0.8472868204116821
},
{
"p": 0.06194829195737839,
"m": 0.8533539772033691
},
{
"p": 0.07363341748714447,
"m": 0.8650158047676086
},
{
"p": 0.11075985431671143,
"m": 0.9847071170806885
},
{
"p": 0.08158276230096817,
"m": 0.9525683522224426
},
{
"p": 0.07601357251405716,
"m": 1.0
},
{
"p": 0.06738044321537018,
"m": 0.5
},
{
"p": 0.07798716425895691,
"m": 0.5
}
]
},
{
"epoch": 159,
"train_loss": 0.8567460775375366,
"val_loss": 1.0213645696640015,
"acc": 71.39,
"time": 292.74776656902395,
"param": [
{
"p": 0.06707065552473068,
"m": 0.5
},
{
"p": 0.032985202968120575,
"m": 0.5
},
{
"p": 0.10021014511585236,
"m": 0.5
},
{
"p": 0.04592924192547798,
"m": 0.6761600971221924
},
{
"p": 0.05264779180288315,
"m": 0.2511993944644928
},
{
"p": 0.1158207431435585,
"m": 0.2716948688030243
},
{
"p": 0.04922029376029968,
"m": 0.8695122003555298
},
{
"p": 0.09592343121767044,
"m": 0.8722501993179321
},
{
"p": 0.0739624947309494,
"m": 0.8901457786560059
},
{
"p": 0.0987355038523674,
"m": 1.0
},
{
"p": 0.05111796781420708,
"m": 0.9418416023254395
},
{
"p": 0.03816889598965645,
"m": 0.9650150537490845
},
{
"p": 0.08337238430976868,
"m": 0.5
},
{
"p": 0.09483522921800613,
"m": 0.5
}
]
},
{
"epoch": 160,
"train_loss": 0.9675462245941162,
"val_loss": 0.9079723954200745,
"acc": 72.18,
"time": 293.7739712370094,
"param": [
{
"p": 0.0735768973827362,
"m": 0.5
},
{
"p": 0.06658770143985748,
"m": 0.5
},
{
"p": 0.09816697239875793,
"m": 0.5
},
{
"p": 0.04436676576733589,
"m": 0.6924461126327515
},
{
"p": 0.0771401971578598,
"m": 0.2370058000087738
},
{
"p": 0.08234607428312302,
"m": 0.36758023500442505
},
{
"p": 0.07189315557479858,
"m": 0.8702452182769775
},
{
"p": 0.07088272273540497,
"m": 0.908427894115448
},
{
"p": 0.054903462529182434,
"m": 0.8954085111618042
},
{
"p": 0.07815336436033249,
"m": 1.0
},
{
"p": 0.07060819864273071,
"m": 0.9169095158576965
},
{
"p": 0.06828051060438156,
"m": 1.0
},
{
"p": 0.0621158629655838,
"m": 0.5
},
{
"p": 0.08097811788320541,
"m": 0.5
}
]
},
{
"epoch": 161,
"train_loss": 1.3181253671646118,
"val_loss": 0.7973772883415222,
"acc": 72.11,
"time": 275.8880298040458,
"param": [
{
"p": 0.09623868763446808,
"m": 0.5
},
{
"p": 0.05931633710861206,
"m": 0.5
},
{
"p": 0.07588136941194534,
"m": 0.5
},
{
"p": 0.06786894798278809,
"m": 0.777597188949585
},
{
"p": 0.09753400087356567,
"m": 0.5037882328033447
},
{
"p": 0.07087189704179764,
"m": 0.31504279375076294
},
{
"p": 0.07155805081129074,
"m": 0.8641610145568848
},
{
"p": 0.06684241443872452,
"m": 0.9172213077545166
},
{
"p": 0.06429722160100937,
"m": 0.870965838432312
},
{
"p": 0.05197180435061455,
"m": 0.9755679368972778
},
{
"p": 0.07218483090400696,
"m": 0.9417928457260132
},
{
"p": 0.07875364273786545,
"m": 1.0
},
{
"p": 0.06808754801750183,
"m": 0.5
},
{
"p": 0.05859329178929329,
"m": 0.5
}
]
},
{
"epoch": 162,
"train_loss": 1.4671556949615479,
"val_loss": 0.8414757251739502,
"acc": 71.75,
"time": 293.7922817929648,
"param": [
{
"p": 0.04882994294166565,
"m": 0.5
},
{
"p": 0.08293840289115906,
"m": 0.5
},
{
"p": 0.08576623350381851,
"m": 0.5
},
{
"p": 0.05347315967082977,
"m": 0.7653133273124695
},
{
"p": 0.08827044814825058,
"m": 0.5395533442497253
},
{
"p": 0.05955216661095619,
"m": 0.10000000149011612
},
{
"p": 0.05328579619526863,
"m": 0.974737823009491
},
{
"p": 0.08747684210538864,
"m": 0.9116384387016296
},
{
"p": 0.0517294704914093,
"m": 0.9358503222465515
},
{
"p": 0.06698963791131973,
"m": 0.9857604503631592
},
{
"p": 0.07981380075216293,
"m": 0.9227117896080017
},
{
"p": 0.06411661207675934,
"m": 0.999963104724884
},
{
"p": 0.09262501448392868,
"m": 0.5
},
{
"p": 0.08513243496417999,
"m": 0.5
}
]
},
{
"epoch": 163,
"train_loss": 0.9921349883079529,
"val_loss": 0.8005571365356445,
"acc": 72.72,
"time": 307.9720181780285,
"param": [
{
"p": 0.09172245860099792,
"m": 0.5
},
{
"p": 0.0515095479786396,
"m": 0.5
},
{
"p": 0.08781298249959946,
"m": 0.5
},
{
"p": 0.06802735477685928,
"m": 0.7626022100448608
},
{
"p": 0.07312284409999847,
"m": 0.4231894016265869
},
{
"p": 0.09487999230623245,
"m": 0.12383520603179932
},
{
"p": 0.06324730068445206,
"m": 0.987011194229126
},
{
"p": 0.07009240984916687,
"m": 0.8962656855583191
},
{
"p": 0.0810270830988884,
"m": 0.9517614245414734
},
{
"p": 0.046550456434488297,
"m": 0.989963173866272
},
{
"p": 0.07229504734277725,
"m": 0.9113526344299316
},
{
"p": 0.06864836812019348,
"m": 1.0
},
{
"p": 0.07257010787725449,
"m": 0.5
},
{
"p": 0.058493971824645996,
"m": 0.5
}
]
},
{
"epoch": 164,
"train_loss": 0.9044103622436523,
"val_loss": 0.844075620174408,
"acc": 72.35,
"time": 301.0476318880101,
"param": [
{
"p": 0.07698319107294083,
"m": 0.5
},
{
"p": 0.0705152228474617,
"m": 0.5
},
{
"p": 0.08064492046833038,
"m": 0.5
},
{
"p": 0.06355483084917068,
"m": 0.7260924577713013
},
{
"p": 0.0699022188782692,
"m": 0.2010495662689209
},
{
"p": 0.07562946528196335,
"m": 0.11989060789346695
},
{
"p": 0.0822213739156723,
"m": 0.8924381136894226
},
{
"p": 0.037439800798892975,
"m": 0.9236172437667847
},
{
"p": 0.0679960623383522,
"m": 0.9782785177230835
},
{
"p": 0.05279480293393135,
"m": 0.9615350365638733
},
{
"p": 0.08074590563774109,
"m": 0.8955399394035339
},
{
"p": 0.0831257551908493,
"m": 1.0
},
{
"p": 0.08350850641727448,
"m": 0.5
},
{
"p": 0.07493799924850464,
"m": 0.5
}
]
},
{
"epoch": 165,
"train_loss": 1.0370604991912842,
"val_loss": 0.9028794765472412,
"acc": 71.77,
"time": 293.6093608699739,
"param": [
{
"p": 0.07340329140424728,
"m": 0.5
},
{
"p": 0.06352163851261139,
"m": 0.5
},
{
"p": 0.08318763226270676,
"m": 0.5
},
{
"p": 0.06687144935131073,
"m": 0.8158588409423828
},
{
"p": 0.07741516083478928,
"m": 0.33936643600463867
},
{
"p": 0.07625533640384674,
"m": 0.20097075402736664
},
{
"p": 0.053639885038137436,
"m": 0.9678989052772522
},
{
"p": 0.05414511635899544,
"m": 0.9347507357597351
},
{
"p": 0.07324513792991638,
"m": 1.0
},
{
"p": 0.07493354380130768,
"m": 1.0
},
{
"p": 0.08378048241138458,
"m": 0.7683535814285278
},
{
"p": 0.046770259737968445,
"m": 0.998619794845581
},
{
"p": 0.0799565389752388,
"m": 0.5
},
{
"p": 0.09287456423044205,
"m": 0.5
}
]
},
{
"epoch": 166,
"train_loss": 0.8763685822486877,
"val_loss": 0.910352885723114,
"acc": 72.69,
"time": 277.8212045049877,
"param": [
{
"p": 0.09456668049097061,
"m": 0.5
},
{
"p": 0.06377805024385452,
"m": 0.5
},
{
"p": 0.07952415198087692,
"m": 0.5
},
{
"p": 0.0678781047463417,
"m": 0.7793014645576477
},
{
"p": 0.06955660879611969,
"m": 0.26820892095565796
},
{
"p": 0.07549499720335007,
"m": 0.291268914937973
},
{
"p": 0.07648838311433792,
"m": 0.9918795228004456
},
{
"p": 0.02503465861082077,
"m": 0.9512379765510559
},
{
"p": 0.06890535354614258,
"m": 0.9855658411979675
},
{
"p": 0.07572601735591888,
"m": 0.9221035838127136
},
{
"p": 0.07596150040626526,
"m": 0.7963191270828247
},
{
"p": 0.07590178400278091,
"m": 1.0
},
{
"p": 0.07908125221729279,
"m": 0.5
},
{
"p": 0.07210227847099304,
"m": 0.5
}
]
},
{
"epoch": 167,
"train_loss": 0.9288173913955688,
"val_loss": 0.8251174688339233,
"acc": 72.28,
"time": 269.69997145497473,
"param": [
{
"p": 0.06080204248428345,
"m": 0.5
},
{
"p": 0.05015314742922783,
"m": 0.5
},
{
"p": 0.07843239605426788,
"m": 0.5
},
{
"p": 0.08288545161485672,
"m": 0.7890831232070923
},
{
"p": 0.08409915864467621,
"m": 0.3248387575149536
},
{
"p": 0.08823705464601517,
"m": 0.250253826379776
},
{
"p": 0.06521528214216232,
"m": 0.9772020578384399
},
{
"p": 0.08918537944555283,
"m": 0.9003562331199646
},
{
"p": 0.07008948177099228,
"m": 0.9993771910667419
},
{
"p": 0.08092384785413742,
"m": 0.9220873117446899
},
{
"p": 0.051012054085731506,
"m": 0.9607480764389038
},
{
"p": 0.07456803321838379,
"m": 1.0
},
{
"p": 0.058467987924814224,
"m": 0.5
},
{
"p": 0.06592870503664017,
"m": 0.5
}
]
},
{
"epoch": 168,
"train_loss": 0.7254149913787842,
"val_loss": 0.7733279466629028,
"acc": 73.17,
"time": 287.3904993669712,
"param": [
{
"p": 0.07414726167917252,
"m": 0.5
},
{
"p": 0.07464337348937988,
"m": 0.5
},
{
"p": 0.11413757503032684,
"m": 0.5
},
{
"p": 0.07820901274681091,
"m": 0.7672082185745239
},
{
"p": 0.08630827069282532,
"m": 0.3052869439125061
},
{
"p": 0.08027555048465729,
"m": 0.2766607701778412
},
{
"p": 0.060259975492954254,
"m": 0.8987377285957336
},
{
"p": 0.050642840564250946,
"m": 0.8206904530525208
},
{
"p": 0.07331619411706924,
"m": 0.9903901219367981
},
{
"p": 0.07604488730430603,
"m": 0.9460034370422363
},
{
"p": 0.057488709688186646,
"m": 0.9347534775733948
},
{
"p": 0.056623559445142746,
"m": 1.0
},
{
"p": 0.05592380464076996,
"m": 0.5
},
{
"p": 0.06197893247008324,
"m": 0.5
}
]
},
{
"epoch": 169,
"train_loss": 0.9548017382621765,
"val_loss": 0.7668974995613098,
"acc": 72.0,
"time": 295.9697437020368,
"param": [
{
"p": 0.06285850703716278,
"m": 0.5
},
{
"p": 0.046627599745988846,
"m": 0.5
},
{
"p": 0.0750899687409401,
"m": 0.5
},
{
"p": 0.09350012242794037,
"m": 0.8246582746505737
},
{
"p": 0.07372019439935684,
"m": 0.21813485026359558
},
{
"p": 0.0983903706073761,
"m": 0.23654265701770782
},
{
"p": 0.056040208786726,
"m": 0.8842264413833618
},
{
"p": 0.0664563998579979,
"m": 0.7569836974143982
},
{
"p": 0.06899860501289368,
"m": 0.9469658136367798
},
{
"p": 0.060267124325037,
"m": 0.9993600249290466
},
{
"p": 0.06493660062551498,
"m": 0.8289349675178528
},
{
"p": 0.07957451790571213,
"m": 0.9940751194953918
},
{
"p": 0.0748656615614891,
"m": 0.5
},
{
"p": 0.07867413759231567,
"m": 0.5
}
]
},
{
"epoch": 170,
"train_loss": 1.2255076169967651,
"val_loss": 0.9818903803825378,
"acc": 71.78,
"time": 282.1472784309881,
"param": [
{
"p": 0.056018978357315063,
"m": 0.5
},
{
"p": 0.060210950672626495,
"m": 0.5
},
{
"p": 0.09891601651906967,
"m": 0.5
},
{
"p": 0.08651933819055557,
"m": 0.770621120929718
},
{
"p": 0.04716752842068672,
"m": 0.30257120728492737
},
{
"p": 0.060801103711128235,
"m": 0.3242911398410797
},
{
"p": 0.06185682862997055,
"m": 0.9979472160339355
},
{
"p": 0.08542698621749878,
"m": 0.7348701357841492
},
{
"p": 0.07549940049648285,
"m": 0.931818962097168
},
{
"p": 0.048106033354997635,
"m": 1.0
},
{
"p": 0.08831645548343658,
"m": 0.9537787437438965
},
{
"p": 0.0684162825345993,
"m": 1.0
},
{
"p": 0.06723327189683914,
"m": 0.5
},
{
"p": 0.09551078826189041,
"m": 0.5
}
]
},
{
"epoch": 171,
"train_loss": 1.0778125524520874,
"val_loss": 0.8541122674942017,
"acc": 71.63,
"time": 309.7642823479837,
"param": [
{
"p": 0.08325579017400742,
"m": 0.5
},
{
"p": 0.057482004165649414,
"m": 0.5
},
{
"p": 0.08657516539096832,
"m": 0.5
},
{
"p": 0.036325301975011826,
"m": 0.7290257811546326
},
{
"p": 0.03982808440923691,
"m": 0.1978488266468048
},
{
"p": 0.07435374706983566,
"m": 0.3495626449584961
},
{
"p": 0.04872143268585205,
"m": 0.995092511177063
},
{
"p": 0.08799055218696594,
"m": 0.8209018111228943
},
{
"p": 0.06364285200834274,
"m": 1.0
},
{
"p": 0.07248395681381226,
"m": 0.9637436866760254
},
{
"p": 0.10979364067316055,
"m": 0.931955099105835
},
{
"p": 0.059058088809251785,
"m": 1.0
},
{
"p": 0.08691802620887756,
"m": 0.5
},
{
"p": 0.09357138723134995,
"m": 0.5
}
]
},
{
"epoch": 172,
"train_loss": 1.335397720336914,
"val_loss": 0.8283887505531311,
"acc": 72.58,
"time": 295.90570893196855,
"param": [
{
"p": 0.048529937863349915,
"m": 0.5
},
{
"p": 0.06186385080218315,
"m": 0.5
},
{
"p": 0.07501732558012009,
"m": 0.5
},
{
"p": 0.0742943286895752,
"m": 0.5423297882080078
},
{
"p": 0.0741289034485817,
"m": 0.2777652144432068
},
{
"p": 0.09548735618591309,
"m": 0.35226359963417053
},
{
"p": 0.06493352353572845,
"m": 0.8981559872627258
},
{
"p": 0.06385371088981628,
"m": 0.7803564667701721
},
{
"p": 0.07027418911457062,
"m": 0.9466161131858826
},
{
"p": 0.06222119927406311,
"m": 0.9979552030563354
},
{
"p": 0.07946091145277023,
"m": 0.9093154668807983
},
{
"p": 0.07365831732749939,
"m": 1.0
},
{
"p": 0.07764344662427902,
"m": 0.5
},
{
"p": 0.07863298803567886,
"m": 0.5
}
]
},
{
"epoch": 173,
"train_loss": 0.7211049199104309,
"val_loss": 0.8239479064941406,
"acc": 72.51,
"time": 285.76294757897267,
"param": [
{
"p": 0.05963620916008949,
"m": 0.5
},
{
"p": 0.06302187591791153,
"m": 0.5
},
{
"p": 0.0895775705575943,
"m": 0.5
},
{
"p": 0.06001387909054756,
"m": 0.6402808427810669
},
{
"p": 0.0865279957652092,
"m": 0.3519042134284973
},
{
"p": 0.07004513591527939,
"m": 0.37407591938972473
},
{
"p": 0.07945939153432846,
"m": 0.8173996210098267
},
{
"p": 0.08920770138502121,
"m": 0.7383049726486206
},
{
"p": 0.05913672596216202,
"m": 0.8832544684410095
},
{
"p": 0.07357297837734222,
"m": 1.0
},
{
"p": 0.0555107519030571,
"m": 0.8400132656097412
},
{
"p": 0.07334320992231369,
"m": 0.993264377117157
},
{
"p": 0.06829030811786652,
"m": 0.5
},
{
"p": 0.07265637814998627,
"m": 0.5
}
]
},
{
"epoch": 174,
"train_loss": 0.8500372767448425,
"val_loss": 0.6914327144622803,
"acc": 72.25,
"time": 283.9092009200249,
"param": [
{
"p": 0.0741489827632904,
"m": 0.5
},
{
"p": 0.05692627653479576,
"m": 0.5
},
{
"p": 0.0877675861120224,
"m": 0.5
},
{
"p": 0.07368012517690659,
"m": 0.6556931138038635
},
{
"p": 0.0912969708442688,
"m": 0.35549411177635193
},
{
"p": 0.050675444304943085,
"m": 0.2542821764945984
},
{
"p": 0.07274307310581207,
"m": 0.950072705745697
},
{
"p": 0.053212519735097885,
"m": 0.5183030366897583
},
{
"p": 0.06385543197393417,
"m": 0.8652583360671997
},
{
"p": 0.0795932188630104,
"m": 0.9990606307983398
},
{
"p": 0.0711217075586319,
"m": 0.8015814423561096
},
{
"p": 0.07004871219396591,
"m": 1.0
},
{
"p": 0.07170256227254868,
"m": 0.5
},
{
"p": 0.08322738111019135,
"m": 0.5
}
]
},
{
"epoch": 175,
"train_loss": 0.7286962270736694,
"val_loss": 0.8180164098739624,
"acc": 71.78,
"time": 275.3356816790183,
"param": [
{
"p": 0.06528536230325699,
"m": 0.5
},
{
"p": 0.0646207183599472,
"m": 0.5
},
{
"p": 0.10313984751701355,
"m": 0.5
},
{
"p": 0.06864391267299652,
"m": 0.6177580952644348
},
{
"p": 0.0639030933380127,
"m": 0.2972432076931
},
{
"p": 0.08307985961437225,
"m": 0.10000000149011612
},
{
"p": 0.04857335612177849,
"m": 0.7651121616363525
},
{
"p": 0.05857664346694946,
"m": 0.5157581567764282
},
{
"p": 0.06076543405652046,
"m": 0.9648589491844177
},
{
"p": 0.08397936075925827,
"m": 0.9776557683944702
},
{
"p": 0.08245445787906647,
"m": 0.7905919551849365
},
{
"p": 0.06049659475684166,
"m": 1.0
},
{
"p": 0.0826101005077362,
"m": 0.5
},
{
"p": 0.07387127727270126,
"m": 0.5
}
]
},
{
"epoch": 176,
"train_loss": 0.9318476915359497,
"val_loss": 1.0818067789077759,
"acc": 71.69,
"time": 296.6043979729875,
"param": [
{
"p": 0.05906500294804573,
"m": 0.5
},
{
"p": 0.06076860427856445,
"m": 0.5
},
{
"p": 0.07639577984809875,
"m": 0.5
},
{
"p": 0.07200967520475388,
"m": 0.7255693674087524
},
{
"p": 0.06820333003997803,
"m": 0.20646749436855316
},
{
"p": 0.08284220844507217,
"m": 0.27631065249443054
},
{
"p": 0.08832166343927383,
"m": 0.6838871240615845
},
{
"p": 0.07431014627218246,
"m": 0.5473159551620483
},
{
"p": 0.04473937675356865,
"m": 0.9358271360397339
},
{
"p": 0.058592867106199265,
"m": 0.9981527328491211
},
{
"p": 0.07159195840358734,
"m": 0.8938853144645691
},
{
"p": 0.07584411650896072,
"m": 1.0
},
{
"p": 0.08064665645360947,
"m": 0.5
},
{
"p": 0.08666867017745972,
"m": 0.5
}
]
},
{
"epoch": 177,
"train_loss": 0.7290524840354919,
"val_loss": 0.8474916219711304,
"acc": 72.59,
"time": 281.20884142199066,
"param": [
{
"p": 0.061177488416433334,
"m": 0.5
},
{
"p": 0.06458640843629837,
"m": 0.5
},
{
"p": 0.07412721961736679,
"m": 0.5
},
{
"p": 0.06668896973133087,
"m": 0.7373854517936707
},
{
"p": 0.07292158901691437,
"m": 0.1947675496339798
},
{
"p": 0.07529621571302414,
"m": 0.32453063130378723
},
{
"p": 0.06684424728155136,
"m": 0.6764391660690308
},
{
"p": 0.057868678122758865,
"m": 0.6080672144889832
},
{
"p": 0.07903403043746948,
"m": 0.9727208018302917
},
{
"p": 0.07089581340551376,
"m": 0.9786742925643921
},
{
"p": 0.08688609302043915,
"m": 1.0
},
{
"p": 0.0644022598862648,
"m": 0.9984346628189087
},
{
"p": 0.0903264656662941,
"m": 0.5
},
{
"p": 0.06894458830356598,
"m": 0.5
}
]
},
{
"epoch": 178,
"train_loss": 0.7165058851242065,
"val_loss": 0.768890917301178,
"acc": 72.43,
"time": 294.055637034995,
"param": [
{
"p": 0.05488551780581474,
"m": 0.5
},
{
"p": 0.07357844710350037,
"m": 0.5
},
{
"p": 0.09138557314872742,
"m": 0.5
},
{
"p": 0.09020288288593292,
"m": 0.7181113958358765
},
{
"p": 0.06230204552412033,
"m": 0.31349560618400574
},
{
"p": 0.08793632686138153,
"m": 0.23121847212314606
},
{
"p": 0.0554569736123085,
"m": 0.7118434309959412
},
{
"p": 0.07404718548059464,
"m": 0.6111679077148438
},
{
"p": 0.08346298336982727,
"m": 0.9556223750114441
},
{
"p": 0.07933493703603745,
"m": 0.9514539837837219
},
{
"p": 0.06145622581243515,
"m": 0.9750834703445435
},
{
"p": 0.04511250928044319,
"m": 0.9717016220092773
},
{
"p": 0.05523904785513878,
"m": 0.5
},
{
"p": 0.08559930324554443,
"m": 0.5
}
]
},
{
"epoch": 179,
"train_loss": 1.1346569061279297,
"val_loss": 0.7172425985336304,
"acc": 72.27,
"time": 282.78620451001916,
"param": [
{
"p": 0.051572948694229126,
"m": 0.5
},
{
"p": 0.053863734006881714,
"m": 0.5
},
{
"p": 0.09351449459791183,
"m": 0.5
},
{
"p": 0.08066537231206894,
"m": 0.6661989092826843
},
{
"p": 0.0857289656996727,
"m": 0.3874448239803314
},
{
"p": 0.10180400311946869,
"m": 0.2806611657142639
},
{
"p": 0.06313396990299225,
"m": 0.6474936604499817
},
{
"p": 0.054232873022556305,
"m": 0.7378665208816528
},
{
"p": 0.0819755345582962,
"m": 0.9384117126464844
},
{
"p": 0.04817895218729973,
"m": 1.0
},
{
"p": 0.06958399713039398,
"m": 1.0
},
{
"p": 0.07324500381946564,
"m": 0.982733428478241
},
{
"p": 0.0598713718354702,
"m": 0.5
},
{
"p": 0.08262883871793747,
"m": 0.5
}
]
},
{
"epoch": 180,
"train_loss": 0.8929338455200195,
"val_loss": 0.7579606771469116,
"acc": 72.23,
"time": 272.31271091400413,
"param": [
{
"p": 0.062329694628715515,
"m": 0.5
},
{
"p": 0.06621934473514557,
"m": 0.5
},
{
"p": 0.0839618667960167,
"m": 0.5
},
{
"p": 0.07684236019849777,
"m": 0.6416327953338623
},
{
"p": 0.06537410616874695,
"m": 0.345270037651062
},
{
"p": 0.08174889534711838,
"m": 0.14524570107460022
},
{
"p": 0.07097645103931427,
"m": 0.7167261242866516
},
{
"p": 0.08757168799638748,
"m": 0.8956990242004395
},
{
"p": 0.0820908471941948,
"m": 0.966022789478302
},
{
"p": 0.05527766793966293,
"m": 0.9184213280677795
},
{
"p": 0.07355985045433044,
"m": 1.0
},
{
"p": 0.09253860265016556,
"m": 1.0
},
{
"p": 0.05061492323875427,
"m": 0.5
},
{
"p": 0.050893738865852356,
"m": 0.5
}
]
},
{
"epoch": 181,
"train_loss": 1.0318982601165771,
"val_loss": 0.9357408285140991,
"acc": 71.58,
"time": 290.97968545998447,
"param": [
{
"p": 0.07888621091842651,
"m": 0.5
},
{
"p": 0.013220253400504589,
"m": 0.5
},
{
"p": 0.07077400386333466,
"m": 0.5
},
{
"p": 0.03333210572600365,
"m": 0.6193565726280212
},
{
"p": 0.08877552300691605,
"m": 0.36943769454956055
},
{
"p": 0.08655939996242523,
"m": 0.33477285504341125
},
{
"p": 0.08007502555847168,
"m": 0.752105712890625
},
{
"p": 0.08703552931547165,
"m": 0.8102952837944031
},
{
"p": 0.05745348706841469,
"m": 0.9610168933868408
},
{
"p": 0.0861322283744812,
"m": 0.9150602221488953
},
{
"p": 0.07307245582342148,
"m": 0.9135446548461914
},
{
"p": 0.06150403246283531,
"m": 0.9985562562942505
},
{
"p": 0.0821571797132492,
"m": 0.5
},
{
"p": 0.10102252662181854,
"m": 0.5
}
]
},
{
"epoch": 182,
"train_loss": 0.6136520504951477,
"val_loss": 0.8751988410949707,
"acc": 72.23,
"time": 273.6348502130131,
"param": [
{
"p": 0.060354866087436676,
"m": 0.5
},
{
"p": 0.06331339478492737,
"m": 0.5
},
{
"p": 0.05878066644072533,
"m": 0.5
},
{
"p": 0.06000639125704765,
"m": 0.605034589767456
},
{
"p": 0.08511161804199219,
"m": 0.19576536118984222
},
{
"p": 0.09759634733200073,
"m": 0.4302223324775696
},
{
"p": 0.08483895659446716,
"m": 0.7863459587097168
},
{
"p": 0.06781867146492004,
"m": 0.5972478985786438
},
{
"p": 0.08523822575807571,
"m": 0.9896584153175354
},
{
"p": 0.08103367686271667,
"m": 0.7840058207511902
},
{
"p": 0.07816926389932632,
"m": 0.8110488653182983
},
{
"p": 0.05983076989650726,
"m": 1.0
},
{
"p": 0.06765101104974747,
"m": 0.5
},
{
"p": 0.05025618523359299,
"m": 0.5
}
]
},
{
"epoch": 183,
"train_loss": 1.2151166200637817,
"val_loss": 0.9179033637046814,
"acc": 72.58,
"time": 298.8219645350473,
"param": [
{
"p": 0.050289336591959,
"m": 0.5
},
{
"p": 0.04951542988419533,
"m": 0.5
},
{
"p": 0.0801718607544899,
"m": 0.5
},
{
"p": 0.07535826414823532,
"m": 0.5663851499557495
},
{
"p": 0.08423600345849991,
"m": 0.3184038996696472
},
{
"p": 0.09484658390283585,
"m": 0.45299437642097473
},
{
"p": 0.06605017930269241,
"m": 0.8623403310775757
},
{
"p": 0.04245830699801445,
"m": 0.7161270380020142
},
{
"p": 0.07511001825332642,
"m": 1.0
},
{
"p": 0.07470176368951797,
"m": 1.0
},
{
"p": 0.07899712771177292,
"m": 0.8390150666236877
},
{
"p": 0.060696449130773544,
"m": 1.0
},
{
"p": 0.07156980037689209,
"m": 0.5
},
{
"p": 0.09599888324737549,
"m": 0.5
}
]
},
{
"epoch": 184,
"train_loss": 1.2497999668121338,
"val_loss": 0.7334367632865906,
"acc": 72.89,
"time": 281.98857777100056,
"param": [
{
"p": 0.05523906648159027,
"m": 0.5
},
{
"p": 0.06951174139976501,
"m": 0.5
},
{
"p": 0.08663199841976166,
"m": 0.5
},
{
"p": 0.06292618066072464,
"m": 0.6783801317214966
},
{
"p": 0.056037724018096924,
"m": 0.20202331244945526
},
{
"p": 0.07670477777719498,
"m": 0.318166583776474
},
{
"p": 0.07126260548830032,
"m": 0.7870707511901855
},
{
"p": 0.03880482167005539,
"m": 0.7385104298591614
},
{
"p": 0.08813109993934631,
"m": 1.0
},
{
"p": 0.07056356221437454,
"m": 0.9961214065551758
},
{
"p": 0.09150252491235733,
"m": 0.9679187536239624
},
{
"p": 0.07583986222743988,
"m": 1.0
},
{
"p": 0.07916561514139175,
"m": 0.5
},
{
"p": 0.07767850160598755,
"m": 0.5
}
]
},
{
"epoch": 185,
"train_loss": 1.1531221866607666,
"val_loss": 0.8026779294013977,
"acc": 73.09,
"time": 288.3886770430254,
"param": [
{
"p": 0.07166945189237595,
"m": 0.5
},
{
"p": 0.062434662133455276,
"m": 0.5
},
{
"p": 0.06707373261451721,
"m": 0.5
},
{
"p": 0.06826849281787872,
"m": 0.7238145470619202
},
{
"p": 0.053671833127737045,
"m": 0.1461026817560196
},
{
"p": 0.08701921254396439,
"m": 0.21645820140838623
},
{
"p": 0.07443566620349884,
"m": 0.803187370300293
},
{
"p": 0.04910872504115105,
"m": 0.7074578404426575
},
{
"p": 0.08364957571029663,
"m": 0.89094078540802
},
{
"p": 0.07795492559671402,
"m": 0.980927050113678
},
{
"p": 0.07931628823280334,
"m": 0.9739332795143127
},
{
"p": 0.06936262547969818,
"m": 0.9739748239517212
},
{
"p": 0.07914655655622482,
"m": 0.5
},
{
"p": 0.0768883004784584,
"m": 0.5
}
]
},
{
"epoch": 186,
"train_loss": 0.6815390586853027,
"val_loss": 0.843605637550354,
"acc": 73.03,
"time": 279.8827187200077,
"param": [
{
"p": 0.05637822672724724,
"m": 0.5
},
{
"p": 0.03376151621341705,
"m": 0.5
},
{
"p": 0.08521480858325958,
"m": 0.5
},
{
"p": 0.053179409354925156,
"m": 0.6387372612953186
},
{
"p": 0.09459615498781204,
"m": 0.2333446592092514
},
{
"p": 0.07716444134712219,
"m": 0.19167400896549225
},
{
"p": 0.09668298810720444,
"m": 0.7712422013282776
},
{
"p": 0.059046994894742966,
"m": 0.7037173509597778
},
{
"p": 0.07896927744150162,
"m": 0.8989067077636719
},
{
"p": 0.0645124614238739,
"m": 0.9927911758422852
},
{
"p": 0.09119847416877747,
"m": 0.786980390548706
},
{
"p": 0.07096369564533234,
"m": 1.0
},
{
"p": 0.056893929839134216,
"m": 0.5
},
{
"p": 0.08143767714500427,
"m": 0.5
}
]
},
{
"epoch": 187,
"train_loss": 1.1302820444107056,
"val_loss": 0.9281520843505859,
"acc": 72.37,
"time": 293.76218021899695,
"param": [
{
"p": 0.0656738430261612,
"m": 0.5
},
{
"p": 0.06686925888061523,
"m": 0.5
},
{
"p": 0.10307568311691284,
"m": 0.5
},
{
"p": 0.05701731517910957,
"m": 0.6210171580314636
},
{
"p": 0.07760213315486908,
"m": 0.29912492632865906
},
{
"p": 0.08704822510480881,
"m": 0.21026171743869781
},
{
"p": 0.0377219021320343,
"m": 0.6823958158493042
},
{
"p": 0.07861128449440002,
"m": 0.7706543207168579
},
{
"p": 0.07603201270103455,
"m": 0.7559909224510193
},
{
"p": 0.07124365121126175,
"m": 0.9953552484512329
},
{
"p": 0.07370451092720032,
"m": 0.9128239154815674
},
{
"p": 0.05376996099948883,
"m": 1.0
},
{
"p": 0.08408426493406296,
"m": 0.5
},
{
"p": 0.06754601746797562,
"m": 0.5
}
]
},
{
"epoch": 188,
"train_loss": 0.7051878571510315,
"val_loss": 0.8407391309738159,
"acc": 72.68,
"time": 280.3973198910244,
"param": [
{
"p": 0.06552166491746902,
"m": 0.5
},
{
"p": 0.07203565537929535,
"m": 0.5
},
{
"p": 0.08353500068187714,
"m": 0.5
},
{
"p": 0.059760428965091705,
"m": 0.7403053045272827
},
{
"p": 0.040109504014253616,
"m": 0.34119129180908203
},
{
"p": 0.07139749825000763,
"m": 0.10359208285808563
},
{
"p": 0.05036220699548721,
"m": 0.6599307656288147
},
{
"p": 0.0694098025560379,
"m": 0.7398597002029419
},
{
"p": 0.08709397166967392,
"m": 0.6263322830200195
},
{
"p": 0.0768643319606781,
"m": 0.9555718302726746
},
{
"p": 0.08350373804569244,
"m": 0.9556565284729004
},
{
"p": 0.09388814121484756,
"m": 1.0
},
{
"p": 0.06552686542272568,
"m": 0.5
},
{
"p": 0.08099107444286346,
"m": 0.5
}
]
},
{
"epoch": 189,
"train_loss": 0.7227368354797363,
"val_loss": 0.8200399875640869,
"acc": 71.7,
"time": 295.14132232702104,
"param": [
{
"p": 0.05462455004453659,
"m": 0.5
},
{
"p": 0.07162433862686157,
"m": 0.5
},
{
"p": 0.0801578238606453,
"m": 0.5
},
{
"p": 0.054832495748996735,
"m": 0.7204575538635254
},
{
"p": 0.05099613219499588,
"m": 0.2014753669500351
},
{
"p": 0.07864992320537567,
"m": 0.1845225840806961
},
{
"p": 0.06546949595212936,
"m": 0.7237451672554016
},
{
"p": 0.08322015404701233,
"m": 0.8289095163345337
},
{
"p": 0.08304763585329056,
"m": 0.6715009212493896
},
{
"p": 0.08125155419111252,
"m": 0.9215217232704163
},
{
"p": 0.06706632673740387,
"m": 0.9790014028549194
},
{
"p": 0.07839341461658478,
"m": 0.9955672025680542
},
{
"p": 0.06761496514081955,
"m": 0.5
},
{
"p": 0.08305120468139648,
"m": 0.5
}
]
},
{
"epoch": 190,
"train_loss": 0.8316936492919922,
"val_loss": 0.8068960309028625,
"acc": 73.21,
"time": 281.6130857070093,
"param": [
{
"p": 0.0555267259478569,
"m": 0.5
},
{
"p": 0.05981824919581413,
"m": 0.5
},
{
"p": 0.07776352018117905,
"m": 0.5
},
{
"p": 0.06315771490335464,
"m": 0.747837483882904
},
{
"p": 0.050586290657520294,
"m": 0.22237634658813477
},
{
"p": 0.05098222941160202,
"m": 0.25125107169151306
},
{
"p": 0.0809745267033577,
"m": 0.8227334022521973
},
{
"p": 0.05476338043808937,
"m": 0.7361235022544861
},
{
"p": 0.08621464669704437,
"m": 0.672542929649353
},
{
"p": 0.08516933768987656,
"m": 0.7852302193641663
},
{
"p": 0.07167593389749527,
"m": 0.9914312362670898
},
{
"p": 0.08793475478887558,
"m": 1.0
},
{
"p": 0.07983977347612381,
"m": 0.5
},
{
"p": 0.09559287875890732,
"m": 0.5
}
]
},
{
"epoch": 191,
"train_loss": 0.8232939839363098,
"val_loss": 0.8770360350608826,
"acc": 71.98,
"time": 276.85494388698135,
"param": [
{
"p": 0.03688930720090866,
"m": 0.5
},
{
"p": 0.061792146414518356,
"m": 0.5
},
{
"p": 0.06239686161279678,
"m": 0.5
},
{
"p": 0.08278600871562958,
"m": 0.6189290285110474
},
{
"p": 0.04770645126700401,
"m": 0.2980460226535797
},
{
"p": 0.08152410387992859,
"m": 0.46481433510780334
},
{
"p": 0.09788277000188828,
"m": 0.7831014394760132
},
{
"p": 0.05149941146373749,
"m": 0.7461216449737549
},
{
"p": 0.11176472157239914,
"m": 0.6877157092094421
},
{
"p": 0.05120820552110672,
"m": 0.9031283855438232
},
{
"p": 0.06747274100780487,
"m": 0.947552502155304
},
{
"p": 0.06696491688489914,
"m": 0.9989442825317383
},
{
"p": 0.08771951496601105,
"m": 0.5
},
{
"p": 0.09239282459020615,
"m": 0.5
}
]
},
{
"epoch": 192,
"train_loss": 0.7441521883010864,
"val_loss": 0.9810694456100464,
"acc": 71.74,
"time": 283.1646737920237,
"param": [
{
"p": 0.06805810332298279,
"m": 0.5
},
{
"p": 0.06811533868312836,
"m": 0.5
},
{
"p": 0.08084405213594437,
"m": 0.5
},
{
"p": 0.0766713097691536,
"m": 0.8105826377868652
},
{
"p": 0.07600203156471252,
"m": 0.35126805305480957
},
{
"p": 0.07827189564704895,
"m": 0.40092965960502625
},
{
"p": 0.056235622614622116,
"m": 0.8077579140663147
},
{
"p": 0.0672059878706932,
"m": 0.7543238997459412
},
{
"p": 0.06983797252178192,
"m": 0.7555420398712158
},
{
"p": 0.08192198723554611,
"m": 0.9864615201950073
},
{
"p": 0.05448178946971893,
"m": 0.9878696203231812
},
{
"p": 0.059558361768722534,
"m": 0.9796043634414673
},
{
"p": 0.08681987971067429,
"m": 0.5
},
{
"p": 0.0759756863117218,
"m": 0.5
}
]
},
{
"epoch": 193,
"train_loss": 0.9690374135971069,
"val_loss": 0.9992241859436035,
"acc": 72.29,
"time": 290.0780543750152,
"param": [
{
"p": 0.06952197104692459,
"m": 0.5
},
{
"p": 0.03878939524292946,
"m": 0.5
},
{
"p": 0.1021762415766716,
"m": 0.5
},
{
"p": 0.06702624261379242,
"m": 0.6700268387794495
},
{
"p": 0.08210942894220352,
"m": 0.2807752788066864
},
{
"p": 0.07614430785179138,
"m": 0.19389423727989197
},
{
"p": 0.07129546254873276,
"m": 0.7462702989578247
},
{
"p": 0.06257295608520508,
"m": 0.7197368144989014
},
{
"p": 0.08836391568183899,
"m": 0.8893082141876221
},
{
"p": 0.014703094959259033,
"m": 1.0
},
{
"p": 0.07234149426221848,
"m": 0.9520143866539001
},
{
"p": 0.07720203697681427,
"m": 1.0
},
{
"p": 0.08148691803216934,
"m": 0.5
},
{
"p": 0.09626661986112595,
"m": 0.5
}
]
},
{
"epoch": 194,
"train_loss": 0.601033091545105,
"val_loss": 0.9058239459991455,
"acc": 72.74,
"time": 279.485780757037,
"param": [
{
"p": 0.08223452419042587,
"m": 0.5
},
{
"p": 0.07092045247554779,
"m": 0.5
},
{
"p": 0.07972023636102676,
"m": 0.5
},
{
"p": 0.05585018917918205,
"m": 0.6556950807571411
},
{
"p": 0.07433749735355377,
"m": 0.33600088953971863
},
{
"p": 0.08411889523267746,
"m": 0.1469157487154007
},
{
"p": 0.07400062680244446,
"m": 0.8370387554168701
},
{
"p": 0.07658608257770538,
"m": 0.663838267326355
},
{
"p": 0.05622710660099983,
"m": 0.9965298175811768
},
{
"p": 0.04744330421090126,
"m": 0.9995389580726624
},
{
"p": 0.06497655063867569,
"m": 0.9286930561065674
},
{
"p": 0.07835165411233902,
"m": 0.9919361472129822
},
{
"p": 0.047586407512426376,
"m": 0.5
},
{
"p": 0.10764648020267487,
"m": 0.5
}
]
},
{
"epoch": 195,
"train_loss": 0.746086597442627,
"val_loss": 0.8508577942848206,
"acc": 71.98,
"time": 275.0930341599742,
"param": [
{
"p": 0.06232306361198425,
"m": 0.5
},
{
"p": 0.05849062278866768,
"m": 0.5
},
{
"p": 0.07818964868783951,
"m": 0.5
},
{
"p": 0.0517052486538887,
"m": 0.6850515007972717
},
{
"p": 0.08355782181024551,
"m": 0.2603694796562195
},
{
"p": 0.06562915444374084,
"m": 0.12095693498849869
},
{
"p": 0.06223345175385475,
"m": 0.875190019607544
},
{
"p": 0.07984721660614014,
"m": 0.658899188041687
},
{
"p": 0.06829598546028137,
"m": 0.9380607604980469
},
{
"p": 0.07437602430582047,
"m": 0.9983794093132019
},
{
"p": 0.08185400068759918,
"m": 1.0
},
{
"p": 0.07533533126115799,
"m": 1.0
},
{
"p": 0.09040141105651855,
"m": 0.5
},
{
"p": 0.06776100397109985,
"m": 0.5
}
]
},
{
"epoch": 196,
"train_loss": 0.8043144345283508,
"val_loss": 0.993912935256958,
"acc": 72.11,
"time": 286.1304015649948,
"param": [
{
"p": 0.08192253857851028,
"m": 0.5
},
{
"p": 0.08839879930019379,
"m": 0.5
},
{
"p": 0.09606000781059265,
"m": 0.5
},
{
"p": 0.05196421965956688,
"m": 0.6067935228347778
},
{
"p": 0.047335270792245865,
"m": 0.2762322723865509
},
{
"p": 0.07121917605400085,
"m": 0.2338690161705017
},
{
"p": 0.07285597175359726,
"m": 0.8424208164215088
},
{
"p": 0.08287156373262405,
"m": 0.8226620554924011
},
{
"p": 0.03283733129501343,
"m": 0.93782639503479
},
{
"p": 0.06309287995100021,
"m": 0.8753661513328552
},
{
"p": 0.07519369572401047,
"m": 1.0
},
{
"p": 0.06871253997087479,
"m": 1.0
},
{
"p": 0.08164531737565994,
"m": 0.5
},
{
"p": 0.08589065819978714,
"m": 0.5
}
]
},
{
"epoch": 197,
"train_loss": 0.9778980016708374,
"val_loss": 0.9306590557098389,
"acc": 72.66,
"time": 275.7391770419781,
"param": [
{
"p": 0.053831133991479874,
"m": 0.5
},
{
"p": 0.062497396022081375,
"m": 0.5
},
{
"p": 0.0887405052781105,
"m": 0.5
},
{
"p": 0.07657501846551895,
"m": 0.6240766644477844
},
{
"p": 0.07093967497348785,
"m": 0.27440205216407776
},
{
"p": 0.06258728355169296,
"m": 0.24376507103443146
},
{
"p": 0.0671403706073761,
"m": 0.868887186050415
},
{
"p": 0.10189216583967209,
"m": 0.8883820176124573
},
{
"p": 0.08484453707933426,
"m": 0.9998601078987122
},
{
"p": 0.05028291419148445,
"m": 0.9380471110343933
},
{
"p": 0.05902484059333801,
"m": 0.9806075096130371
},
{
"p": 0.08812570571899414,
"m": 1.0
},
{
"p": 0.07089922577142715,
"m": 0.5
},
{
"p": 0.06261934340000153,
"m": 0.5
}
]
},
{
"epoch": 198,
"train_loss": 0.94454425573349,
"val_loss": 0.9890632629394531,
"acc": 72.02,
"time": 280.21996990405023,
"param": [
{
"p": 0.06342748552560806,
"m": 0.5
},
{
"p": 0.07178995758295059,
"m": 0.5
},
{
"p": 0.0809514969587326,
"m": 0.5
},
{
"p": 0.0498068742454052,
"m": 0.6100842952728271
},
{
"p": 0.08232229948043823,
"m": 0.24927881360054016
},
{
"p": 0.05894193425774574,
"m": 0.2692117989063263
},
{
"p": 0.07961989939212799,
"m": 0.9465303421020508
},
{
"p": 0.07469672709703445,
"m": 0.9903613328933716
},
{
"p": 0.06661306321620941,
"m": 0.9738395810127258
},
{
"p": 0.06887529790401459,
"m": 0.93772953748703
},
{
"p": 0.07742942869663239,
"m": 0.9435456991195679
},
{
"p": 0.07229764759540558,
"m": 1.0
},
{
"p": 0.07864667475223541,
"m": 0.5
},
{
"p": 0.07458116859197617,
"m": 0.5
}
]
},
{
"epoch": 199,
"train_loss": 0.8003823161125183,
"val_loss": 0.7226147651672363,
"acc": 72.95,
"time": 299.7101990490337,
"param": [
{
"p": 0.051906831562519073,
"m": 0.5
},
{
"p": 0.08102095127105713,
"m": 0.5
},
{
"p": 0.07446995377540588,
"m": 0.5
},
{
"p": 0.07189670950174332,
"m": 0.5952879786491394
},
{
"p": 0.03868631273508072,
"m": 0.10531116276979446
},
{
"p": 0.0896511971950531,
"m": 0.3043654263019562
},
{
"p": 0.06870976090431213,
"m": 0.9459822773933411
},
{
"p": 0.05607065185904503,
"m": 0.893883466720581
},
{
"p": 0.09141013026237488,
"m": 0.9406706094741821
},
{
"p": 0.08511610329151154,
"m": 0.9609471559524536
},
{
"p": 0.06957712769508362,
"m": 0.9322564601898193
},
{
"p": 0.08271438628435135,
"m": 1.0
},
{
"p": 0.07538244128227234,
"m": 0.5
},
{
"p": 0.06338752806186676,
"m": 0.5
}
]
},
{
"epoch": 200,
"train_loss": 0.7317469120025635,
"val_loss": 1.0774081945419312,
"acc": 72.52,
"time": 292.61659648199566,
"param": [
{
"p": 0.06638196855783463,
"m": 0.5
},
{
"p": 0.07784867286682129,
"m": 0.5
},
{
"p": 0.08191446959972382,
"m": 0.5
},
{
"p": 0.08009473979473114,
"m": 0.6823787689208984
},
{
"p": 0.06971728801727295,
"m": 0.10000000149011612
},
{
"p": 0.056429941207170486,
"m": 0.3243861794471741
},
{
"p": 0.0800713524222374,
"m": 0.9178282618522644
},
{
"p": 0.06883714348077774,
"m": 0.791481614112854
},
{
"p": 0.05932553485035896,
"m": 0.8334186673164368
},
{
"p": 0.06979989260435104,
"m": 0.9956937432289124
},
{
"p": 0.0817994698882103,
"m": 0.8454948663711548
},
{
"p": 0.064448781311512,
"m": 0.9795835018157959
},
{
"p": 0.062125708907842636,
"m": 0.5
},
{
"p": 0.08120502531528473,
"m": 0.5
}
]
}
]
}
Reference in a new issue View git blame Copy permalink