AntoineH/smart_augmentation
1
0
Fork 0
mirror of https://github.com/AntoineHX/smart_augmentation.git synced 2025-05-04 12:10:45 +02:00
Code Issues Projects Releases Packages Wiki Activity
smart_augmentation/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx3-Mag)-LeNet)-150epochs(dataug:0)-1in_it-1.json
root baf49a3c7a Res brutus
2019-12-06 10:41:38 -05:00

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

{
"Accuracy": 73.05,
"Time": [
212.33422966808584,
98.74102162086521
],
"Device": "Graphics Device",
"Param_names": [
"Identity",
"FlipUD",
"FlipLR",
"Rotate",
"TranslateX",
"TranslateY",
"ShearX",
"ShearY",
"Contrast",
"Color",
"Brightness",
"Sharpness",
"Posterize",
"Solarize"
],
"Log": [
{
"epoch": 1,
"train_loss": 2.226127862930298,
"val_loss": 2.2833218574523926,
"acc": 15.2,
"time": 173.39297988000908,
"param": [
{
"p": 0.05713919177651405,
"m": 1.0
},
{
"p": 0.007628715597093105,
"m": 1.0
},
{
"p": 0.045124270021915436,
"m": 1.0
},
{
"p": 0.07845188677310944,
"m": 1.0
},
{
"p": 0.09366057813167572,
"m": 0.970863938331604
},
{
"p": 0.08437857776880264,
"m": 0.9752316474914551
},
{
"p": 0.05542782321572304,
"m": 1.0
},
{
"p": 0.056135911494493484,
"m": 0.9963153600692749
},
{
"p": 0.09685316681861877,
"m": 1.0
},
{
"p": 0.11244656890630722,
"m": 1.0
},
{
"p": 0.06395301222801208,
"m": 1.0
},
{
"p": 0.08561169356107712,
"m": 1.0
},
{
"p": 0.1044028177857399,
"m": 1.0
},
{
"p": 0.058785755187273026,
"m": 1.0
}
]
},
{
"epoch": 2,
"train_loss": 2.1600701808929443,
"val_loss": 2.0897905826568604,
"acc": 22.9,
"time": 167.792946749978,
"param": [
{
"p": 0.011153844185173512,
"m": 1.0
},
{
"p": 0.11882081627845764,
"m": 1.0
},
{
"p": 0.11068989336490631,
"m": 1.0
},
{
"p": 0.13141395151615143,
"m": 0.9681605696678162
},
{
"p": 0.0051641566678881645,
"m": 0.9766637682914734
},
{
"p": 0.10914884507656097,
"m": 0.7711095809936523
},
{
"p": 0.08724888414144516,
"m": 0.9519830346107483
},
{
"p": 0.03551522269845009,
"m": 0.9764794111251831
},
{
"p": 0.13759498298168182,
"m": 1.0
},
{
"p": 0.03472656011581421,
"m": 0.9986655712127686
},
{
"p": 0.03974481672048569,
"m": 0.9469045400619507
},
{
"p": 0.029966816306114197,
"m": 0.9885860681533813
},
{
"p": 0.14881126582622528,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 3,
"train_loss": 2.241424560546875,
"val_loss": 1.9751272201538086,
"acc": 30.06,
"time": 169.79381026999908,
"param": [
{
"p": 0.04581187292933464,
"m": 1.0
},
{
"p": 0.09631236642599106,
"m": 1.0
},
{
"p": 0.07230795919895172,
"m": 1.0
},
{
"p": 0.05597046762704849,
"m": 1.0
},
{
"p": 0.0816013365983963,
"m": 0.8496201038360596
},
{
"p": 0.09439828991889954,
"m": 0.40666571259498596
},
{
"p": 0.06580685079097748,
"m": 0.952394425868988
},
{
"p": 0.059358637779951096,
"m": 1.0
},
{
"p": 0.09703623503446579,
"m": 1.0
},
{
"p": 0.07858479022979736,
"m": 0.7376692295074463
},
{
"p": 0.04672159254550934,
"m": 1.0
},
{
"p": 0.0436469130218029,
"m": 0.9988744854927063
},
{
"p": 0.09430903196334839,
"m": 1.0
},
{
"p": 0.06813369691371918,
"m": 1.0
}
]
},
{
"epoch": 4,
"train_loss": 2.0371673107147217,
"val_loss": 1.8762075901031494,
"acc": 32.52,
"time": 178.09461237001233,
"param": [
{
"p": 0.014629356563091278,
"m": 1.0
},
{
"p": 0.04749682918190956,
"m": 1.0
},
{
"p": 0.09907326847314835,
"m": 1.0
},
{
"p": 0.04263373836874962,
"m": 0.8782939314842224
},
{
"p": 0.053722966462373734,
"m": 0.6217263340950012
},
{
"p": 0.13121667504310608,
"m": 0.662718653678894
},
{
"p": 0.11127059906721115,
"m": 0.9439768195152283
},
{
"p": 0.05890173837542534,
"m": 0.8951206803321838
},
{
"p": 0.10501141101121902,
"m": 0.9719877243041992
},
{
"p": 0.07061076164245605,
"m": 0.47514596581459045
},
{
"p": 0.07122710347175598,
"m": 1.0
},
{
"p": 0.10606605559587479,
"m": 0.9894401431083679
},
{
"p": 0.07650302350521088,
"m": 1.0
},
{
"p": 0.011636476032435894,
"m": 1.0
}
]
},
{
"epoch": 5,
"train_loss": 2.216578245162964,
"val_loss": 1.7744935750961304,
"acc": 37.16,
"time": 181.48821322000003,
"param": [
{
"p": 0.04887916520237923,
"m": 1.0
},
{
"p": 0.06353125721216202,
"m": 1.0
},
{
"p": 0.008664886467158794,
"m": 1.0
},
{
"p": 0.09125185757875443,
"m": 0.8176915645599365
},
{
"p": 0.010758749209344387,
"m": 0.3495134711265564
},
{
"p": 0.1548730432987213,
"m": 0.7254679203033447
},
{
"p": 0.0028946646489202976,
"m": 0.7536991238594055
},
{
"p": 0.09322953224182129,
"m": 0.8762186765670776
},
{
"p": 0.062214966863393784,
"m": 0.9782203435897827
},
{
"p": 0.14590591192245483,
"m": 0.3617345690727234
},
{
"p": 0.05123694986104965,
"m": 1.0
},
{
"p": 0.14093095064163208,
"m": 1.0
},
{
"p": 0.08943484723567963,
"m": 1.0
},
{
"p": 0.03619327023625374,
"m": 1.0
}
]
},
{
"epoch": 6,
"train_loss": 2.0419158935546875,
"val_loss": 1.8300986289978027,
"acc": 36.58,
"time": 172.43487392397947,
"param": [
{
"p": 0.09717396646738052,
"m": 1.0
},
{
"p": 0.07742660492658615,
"m": 1.0
},
{
"p": 0.07439848780632019,
"m": 1.0
},
{
"p": 0.06422766298055649,
"m": 0.9067206382751465
},
{
"p": 0.0786624401807785,
"m": 0.2570208013057709
},
{
"p": 0.02436383254826069,
"m": 0.6940320730209351
},
{
"p": 0.04903801903128624,
"m": 0.8817225694656372
},
{
"p": 0.06828323006629944,
"m": 0.9541969299316406
},
{
"p": 0.09113136678934097,
"m": 0.9969871044158936
},
{
"p": 0.09143634140491486,
"m": 0.2334059476852417
},
{
"p": 0.07198674231767654,
"m": 0.997157871723175
},
{
"p": 0.07672977447509766,
"m": 0.9639416933059692
},
{
"p": 0.08716235309839249,
"m": 1.0
},
{
"p": 0.04797922074794769,
"m": 1.0
}
]
},
{
"epoch": 7,
"train_loss": 1.856063961982727,
"val_loss": 1.7109901905059814,
"acc": 40.4,
"time": 186.14835505999508,
"param": [
{
"p": 0.13812355697155,
"m": 1.0
},
{
"p": 0.00797650869935751,
"m": 1.0
},
{
"p": 0.10738032311201096,
"m": 1.0
},
{
"p": 0.06012542545795441,
"m": 0.8588389754295349
},
{
"p": 0.07977484166622162,
"m": 0.20328620076179504
},
{
"p": 0.0536821223795414,
"m": 0.6861599683761597
},
{
"p": 0.059294190257787704,
"m": 0.9624640345573425
},
{
"p": 0.05087992548942566,
"m": 0.9280616641044617
},
{
"p": 0.05839028209447861,
"m": 0.9820550680160522
},
{
"p": 0.05212775990366936,
"m": 0.19909118115901947
},
{
"p": 0.07815352082252502,
"m": 1.0
},
{
"p": 0.1149175614118576,
"m": 0.9721212387084961
},
{
"p": 0.09564609825611115,
"m": 1.0
},
{
"p": 0.04352787882089615,
"m": 1.0
}
]
},
{
"epoch": 8,
"train_loss": 1.8840550184249878,
"val_loss": 1.6779189109802246,
"acc": 43.01,
"time": 175.3596096340043,
"param": [
{
"p": 0.0954555943608284,
"m": 1.0
},
{
"p": 0.0420193150639534,
"m": 1.0
},
{
"p": 0.06375464797019958,
"m": 1.0
},
{
"p": 0.07517116516828537,
"m": 0.910563051700592
},
{
"p": 0.06762048602104187,
"m": 0.2465263158082962
},
{
"p": 0.07738790661096573,
"m": 0.531306803226471
},
{
"p": 0.07743225991725922,
"m": 0.9456791877746582
},
{
"p": 0.06015883758664131,
"m": 0.9912700653076172
},
{
"p": 0.07183265686035156,
"m": 0.998569130897522
},
{
"p": 0.08416265994310379,
"m": 0.1944805085659027
},
{
"p": 0.08290479332208633,
"m": 0.9942439198493958
},
{
"p": 0.05704823508858681,
"m": 0.9965319037437439
},
{
"p": 0.1044377014040947,
"m": 1.0
},
{
"p": 0.04061375558376312,
"m": 1.0
}
]
},
{
"epoch": 9,
"train_loss": 1.8260024785995483,
"val_loss": 1.5034143924713135,
"acc": 42.91,
"time": 175.82057355999132,
"param": [
{
"p": 0.11190471798181534,
"m": 1.0
},
{
"p": 0.06567741930484772,
"m": 1.0
},
{
"p": 0.07359560579061508,
"m": 1.0
},
{
"p": 0.08160579204559326,
"m": 0.9145585298538208
},
{
"p": 0.08560872822999954,
"m": 0.20125339925289154
},
{
"p": 0.07890448719263077,
"m": 0.5617053508758545
},
{
"p": 0.07970050722360611,
"m": 0.7771227359771729
},
{
"p": 0.05958329886198044,
"m": 0.9179937243461609
},
{
"p": 0.010099575854837894,
"m": 0.965160608291626
},
{
"p": 0.08092638850212097,
"m": 0.16915154457092285
},
{
"p": 0.08080939948558807,
"m": 1.0
},
{
"p": 0.0707845389842987,
"m": 0.9881221055984497
},
{
"p": 0.08343999087810516,
"m": 1.0
},
{
"p": 0.03735947236418724,
"m": 1.0
}
]
},
{
"epoch": 10,
"train_loss": 1.8080251216888428,
"val_loss": 1.5233224630355835,
"acc": 45.85,
"time": 179.20443737698952,
"param": [
{
"p": 0.08755228668451309,
"m": 1.0
},
{
"p": 0.02889924868941307,
"m": 1.0
},
{
"p": 0.0526704415678978,
"m": 1.0
},
{
"p": 0.0808078795671463,
"m": 0.7782917618751526
},
{
"p": 0.07087423652410507,
"m": 0.09805289655923843
},
{
"p": 0.09056838601827621,
"m": 0.5971312522888184
},
{
"p": 0.07941174507141113,
"m": 0.6808565258979797
},
{
"p": 0.09708625078201294,
"m": 0.9718049168586731
},
{
"p": 0.07390853762626648,
"m": 1.0
},
{
"p": 0.07801853865385056,
"m": 0.1270526647567749
},
{
"p": 0.047075461596250534,
"m": 0.983569860458374
},
{
"p": 0.057242926210165024,
"m": 1.0
},
{
"p": 0.07595300674438477,
"m": 1.0
},
{
"p": 0.07993106544017792,
"m": 1.0
}
]
},
{
"epoch": 11,
"train_loss": 1.6984261274337769,
"val_loss": 1.521903157234192,
"acc": 46.71,
"time": 173.66690864501288,
"param": [
{
"p": 0.07755372673273087,
"m": 1.0
},
{
"p": 0.031478721648454666,
"m": 1.0
},
{
"p": 0.08572221547365189,
"m": 1.0
},
{
"p": 0.08703647553920746,
"m": 0.7968950271606445
},
{
"p": 0.0629885122179985,
"m": 0.16731706261634827
},
{
"p": 0.08018548041582108,
"m": 0.5815264582633972
},
{
"p": 0.07161077857017517,
"m": 0.7259024381637573
},
{
"p": 0.10989351570606232,
"m": 0.8387613892555237
},
{
"p": 0.04960786923766136,
"m": 0.9805313348770142
},
{
"p": 0.059736765921115875,
"m": 0.20691125094890594
},
{
"p": 0.08666010946035385,
"m": 1.0
},
{
"p": 0.06003934517502785,
"m": 1.0
},
{
"p": 0.10247379541397095,
"m": 1.0
},
{
"p": 0.03501271456480026,
"m": 1.0
}
]
},
{
"epoch": 12,
"train_loss": 1.840023398399353,
"val_loss": 1.3953944444656372,
"acc": 46.94,
"time": 177.15999816998374,
"param": [
{
"p": 0.08899365365505219,
"m": 1.0
},
{
"p": 0.06790769845247269,
"m": 1.0
},
{
"p": 0.09891168773174286,
"m": 1.0
},
{
"p": 0.07832752168178558,
"m": 0.8272386193275452
},
{
"p": 0.07989536225795746,
"m": 0.12375136464834213
},
{
"p": 0.07422538846731186,
"m": 0.5900794863700867
},
{
"p": 0.07580915093421936,
"m": 0.7730977535247803
},
{
"p": 0.07410432398319244,
"m": 0.9392173290252686
},
{
"p": 0.06484945863485336,
"m": 1.0
},
{
"p": 0.04813261330127716,
"m": 0.2173338681459427
},
{
"p": 0.06499973684549332,
"m": 0.9801493883132935
},
{
"p": 0.0590541772544384,
"m": 0.9957297444343567
},
{
"p": 0.08414638787508011,
"m": 1.0
},
{
"p": 0.04064279794692993,
"m": 1.0
}
]
},
{
"epoch": 13,
"train_loss": 1.678918719291687,
"val_loss": 1.4887884855270386,
"acc": 46.31,
"time": 179.6817352210055,
"param": [
{
"p": 0.08554692566394806,
"m": 1.0
},
{
"p": 0.07549028098583221,
"m": 1.0
},
{
"p": 0.08066845685243607,
"m": 1.0
},
{
"p": 0.06250553578138351,
"m": 0.9190157055854797
},
{
"p": 0.05233251675963402,
"m": 0.10588517040014267
},
{
"p": 0.06476268917322159,
"m": 0.6276441216468811
},
{
"p": 0.06338537484407425,
"m": 0.7751923203468323
},
{
"p": 0.08678019791841507,
"m": 1.0
},
{
"p": 0.07697241753339767,
"m": 1.0
},
{
"p": 0.05553366243839264,
"m": 0.23778405785560608
},
{
"p": 0.06288805603981018,
"m": 0.9999181628227234
},
{
"p": 0.08392686396837234,
"m": 1.0
},
{
"p": 0.08269235491752625,
"m": 1.0
},
{
"p": 0.0665147602558136,
"m": 1.0
}
]
},
{
"epoch": 14,
"train_loss": 1.6797715425491333,
"val_loss": 1.3402786254882812,
"acc": 49.04,
"time": 176.2707169240166,
"param": [
{
"p": 0.09125567972660065,
"m": 1.0
},
{
"p": 0.04238508641719818,
"m": 1.0
},
{
"p": 0.07999539375305176,
"m": 1.0
},
{
"p": 0.059179045259952545,
"m": 0.9393478035926819
},
{
"p": 0.07349275052547455,
"m": 0.12484580278396606
},
{
"p": 0.08257900923490524,
"m": 0.5831423997879028
},
{
"p": 0.05939381197094917,
"m": 0.7820237278938293
},
{
"p": 0.05711210519075394,
"m": 0.9902588129043579
},
{
"p": 0.06995315849781036,
"m": 1.0
},
{
"p": 0.06524617969989777,
"m": 0.24556003510951996
},
{
"p": 0.06583220511674881,
"m": 0.9928581118583679
},
{
"p": 0.09733183681964874,
"m": 1.0
},
{
"p": 0.09672052413225174,
"m": 1.0
},
{
"p": 0.059523239731788635,
"m": 1.0
}
]
},
{
"epoch": 15,
"train_loss": 1.7496893405914307,
"val_loss": 1.366448998451233,
"acc": 50.94,
"time": 175.01648840599228,
"param": [
{
"p": 0.09004690498113632,
"m": 1.0
},
{
"p": 0.04781731590628624,
"m": 1.0
},
{
"p": 0.0956105887889862,
"m": 1.0
},
{
"p": 0.050398360937833786,
"m": 0.8251210451126099
},
{
"p": 0.0724789947271347,
"m": 0.06183703616261482
},
{
"p": 0.0657583698630333,
"m": 0.5551692843437195
},
{
"p": 0.0586128756403923,
"m": 0.6530033349990845
},
{
"p": 0.07212088257074356,
"m": 1.0
},
{
"p": 0.08024388551712036,
"m": 1.0
},
{
"p": 0.04960300028324127,
"m": 0.35217684507369995
},
{
"p": 0.06569112092256546,
"m": 0.9645606875419617
},
{
"p": 0.09384468197822571,
"m": 1.0
},
{
"p": 0.08426627516746521,
"m": 1.0
},
{
"p": 0.07350672036409378,
"m": 1.0
}
]
},
{
"epoch": 16,
"train_loss": 1.641964077949524,
"val_loss": 1.3561286926269531,
"acc": 51.7,
"time": 171.9023555679887,
"param": [
{
"p": 0.09246697276830673,
"m": 1.0
},
{
"p": 0.05587976053357124,
"m": 1.0
},
{
"p": 0.06598259508609772,
"m": 1.0
},
{
"p": 0.04667919874191284,
"m": 0.8844175338745117
},
{
"p": 0.0685412585735321,
"m": 0.029934367164969444
},
{
"p": 0.0834675207734108,
"m": 0.5334555506706238
},
{
"p": 0.0725942850112915,
"m": 0.675847589969635
},
{
"p": 0.06224775314331055,
"m": 1.0
},
{
"p": 0.08890707045793533,
"m": 1.0
},
{
"p": 0.06554321199655533,
"m": 0.3622153699398041
},
{
"p": 0.09057079255580902,
"m": 1.0
},
{
"p": 0.0673905685544014,
"m": 1.0
},
{
"p": 0.07333382219076157,
"m": 1.0
},
{
"p": 0.06639523059129715,
"m": 1.0
}
]
},
{
"epoch": 17,
"train_loss": 1.5992602109909058,
"val_loss": 1.3946164846420288,
"acc": 49.2,
"time": 179.96254222100833,
"param": [
{
"p": 0.08504506945610046,
"m": 1.0
},
{
"p": 0.038026466965675354,
"m": 1.0
},
{
"p": 0.0865410566329956,
"m": 1.0
},
{
"p": 0.04208216071128845,
"m": 0.840724527835846
},
{
"p": 0.05900775268673897,
"m": 0.03059322014451027
},
{
"p": 0.07987844198942184,
"m": 0.5530735850334167
},
{
"p": 0.07154925167560577,
"m": 0.4640161097049713
},
{
"p": 0.06445254385471344,
"m": 1.0
},
{
"p": 0.06992896646261215,
"m": 0.9835682511329651
},
{
"p": 0.08281554281711578,
"m": 0.41169053316116333
},
{
"p": 0.08253402262926102,
"m": 1.0
},
{
"p": 0.0806744322180748,
"m": 1.0
},
{
"p": 0.08118040859699249,
"m": 1.0
},
{
"p": 0.07628380507230759,
"m": 1.0
}
]
},
{
"epoch": 18,
"train_loss": 1.5258420705795288,
"val_loss": 1.3519014120101929,
"acc": 51.79,
"time": 173.5659189450089,
"param": [
{
"p": 0.08638259768486023,
"m": 1.0
},
{
"p": 0.0623125284910202,
"m": 1.0
},
{
"p": 0.09912773221731186,
"m": 1.0
},
{
"p": 0.06538394838571548,
"m": 0.8511799573898315
},
{
"p": 0.07998119294643402,
"m": 0.0745682567358017
},
{
"p": 0.07009683549404144,
"m": 0.7793521285057068
},
{
"p": 0.06572780758142471,
"m": 0.41728872060775757
},
{
"p": 0.07213973999023438,
"m": 0.9932320713996887
},
{
"p": 0.07417827099561691,
"m": 0.9984862208366394
},
{
"p": 0.04864179715514183,
"m": 0.4240051805973053
},
{
"p": 0.05158447101712227,
"m": 0.9936062097549438
},
{
"p": 0.09137839823961258,
"m": 1.0
},
{
"p": 0.09407516568899155,
"m": 1.0
},
{
"p": 0.038989536464214325,
"m": 1.0
}
]
},
{
"epoch": 19,
"train_loss": 1.4414324760437012,
"val_loss": 1.3538262844085693,
"acc": 52.96,
"time": 191.96190148199094,
"param": [
{
"p": 0.0833255872130394,
"m": 1.0
},
{
"p": 0.06760852783918381,
"m": 1.0
},
{
"p": 0.07759715616703033,
"m": 1.0
},
{
"p": 0.054367545992136,
"m": 0.8634888529777527
},
{
"p": 0.062471967190504074,
"m": 0.060724902898073196
},
{
"p": 0.06835204362869263,
"m": 0.8001207113265991
},
{
"p": 0.08196648955345154,
"m": 0.4497692883014679
},
{
"p": 0.054022982716560364,
"m": 0.9911285042762756
},
{
"p": 0.08493615686893463,
"m": 1.0
},
{
"p": 0.0644829124212265,
"m": 0.43818366527557373
},
{
"p": 0.05006803572177887,
"m": 1.0
},
{
"p": 0.09401058405637741,
"m": 1.0
},
{
"p": 0.08991731703281403,
"m": 1.0
},
{
"p": 0.06687265634536743,
"m": 1.0
}
]
},
{
"epoch": 20,
"train_loss": 1.509570837020874,
"val_loss": 1.3219797611236572,
"acc": 53.15,
"time": 176.07780730800005,
"param": [
{
"p": 0.09150085598230362,
"m": 1.0
},
{
"p": 0.056721556931734085,
"m": 1.0
},
{
"p": 0.07791903614997864,
"m": 1.0
},
{
"p": 0.07864280045032501,
"m": 0.9073531031608582
},
{
"p": 0.06378823518753052,
"m": 0.04290532320737839
},
{
"p": 0.07531958073377609,
"m": 0.7928057312965393
},
{
"p": 0.06452834606170654,
"m": 0.46774399280548096
},
{
"p": 0.07710149139165878,
"m": 1.0
},
{
"p": 0.07201230525970459,
"m": 1.0
},
{
"p": 0.05335242673754692,
"m": 0.46945831179618835
},
{
"p": 0.09606403112411499,
"m": 1.0
},
{
"p": 0.05958888307213783,
"m": 1.0
},
{
"p": 0.07334360480308533,
"m": 1.0
},
{
"p": 0.06011688709259033,
"m": 1.0
}
]
},
{
"epoch": 21,
"train_loss": 1.478520154953003,
"val_loss": 1.3523575067520142,
"acc": 53.86,
"time": 232.5080324280134,
"param": [
{
"p": 0.09622987359762192,
"m": 1.0
},
{
"p": 0.07244186848402023,
"m": 1.0
},
{
"p": 0.05178193002939224,
"m": 1.0
},
{
"p": 0.07234261184930801,
"m": 0.9275784492492676
},
{
"p": 0.06983617693185806,
"m": 0.01947042904794216
},
{
"p": 0.06315463781356812,
"m": 0.8169838786125183
},
{
"p": 0.07094229012727737,
"m": 0.5360050797462463
},
{
"p": 0.05719912052154541,
"m": 0.9964815974235535
},
{
"p": 0.08451169729232788,
"m": 0.9485870599746704
},
{
"p": 0.0581466369330883,
"m": 0.5084255933761597
},
{
"p": 0.07746858149766922,
"m": 1.0
},
{
"p": 0.08960133790969849,
"m": 1.0
},
{
"p": 0.08381567150354385,
"m": 1.0
},
{
"p": 0.05252750962972641,
"m": 1.0
}
]
},
{
"epoch": 22,
"train_loss": 1.40065336227417,
"val_loss": 1.3121602535247803,
"acc": 53.55,
"time": 514.5189578269783,
"param": [
{
"p": 0.0661020502448082,
"m": 1.0
},
{
"p": 0.05762256309390068,
"m": 1.0
},
{
"p": 0.08435438573360443,
"m": 1.0
},
{
"p": 0.07145513594150543,
"m": 0.9726346731185913
},
{
"p": 0.06769201904535294,
"m": 0.05168686434626579
},
{
"p": 0.06251843273639679,
"m": 0.802513837814331
},
{
"p": 0.06628004461526871,
"m": 0.4905107319355011
},
{
"p": 0.06955571472644806,
"m": 0.9542890787124634
},
{
"p": 0.07118578255176544,
"m": 1.0
},
{
"p": 0.06974747031927109,
"m": 0.5236912965774536
},
{
"p": 0.08035200834274292,
"m": 1.0
},
{
"p": 0.085606649518013,
"m": 1.0
},
{
"p": 0.09492451697587967,
"m": 1.0
},
{
"p": 0.05260326340794563,
"m": 1.0
}
]
},
{
"epoch": 23,
"train_loss": 1.5469807386398315,
"val_loss": 1.1862266063690186,
"acc": 55.31,
"time": 384.88908323901705,
"param": [
{
"p": 0.10221956670284271,
"m": 1.0
},
{
"p": 0.045364610850811005,
"m": 1.0
},
{
"p": 0.09079752117395401,
"m": 1.0
},
{
"p": 0.05679243803024292,
"m": 0.9991116523742676
},
{
"p": 0.07453448325395584,
"m": 0.09191202372312546
},
{
"p": 0.04711155965924263,
"m": 0.7994512915611267
},
{
"p": 0.06805623322725296,
"m": 0.598063588142395
},
{
"p": 0.07687853276729584,
"m": 1.0
},
{
"p": 0.06802529096603394,
"m": 0.9805044531822205
},
{
"p": 0.0751449465751648,
"m": 0.6049197912216187
},
{
"p": 0.0861399844288826,
"m": 0.9953298568725586
},
{
"p": 0.06695269048213959,
"m": 1.0
},
{
"p": 0.09045471251010895,
"m": 1.0
},
{
"p": 0.05152738839387894,
"m": 1.0
}
]
},
{
"epoch": 24,
"train_loss": 1.6119335889816284,
"val_loss": 1.28264582157135,
"acc": 56.2,
"time": 303.03949823998846,
"param": [
{
"p": 0.056042347103357315,
"m": 1.0
},
{
"p": 0.06555775552988052,
"m": 1.0
},
{
"p": 0.09092657268047333,
"m": 1.0
},
{
"p": 0.07146807014942169,
"m": 0.9810311198234558
},
{
"p": 0.07221473753452301,
"m": 0.11885802447795868
},
{
"p": 0.06071583181619644,
"m": 0.7437421679496765
},
{
"p": 0.05175658315420151,
"m": 0.5803660750389099
},
{
"p": 0.061242323368787766,
"m": 1.0
},
{
"p": 0.08852913975715637,
"m": 1.0
},
{
"p": 0.08590672165155411,
"m": 0.6004282832145691
},
{
"p": 0.06864716112613678,
"m": 1.0
},
{
"p": 0.08155618607997894,
"m": 1.0
},
{
"p": 0.09105487912893295,
"m": 1.0
},
{
"p": 0.05438169091939926,
"m": 1.0
}
]
},
{
"epoch": 25,
"train_loss": 1.5118190050125122,
"val_loss": 1.2266292572021484,
"acc": 55.91,
"time": 188.2679118239903,
"param": [
{
"p": 0.06890526413917542,
"m": 1.0
},
{
"p": 0.052897777408361435,
"m": 1.0
},
{
"p": 0.056026022881269455,
"m": 1.0
},
{
"p": 0.06803786009550095,
"m": 0.9554597735404968
},
{
"p": 0.06933137029409409,
"m": 0.14018413424491882
},
{
"p": 0.07599020004272461,
"m": 0.7988201379776001
},
{
"p": 0.07644890993833542,
"m": 0.6133584976196289
},
{
"p": 0.08291412144899368,
"m": 0.9984796047210693
},
{
"p": 0.0765601247549057,
"m": 0.9907647967338562
},
{
"p": 0.060503579676151276,
"m": 0.6237857341766357
},
{
"p": 0.07462579756975174,
"m": 0.9984111189842224
},
{
"p": 0.09098765254020691,
"m": 1.0
},
{
"p": 0.07389682531356812,
"m": 1.0
},
{
"p": 0.07287450134754181,
"m": 1.0
}
]
},
{
"epoch": 26,
"train_loss": 1.5978589057922363,
"val_loss": 1.2152389287948608,
"acc": 57.32,
"time": 180.08284701302182,
"param": [
{
"p": 0.1059645414352417,
"m": 1.0
},
{
"p": 0.05652144178748131,
"m": 1.0
},
{
"p": 0.06330706179141998,
"m": 1.0
},
{
"p": 0.08722568303346634,
"m": 1.0
},
{
"p": 0.05218786001205444,
"m": 0.13466820120811462
},
{
"p": 0.08104990422725677,
"m": 0.7736108303070068
},
{
"p": 0.09782974421977997,
"m": 0.6704668998718262
},
{
"p": 0.07347680628299713,
"m": 0.9949846863746643
},
{
"p": 0.08877749741077423,
"m": 1.0
},
{
"p": 0.05316128954291344,
"m": 0.6522647738456726
},
{
"p": 0.05146855488419533,
"m": 0.9932097792625427
},
{
"p": 0.07889510691165924,
"m": 1.0
},
{
"p": 0.08125351369380951,
"m": 1.0
},
{
"p": 0.028881043195724487,
"m": 1.0
}
]
},
{
"epoch": 27,
"train_loss": 1.3955498933792114,
"val_loss": 1.2143296003341675,
"acc": 57.83,
"time": 173.93179437197978,
"param": [
{
"p": 0.0698961690068245,
"m": 1.0
},
{
"p": 0.07160842418670654,
"m": 1.0
},
{
"p": 0.08814719319343567,
"m": 1.0
},
{
"p": 0.0547630749642849,
"m": 0.9312117099761963
},
{
"p": 0.07645220309495926,
"m": 0.08673787862062454
},
{
"p": 0.0466182604432106,
"m": 0.6733819842338562
},
{
"p": 0.06397933512926102,
"m": 0.6890780925750732
},
{
"p": 0.06508683413267136,
"m": 0.9785563945770264
},
{
"p": 0.08742894977331161,
"m": 1.0
},
{
"p": 0.08253178745508194,
"m": 0.704330325126648
},
{
"p": 0.07601909339427948,
"m": 0.9996528029441833
},
{
"p": 0.08018259704113007,
"m": 1.0
},
{
"p": 0.0803070068359375,
"m": 1.0
},
{
"p": 0.056979045271873474,
"m": 1.0
}
]
},
{
"epoch": 28,
"train_loss": 1.5610302686691284,
"val_loss": 1.1747361421585083,
"acc": 58.08,
"time": 175.85226738301571,
"param": [
{
"p": 0.07545517385005951,
"m": 1.0
},
{
"p": 0.04767179116606712,
"m": 1.0
},
{
"p": 0.0795302465558052,
"m": 1.0
},
{
"p": 0.050632841885089874,
"m": 0.8617324233055115
},
{
"p": 0.07876848429441452,
"m": 0.10978206992149353
},
{
"p": 0.07067513465881348,
"m": 0.7155083417892456
},
{
"p": 0.0812668576836586,
"m": 0.6506078243255615
},
{
"p": 0.08292403817176819,
"m": 0.9969117641448975
},
{
"p": 0.0749027356505394,
"m": 1.0
},
{
"p": 0.06855215132236481,
"m": 0.7150563597679138
},
{
"p": 0.07413651794195175,
"m": 1.0
},
{
"p": 0.06611550599336624,
"m": 1.0
},
{
"p": 0.07029734551906586,
"m": 1.0
},
{
"p": 0.07907126098871231,
"m": 1.0
}
]
},
{
"epoch": 29,
"train_loss": 1.4831987619400024,
"val_loss": 1.1308655738830566,
"acc": 59.22,
"time": 175.16427953902166,
"param": [
{
"p": 0.08862712979316711,
"m": 1.0
},
{
"p": 0.04691557586193085,
"m": 1.0
},
{
"p": 0.07424823194742203,
"m": 1.0
},
{
"p": 0.05631653964519501,
"m": 0.9467930197715759
},
{
"p": 0.07950419187545776,
"m": 0.10058223456144333
},
{
"p": 0.10666799545288086,
"m": 0.6803455352783203
},
{
"p": 0.07394202798604965,
"m": 0.6222459673881531
},
{
"p": 0.05712692812085152,
"m": 0.9805499911308289
},
{
"p": 0.06562106311321259,
"m": 0.9840205311775208
},
{
"p": 0.07758332788944244,
"m": 0.6855232119560242
},
{
"p": 0.05042246729135513,
"m": 0.9964147806167603
},
{
"p": 0.0791117325425148,
"m": 1.0
},
{
"p": 0.09118897467851639,
"m": 1.0
},
{
"p": 0.05272377282381058,
"m": 1.0
}
]
},
{
"epoch": 30,
"train_loss": 1.2723015546798706,
"val_loss": 1.135951280593872,
"acc": 58.78,
"time": 178.82881663998705,
"param": [
{
"p": 0.06521321088075638,
"m": 1.0
},
{
"p": 0.041552938520908356,
"m": 1.0
},
{
"p": 0.058145951479673386,
"m": 1.0
},
{
"p": 0.06716278940439224,
"m": 0.9623445868492126
},
{
"p": 0.07466287165880203,
"m": 0.16450203955173492
},
{
"p": 0.07578986883163452,
"m": 0.6960906982421875
},
{
"p": 0.054485391825437546,
"m": 0.6351093649864197
},
{
"p": 0.07938177138566971,
"m": 1.0
},
{
"p": 0.06063581630587578,
"m": 0.9892262816429138
},
{
"p": 0.08552337437868118,
"m": 0.6980533003807068
},
{
"p": 0.09350298345088959,
"m": 1.0
},
{
"p": 0.08783469349145889,
"m": 1.0
},
{
"p": 0.10040348768234253,
"m": 1.0
},
{
"p": 0.05570487678050995,
"m": 1.0
}
]
},
{
"epoch": 31,
"train_loss": 1.402621865272522,
"val_loss": 1.1872750520706177,
"acc": 59.45,
"time": 179.9068712599983,
"param": [
{
"p": 0.0840395838022232,
"m": 1.0
},
{
"p": 0.05904477834701538,
"m": 1.0
},
{
"p": 0.08103550225496292,
"m": 1.0
},
{
"p": 0.04040154442191124,
"m": 0.9782115817070007
},
{
"p": 0.07026791572570801,
"m": 0.13461308181285858
},
{
"p": 0.07072210311889648,
"m": 0.7027497887611389
},
{
"p": 0.0696396753191948,
"m": 0.5852457284927368
},
{
"p": 0.07983212918043137,
"m": 1.0
},
{
"p": 0.07476674765348434,
"m": 1.0
},
{
"p": 0.07421757280826569,
"m": 0.7342953085899353
},
{
"p": 0.07894156128168106,
"m": 1.0
},
{
"p": 0.10153613239526749,
"m": 1.0
},
{
"p": 0.07006867974996567,
"m": 1.0
},
{
"p": 0.04548618942499161,
"m": 1.0
}
]
},
{
"epoch": 32,
"train_loss": 1.332294225692749,
"val_loss": 1.0576485395431519,
"acc": 59.66,
"time": 198.94658519199584,
"param": [
{
"p": 0.1074625626206398,
"m": 1.0
},
{
"p": 0.036565061658620834,
"m": 1.0
},
{
"p": 0.06699858605861664,
"m": 1.0
},
{
"p": 0.07260000705718994,
"m": 0.9221308827400208
},
{
"p": 0.08446245640516281,
"m": 0.0731019675731659
},
{
"p": 0.0686124786734581,
"m": 0.6615695953369141
},
{
"p": 0.061388324946165085,
"m": 0.573621928691864
},
{
"p": 0.05919544771313667,
"m": 0.9928120970726013
},
{
"p": 0.06943678855895996,
"m": 1.0
},
{
"p": 0.06170378252863884,
"m": 0.7441825270652771
},
{
"p": 0.07444139569997787,
"m": 1.0
},
{
"p": 0.0780041366815567,
"m": 1.0
},
{
"p": 0.0944347158074379,
"m": 1.0
},
{
"p": 0.06469420343637466,
"m": 1.0
}
]
},
{
"epoch": 33,
"train_loss": 1.5086764097213745,
"val_loss": 1.1781322956085205,
"acc": 60.34,
"time": 181.11422105500242,
"param": [
{
"p": 0.07006671279668808,
"m": 1.0
},
{
"p": 0.05981511250138283,
"m": 1.0
},
{
"p": 0.0635601058602333,
"m": 1.0
},
{
"p": 0.07493481040000916,
"m": 0.8643039464950562
},
{
"p": 0.06995513290166855,
"m": 0.10754041373729706
},
{
"p": 0.08215021342039108,
"m": 0.6097002029418945
},
{
"p": 0.05495484545826912,
"m": 0.5806849598884583
},
{
"p": 0.07586763799190521,
"m": 0.9025861024856567
},
{
"p": 0.08520329743623734,
"m": 1.0
},
{
"p": 0.06530904769897461,
"m": 0.795300304889679
},
{
"p": 0.06296633929014206,
"m": 1.0
},
{
"p": 0.09285549074411392,
"m": 1.0
},
{
"p": 0.09045013040304184,
"m": 1.0
},
{
"p": 0.0519111305475235,
"m": 1.0
}
]
},
{
"epoch": 34,
"train_loss": 1.44523024559021,
"val_loss": 1.121700644493103,
"acc": 58.58,
"time": 182.31008882599417,
"param": [
{
"p": 0.04851687699556351,
"m": 1.0
},
{
"p": 0.05501649156212807,
"m": 1.0
},
{
"p": 0.08871205896139145,
"m": 1.0
},
{
"p": 0.05912313610315323,
"m": 0.9817110300064087
},
{
"p": 0.06938320398330688,
"m": 0.16214075684547424
},
{
"p": 0.056784749031066895,
"m": 0.6612057685852051
},
{
"p": 0.0783754363656044,
"m": 0.5973251461982727
},
{
"p": 0.08207326382398605,
"m": 0.9916412234306335
},
{
"p": 0.0751231387257576,
"m": 1.0
},
{
"p": 0.0739046186208725,
"m": 0.754212498664856
},
{
"p": 0.07393626868724823,
"m": 1.0
},
{
"p": 0.10607776790857315,
"m": 1.0
},
{
"p": 0.07590697705745697,
"m": 1.0
},
{
"p": 0.05706598237156868,
"m": 1.0
}
]
},
{
"epoch": 35,
"train_loss": 1.2425810098648071,
"val_loss": 1.0964038372039795,
"acc": 60.76,
"time": 187.38726488300017,
"param": [
{
"p": 0.07172084599733353,
"m": 1.0
},
{
"p": 0.0594487264752388,
"m": 1.0
},
{
"p": 0.0672665387392044,
"m": 1.0
},
{
"p": 0.058967143297195435,
"m": 0.9442575573921204
},
{
"p": 0.06403522193431854,
"m": 0.0770462304353714
},
{
"p": 0.06043528392910957,
"m": 0.5479336380958557
},
{
"p": 0.08105093240737915,
"m": 0.718451201915741
},
{
"p": 0.06605368107557297,
"m": 0.900795042514801
},
{
"p": 0.08050337433815002,
"m": 1.0
},
{
"p": 0.08695964515209198,
"m": 0.7456203103065491
},
{
"p": 0.08073358982801437,
"m": 1.0
},
{
"p": 0.09579204022884369,
"m": 1.0
},
{
"p": 0.06739448755979538,
"m": 1.0
},
{
"p": 0.059638611972332,
"m": 1.0
}
]
},
{
"epoch": 36,
"train_loss": 1.4470728635787964,
"val_loss": 1.064240574836731,
"acc": 62.41,
"time": 169.26846979002585,
"param": [
{
"p": 0.08051185309886932,
"m": 1.0
},
{
"p": 0.05084753781557083,
"m": 1.0
},
{
"p": 0.0748324766755104,
"m": 1.0
},
{
"p": 0.06628347933292389,
"m": 0.9093322157859802
},
{
"p": 0.08134368062019348,
"m": 0.008391487412154675
},
{
"p": 0.06629493087530136,
"m": 0.4610840678215027
},
{
"p": 0.06582199037075043,
"m": 0.7075443863868713
},
{
"p": 0.05499681830406189,
"m": 0.8822660446166992
},
{
"p": 0.0792313665151596,
"m": 0.999403178691864
},
{
"p": 0.06708582490682602,
"m": 0.7767460346221924
},
{
"p": 0.06424302607774734,
"m": 1.0
},
{
"p": 0.08272377401590347,
"m": 1.0
},
{
"p": 0.09674329310655594,
"m": 1.0
},
{
"p": 0.06904001533985138,
"m": 1.0
}
]
},
{
"epoch": 37,
"train_loss": 1.5062148571014404,
"val_loss": 0.9216899275779724,
"acc": 62.08,
"time": 173.46130962099414,
"param": [
{
"p": 0.08354391157627106,
"m": 1.0
},
{
"p": 0.06408927589654922,
"m": 1.0
},
{
"p": 0.08545492589473724,
"m": 1.0
},
{
"p": 0.06532979011535645,
"m": 0.9788547158241272
},
{
"p": 0.07514183968305588,
"m": 0.01357347797602415
},
{
"p": 0.07476300746202469,
"m": 0.5330115556716919
},
{
"p": 0.05376904085278511,
"m": 0.7385112047195435
},
{
"p": 0.06866874545812607,
"m": 0.9967173933982849
},
{
"p": 0.05833912268280983,
"m": 0.9777104258537292
},
{
"p": 0.07065241783857346,
"m": 0.7620028257369995
},
{
"p": 0.08089932054281235,
"m": 0.9986578226089478
},
{
"p": 0.07627106457948685,
"m": 1.0
},
{
"p": 0.07363884150981903,
"m": 1.0
},
{
"p": 0.06943877786397934,
"m": 1.0
}
]
},
{
"epoch": 38,
"train_loss": 1.4092501401901245,
"val_loss": 1.0538959503173828,
"acc": 61.68,
"time": 185.4172236409795,
"param": [
{
"p": 0.09619906544685364,
"m": 1.0
},
{
"p": 0.03199845179915428,
"m": 1.0
},
{
"p": 0.07001706957817078,
"m": 1.0
},
{
"p": 0.05288635194301605,
"m": 0.978479266166687
},
{
"p": 0.07724722474813461,
"m": 0.12244465947151184
},
{
"p": 0.07721175253391266,
"m": 0.7439603209495544
},
{
"p": 0.0694408044219017,
"m": 0.674213707447052
},
{
"p": 0.0806405320763588,
"m": 0.9794437885284424
},
{
"p": 0.06440315395593643,
"m": 0.9859801530838013
},
{
"p": 0.07258520275354385,
"m": 0.7686570882797241
},
{
"p": 0.0966196283698082,
"m": 0.9994547367095947
},
{
"p": 0.04596656188368797,
"m": 1.0
},
{
"p": 0.09776857495307922,
"m": 1.0
},
{
"p": 0.0670156255364418,
"m": 1.0
}
]
},
{
"epoch": 39,
"train_loss": 1.2412326335906982,
"val_loss": 1.0600911378860474,
"acc": 62.04,
"time": 186.25576251599705,
"param": [
{
"p": 0.1004488542675972,
"m": 1.0
},
{
"p": 0.0477834977209568,
"m": 1.0
},
{
"p": 0.08047701418399811,
"m": 1.0
},
{
"p": 0.05002947151660919,
"m": 0.9045700430870056
},
{
"p": 0.07135291397571564,
"m": 0.17096532881259918
},
{
"p": 0.06285643577575684,
"m": 0.7462983131408691
},
{
"p": 0.06851603090763092,
"m": 0.666817307472229
},
{
"p": 0.05637047067284584,
"m": 1.0
},
{
"p": 0.07848241925239563,
"m": 0.9680154323577881
},
{
"p": 0.07454843819141388,
"m": 0.8229594826698303
},
{
"p": 0.0672551617026329,
"m": 1.0
},
{
"p": 0.09584769606590271,
"m": 1.0
},
{
"p": 0.08146017789840698,
"m": 1.0
},
{
"p": 0.06457143276929855,
"m": 1.0
}
]
},
{
"epoch": 40,
"train_loss": 1.315623164176941,
"val_loss": 1.1189804077148438,
"acc": 60.97,
"time": 306.9815531799977,
"param": [
{
"p": 0.08685194700956345,
"m": 1.0
},
{
"p": 0.062226422131061554,
"m": 1.0
},
{
"p": 0.09030633419752121,
"m": 1.0
},
{
"p": 0.07299879193305969,
"m": 0.9360578060150146
},
{
"p": 0.07193662226200104,
"m": 0.0676928237080574
},
{
"p": 0.06458862870931625,
"m": 0.6477951407432556
},
{
"p": 0.07640387862920761,
"m": 0.6239571571350098
},
{
"p": 0.06038999184966087,
"m": 1.0
},
{
"p": 0.060849323868751526,
"m": 1.0
},
{
"p": 0.07095873355865479,
"m": 0.88316410779953
},
{
"p": 0.06847791373729706,
"m": 1.0
},
{
"p": 0.07156552374362946,
"m": 1.0
},
{
"p": 0.08029857277870178,
"m": 1.0
},
{
"p": 0.06214737147092819,
"m": 1.0
}
]
},
{
"epoch": 41,
"train_loss": 1.171446681022644,
"val_loss": 1.0158720016479492,
"acc": 63.11,
"time": 513.7827250809933,
"param": [
{
"p": 0.08657066524028778,
"m": 1.0
},
{
"p": 0.05833178013563156,
"m": 1.0
},
{
"p": 0.06922150403261185,
"m": 1.0
},
{
"p": 0.07459807395935059,
"m": 0.9714037179946899
},
{
"p": 0.06970779597759247,
"m": 0.04893111810088158
},
{
"p": 0.0704103410243988,
"m": 0.7278280258178711
},
{
"p": 0.08138492703437805,
"m": 0.5851169228553772
},
{
"p": 0.06285510212182999,
"m": 0.9906706213951111
},
{
"p": 0.08721938729286194,
"m": 0.9891313910484314
},
{
"p": 0.07763723284006119,
"m": 0.9225439429283142
},
{
"p": 0.055045198649168015,
"m": 1.0
},
{
"p": 0.08091463893651962,
"m": 1.0
},
{
"p": 0.0920271947979927,
"m": 1.0
},
{
"p": 0.0340762585401535,
"m": 1.0
}
]
},
{
"epoch": 42,
"train_loss": 1.186803936958313,
"val_loss": 1.0591065883636475,
"acc": 64.09,
"time": 515.9956834639888,
"param": [
{
"p": 0.09620698541402817,
"m": 1.0
},
{
"p": 0.04401784762740135,
"m": 1.0
},
{
"p": 0.09363192319869995,
"m": 1.0
},
{
"p": 0.05997087433934212,
"m": 0.9745340347290039
},
{
"p": 0.05597886070609093,
"m": 0.0916183814406395
},
{
"p": 0.0467829704284668,
"m": 0.7962055802345276
},
{
"p": 0.06850568950176239,
"m": 0.6640699505805969
},
{
"p": 0.07179442793130875,
"m": 1.0
},
{
"p": 0.04923279210925102,
"m": 0.9385128021240234
},
{
"p": 0.08915252238512039,
"m": 0.9515157341957092
},
{
"p": 0.07525672763586044,
"m": 1.0
},
{
"p": 0.09337630122900009,
"m": 1.0
},
{
"p": 0.10129839926958084,
"m": 1.0
},
{
"p": 0.05479370057582855,
"m": 1.0
}
]
},
{
"epoch": 43,
"train_loss": 1.2960493564605713,
"val_loss": 0.9664568901062012,
"acc": 64.11,
"time": 516.7508755440067,
"param": [
{
"p": 0.09312012046575546,
"m": 1.0
},
{
"p": 0.04033179208636284,
"m": 1.0
},
{
"p": 0.08031965792179108,
"m": 1.0
},
{
"p": 0.051557835191488266,
"m": 0.9350415468215942
},
{
"p": 0.05863141268491745,
"m": 0.1140500083565712
},
{
"p": 0.07919424027204514,
"m": 0.712034285068512
},
{
"p": 0.08030632138252258,
"m": 0.6864655613899231
},
{
"p": 0.09542670100927353,
"m": 0.9734682440757751
},
{
"p": 0.06916342675685883,
"m": 1.0
},
{
"p": 0.08502720296382904,
"m": 0.9947916269302368
},
{
"p": 0.04132072255015373,
"m": 1.0
},
{
"p": 0.09410510212182999,
"m": 1.0
},
{
"p": 0.07431939244270325,
"m": 1.0
},
{
"p": 0.05717606469988823,
"m": 1.0
}
]
},
{
"epoch": 44,
"train_loss": 1.1962199211120605,
"val_loss": 1.0815361738204956,
"acc": 62.08,
"time": 518.3225395639893,
"param": [
{
"p": 0.07532520592212677,
"m": 1.0
},
{
"p": 0.08449047803878784,
"m": 1.0
},
{
"p": 0.05740959942340851,
"m": 1.0
},
{
"p": 0.06366991996765137,
"m": 0.8916584849357605
},
{
"p": 0.06835976243019104,
"m": 0.10764047503471375
},
{
"p": 0.06279260665178299,
"m": 0.764877200126648
},
{
"p": 0.08447328954935074,
"m": 0.7048608064651489
},
{
"p": 0.06121889501810074,
"m": 1.0
},
{
"p": 0.09373141080141068,
"m": 1.0
},
{
"p": 0.07752633839845657,
"m": 0.9597043991088867
},
{
"p": 0.062251560389995575,
"m": 1.0
},
{
"p": 0.08603949844837189,
"m": 1.0
},
{
"p": 0.07211793959140778,
"m": 1.0
},
{
"p": 0.050593458116054535,
"m": 1.0
}
]
},
{
"epoch": 45,
"train_loss": 1.024131417274475,
"val_loss": 1.0765175819396973,
"acc": 63.57,
"time": 520.0042768759886,
"param": [
{
"p": 0.06542755663394928,
"m": 1.0
},
{
"p": 0.06441894918680191,
"m": 1.0
},
{
"p": 0.0795733705163002,
"m": 1.0
},
{
"p": 0.07455351203680038,
"m": 0.9587669968605042
},
{
"p": 0.07276246696710587,
"m": 0.07971146702766418
},
{
"p": 0.04877467826008797,
"m": 0.9146243333816528
},
{
"p": 0.07129310816526413,
"m": 0.7074467539787292
},
{
"p": 0.07744093239307404,
"m": 1.0
},
{
"p": 0.07264242321252823,
"m": 1.0
},
{
"p": 0.07142244279384613,
"m": 0.8951386213302612
},
{
"p": 0.07076304405927658,
"m": 1.0
},
{
"p": 0.0735018402338028,
"m": 1.0
},
{
"p": 0.09808067232370377,
"m": 1.0
},
{
"p": 0.05934496596455574,
"m": 1.0
}
]
},
{
"epoch": 46,
"train_loss": 1.4437251091003418,
"val_loss": 0.9234877228736877,
"acc": 64.38,
"time": 518.6826959069876,
"param": [
{
"p": 0.08762780576944351,
"m": 1.0
},
{
"p": 0.05312810465693474,
"m": 1.0
},
{
"p": 0.061820387840270996,
"m": 1.0
},
{
"p": 0.05784718692302704,
"m": 0.9804422855377197
},
{
"p": 0.0564270056784153,
"m": 0.11339783668518066
},
{
"p": 0.060405127704143524,
"m": 1.0
},
{
"p": 0.06950978189706802,
"m": 0.7179337739944458
},
{
"p": 0.06959913671016693,
"m": 1.0
},
{
"p": 0.0791996642947197,
"m": 0.9937148094177246
},
{
"p": 0.08150836825370789,
"m": 0.9159451723098755
},
{
"p": 0.08695018291473389,
"m": 1.0
},
{
"p": 0.08770586550235748,
"m": 1.0
},
{
"p": 0.08433999866247177,
"m": 1.0
},
{
"p": 0.06393139809370041,
"m": 1.0
}
]
},
{
"epoch": 47,
"train_loss": 1.214674711227417,
"val_loss": 1.09023118019104,
"acc": 64.15,
"time": 517.8997616700071,
"param": [
{
"p": 0.07697704434394836,
"m": 1.0
},
{
"p": 0.06425995379686356,
"m": 1.0
},
{
"p": 0.08400710672140121,
"m": 1.0
},
{
"p": 0.07822150737047195,
"m": 0.9125478267669678
},
{
"p": 0.06438591331243515,
"m": 0.12851423025131226
},
{
"p": 0.07282528281211853,
"m": 0.9949828386306763
},
{
"p": 0.06990989297628403,
"m": 0.8087658882141113
},
{
"p": 0.07836893200874329,
"m": 1.0
},
{
"p": 0.06690016388893127,
"m": 1.0
},
{
"p": 0.07259771227836609,
"m": 0.9511036276817322
},
{
"p": 0.0734628364443779,
"m": 1.0
},
{
"p": 0.0634254589676857,
"m": 1.0
},
{
"p": 0.08249137550592422,
"m": 1.0
},
{
"p": 0.0521668866276741,
"m": 1.0
}
]
},
{
"epoch": 48,
"train_loss": 1.3294754028320312,
"val_loss": 1.1085567474365234,
"acc": 64.11,
"time": 519.2695507410099,
"param": [
{
"p": 0.09260369092226028,
"m": 1.0
},
{
"p": 0.03340325132012367,
"m": 1.0
},
{
"p": 0.10627198219299316,
"m": 1.0
},
{
"p": 0.026724591851234436,
"m": 0.9955210089683533
},
{
"p": 0.06472346931695938,
"m": 0.07205048203468323
},
{
"p": 0.06780636310577393,
"m": 0.9965121746063232
},
{
"p": 0.06054762378334999,
"m": 0.7190738916397095
},
{
"p": 0.0839310809969902,
"m": 0.9983009099960327
},
{
"p": 0.06657654792070389,
"m": 0.97066730260849
},
{
"p": 0.0981982946395874,
"m": 0.9998992681503296
},
{
"p": 0.06875497102737427,
"m": 0.9747418165206909
},
{
"p": 0.07928980886936188,
"m": 1.0
},
{
"p": 0.08875493705272675,
"m": 1.0
},
{
"p": 0.06241331249475479,
"m": 1.0
}
]
},
{
"epoch": 49,
"train_loss": 1.3110928535461426,
"val_loss": 1.0215423107147217,
"acc": 64.1,
"time": 518.1442394389887,
"param": [
{
"p": 0.08889088034629822,
"m": 1.0
},
{
"p": 0.07030575722455978,
"m": 1.0
},
{
"p": 0.08000889420509338,
"m": 1.0
},
{
"p": 0.05481595918536186,
"m": 0.9534745812416077
},
{
"p": 0.07105983048677444,
"m": 0.05151372775435448
},
{
"p": 0.047120045870542526,
"m": 0.9974355697631836
},
{
"p": 0.05906827002763748,
"m": 0.7295175194740295
},
{
"p": 0.08347825706005096,
"m": 1.0
},
{
"p": 0.0649867132306099,
"m": 0.9986056685447693
},
{
"p": 0.09147227555513382,
"m": 1.0
},
{
"p": 0.06319893151521683,
"m": 1.0
},
{
"p": 0.07926047593355179,
"m": 1.0
},
{
"p": 0.10180214792490005,
"m": 1.0
},
{
"p": 0.044531580060720444,
"m": 1.0
}
]
},
{
"epoch": 50,
"train_loss": 1.2481145858764648,
"val_loss": 0.9537068605422974,
"acc": 65.94,
"time": 387.3990468849952,
"param": [
{
"p": 0.08132804185152054,
"m": 1.0
},
{
"p": 0.040656354278326035,
"m": 1.0
},
{
"p": 0.06329233199357986,
"m": 1.0
},
{
"p": 0.04627930745482445,
"m": 0.9713484644889832
},
{
"p": 0.06741786003112793,
"m": 0.17782363295555115
},
{
"p": 0.05793014168739319,
"m": 0.9709829688072205
},
{
"p": 0.09149405360221863,
"m": 0.8414780497550964
},
{
"p": 0.0786479040980339,
"m": 0.8835892081260681
},
{
"p": 0.07695646584033966,
"m": 0.980242133140564
},
{
"p": 0.08701996505260468,
"m": 1.0
},
{
"p": 0.07322162389755249,
"m": 0.9944049119949341
},
{
"p": 0.09567629545927048,
"m": 1.0
},
{
"p": 0.08382206410169601,
"m": 1.0
},
{
"p": 0.05625756457448006,
"m": 1.0
}
]
},
{
"epoch": 51,
"train_loss": 1.6147856712341309,
"val_loss": 0.9437853097915649,
"acc": 65.84,
"time": 322.3265207980003,
"param": [
{
"p": 0.06997691839933395,
"m": 1.0
},
{
"p": 0.042230941355228424,
"m": 1.0
},
{
"p": 0.07028261572122574,
"m": 1.0
},
{
"p": 0.08512195944786072,
"m": 0.9988560080528259
},
{
"p": 0.08437320590019226,
"m": 0.23631107807159424
},
{
"p": 0.06751592457294464,
"m": 1.0
},
{
"p": 0.08120260387659073,
"m": 0.8460889458656311
},
{
"p": 0.05313977971673012,
"m": 0.9612732529640198
},
{
"p": 0.0567752905189991,
"m": 0.9724714756011963
},
{
"p": 0.07720623165369034,
"m": 0.997039794921875
},
{
"p": 0.06346346437931061,
"m": 1.0
},
{
"p": 0.0875868946313858,
"m": 1.0
},
{
"p": 0.08627709746360779,
"m": 1.0
},
{
"p": 0.07484715431928635,
"m": 1.0
}
]
},
{
"epoch": 52,
"train_loss": 1.3724114894866943,
"val_loss": 0.9057618379592896,
"acc": 65.32,
"time": 194.57794543000637,
"param": [
{
"p": 0.08118163049221039,
"m": 1.0
},
{
"p": 0.06559693813323975,
"m": 1.0
},
{
"p": 0.07960541546344757,
"m": 1.0
},
{
"p": 0.05061709135770798,
"m": 1.0
},
{
"p": 0.07571297138929367,
"m": 0.20218807458877563
},
{
"p": 0.062362708151340485,
"m": 0.9916288256645203
},
{
"p": 0.06817102432250977,
"m": 0.9695427417755127
},
{
"p": 0.08170083910226822,
"m": 1.0
},
{
"p": 0.08957148343324661,
"m": 1.0
},
{
"p": 0.07693904638290405,
"m": 0.9862403273582458
},
{
"p": 0.07690928876399994,
"m": 1.0
},
{
"p": 0.06846459954977036,
"m": 1.0
},
{
"p": 0.07692095637321472,
"m": 1.0
},
{
"p": 0.04624597728252411,
"m": 1.0
}
]
},
{
"epoch": 53,
"train_loss": 1.241180419921875,
"val_loss": 1.0820882320404053,
"acc": 66.23,
"time": 177.03135636699153,
"param": [
{
"p": 0.06625600159168243,
"m": 1.0
},
{
"p": 0.05604184791445732,
"m": 1.0
},
{
"p": 0.0895242840051651,
"m": 1.0
},
{
"p": 0.05208366736769676,
"m": 0.9730564951896667
},
{
"p": 0.07913235574960709,
"m": 0.0849718376994133
},
{
"p": 0.02943873591721058,
"m": 0.9922766089439392
},
{
"p": 0.05649404600262642,
"m": 0.9756875038146973
},
{
"p": 0.08608712255954742,
"m": 0.9707173109054565
},
{
"p": 0.06720827519893646,
"m": 0.9702362418174744
},
{
"p": 0.08463423699140549,
"m": 0.9835047125816345
},
{
"p": 0.06382845342159271,
"m": 1.0
},
{
"p": 0.11496172100305557,
"m": 1.0
},
{
"p": 0.0871027484536171,
"m": 1.0
},
{
"p": 0.0672064796090126,
"m": 1.0
}
]
},
{
"epoch": 54,
"train_loss": 1.1533503532409668,
"val_loss": 1.0904582738876343,
"acc": 64.66,
"time": 167.09820691801724,
"param": [
{
"p": 0.10233183950185776,
"m": 1.0
},
{
"p": 0.07550542801618576,
"m": 1.0
},
{
"p": 0.0750461220741272,
"m": 1.0
},
{
"p": 0.07022784650325775,
"m": 1.0
},
{
"p": 0.07226911187171936,
"m": 0.22531302273273468
},
{
"p": 0.050496190786361694,
"m": 1.0
},
{
"p": 0.06379303336143494,
"m": 0.9305402636528015
},
{
"p": 0.07646665722131729,
"m": 0.9213059544563293
},
{
"p": 0.07811786979436874,
"m": 0.9616482853889465
},
{
"p": 0.07804597914218903,
"m": 0.9582532644271851
},
{
"p": 0.0678047314286232,
"m": 0.956831157207489
},
{
"p": 0.07401254028081894,
"m": 1.0
},
{
"p": 0.05895448848605156,
"m": 1.0
},
{
"p": 0.05692824721336365,
"m": 1.0
}
]
},
{
"epoch": 55,
"train_loss": 1.2289273738861084,
"val_loss": 0.8956835269927979,
"acc": 65.04,
"time": 179.01319373300066,
"param": [
{
"p": 0.08140513300895691,
"m": 1.0
},
{
"p": 0.07898490875959396,
"m": 1.0
},
{
"p": 0.08768042176961899,
"m": 1.0
},
{
"p": 0.040033236145973206,
"m": 0.9273402690887451
},
{
"p": 0.06445790827274323,
"m": 0.22386914491653442
},
{
"p": 0.06830577552318573,
"m": 0.9075150489807129
},
{
"p": 0.06701318919658661,
"m": 0.8555715084075928
},
{
"p": 0.06903990358114243,
"m": 0.946944534778595
},
{
"p": 0.08274048566818237,
"m": 1.0
},
{
"p": 0.07635041326284409,
"m": 0.9542829394340515
},
{
"p": 0.08543884009122849,
"m": 1.0
},
{
"p": 0.08084265142679214,
"m": 1.0
},
{
"p": 0.06817395985126495,
"m": 1.0
},
{
"p": 0.04953332245349884,
"m": 1.0
}
]
},
{
"epoch": 56,
"train_loss": 1.1287256479263306,
"val_loss": 0.9546442627906799,
"acc": 66.64,
"time": 187.72591955499956,
"param": [
{
"p": 0.0849539041519165,
"m": 1.0
},
{
"p": 0.048556093126535416,
"m": 1.0
},
{
"p": 0.09701365232467651,
"m": 1.0
},
{
"p": 0.060545094311237335,
"m": 0.9200391173362732
},
{
"p": 0.07127679884433746,
"m": 0.24558739364147186
},
{
"p": 0.040126070380210876,
"m": 0.897986650466919
},
{
"p": 0.0759371742606163,
"m": 0.7768805623054504
},
{
"p": 0.07068369537591934,
"m": 1.0
},
{
"p": 0.07923860102891922,
"m": 1.0
},
{
"p": 0.08227748423814774,
"m": 0.9169967770576477
},
{
"p": 0.06172412261366844,
"m": 1.0
},
{
"p": 0.08066626638174057,
"m": 1.0
},
{
"p": 0.08308485150337219,
"m": 1.0
},
{
"p": 0.06391627341508865,
"m": 1.0
}
]
},
{
"epoch": 57,
"train_loss": 1.1527206897735596,
"val_loss": 1.0272893905639648,
"acc": 65.93,
"time": 184.96754622700973,
"param": [
{
"p": 0.09559263288974762,
"m": 1.0
},
{
"p": 0.042614344507455826,
"m": 1.0
},
{
"p": 0.08222464472055435,
"m": 1.0
},
{
"p": 0.04683230072259903,
"m": 0.9746503829956055
},
{
"p": 0.07289156317710876,
"m": 0.17373867332935333
},
{
"p": 0.056241218000650406,
"m": 0.7722370624542236
},
{
"p": 0.07337986677885056,
"m": 0.9321094155311584
},
{
"p": 0.06588134169578552,
"m": 0.9416855573654175
},
{
"p": 0.07901447266340256,
"m": 0.9981894493103027
},
{
"p": 0.08571688085794449,
"m": 0.9402797222137451
},
{
"p": 0.07370931655168533,
"m": 1.0
},
{
"p": 0.06622541695833206,
"m": 1.0
},
{
"p": 0.08408071100711823,
"m": 1.0
},
{
"p": 0.07559523731470108,
"m": 1.0
}
]
},
{
"epoch": 58,
"train_loss": 1.3373432159423828,
"val_loss": 0.9003973603248596,
"acc": 66.47,
"time": 161.33306447102223,
"param": [
{
"p": 0.06122782081365585,
"m": 1.0
},
{
"p": 0.05044448748230934,
"m": 1.0
},
{
"p": 0.09935369342565536,
"m": 1.0
},
{
"p": 0.062343403697013855,
"m": 0.9913337230682373
},
{
"p": 0.06684869527816772,
"m": 0.08023963123559952
},
{
"p": 0.06865383684635162,
"m": 0.8233904838562012
},
{
"p": 0.07893083989620209,
"m": 0.9467853307723999
},
{
"p": 0.07480385154485703,
"m": 0.972950279712677
},
{
"p": 0.0894528478384018,
"m": 0.9921485185623169
},
{
"p": 0.065849669277668,
"m": 1.0
},
{
"p": 0.08281244337558746,
"m": 0.9999487400054932
},
{
"p": 0.08180083334445953,
"m": 1.0
},
{
"p": 0.07247677445411682,
"m": 1.0
},
{
"p": 0.04500081017613411,
"m": 1.0
}
]
},
{
"epoch": 59,
"train_loss": 1.4413901567459106,
"val_loss": 0.9365487098693848,
"acc": 67.0,
"time": 174.16890246400726,
"param": [
{
"p": 0.07012610882520676,
"m": 1.0
},
{
"p": 0.052334245294332504,
"m": 1.0
},
{
"p": 0.07791505008935928,
"m": 1.0
},
{
"p": 0.05131659284234047,
"m": 0.93100905418396
},
{
"p": 0.07361140847206116,
"m": 0.0024133145343512297
},
{
"p": 0.07292909175157547,
"m": 0.8133940696716309
},
{
"p": 0.06900645047426224,
"m": 0.9291619062423706
},
{
"p": 0.05045727267861366,
"m": 0.9986154437065125
},
{
"p": 0.09062514454126358,
"m": 0.9700583219528198
},
{
"p": 0.09158172458410263,
"m": 1.0
},
{
"p": 0.06917974352836609,
"m": 0.9706020951271057
},
{
"p": 0.09156224876642227,
"m": 1.0
},
{
"p": 0.0758751928806305,
"m": 1.0
},
{
"p": 0.06347975134849548,
"m": 1.0
}
]
},
{
"epoch": 60,
"train_loss": 1.1491777896881104,
"val_loss": 1.005855917930603,
"acc": 66.65,
"time": 162.15530856698751,
"param": [
{
"p": 0.07640285044908524,
"m": 1.0
},
{
"p": 0.043090857565402985,
"m": 1.0
},
{
"p": 0.0749044194817543,
"m": 1.0
},
{
"p": 0.05438952147960663,
"m": 0.9504516124725342
},
{
"p": 0.07488183677196503,
"m": 0.05963999405503273
},
{
"p": 0.08389728516340256,
"m": 0.9373719096183777
},
{
"p": 0.08059307932853699,
"m": 0.8466044664382935
},
{
"p": 0.0745677500963211,
"m": 1.0
},
{
"p": 0.08646561950445175,
"m": 0.9814227819442749
},
{
"p": 0.053001388907432556,
"m": 0.9620697498321533
},
{
"p": 0.053162071853876114,
"m": 0.9786178469657898
},
{
"p": 0.09064997732639313,
"m": 1.0
},
{
"p": 0.08288658410310745,
"m": 1.0
},
{
"p": 0.07110675424337387,
"m": 1.0
}
]
},
{
"epoch": 61,
"train_loss": 1.1533631086349487,
"val_loss": 0.9538899064064026,
"acc": 66.8,
"time": 179.96371465199627,
"param": [
{
"p": 0.09154538065195084,
"m": 1.0
},
{
"p": 0.03923114761710167,
"m": 1.0
},
{
"p": 0.08427537232637405,
"m": 1.0
},
{
"p": 0.06603110581636429,
"m": 0.9658634662628174
},
{
"p": 0.0890979990363121,
"m": 0.24562616646289825
},
{
"p": 0.04383615776896477,
"m": 0.9676008820533752
},
{
"p": 0.07284160703420639,
"m": 0.9044772386550903
},
{
"p": 0.07757177948951721,
"m": 0.998765766620636
},
{
"p": 0.0867399349808693,
"m": 1.0
},
{
"p": 0.06044425442814827,
"m": 0.9792098999023438
},
{
"p": 0.06724666059017181,
"m": 0.9981604814529419
},
{
"p": 0.07940693944692612,
"m": 1.0
},
{
"p": 0.07115871459245682,
"m": 1.0
},
{
"p": 0.07057290524244308,
"m": 1.0
}
]
},
{
"epoch": 62,
"train_loss": 1.3514565229415894,
"val_loss": 0.960011899471283,
"acc": 67.23,
"time": 178.8753944300115,
"param": [
{
"p": 0.08845306187868118,
"m": 1.0
},
{
"p": 0.04775942862033844,
"m": 1.0
},
{
"p": 0.068811796605587,
"m": 1.0
},
{
"p": 0.06336389482021332,
"m": 1.0
},
{
"p": 0.0728483647108078,
"m": 0.2570430040359497
},
{
"p": 0.050799135118722916,
"m": 0.9453168511390686
},
{
"p": 0.08122444897890091,
"m": 1.0
},
{
"p": 0.0746021717786789,
"m": 1.0
},
{
"p": 0.06774519383907318,
"m": 0.991436779499054
},
{
"p": 0.0737881287932396,
"m": 0.9990512728691101
},
{
"p": 0.09289251267910004,
"m": 0.9995574951171875
},
{
"p": 0.08728259056806564,
"m": 1.0
},
{
"p": 0.0827280730009079,
"m": 1.0
},
{
"p": 0.04770111292600632,
"m": 1.0
}
]
},
{
"epoch": 63,
"train_loss": 1.2239818572998047,
"val_loss": 1.0610779523849487,
"acc": 67.49,
"time": 181.58904442799394,
"param": [
{
"p": 0.06443493813276291,
"m": 1.0
},
{
"p": 0.0664985254406929,
"m": 1.0
},
{
"p": 0.09292563796043396,
"m": 1.0
},
{
"p": 0.04776677489280701,
"m": 0.982539176940918
},
{
"p": 0.08017607033252716,
"m": 0.2464696615934372
},
{
"p": 0.049809329211711884,
"m": 0.9103899598121643
},
{
"p": 0.07908803224563599,
"m": 0.9399515390396118
},
{
"p": 0.07757339626550674,
"m": 0.9890920519828796
},
{
"p": 0.06751485913991928,
"m": 1.0
},
{
"p": 0.0708833709359169,
"m": 0.9953420162200928
},
{
"p": 0.08736561983823776,
"m": 0.9895122051239014
},
{
"p": 0.08867350965738297,
"m": 1.0
},
{
"p": 0.08162286132574081,
"m": 1.0
},
{
"p": 0.04566715657711029,
"m": 1.0
}
]
},
{
"epoch": 64,
"train_loss": 1.3319408893585205,
"val_loss": 0.8476784229278564,
"acc": 67.85,
"time": 177.17038943601074,
"param": [
{
"p": 0.07701095938682556,
"m": 1.0
},
{
"p": 0.06402050703763962,
"m": 1.0
},
{
"p": 0.08865822851657867,
"m": 1.0
},
{
"p": 0.07310326397418976,
"m": 0.9083946347236633
},
{
"p": 0.0617210678756237,
"m": 0.2102716565132141
},
{
"p": 0.04990271478891373,
"m": 0.8728318810462952
},
{
"p": 0.08440227061510086,
"m": 0.9253078103065491
},
{
"p": 0.06123482435941696,
"m": 0.9477903842926025
},
{
"p": 0.07906753569841385,
"m": 0.9994567632675171
},
{
"p": 0.06154860556125641,
"m": 0.9777039885520935
},
{
"p": 0.058106619864702225,
"m": 0.9847658276557922
},
{
"p": 0.07571442425251007,
"m": 1.0
},
{
"p": 0.09044238924980164,
"m": 1.0
},
{
"p": 0.07506655901670456,
"m": 1.0
}
]
},
{
"epoch": 65,
"train_loss": 1.2968744039535522,
"val_loss": 0.8542525172233582,
"acc": 68.02,
"time": 171.3184880320041,
"param": [
{
"p": 0.07225997745990753,
"m": 1.0
},
{
"p": 0.06547638773918152,
"m": 1.0
},
{
"p": 0.06786289066076279,
"m": 1.0
},
{
"p": 0.059255972504615784,
"m": 0.8717517256736755
},
{
"p": 0.06851954758167267,
"m": 0.12934957444667816
},
{
"p": 0.08381476998329163,
"m": 0.8805204629898071
},
{
"p": 0.05645269528031349,
"m": 0.8992700576782227
},
{
"p": 0.07913248240947723,
"m": 0.9781696796417236
},
{
"p": 0.07069442421197891,
"m": 1.0
},
{
"p": 0.06539884954690933,
"m": 0.9479992985725403
},
{
"p": 0.09277992695569992,
"m": 1.0
},
{
"p": 0.08709026128053665,
"m": 1.0
},
{
"p": 0.07272066920995712,
"m": 1.0
},
{
"p": 0.05854106694459915,
"m": 1.0
}
]
},
{
"epoch": 66,
"train_loss": 1.0942497253417969,
"val_loss": 0.8941609263420105,
"acc": 67.2,
"time": 175.18027467301,
"param": [
{
"p": 0.08111639320850372,
"m": 1.0
},
{
"p": 0.06222839280962944,
"m": 1.0
},
{
"p": 0.07345644384622574,
"m": 1.0
},
{
"p": 0.06423700600862503,
"m": 0.8686997294425964
},
{
"p": 0.06372524052858353,
"m": 0.2383805215358734
},
{
"p": 0.06960117816925049,
"m": 0.8764183521270752
},
{
"p": 0.06347023695707321,
"m": 0.8906587958335876
},
{
"p": 0.057274769991636276,
"m": 0.9993570446968079
},
{
"p": 0.07541684061288834,
"m": 1.0
},
{
"p": 0.08925876766443253,
"m": 0.9831057786941528
},
{
"p": 0.08287934213876724,
"m": 0.998727560043335
},
{
"p": 0.09452874213457108,
"m": 1.0
},
{
"p": 0.06807886064052582,
"m": 1.0
},
{
"p": 0.05472777038812637,
"m": 1.0
}
]
},
{
"epoch": 67,
"train_loss": 1.171988606452942,
"val_loss": 0.9918627142906189,
"acc": 67.52,
"time": 163.8840478209895,
"param": [
{
"p": 0.06456322222948074,
"m": 1.0
},
{
"p": 0.045238837599754333,
"m": 1.0
},
{
"p": 0.055041104555130005,
"m": 1.0
},
{
"p": 0.07911030203104019,
"m": 0.8640457391738892
},
{
"p": 0.08254961669445038,
"m": 0.20769783854484558
},
{
"p": 0.06921036541461945,
"m": 0.9155551791191101
},
{
"p": 0.05750773847103119,
"m": 0.7142791152000427
},
{
"p": 0.08974701166152954,
"m": 0.8701928853988647
},
{
"p": 0.05235913395881653,
"m": 0.9435364007949829
},
{
"p": 0.08918219804763794,
"m": 0.9399515986442566
},
{
"p": 0.06821338832378387,
"m": 0.9513251781463623
},
{
"p": 0.0833081528544426,
"m": 1.0
},
{
"p": 0.09314536303281784,
"m": 1.0
},
{
"p": 0.07082349061965942,
"m": 1.0
}
]
},
{
"epoch": 68,
"train_loss": 1.1417582035064697,
"val_loss": 0.9245907664299011,
"acc": 67.52,
"time": 179.81210397198447,
"param": [
{
"p": 0.0716639906167984,
"m": 1.0
},
{
"p": 0.060063425451517105,
"m": 1.0
},
{
"p": 0.07936388999223709,
"m": 1.0
},
{
"p": 0.06806953251361847,
"m": 1.0
},
{
"p": 0.06856287270784378,
"m": 0.25713619589805603
},
{
"p": 0.05883689224720001,
"m": 0.9717921018600464
},
{
"p": 0.06483824551105499,
"m": 0.5944755673408508
},
{
"p": 0.0783209577202797,
"m": 0.9107305407524109
},
{
"p": 0.08402341604232788,
"m": 1.0
},
{
"p": 0.07017090171575546,
"m": 0.9414623975753784
},
{
"p": 0.08139412850141525,
"m": 1.0
},
{
"p": 0.07556562125682831,
"m": 1.0
},
{
"p": 0.08280006796121597,
"m": 1.0
},
{
"p": 0.056326091289520264,
"m": 1.0
}
]
},
{
"epoch": 69,
"train_loss": 1.2817150354385376,
"val_loss": 0.9072602391242981,
"acc": 68.5,
"time": 182.45273331500357,
"param": [
{
"p": 0.09222415834665298,
"m": 1.0
},
{
"p": 0.047985564917325974,
"m": 1.0
},
{
"p": 0.07854284346103668,
"m": 1.0
},
{
"p": 0.06478339433670044,
"m": 0.9241036772727966
},
{
"p": 0.06171274557709694,
"m": 0.29122960567474365
},
{
"p": 0.0683140754699707,
"m": 1.0
},
{
"p": 0.07462522387504578,
"m": 0.6890377998352051
},
{
"p": 0.05250968784093857,
"m": 0.9538643956184387
},
{
"p": 0.08610529452562332,
"m": 1.0
},
{
"p": 0.08578255772590637,
"m": 0.9730214476585388
},
{
"p": 0.0635421946644783,
"m": 1.0
},
{
"p": 0.08600601553916931,
"m": 1.0
},
{
"p": 0.08581123501062393,
"m": 1.0
},
{
"p": 0.05205509439110756,
"m": 1.0
}
]
},
{
"epoch": 70,
"train_loss": 1.2017841339111328,
"val_loss": 0.885412335395813,
"acc": 66.28,
"time": 174.93059387800167,
"param": [
{
"p": 0.07470837235450745,
"m": 1.0
},
{
"p": 0.06430166214704514,
"m": 1.0
},
{
"p": 0.06231262534856796,
"m": 1.0
},
{
"p": 0.07044755667448044,
"m": 0.983773946762085
},
{
"p": 0.0767044797539711,
"m": 0.2986627519130707
},
{
"p": 0.05439326912164688,
"m": 0.9935318231582642
},
{
"p": 0.08588829636573792,
"m": 0.7179268002510071
},
{
"p": 0.06636378169059753,
"m": 0.993635356426239
},
{
"p": 0.08678100258111954,
"m": 1.0
},
{
"p": 0.07345158606767654,
"m": 0.98158860206604
},
{
"p": 0.07823678106069565,
"m": 0.9981265068054199
},
{
"p": 0.06935220956802368,
"m": 1.0
},
{
"p": 0.0677926242351532,
"m": 1.0
},
{
"p": 0.06926574558019638,
"m": 1.0
}
]
},
{
"epoch": 71,
"train_loss": 1.2360146045684814,
"val_loss": 0.9129739999771118,
"acc": 68.16,
"time": 169.617471147998,
"param": [
{
"p": 0.08341294527053833,
"m": 1.0
},
{
"p": 0.05251334235072136,
"m": 1.0
},
{
"p": 0.06971032917499542,
"m": 1.0
},
{
"p": 0.04682568460702896,
"m": 0.8860907554626465
},
{
"p": 0.057159993797540665,
"m": 0.347850501537323
},
{
"p": 0.07408527284860611,
"m": 0.9579373002052307
},
{
"p": 0.07959765940904617,
"m": 0.8870145678520203
},
{
"p": 0.05415009707212448,
"m": 0.9057144522666931
},
{
"p": 0.07970709353685379,
"m": 1.0
},
{
"p": 0.07456157356500626,
"m": 1.0
},
{
"p": 0.07742945104837418,
"m": 1.0
},
{
"p": 0.09590078145265579,
"m": 1.0
},
{
"p": 0.08099257200956345,
"m": 1.0
},
{
"p": 0.0739533007144928,
"m": 1.0
}
]
},
{
"epoch": 72,
"train_loss": 1.1934505701065063,
"val_loss": 0.916506826877594,
"acc": 69.41,
"time": 174.64042686999892,
"param": [
{
"p": 0.06255868822336197,
"m": 1.0
},
{
"p": 0.0767274871468544,
"m": 1.0
},
{
"p": 0.0684550553560257,
"m": 1.0
},
{
"p": 0.057093631476163864,
"m": 0.8440223336219788
},
{
"p": 0.08448957651853561,
"m": 0.28624850511550903
},
{
"p": 0.07635793089866638,
"m": 0.9359300136566162
},
{
"p": 0.07807819545269012,
"m": 0.9951314926147461
},
{
"p": 0.07225842028856277,
"m": 1.0
},
{
"p": 0.060523636639118195,
"m": 0.9457153081893921
},
{
"p": 0.07843224704265594,
"m": 0.9505257606506348
},
{
"p": 0.085476353764534,
"m": 1.0
},
{
"p": 0.06092269346117973,
"m": 1.0
},
{
"p": 0.07545506209135056,
"m": 1.0
},
{
"p": 0.06317099928855896,
"m": 1.0
}
]
},
{
"epoch": 73,
"train_loss": 1.0943440198898315,
"val_loss": 0.9320943355560303,
"acc": 68.44,
"time": 178.6106504329946,
"param": [
{
"p": 0.07928644120693207,
"m": 1.0
},
{
"p": 0.06641489267349243,
"m": 1.0
},
{
"p": 0.07563159614801407,
"m": 1.0
},
{
"p": 0.05996109917759895,
"m": 0.8332427740097046
},
{
"p": 0.08018456399440765,
"m": 0.3474906384944916
},
{
"p": 0.04426446929574013,
"m": 1.0
},
{
"p": 0.05344480648636818,
"m": 0.998193621635437
},
{
"p": 0.0855937972664833,
"m": 0.9738282561302185
},
{
"p": 0.08115331083536148,
"m": 1.0
},
{
"p": 0.0667380839586258,
"m": 0.97611004114151
},
{
"p": 0.06270290911197662,
"m": 1.0
},
{
"p": 0.09987855702638626,
"m": 1.0
},
{
"p": 0.06818486750125885,
"m": 1.0
},
{
"p": 0.0765606164932251,
"m": 1.0
}
]
},
{
"epoch": 74,
"train_loss": 1.0924628973007202,
"val_loss": 1.0269525051116943,
"acc": 68.86,
"time": 179.77168076002272,
"param": [
{
"p": 0.08490148931741714,
"m": 1.0
},
{
"p": 0.056840766221284866,
"m": 1.0
},
{
"p": 0.05967749282717705,
"m": 1.0
},
{
"p": 0.07101071625947952,
"m": 0.8615843057632446
},
{
"p": 0.057489681988954544,
"m": 0.3854495882987976
},
{
"p": 0.06106055900454521,
"m": 0.9886620044708252
},
{
"p": 0.0632409155368805,
"m": 0.990476131439209
},
{
"p": 0.05443409085273743,
"m": 1.0
},
{
"p": 0.0892106294631958,
"m": 1.0
},
{
"p": 0.08641254901885986,
"m": 0.9632455110549927
},
{
"p": 0.07314255833625793,
"m": 1.0
},
{
"p": 0.07883485406637192,
"m": 1.0
},
{
"p": 0.09745101630687714,
"m": 1.0
},
{
"p": 0.06629273295402527,
"m": 1.0
}
]
},
{
"epoch": 75,
"train_loss": 1.2456037998199463,
"val_loss": 0.866948664188385,
"acc": 67.22,
"time": 177.84614494998823,
"param": [
{
"p": 0.07544247061014175,
"m": 1.0
},
{
"p": 0.04062064737081528,
"m": 1.0
},
{
"p": 0.07131043821573257,
"m": 1.0
},
{
"p": 0.07212988287210464,
"m": 0.8003438115119934
},
{
"p": 0.061340756714344025,
"m": 0.43198999762535095
},
{
"p": 0.04909120872616768,
"m": 0.958842396736145
},
{
"p": 0.07195675373077393,
"m": 0.9254692196846008
},
{
"p": 0.060431696474552155,
"m": 0.9939773678779602
},
{
"p": 0.0951165184378624,
"m": 1.0
},
{
"p": 0.07753399759531021,
"m": 0.9900789856910706
},
{
"p": 0.07778790593147278,
"m": 1.0
},
{
"p": 0.09294921904802322,
"m": 1.0
},
{
"p": 0.0767805352807045,
"m": 1.0
},
{
"p": 0.07750799506902695,
"m": 1.0
}
]
},
{
"epoch": 76,
"train_loss": 1.4143301248550415,
"val_loss": 0.9218968152999878,
"acc": 66.84,
"time": 182.6389662589936,
"param": [
{
"p": 0.07862146943807602,
"m": 1.0
},
{
"p": 0.0643841028213501,
"m": 1.0
},
{
"p": 0.08542060106992722,
"m": 1.0
},
{
"p": 0.06834843754768372,
"m": 0.8503658175468445
},
{
"p": 0.055477023124694824,
"m": 0.5011816024780273
},
{
"p": 0.08471520990133286,
"m": 0.9931012392044067
},
{
"p": 0.06405449658632278,
"m": 0.972029447555542
},
{
"p": 0.06576034426689148,
"m": 0.969170331954956
},
{
"p": 0.06696639955043793,
"m": 1.0
},
{
"p": 0.0672479122877121,
"m": 0.9958071708679199
},
{
"p": 0.08278561383485794,
"m": 1.0
},
{
"p": 0.08814941346645355,
"m": 1.0
},
{
"p": 0.07718054205179214,
"m": 1.0
},
{
"p": 0.050888482481241226,
"m": 1.0
}
]
},
{
"epoch": 77,
"train_loss": 1.2389533519744873,
"val_loss": 1.0790446996688843,
"acc": 68.35,
"time": 180.4274603399972,
"param": [
{
"p": 0.06861032545566559,
"m": 1.0
},
{
"p": 0.04104287549853325,
"m": 1.0
},
{
"p": 0.09749038517475128,
"m": 1.0
},
{
"p": 0.06597345322370529,
"m": 0.9041234254837036
},
{
"p": 0.057073939591646194,
"m": 0.5439615845680237
},
{
"p": 0.07681743055582047,
"m": 0.898803174495697
},
{
"p": 0.07904641330242157,
"m": 1.0
},
{
"p": 0.08330060541629791,
"m": 0.8849273324012756
},
{
"p": 0.07397596538066864,
"m": 1.0
},
{
"p": 0.07769402861595154,
"m": 0.9573172330856323
},
{
"p": 0.05971173569560051,
"m": 0.9987477660179138
},
{
"p": 0.06686309725046158,
"m": 1.0
},
{
"p": 0.08142142742872238,
"m": 1.0
},
{
"p": 0.07097837328910828,
"m": 1.0
}
]
},
{
"epoch": 78,
"train_loss": 1.1551584005355835,
"val_loss": 1.0392560958862305,
"acc": 68.39,
"time": 179.62126018997515,
"param": [
{
"p": 0.08179953694343567,
"m": 1.0
},
{
"p": 0.08205806463956833,
"m": 1.0
},
{
"p": 0.07153154164552689,
"m": 1.0
},
{
"p": 0.05255552753806114,
"m": 0.7614859938621521
},
{
"p": 0.06495122611522675,
"m": 0.5829347968101501
},
{
"p": 0.08423611521720886,
"m": 0.9623371958732605
},
{
"p": 0.07007305324077606,
"m": 1.0
},
{
"p": 0.06215275824069977,
"m": 0.9070428013801575
},
{
"p": 0.06481179594993591,
"m": 1.0
},
{
"p": 0.06418368220329285,
"m": 0.985018789768219
},
{
"p": 0.09396882355213165,
"m": 1.0
},
{
"p": 0.07192977517843246,
"m": 1.0
},
{
"p": 0.07195088267326355,
"m": 1.0
},
{
"p": 0.06379732489585876,
"m": 1.0
}
]
},
{
"epoch": 79,
"train_loss": 1.1380600929260254,
"val_loss": 0.9127915501594543,
"acc": 67.54,
"time": 172.32087782400777,
"param": [
{
"p": 0.07784000784158707,
"m": 1.0
},
{
"p": 0.04966994747519493,
"m": 1.0
},
{
"p": 0.0925799161195755,
"m": 1.0
},
{
"p": 0.07433106750249863,
"m": 0.7361412048339844
},
{
"p": 0.06514131277799606,
"m": 0.6291903257369995
},
{
"p": 0.07807494699954987,
"m": 1.0
},
{
"p": 0.06338970363140106,
"m": 0.9948357939720154
},
{
"p": 0.0838230550289154,
"m": 0.9875649809837341
},
{
"p": 0.05271236598491669,
"m": 1.0
},
{
"p": 0.06496579200029373,
"m": 1.0
},
{
"p": 0.09632360935211182,
"m": 1.0
},
{
"p": 0.06581320613622665,
"m": 1.0
},
{
"p": 0.06976085901260376,
"m": 1.0
},
{
"p": 0.06557423621416092,
"m": 1.0
}
]
},
{
"epoch": 80,
"train_loss": 1.188712239265442,
"val_loss": 0.7385841608047485,
"acc": 67.81,
"time": 176.79956804899848,
"param": [
{
"p": 0.08379580825567245,
"m": 1.0
},
{
"p": 0.07740339636802673,
"m": 1.0
},
{
"p": 0.05129844322800636,
"m": 1.0
},
{
"p": 0.06527213752269745,
"m": 0.7512345910072327
},
{
"p": 0.03652677312493324,
"m": 0.5311318039894104
},
{
"p": 0.07761538773775101,
"m": 0.9815943837165833
},
{
"p": 0.054624032229185104,
"m": 0.9797658324241638
},
{
"p": 0.07094135135412216,
"m": 0.9592287540435791
},
{
"p": 0.06296398490667343,
"m": 1.0
},
{
"p": 0.06234319880604744,
"m": 1.0
},
{
"p": 0.07667922973632812,
"m": 1.0
},
{
"p": 0.09009992331266403,
"m": 1.0
},
{
"p": 0.09651320427656174,
"m": 1.0
},
{
"p": 0.09392313659191132,
"m": 1.0
}
]
},
{
"epoch": 81,
"train_loss": 1.0962371826171875,
"val_loss": 0.9296852946281433,
"acc": 68.38,
"time": 174.1666034370137,
"param": [
{
"p": 0.09249503910541534,
"m": 1.0
},
{
"p": 0.06264829635620117,
"m": 1.0
},
{
"p": 0.09213636070489883,
"m": 1.0
},
{
"p": 0.05028163269162178,
"m": 0.9343141317367554
},
{
"p": 0.06780695915222168,
"m": 0.4919743239879608
},
{
"p": 0.043455518782138824,
"m": 0.970079779624939
},
{
"p": 0.07145344465970993,
"m": 0.9644243121147156
},
{
"p": 0.08053142577409744,
"m": 0.9938839077949524
},
{
"p": 0.06121368706226349,
"m": 0.9851462841033936
},
{
"p": 0.0855221301317215,
"m": 0.9330488443374634
},
{
"p": 0.07031779736280441,
"m": 0.9909701943397522
},
{
"p": 0.08711176365613937,
"m": 1.0
},
{
"p": 0.0666838139295578,
"m": 1.0
},
{
"p": 0.06834222376346588,
"m": 1.0
}
]
},
{
"epoch": 82,
"train_loss": 1.1034189462661743,
"val_loss": 0.9407840967178345,
"acc": 68.35,
"time": 167.71736675000284,
"param": [
{
"p": 0.10177157074213028,
"m": 1.0
},
{
"p": 0.0278400257229805,
"m": 1.0
},
{
"p": 0.10043485462665558,
"m": 1.0
},
{
"p": 0.08078020811080933,
"m": 0.9308323860168457
},
{
"p": 0.05594590678811073,
"m": 0.5913508534431458
},
{
"p": 0.04282981529831886,
"m": 0.9911189079284668
},
{
"p": 0.07786370068788528,
"m": 1.0
},
{
"p": 0.03422408923506737,
"m": 1.0
},
{
"p": 0.07078135013580322,
"m": 1.0
},
{
"p": 0.09365574270486832,
"m": 0.9816322922706604
},
{
"p": 0.06773106008768082,
"m": 1.0
},
{
"p": 0.08902483433485031,
"m": 1.0
},
{
"p": 0.10043992102146149,
"m": 1.0
},
{
"p": 0.056676898151636124,
"m": 1.0
}
]
},
{
"epoch": 83,
"train_loss": 1.169396996498108,
"val_loss": 0.839769721031189,
"acc": 69.83,
"time": 183.772782051994,
"param": [
{
"p": 0.08366254717111588,
"m": 1.0
},
{
"p": 0.07770605385303497,
"m": 1.0
},
{
"p": 0.07303361594676971,
"m": 1.0
},
{
"p": 0.05595056712627411,
"m": 0.9029684066772461
},
{
"p": 0.05417219549417496,
"m": 0.529246985912323
},
{
"p": 0.06839348375797272,
"m": 0.9720005393028259
},
{
"p": 0.06467755883932114,
"m": 1.0
},
{
"p": 0.07246364653110504,
"m": 0.9979540109634399
},
{
"p": 0.07211381196975708,
"m": 0.9792255759239197
},
{
"p": 0.06337404251098633,
"m": 0.9637137651443481
},
{
"p": 0.07675599306821823,
"m": 1.0
},
{
"p": 0.07603244483470917,
"m": 1.0
},
{
"p": 0.08372354507446289,
"m": 1.0
},
{
"p": 0.07794051617383957,
"m": 1.0
}
]
},
{
"epoch": 84,
"train_loss": 1.1768049001693726,
"val_loss": 0.9290742874145508,
"acc": 68.85,
"time": 175.87141733700992,
"param": [
{
"p": 0.08140874654054642,
"m": 1.0
},
{
"p": 0.046751998364925385,
"m": 1.0
},
{
"p": 0.06735679507255554,
"m": 1.0
},
{
"p": 0.058303143829107285,
"m": 0.999372661113739
},
{
"p": 0.05749077722430229,
"m": 0.5451003909111023
},
{
"p": 0.07747792452573776,
"m": 1.0
},
{
"p": 0.07004712522029877,
"m": 0.9097471833229065
},
{
"p": 0.04705435037612915,
"m": 0.9913375973701477
},
{
"p": 0.09192182123661041,
"m": 1.0
},
{
"p": 0.08150751888751984,
"m": 0.9885055422782898
},
{
"p": 0.08215397596359253,
"m": 1.0
},
{
"p": 0.09367669373750687,
"m": 1.0
},
{
"p": 0.08267615735530853,
"m": 1.0
},
{
"p": 0.062172915786504745,
"m": 1.0
}
]
},
{
"epoch": 85,
"train_loss": 1.3370368480682373,
"val_loss": 0.9461848139762878,
"acc": 69.21,
"time": 181.12896729400381,
"param": [
{
"p": 0.07608571648597717,
"m": 1.0
},
{
"p": 0.07112672179937363,
"m": 1.0
},
{
"p": 0.08442520350217819,
"m": 1.0
},
{
"p": 0.07104668766260147,
"m": 0.938831627368927
},
{
"p": 0.03664630278944969,
"m": 0.6979681849479675
},
{
"p": 0.06695478409528732,
"m": 0.9773030877113342
},
{
"p": 0.073615662753582,
"m": 0.9805948138237
},
{
"p": 0.08245237916707993,
"m": 0.9990532994270325
},
{
"p": 0.08725257962942123,
"m": 1.0
},
{
"p": 0.04961371421813965,
"m": 0.9427477121353149
},
{
"p": 0.06198954954743385,
"m": 0.9170861840248108
},
{
"p": 0.07519334554672241,
"m": 1.0
},
{
"p": 0.09088698029518127,
"m": 1.0
},
{
"p": 0.07271043956279755,
"m": 1.0
}
]
},
{
"epoch": 86,
"train_loss": 1.236043095588684,
"val_loss": 0.9288946986198425,
"acc": 68.17,
"time": 163.34413649101043,
"param": [
{
"p": 0.08303762972354889,
"m": 1.0
},
{
"p": 0.04872387647628784,
"m": 1.0
},
{
"p": 0.05141865834593773,
"m": 1.0
},
{
"p": 0.04450554400682449,
"m": 0.8289148807525635
},
{
"p": 0.07387103885412216,
"m": 0.6990657448768616
},
{
"p": 0.05722038447856903,
"m": 0.9695516228675842
},
{
"p": 0.06466620415449142,
"m": 0.9742568135261536
},
{
"p": 0.0794883593916893,
"m": 0.9818498492240906
},
{
"p": 0.08032028377056122,
"m": 1.0
},
{
"p": 0.08065276592969894,
"m": 0.8593080043792725
},
{
"p": 0.07180039584636688,
"m": 0.9746314883232117
},
{
"p": 0.08488572388887405,
"m": 1.0
},
{
"p": 0.09244205802679062,
"m": 1.0
},
{
"p": 0.08696721494197845,
"m": 1.0
}
]
},
{
"epoch": 87,
"train_loss": 1.1805731058120728,
"val_loss": 0.9758090376853943,
"acc": 67.75,
"time": 163.6756224290002,
"param": [
{
"p": 0.07647239416837692,
"m": 1.0
},
{
"p": 0.04256392642855644,
"m": 1.0
},
{
"p": 0.08788808435201645,
"m": 1.0
},
{
"p": 0.057844482362270355,
"m": 0.9649637937545776
},
{
"p": 0.07658533751964569,
"m": 0.7363937497138977
},
{
"p": 0.05859538912773132,
"m": 0.9428526759147644
},
{
"p": 0.08652190864086151,
"m": 0.9761351943016052
},
{
"p": 0.07401051372289658,
"m": 0.9338893890380859
},
{
"p": 0.08970648795366287,
"m": 1.0
},
{
"p": 0.0591471865773201,
"m": 0.8899824023246765
},
{
"p": 0.08391540497541428,
"m": 1.0
},
{
"p": 0.08042976260185242,
"m": 1.0
},
{
"p": 0.0703996941447258,
"m": 1.0
},
{
"p": 0.05591931939125061,
"m": 1.0
}
]
},
{
"epoch": 88,
"train_loss": 1.2897967100143433,
"val_loss": 0.953836977481842,
"acc": 70.11,
"time": 170.34976409899537,
"param": [
{
"p": 0.09645594656467438,
"m": 1.0
},
{
"p": 0.021540343761444092,
"m": 1.0
},
{
"p": 0.0961776077747345,
"m": 1.0
},
{
"p": 0.06247364729642868,
"m": 0.9445808529853821
},
{
"p": 0.029369976371526718,
"m": 0.7093501091003418
},
{
"p": 0.08249138295650482,
"m": 0.9829763770103455
},
{
"p": 0.06590887904167175,
"m": 0.9640460014343262
},
{
"p": 0.08997341990470886,
"m": 0.9975387454032898
},
{
"p": 0.07038351893424988,
"m": 1.0
},
{
"p": 0.07315989583730698,
"m": 0.9386646151542664
},
{
"p": 0.09637091308832169,
"m": 1.0
},
{
"p": 0.08666940033435822,
"m": 1.0
},
{
"p": 0.08704666048288345,
"m": 1.0
},
{
"p": 0.04197845607995987,
"m": 1.0
}
]
},
{
"epoch": 89,
"train_loss": 1.1278163194656372,
"val_loss": 1.0213019847869873,
"acc": 68.8,
"time": 162.38526158500463,
"param": [
{
"p": 0.08799837529659271,
"m": 1.0
},
{
"p": 0.0415034219622612,
"m": 1.0
},
{
"p": 0.0696423202753067,
"m": 1.0
},
{
"p": 0.08146633952856064,
"m": 1.0
},
{
"p": 0.0754166692495346,
"m": 0.6840034127235413
},
{
"p": 0.019054727628827095,
"m": 0.95621657371521
},
{
"p": 0.07999720424413681,
"m": 0.9594451189041138
},
{
"p": 0.0642360970377922,
"m": 0.9067122936248779
},
{
"p": 0.07415485382080078,
"m": 0.9987828731536865
},
{
"p": 0.07923829555511475,
"m": 0.9201697707176208
},
{
"p": 0.09283348172903061,
"m": 0.9989462494850159
},
{
"p": 0.0753207728266716,
"m": 1.0
},
{
"p": 0.09430360794067383,
"m": 1.0
},
{
"p": 0.06483390927314758,
"m": 1.0
}
]
},
{
"epoch": 90,
"train_loss": 1.0700867176055908,
"val_loss": 0.8862505555152893,
"acc": 68.6,
"time": 184.57247181798448,
"param": [
{
"p": 0.07741814851760864,
"m": 1.0
},
{
"p": 0.055042020976543427,
"m": 1.0
},
{
"p": 0.0612049400806427,
"m": 1.0
},
{
"p": 0.05169304832816124,
"m": 0.9208568930625916
},
{
"p": 0.07415779680013657,
"m": 0.5741859674453735
},
{
"p": 0.05571233853697777,
"m": 1.0
},
{
"p": 0.07922381907701492,
"m": 0.9738453030586243
},
{
"p": 0.06621033698320389,
"m": 0.9346489310264587
},
{
"p": 0.08018897473812103,
"m": 1.0
},
{
"p": 0.08240095525979996,
"m": 0.9949435591697693
},
{
"p": 0.08186187595129013,
"m": 1.0
},
{
"p": 0.07046815752983093,
"m": 1.0
},
{
"p": 0.09156715124845505,
"m": 1.0
},
{
"p": 0.07285037636756897,
"m": 1.0
}
]
},
{
"epoch": 91,
"train_loss": 1.1802499294281006,
"val_loss": 0.8391379117965698,
"acc": 70.13,
"time": 178.49512613200932,
"param": [
{
"p": 0.0918242484331131,
"m": 1.0
},
{
"p": 0.07078206539154053,
"m": 1.0
},
{
"p": 0.0799756571650505,
"m": 1.0
},
{
"p": 0.09118189662694931,
"m": 0.8746086955070496
},
{
"p": 0.050752148032188416,
"m": 0.6450784206390381
},
{
"p": 0.059274688363075256,
"m": 1.0
},
{
"p": 0.05015559494495392,
"m": 0.9228423833847046
},
{
"p": 0.06479737162590027,
"m": 0.989945113658905
},
{
"p": 0.060225360095500946,
"m": 0.9818010330200195
},
{
"p": 0.05428711697459221,
"m": 0.9787254929542542
},
{
"p": 0.07254021614789963,
"m": 0.972549319267273
},
{
"p": 0.07263778150081635,
"m": 1.0
},
{
"p": 0.10149992257356644,
"m": 1.0
},
{
"p": 0.08006587624549866,
"m": 1.0
}
]
},
{
"epoch": 92,
"train_loss": 1.2004377841949463,
"val_loss": 0.9282165765762329,
"acc": 69.28,
"time": 163.3687189249904,
"param": [
{
"p": 0.09004827588796616,
"m": 1.0
},
{
"p": 0.06090754643082619,
"m": 1.0
},
{
"p": 0.08620831370353699,
"m": 1.0
},
{
"p": 0.03527197614312172,
"m": 0.9553800821304321
},
{
"p": 0.03926846385002136,
"m": 0.7024102210998535
},
{
"p": 0.08478881418704987,
"m": 0.985173761844635
},
{
"p": 0.07066550850868225,
"m": 0.7880683541297913
},
{
"p": 0.049526624381542206,
"m": 0.914141058921814
},
{
"p": 0.09245720505714417,
"m": 0.9833201766014099
},
{
"p": 0.05854811891913414,
"m": 0.9796187877655029
},
{
"p": 0.08230994641780853,
"m": 0.9947139620780945
},
{
"p": 0.08824105560779572,
"m": 1.0
},
{
"p": 0.08943404257297516,
"m": 1.0
},
{
"p": 0.07232405245304108,
"m": 1.0
}
]
},
{
"epoch": 93,
"train_loss": 1.1676121950149536,
"val_loss": 0.8576755523681641,
"acc": 69.75,
"time": 173.79742151498795,
"param": [
{
"p": 0.07917086780071259,
"m": 1.0
},
{
"p": 0.03644609823822975,
"m": 1.0
},
{
"p": 0.08666078001260757,
"m": 1.0
},
{
"p": 0.07516156136989594,
"m": 0.9606543779373169
},
{
"p": 0.058260999619960785,
"m": 0.6358532905578613
},
{
"p": 0.07018927484750748,
"m": 0.964765191078186
},
{
"p": 0.08456522226333618,
"m": 0.7420774698257446
},
{
"p": 0.06328929960727692,
"m": 0.9064817428588867
},
{
"p": 0.07376895844936371,
"m": 0.9929764270782471
},
{
"p": 0.07963074743747711,
"m": 0.9800751805305481
},
{
"p": 0.06427304446697235,
"m": 0.9988622665405273
},
{
"p": 0.0923088863492012,
"m": 1.0
},
{
"p": 0.08291391283273697,
"m": 1.0
},
{
"p": 0.05336025729775429,
"m": 1.0
}
]
},
{
"epoch": 94,
"train_loss": 1.3345470428466797,
"val_loss": 0.885654091835022,
"acc": 69.03,
"time": 181.56084474097588,
"param": [
{
"p": 0.06203252077102661,
"m": 1.0
},
{
"p": 0.044639796018600464,
"m": 1.0
},
{
"p": 0.08329501748085022,
"m": 1.0
},
{
"p": 0.0667140781879425,
"m": 0.9983247518539429
},
{
"p": 0.07002069801092148,
"m": 0.5614777207374573
},
{
"p": 0.05022360011935234,
"m": 1.0
},
{
"p": 0.07085196673870087,
"m": 0.8956699967384338
},
{
"p": 0.08026931434869766,
"m": 0.9608857035636902
},
{
"p": 0.07304289191961288,
"m": 1.0
},
{
"p": 0.07278414070606232,
"m": 0.9997053742408752
},
{
"p": 0.07937947660684586,
"m": 1.0
},
{
"p": 0.0832817554473877,
"m": 1.0
},
{
"p": 0.09170160442590714,
"m": 1.0
},
{
"p": 0.07176312804222107,
"m": 1.0
}
]
},
{
"epoch": 95,
"train_loss": 1.3057910203933716,
"val_loss": 0.8511554598808289,
"acc": 69.99,
"time": 175.63111946900608,
"param": [
{
"p": 0.07716914266347885,
"m": 1.0
},
{
"p": 0.04979753494262695,
"m": 1.0
},
{
"p": 0.08874956518411636,
"m": 1.0
},
{
"p": 0.06239032745361328,
"m": 0.9988786578178406
},
{
"p": 0.05455239117145538,
"m": 0.4968477189540863
},
{
"p": 0.04317718744277954,
"m": 0.9555451273918152
},
{
"p": 0.06345134228467941,
"m": 0.9927883744239807
},
{
"p": 0.06718498468399048,
"m": 0.9202631115913391
},
{
"p": 0.08241651207208633,
"m": 0.9996482729911804
},
{
"p": 0.07908704876899719,
"m": 0.9969379901885986
},
{
"p": 0.06845681369304657,
"m": 1.0
},
{
"p": 0.09732728451490402,
"m": 1.0
},
{
"p": 0.10037096589803696,
"m": 1.0
},
{
"p": 0.06586892157793045,
"m": 1.0
}
]
},
{
"epoch": 96,
"train_loss": 1.4732623100280762,
"val_loss": 0.916572093963623,
"acc": 70.16,
"time": 183.94407124700956,
"param": [
{
"p": 0.07688774168491364,
"m": 1.0
},
{
"p": 0.07925716042518616,
"m": 1.0
},
{
"p": 0.06258688867092133,
"m": 1.0
},
{
"p": 0.0677274689078331,
"m": 1.0
},
{
"p": 0.0810607448220253,
"m": 0.5592273473739624
},
{
"p": 0.08293168991804123,
"m": 0.8944486975669861
},
{
"p": 0.06548333913087845,
"m": 0.9964492321014404
},
{
"p": 0.06001796945929527,
"m": 0.9827409386634827
},
{
"p": 0.08609094470739365,
"m": 0.9981595873832703
},
{
"p": 0.0675494372844696,
"m": 0.9571090936660767
},
{
"p": 0.06031417474150658,
"m": 0.9701225757598877
},
{
"p": 0.07189478725194931,
"m": 1.0
},
{
"p": 0.06027592718601227,
"m": 1.0
},
{
"p": 0.07792170345783234,
"m": 1.0
}
]
},
{
"epoch": 97,
"train_loss": 1.100548505783081,
"val_loss": 0.9667454361915588,
"acc": 69.85,
"time": 169.35557811701437,
"param": [
{
"p": 0.07229307293891907,
"m": 1.0
},
{
"p": 0.07115260511636734,
"m": 1.0
},
{
"p": 0.07766400277614594,
"m": 1.0
},
{
"p": 0.07414890080690384,
"m": 0.9960955381393433
},
{
"p": 0.0522339902818203,
"m": 0.30575233697891235
},
{
"p": 0.07434976100921631,
"m": 0.9965485334396362
},
{
"p": 0.06964284181594849,
"m": 0.9385169744491577
},
{
"p": 0.06313031911849976,
"m": 1.0
},
{
"p": 0.0815032497048378,
"m": 0.9884597659111023
},
{
"p": 0.08815022557973862,
"m": 1.0
},
{
"p": 0.06483229249715805,
"m": 1.0
},
{
"p": 0.08192227780818939,
"m": 1.0
},
{
"p": 0.07795124500989914,
"m": 1.0
},
{
"p": 0.051025163382291794,
"m": 1.0
}
]
},
{
"epoch": 98,
"train_loss": 1.297200083732605,
"val_loss": 1.0037667751312256,
"acc": 68.78,
"time": 167.95102302299347,
"param": [
{
"p": 0.08387014269828796,
"m": 1.0
},
{
"p": 0.05666610971093178,
"m": 1.0
},
{
"p": 0.10785002261400223,
"m": 1.0
},
{
"p": 0.07532177865505219,
"m": 0.9960768818855286
},
{
"p": 0.07400418817996979,
"m": 0.35332950949668884
},
{
"p": 0.0533650703728199,
"m": 0.9566492438316345
},
{
"p": 0.05665313079953194,
"m": 1.0
},
{
"p": 0.06855287402868271,
"m": 0.9347293972969055
},
{
"p": 0.07023179531097412,
"m": 0.9929146766662598
},
{
"p": 0.05631770193576813,
"m": 0.9991466999053955
},
{
"p": 0.08531367778778076,
"m": 0.9689452052116394
},
{
"p": 0.06043654680252075,
"m": 1.0
},
{
"p": 0.08237628638744354,
"m": 1.0
},
{
"p": 0.0690406933426857,
"m": 1.0
}
]
},
{
"epoch": 99,
"train_loss": 1.2630763053894043,
"val_loss": 0.8765720725059509,
"acc": 69.21,
"time": 171.22882033401402,
"param": [
{
"p": 0.09086969494819641,
"m": 1.0
},
{
"p": 0.06467141211032867,
"m": 1.0
},
{
"p": 0.08228486031293869,
"m": 1.0
},
{
"p": 0.04248548671603203,
"m": 0.8102393746376038
},
{
"p": 0.06590331345796585,
"m": 0.4402952194213867
},
{
"p": 0.0625833123922348,
"m": 0.9974636435508728
},
{
"p": 0.07930702716112137,
"m": 1.0
},
{
"p": 0.05583115294575691,
"m": 0.9819255471229553
},
{
"p": 0.06792198121547699,
"m": 1.0
},
{
"p": 0.07329375296831131,
"m": 0.99977046251297
},
{
"p": 0.07172398269176483,
"m": 0.9033834934234619
},
{
"p": 0.0782870277762413,
"m": 1.0
},
{
"p": 0.08450940251350403,
"m": 1.0
},
{
"p": 0.08032749593257904,
"m": 1.0
}
]
},
{
"epoch": 100,
"train_loss": 1.1322945356369019,
"val_loss": 0.8283644914627075,
"acc": 70.8,
"time": 163.19778525599395,
"param": [
{
"p": 0.06405757367610931,
"m": 1.0
},
{
"p": 0.04134400188922882,
"m": 1.0
},
{
"p": 0.061000756919384,
"m": 1.0
},
{
"p": 0.07320210337638855,
"m": 0.8447125554084778
},
{
"p": 0.08224808424711227,
"m": 0.47999870777130127
},
{
"p": 0.06133030727505684,
"m": 0.9231283068656921
},
{
"p": 0.0798429548740387,
"m": 0.9046303629875183
},
{
"p": 0.06249036267399788,
"m": 0.9511610865592957
},
{
"p": 0.08753194659948349,
"m": 0.9299028515815735
},
{
"p": 0.06414930522441864,
"m": 0.9739799499511719
},
{
"p": 0.0642082616686821,
"m": 0.9944641590118408
},
{
"p": 0.07300043106079102,
"m": 1.0
},
{
"p": 0.09164638817310333,
"m": 1.0
},
{
"p": 0.09394744783639908,
"m": 1.0
}
]
},
{
"epoch": 101,
"train_loss": 1.1711139678955078,
"val_loss": 0.8102452158927917,
"acc": 70.26,
"time": 159.7578791550186,
"param": [
{
"p": 0.08060683310031891,
"m": 1.0
},
{
"p": 0.008144715800881386,
"m": 1.0
},
{
"p": 0.06142251938581467,
"m": 1.0
},
{
"p": 0.03493376821279526,
"m": 0.9012789130210876
},
{
"p": 0.04025914892554283,
"m": 0.5613340139389038
},
{
"p": 0.09022841602563858,
"m": 0.8430041074752808
},
{
"p": 0.07125069200992584,
"m": 0.9400649666786194
},
{
"p": 0.05823848769068718,
"m": 0.9767600297927856
},
{
"p": 0.06891679763793945,
"m": 0.9755633473396301
},
{
"p": 0.10408321022987366,
"m": 0.9989821910858154
},
{
"p": 0.1053239181637764,
"m": 0.9562441110610962
},
{
"p": 0.09229635447263718,
"m": 1.0
},
{
"p": 0.09900296479463577,
"m": 1.0
},
{
"p": 0.08529215306043625,
"m": 1.0
}
]
},
{
"epoch": 102,
"train_loss": 1.0224376916885376,
"val_loss": 0.8408743739128113,
"acc": 70.66,
"time": 181.50969985697884,
"param": [
{
"p": 0.07159940898418427,
"m": 1.0
},
{
"p": 0.05522369593381882,
"m": 1.0
},
{
"p": 0.0653853714466095,
"m": 1.0
},
{
"p": 0.043100155889987946,
"m": 0.8563756942749023
},
{
"p": 0.057177744805812836,
"m": 0.6373530030250549
},
{
"p": 0.06284298002719879,
"m": 0.6942124962806702
},
{
"p": 0.09680602699518204,
"m": 0.9031423330307007
},
{
"p": 0.06905102729797363,
"m": 0.9853112697601318
},
{
"p": 0.08109135180711746,
"m": 0.9609879851341248
},
{
"p": 0.11900254338979721,
"m": 0.9566337466239929
},
{
"p": 0.0682026743888855,
"m": 0.9689375162124634
},
{
"p": 0.06708747148513794,
"m": 1.0
},
{
"p": 0.08405003696680069,
"m": 1.0
},
{
"p": 0.05937962606549263,
"m": 1.0
}
]
},
{
"epoch": 103,
"train_loss": 0.9652741551399231,
"val_loss": 0.9296814799308777,
"acc": 69.94,
"time": 177.83117702798336,
"param": [
{
"p": 0.09338264912366867,
"m": 1.0
},
{
"p": 0.06396793574094772,
"m": 1.0
},
{
"p": 0.0905914381146431,
"m": 1.0
},
{
"p": 0.0483025498688221,
"m": 0.8079591989517212
},
{
"p": 0.05308776721358299,
"m": 0.5886370539665222
},
{
"p": 0.08705860376358032,
"m": 0.6860410571098328
},
{
"p": 0.06612057238817215,
"m": 0.9235860705375671
},
{
"p": 0.05184895917773247,
"m": 1.0
},
{
"p": 0.07238558679819107,
"m": 0.9933030009269714
},
{
"p": 0.07404806464910507,
"m": 1.0
},
{
"p": 0.07512427121400833,
"m": 0.9916476607322693
},
{
"p": 0.07111573219299316,
"m": 1.0
},
{
"p": 0.076244056224823,
"m": 1.0
},
{
"p": 0.07672180980443954,
"m": 1.0
}
]
},
{
"epoch": 104,
"train_loss": 1.0383614301681519,
"val_loss": 0.8764765858650208,
"acc": 70.18,
"time": 172.60712602201966,
"param": [
{
"p": 0.10181090980768204,
"m": 1.0
},
{
"p": 0.03531394898891449,
"m": 1.0
},
{
"p": 0.06851603835821152,
"m": 1.0
},
{
"p": 0.021832231432199478,
"m": 0.7139888405799866
},
{
"p": 0.0740092322230339,
"m": 0.5929794311523438
},
{
"p": 0.07938515394926071,
"m": 0.6986399292945862
},
{
"p": 0.08846456557512283,
"m": 0.9437279105186462
},
{
"p": 0.07791353017091751,
"m": 0.9906563758850098
},
{
"p": 0.05767815560102463,
"m": 0.9711636900901794
},
{
"p": 0.09400646388530731,
"m": 0.998050332069397
},
{
"p": 0.046901606023311615,
"m": 0.9735805988311768
},
{
"p": 0.08880344033241272,
"m": 1.0
},
{
"p": 0.09514155983924866,
"m": 1.0
},
{
"p": 0.07022307813167572,
"m": 1.0
}
]
},
{
"epoch": 105,
"train_loss": 1.2333292961120605,
"val_loss": 0.9145352244377136,
"acc": 70.48,
"time": 168.71165991199086,
"param": [
{
"p": 0.11867860704660416,
"m": 1.0
},
{
"p": 0.08727981150150299,
"m": 1.0
},
{
"p": 0.060811325907707214,
"m": 1.0
},
{
"p": 0.06084560975432396,
"m": 0.7577029466629028
},
{
"p": 0.028845785185694695,
"m": 0.6756400465965271
},
{
"p": 0.077094167470932,
"m": 0.7015612721443176
},
{
"p": 0.0522591657936573,
"m": 0.8123806715011597
},
{
"p": 0.06529192626476288,
"m": 1.0
},
{
"p": 0.08839188516139984,
"m": 0.9928755760192871
},
{
"p": 0.06255753338336945,
"m": 0.9512875080108643
},
{
"p": 0.0621294341981411,
"m": 0.9957878589630127
},
{
"p": 0.062370315194129944,
"m": 1.0
},
{
"p": 0.07833272963762283,
"m": 1.0
},
{
"p": 0.09511163830757141,
"m": 1.0
}
]
},
{
"epoch": 106,
"train_loss": 1.2526512145996094,
"val_loss": 0.7735083103179932,
"acc": 70.72,
"time": 174.78453240700765,
"param": [
{
"p": 0.08319886773824692,
"m": 1.0
},
{
"p": 0.05362704396247864,
"m": 1.0
},
{
"p": 0.06893982738256454,
"m": 1.0
},
{
"p": 0.08544953912496567,
"m": 0.6957698464393616
},
{
"p": 0.05039148032665253,
"m": 0.7813436388969421
},
{
"p": 0.06589116901159286,
"m": 0.8479400873184204
},
{
"p": 0.07466327399015427,
"m": 0.9226590991020203
},
{
"p": 0.0349300391972065,
"m": 0.9592597484588623
},
{
"p": 0.0660334974527359,
"m": 0.938606321811676
},
{
"p": 0.07555364072322845,
"m": 0.9670373797416687
},
{
"p": 0.07655804604291916,
"m": 0.9969367980957031
},
{
"p": 0.09241662919521332,
"m": 1.0
},
{
"p": 0.09084285795688629,
"m": 1.0
},
{
"p": 0.08150409907102585,
"m": 1.0
}
]
},
{
"epoch": 107,
"train_loss": 1.1112353801727295,
"val_loss": 0.8106213212013245,
"acc": 71.57,
"time": 160.11825325799873,
"param": [
{
"p": 0.08273133635520935,
"m": 1.0
},
{
"p": 0.05110253766179085,
"m": 1.0
},
{
"p": 0.07975178211927414,
"m": 1.0
},
{
"p": 0.06393889337778091,
"m": 0.6035453677177429
},
{
"p": 0.08896874636411667,
"m": 0.6780795454978943
},
{
"p": 0.0573505237698555,
"m": 0.8873051404953003
},
{
"p": 0.0848604366183281,
"m": 0.9250223636627197
},
{
"p": 0.051351148635149,
"m": 0.9975753426551819
},
{
"p": 0.05570177361369133,
"m": 0.9498533010482788
},
{
"p": 0.07040362805128098,
"m": 0.9734036922454834
},
{
"p": 0.0734400600194931,
"m": 0.995282769203186
},
{
"p": 0.07582826912403107,
"m": 1.0
},
{
"p": 0.08538872748613358,
"m": 1.0
},
{
"p": 0.07918209582567215,
"m": 1.0
}
]
},
{
"epoch": 108,
"train_loss": 1.1879299879074097,
"val_loss": 0.9065638780593872,
"acc": 70.76,
"time": 159.78582329899655,
"param": [
{
"p": 0.0852602869272232,
"m": 1.0
},
{
"p": 0.0597451850771904,
"m": 1.0
},
{
"p": 0.07613550871610641,
"m": 1.0
},
{
"p": 0.043607525527477264,
"m": 0.6639819145202637
},
{
"p": 0.036534324288368225,
"m": 0.686720609664917
},
{
"p": 0.06311473250389099,
"m": 0.9971314072608948
},
{
"p": 0.08055774122476578,
"m": 0.8037682771682739
},
{
"p": 0.05997205153107643,
"m": 0.9350298047065735
},
{
"p": 0.07079854607582092,
"m": 1.0
},
{
"p": 0.09580252319574356,
"m": 1.0
},
{
"p": 0.0888909250497818,
"m": 0.989170253276825
},
{
"p": 0.07624450325965881,
"m": 1.0
},
{
"p": 0.0797114372253418,
"m": 1.0
},
{
"p": 0.08362472802400589,
"m": 1.0
}
]
},
{
"epoch": 109,
"train_loss": 1.0542964935302734,
"val_loss": 0.9225748181343079,
"acc": 70.27,
"time": 163.18675116999657,
"param": [
{
"p": 0.08205856382846832,
"m": 1.0
},
{
"p": 0.04384631663560867,
"m": 1.0
},
{
"p": 0.10597848147153854,
"m": 1.0
},
{
"p": 0.06152624264359474,
"m": 0.7792052030563354
},
{
"p": 0.03513248264789581,
"m": 0.6008797287940979
},
{
"p": 0.07290104031562805,
"m": 0.9967102408409119
},
{
"p": 0.07772459834814072,
"m": 0.9261429905891418
},
{
"p": 0.07549736648797989,
"m": 1.0
},
{
"p": 0.07322125881910324,
"m": 0.9901968836784363
},
{
"p": 0.0868782103061676,
"m": 1.0
},
{
"p": 0.0539424791932106,
"m": 0.9617360830307007
},
{
"p": 0.08146081119775772,
"m": 1.0
},
{
"p": 0.08265961706638336,
"m": 1.0
},
{
"p": 0.0671725645661354,
"m": 1.0
}
]
},
{
"epoch": 110,
"train_loss": 1.1096473932266235,
"val_loss": 1.0575356483459473,
"acc": 69.59,
"time": 183.26885173399933,
"param": [
{
"p": 0.0845397487282753,
"m": 1.0
},
{
"p": 0.05676441267132759,
"m": 1.0
},
{
"p": 0.08391644060611725,
"m": 1.0
},
{
"p": 0.061200715601444244,
"m": 0.8773946166038513
},
{
"p": 0.050066784024238586,
"m": 0.6712099313735962
},
{
"p": 0.0615965761244297,
"m": 0.9485652446746826
},
{
"p": 0.07800228148698807,
"m": 0.9806326627731323
},
{
"p": 0.0766349658370018,
"m": 0.99989914894104
},
{
"p": 0.08220844715833664,
"m": 0.9932071566581726
},
{
"p": 0.08073555678129196,
"m": 0.9933371543884277
},
{
"p": 0.05985841900110245,
"m": 0.9666257500648499
},
{
"p": 0.043066564947366714,
"m": 1.0
},
{
"p": 0.10442255437374115,
"m": 1.0
},
{
"p": 0.07698666304349899,
"m": 1.0
}
]
},
{
"epoch": 111,
"train_loss": 1.0426535606384277,
"val_loss": 0.8517001867294312,
"acc": 70.09,
"time": 179.63541906300816,
"param": [
{
"p": 0.09604788571596146,
"m": 1.0
},
{
"p": 0.059658296406269073,
"m": 1.0
},
{
"p": 0.09133699536323547,
"m": 1.0
},
{
"p": 0.053249772638082504,
"m": 0.8319947123527527
},
{
"p": 0.05208437144756317,
"m": 0.7618498802185059
},
{
"p": 0.05363341048359871,
"m": 0.8787894248962402
},
{
"p": 0.05067289248108864,
"m": 1.0
},
{
"p": 0.06759601831436157,
"m": 0.9928862452507019
},
{
"p": 0.06492826342582703,
"m": 1.0
},
{
"p": 0.06311104446649551,
"m": 1.0
},
{
"p": 0.08392863720655441,
"m": 0.9512763023376465
},
{
"p": 0.09322458505630493,
"m": 1.0
},
{
"p": 0.09914716333150864,
"m": 1.0
},
{
"p": 0.07138072699308395,
"m": 1.0
}
]
},
{
"epoch": 112,
"train_loss": 1.0044862031936646,
"val_loss": 0.9037377238273621,
"acc": 71.08,
"time": 178.5022597250063,
"param": [
{
"p": 0.09032151103019714,
"m": 1.0
},
{
"p": 0.052093956619501114,
"m": 1.0
},
{
"p": 0.08548048883676529,
"m": 1.0
},
{
"p": 0.05209970846772194,
"m": 0.9589731097221375
},
{
"p": 0.07003885507583618,
"m": 0.6623848080635071
},
{
"p": 0.06603073328733444,
"m": 1.0
},
{
"p": 0.09063690155744553,
"m": 0.9828712940216064
},
{
"p": 0.03025234304368496,
"m": 0.9459924697875977
},
{
"p": 0.07804892957210541,
"m": 0.9662840366363525
},
{
"p": 0.060048557817935944,
"m": 0.9967441558837891
},
{
"p": 0.07361166179180145,
"m": 0.9593195915222168
},
{
"p": 0.07954663783311844,
"m": 1.0
},
{
"p": 0.10130445659160614,
"m": 1.0
},
{
"p": 0.07048525661230087,
"m": 1.0
}
]
},
{
"epoch": 113,
"train_loss": 1.172375202178955,
"val_loss": 0.8816595077514648,
"acc": 70.64,
"time": 171.50985447398853,
"param": [
{
"p": 0.0800042450428009,
"m": 1.0
},
{
"p": 0.05603410303592682,
"m": 1.0
},
{
"p": 0.08280154317617416,
"m": 1.0
},
{
"p": 0.07807039469480515,
"m": 0.898951530456543
},
{
"p": 0.050634194165468216,
"m": 0.616759717464447
},
{
"p": 0.0512491874396801,
"m": 0.9862979650497437
},
{
"p": 0.07818589359521866,
"m": 0.9795420169830322
},
{
"p": 0.05858131870627403,
"m": 0.9799213409423828
},
{
"p": 0.08136579394340515,
"m": 0.9982522130012512
},
{
"p": 0.06733929365873337,
"m": 0.9269976019859314
},
{
"p": 0.08552153408527374,
"m": 0.9849246144294739
},
{
"p": 0.08516183495521545,
"m": 1.0
},
{
"p": 0.06944306194782257,
"m": 1.0
},
{
"p": 0.0756075382232666,
"m": 1.0
}
]
},
{
"epoch": 114,
"train_loss": 0.9686377644538879,
"val_loss": 0.8251568675041199,
"acc": 71.03,
"time": 170.2482013220142,
"param": [
{
"p": 0.08284281194210052,
"m": 1.0
},
{
"p": 0.04357301816344261,
"m": 1.0
},
{
"p": 0.06622418016195297,
"m": 1.0
},
{
"p": 0.0682927817106247,
"m": 0.8815314173698425
},
{
"p": 0.05234682187438011,
"m": 0.6151368021965027
},
{
"p": 0.06388702988624573,
"m": 0.924340009689331
},
{
"p": 0.068444162607193,
"m": 0.9717347621917725
},
{
"p": 0.07778361439704895,
"m": 0.9971680045127869
},
{
"p": 0.08045726269483566,
"m": 0.956787109375
},
{
"p": 0.07379905134439468,
"m": 0.8734355568885803
},
{
"p": 0.06757139414548874,
"m": 0.9525336027145386
},
{
"p": 0.07892210781574249,
"m": 1.0
},
{
"p": 0.09769611060619354,
"m": 1.0
},
{
"p": 0.07815969735383987,
"m": 1.0
}
]
},
{
"epoch": 115,
"train_loss": 1.1110289096832275,
"val_loss": 0.8518651127815247,
"acc": 70.3,
"time": 182.480240638979,
"param": [
{
"p": 0.08872522413730621,
"m": 1.0
},
{
"p": 0.04472079128026962,
"m": 1.0
},
{
"p": 0.09195833653211594,
"m": 1.0
},
{
"p": 0.07703553885221481,
"m": 0.8691068887710571
},
{
"p": 0.0866815373301506,
"m": 0.5832739472389221
},
{
"p": 0.057189881801605225,
"m": 0.9668518304824829
},
{
"p": 0.06422482430934906,
"m": 0.9983539581298828
},
{
"p": 0.04542509466409683,
"m": 0.9663233160972595
},
{
"p": 0.06602758914232254,
"m": 0.9178368449211121
},
{
"p": 0.0796307921409607,
"m": 0.9987668991088867
},
{
"p": 0.0611332505941391,
"m": 0.9909756183624268
},
{
"p": 0.07740223407745361,
"m": 1.0
},
{
"p": 0.06952565908432007,
"m": 1.0
},
{
"p": 0.09031926840543747,
"m": 1.0
}
]
},
{
"epoch": 116,
"train_loss": 0.8377075791358948,
"val_loss": 0.962897002696991,
"acc": 71.03,
"time": 178.6913805299846,
"param": [
{
"p": 0.07744883745908737,
"m": 1.0
},
{
"p": 0.05768299847841263,
"m": 1.0
},
{
"p": 0.0684034675359726,
"m": 1.0
},
{
"p": 0.08303400129079819,
"m": 0.8784100413322449
},
{
"p": 0.057936325669288635,
"m": 0.5385792851448059
},
{
"p": 0.08268927037715912,
"m": 0.9198224544525146
},
{
"p": 0.08478772640228271,
"m": 0.9408908486366272
},
{
"p": 0.057438887655735016,
"m": 1.0
},
{
"p": 0.06410439312458038,
"m": 0.9725602865219116
},
{
"p": 0.06441418081521988,
"m": 1.0
},
{
"p": 0.07081813365221024,
"m": 0.9429774880409241
},
{
"p": 0.08503443747758865,
"m": 1.0
},
{
"p": 0.09378233551979065,
"m": 1.0
},
{
"p": 0.052424974739551544,
"m": 1.0
}
]
},
{
"epoch": 117,
"train_loss": 1.0319374799728394,
"val_loss": 0.9225203990936279,
"acc": 70.76,
"time": 177.60116601199843,
"param": [
{
"p": 0.09425973892211914,
"m": 1.0
},
{
"p": 0.05121517553925514,
"m": 1.0
},
{
"p": 0.06418836116790771,
"m": 1.0
},
{
"p": 0.06041083484888077,
"m": 0.8572201132774353
},
{
"p": 0.06287344545125961,
"m": 0.4961894750595093
},
{
"p": 0.0654473602771759,
"m": 0.8786683082580566
},
{
"p": 0.08757959306240082,
"m": 1.0
},
{
"p": 0.07990457117557526,
"m": 1.0
},
{
"p": 0.06085740029811859,
"m": 0.9963002800941467
},
{
"p": 0.06707363575696945,
"m": 0.8964678645133972
},
{
"p": 0.06652475148439407,
"m": 0.9845165014266968
},
{
"p": 0.07726920396089554,
"m": 1.0
},
{
"p": 0.09474571794271469,
"m": 1.0
},
{
"p": 0.06765013933181763,
"m": 1.0
}
]
},
{
"epoch": 118,
"train_loss": 0.9846543669700623,
"val_loss": 0.9789288640022278,
"acc": 70.55,
"time": 184.2045717650035,
"param": [
{
"p": 0.09188888221979141,
"m": 1.0
},
{
"p": 0.06432785093784332,
"m": 1.0
},
{
"p": 0.0718981921672821,
"m": 1.0
},
{
"p": 0.06802583485841751,
"m": 0.8624143004417419
},
{
"p": 0.08981930464506149,
"m": 0.23046189546585083
},
{
"p": 0.059632185846567154,
"m": 0.984887421131134
},
{
"p": 0.06958964467048645,
"m": 0.9745494723320007
},
{
"p": 0.04648464545607567,
"m": 1.0
},
{
"p": 0.07746941596269608,
"m": 0.9214958548545837
},
{
"p": 0.06766387820243835,
"m": 0.9895212650299072
},
{
"p": 0.07945119589567184,
"m": 0.9455628991127014
},
{
"p": 0.06139202415943146,
"m": 1.0
},
{
"p": 0.08354062587022781,
"m": 1.0
},
{
"p": 0.0688164010643959,
"m": 1.0
}
]
},
{
"epoch": 119,
"train_loss": 1.0639731884002686,
"val_loss": 0.7611461877822876,
"acc": 71.83,
"time": 168.6936342320114,
"param": [
{
"p": 0.10448923707008362,
"m": 1.0
},
{
"p": 0.05761828273534775,
"m": 1.0
},
{
"p": 0.07405836135149002,
"m": 1.0
},
{
"p": 0.07926825433969498,
"m": 0.7869449853897095
},
{
"p": 0.047231607139110565,
"m": 0.22032056748867035
},
{
"p": 0.05268285796046257,
"m": 0.9795799255371094
},
{
"p": 0.04726821184158325,
"m": 0.9342542886734009
},
{
"p": 0.06582523882389069,
"m": 1.0
},
{
"p": 0.07226735353469849,
"m": 0.9787819981575012
},
{
"p": 0.0838334858417511,
"m": 0.9674897789955139
},
{
"p": 0.08265629410743713,
"m": 0.9407631754875183
},
{
"p": 0.08678456395864487,
"m": 1.0
},
{
"p": 0.07792942970991135,
"m": 1.0
},
{
"p": 0.06808676570653915,
"m": 1.0
}
]
},
{
"epoch": 120,
"train_loss": 1.1309852600097656,
"val_loss": 0.814808189868927,
"acc": 71.44,
"time": 180.60126967102406,
"param": [
{
"p": 0.07904557138681412,
"m": 1.0
},
{
"p": 0.06377294659614563,
"m": 1.0
},
{
"p": 0.07890474796295166,
"m": 1.0
},
{
"p": 0.07229150831699371,
"m": 0.9861826300621033
},
{
"p": 0.06487420946359634,
"m": 0.20387281477451324
},
{
"p": 0.08075940608978271,
"m": 0.8739451169967651
},
{
"p": 0.08495438098907471,
"m": 1.0
},
{
"p": 0.04652417451143265,
"m": 0.9714200496673584
},
{
"p": 0.06526455283164978,
"m": 1.0
},
{
"p": 0.08683621138334274,
"m": 0.9686312675476074
},
{
"p": 0.05946042388677597,
"m": 0.9987695813179016
},
{
"p": 0.07205966114997864,
"m": 1.0
},
{
"p": 0.0851912721991539,
"m": 1.0
},
{
"p": 0.060061097145080566,
"m": 1.0
}
]
},
{
"epoch": 121,
"train_loss": 1.0269935131072998,
"val_loss": 0.8023988008499146,
"acc": 70.81,
"time": 179.85254763101693,
"param": [
{
"p": 0.08470886200666428,
"m": 1.0
},
{
"p": 0.05574903264641762,
"m": 1.0
},
{
"p": 0.0875140056014061,
"m": 1.0
},
{
"p": 0.04313597455620766,
"m": 0.9764589667320251
},
{
"p": 0.08133267611265182,
"m": 0.23728345334529877
},
{
"p": 0.06543232500553131,
"m": 0.7966309189796448
},
{
"p": 0.06848666816949844,
"m": 1.0
},
{
"p": 0.0742766261100769,
"m": 0.8848879337310791
},
{
"p": 0.08114954829216003,
"m": 0.9642188549041748
},
{
"p": 0.07199190557003021,
"m": 0.9207600355148315
},
{
"p": 0.0816802829504013,
"m": 1.0
},
{
"p": 0.06907593458890915,
"m": 1.0
},
{
"p": 0.055811647325754166,
"m": 1.0
},
{
"p": 0.07965457439422607,
"m": 1.0
}
]
},
{
"epoch": 122,
"train_loss": 1.0071921348571777,
"val_loss": 0.877200722694397,
"acc": 72.09,
"time": 168.4607915179804,
"param": [
{
"p": 0.06822507828474045,
"m": 1.0
},
{
"p": 0.07327250391244888,
"m": 1.0
},
{
"p": 0.07891115546226501,
"m": 1.0
},
{
"p": 0.06889768689870834,
"m": 0.8914977312088013
},
{
"p": 0.05919284746050835,
"m": 0.011483419686555862
},
{
"p": 0.06090382859110832,
"m": 0.8772404193878174
},
{
"p": 0.0734521672129631,
"m": 0.9639396071434021
},
{
"p": 0.05576569214463234,
"m": 0.9817920923233032
},
{
"p": 0.06191278621554375,
"m": 0.9096874594688416
},
{
"p": 0.07489078491926193,
"m": 0.9588480591773987
},
{
"p": 0.0846196711063385,
"m": 0.9257910251617432
},
{
"p": 0.05921522527933121,
"m": 1.0
},
{
"p": 0.08905434608459473,
"m": 1.0
},
{
"p": 0.09168621152639389,
"m": 1.0
}
]
},
{
"epoch": 123,
"train_loss": 1.1027500629425049,
"val_loss": 0.7639591693878174,
"acc": 70.87,
"time": 184.52943476798828,
"param": [
{
"p": 0.08932872116565704,
"m": 1.0
},
{
"p": 0.07049499452114105,
"m": 1.0
},
{
"p": 0.07154830545186996,
"m": 1.0
},
{
"p": 0.06782949715852737,
"m": 0.8781239986419678
},
{
"p": 0.09301488846540451,
"m": 0.04101228341460228
},
{
"p": 0.045364342629909515,
"m": 0.9513633847236633
},
{
"p": 0.07373704761266708,
"m": 0.9634164571762085
},
{
"p": 0.04982035979628563,
"m": 0.9333571195602417
},
{
"p": 0.07744717597961426,
"m": 0.9736180901527405
},
{
"p": 0.07449070364236832,
"m": 1.0
},
{
"p": 0.07213234901428223,
"m": 0.9135326743125916
},
{
"p": 0.06790319830179214,
"m": 1.0
},
{
"p": 0.07299503684043884,
"m": 1.0
},
{
"p": 0.07389350235462189,
"m": 1.0
}
]
},
{
"epoch": 124,
"train_loss": 0.9889855980873108,
"val_loss": 0.9474096894264221,
"acc": 71.3,
"time": 171.87030344599043,
"param": [
{
"p": 0.0708230510354042,
"m": 1.0
},
{
"p": 0.06590673327445984,
"m": 1.0
},
{
"p": 0.08066738396883011,
"m": 1.0
},
{
"p": 0.07600019872188568,
"m": 0.9040709733963013
},
{
"p": 0.08760462701320648,
"m": 0.29819750785827637
},
{
"p": 0.0566057451069355,
"m": 0.988731861114502
},
{
"p": 0.06042228639125824,
"m": 0.6658633947372437
},
{
"p": 0.07286657392978668,
"m": 0.9347437620162964
},
{
"p": 0.07572987675666809,
"m": 1.0
},
{
"p": 0.06613297015428543,
"m": 0.9718023538589478
},
{
"p": 0.07397401332855225,
"m": 0.941728949546814
},
{
"p": 0.07289144396781921,
"m": 1.0
},
{
"p": 0.08855056017637253,
"m": 1.0
},
{
"p": 0.051824480295181274,
"m": 1.0
}
]
},
{
"epoch": 125,
"train_loss": 0.92742520570755,
"val_loss": 0.7042666077613831,
"acc": 71.93,
"time": 174.77656684999238,
"param": [
{
"p": 0.07347944378852844,
"m": 1.0
},
{
"p": 0.06351839005947113,
"m": 1.0
},
{
"p": 0.08690580725669861,
"m": 1.0
},
{
"p": 0.04836752638220787,
"m": 0.8124150633811951
},
{
"p": 0.05553542822599411,
"m": 0.22317080199718475
},
{
"p": 0.03784829378128052,
"m": 0.8708254098892212
},
{
"p": 0.07763758301734924,
"m": 0.6874996423721313
},
{
"p": 0.0665278434753418,
"m": 0.8775660395622253
},
{
"p": 0.0884082242846489,
"m": 0.9961807131767273
},
{
"p": 0.07501710206270218,
"m": 1.0
},
{
"p": 0.07821221649646759,
"m": 0.9420287013053894
},
{
"p": 0.1001998782157898,
"m": 1.0
},
{
"p": 0.09026522934436798,
"m": 1.0
},
{
"p": 0.058076970279216766,
"m": 1.0
}
]
},
{
"epoch": 126,
"train_loss": 1.1095107793807983,
"val_loss": 0.8768821954727173,
"acc": 71.28,
"time": 174.56442812099704,
"param": [
{
"p": 0.09094977378845215,
"m": 1.0
},
{
"p": 0.06188925728201866,
"m": 1.0
},
{
"p": 0.08298303931951523,
"m": 1.0
},
{
"p": 0.08042751252651215,
"m": 0.8239424228668213
},
{
"p": 0.08731269091367722,
"m": 0.2495141178369522
},
{
"p": 0.05808715149760246,
"m": 0.9667404890060425
},
{
"p": 0.06360210478305817,
"m": 0.7839216589927673
},
{
"p": 0.06601199507713318,
"m": 0.9622679352760315
},
{
"p": 0.07648907601833344,
"m": 1.0
},
{
"p": 0.06805181503295898,
"m": 0.9989956021308899
},
{
"p": 0.0877111628651619,
"m": 0.9422219395637512
},
{
"p": 0.04901151359081268,
"m": 1.0
},
{
"p": 0.06357478350400925,
"m": 1.0
},
{
"p": 0.06389818340539932,
"m": 1.0
}
]
},
{
"epoch": 127,
"train_loss": 0.6959359645843506,
"val_loss": 0.929858386516571,
"acc": 71.34,
"time": 169.80091271799756,
"param": [
{
"p": 0.06618186831474304,
"m": 1.0
},
{
"p": 0.06319472938776016,
"m": 1.0
},
{
"p": 0.06178651377558708,
"m": 1.0
},
{
"p": 0.05019788816571236,
"m": 0.7399195432662964
},
{
"p": 0.06221327185630798,
"m": 0.2021091878414154
},
{
"p": 0.08911188691854477,
"m": 1.0
},
{
"p": 0.07550594955682755,
"m": 0.8932561278343201
},
{
"p": 0.04548567533493042,
"m": 0.9854526519775391
},
{
"p": 0.09075749665498734,
"m": 0.9701892137527466
},
{
"p": 0.08205066621303558,
"m": 1.0
},
{
"p": 0.09097190201282501,
"m": 1.0
},
{
"p": 0.065322645008564,
"m": 1.0
},
{
"p": 0.07703404128551483,
"m": 1.0
},
{
"p": 0.0801854357123375,
"m": 1.0
}
]
},
{
"epoch": 128,
"train_loss": 0.8989331126213074,
"val_loss": 0.8892030715942383,
"acc": 71.73,
"time": 165.0278524380119,
"param": [
{
"p": 0.08090484887361526,
"m": 1.0
},
{
"p": 0.06394769996404648,
"m": 1.0
},
{
"p": 0.08014954626560211,
"m": 1.0
},
{
"p": 0.06628995388746262,
"m": 0.8162676692008972
},
{
"p": 0.062088269740343094,
"m": 0.18107843399047852
},
{
"p": 0.07064999639987946,
"m": 0.9743262529373169
},
{
"p": 0.06896067410707474,
"m": 0.8142572641372681
},
{
"p": 0.05166710913181305,
"m": 0.994924783706665
},
{
"p": 0.07221290469169617,
"m": 0.9478479623794556
},
{
"p": 0.07443920522928238,
"m": 0.9958193302154541
},
{
"p": 0.08013653755187988,
"m": 0.9955001473426819
},
{
"p": 0.06734425574541092,
"m": 1.0
},
{
"p": 0.08722718060016632,
"m": 1.0
},
{
"p": 0.0739818811416626,
"m": 1.0
}
]
},
{
"epoch": 129,
"train_loss": 0.9429351687431335,
"val_loss": 0.7473861575126648,
"acc": 71.79,
"time": 164.7299297679856,
"param": [
{
"p": 0.1024351492524147,
"m": 1.0
},
{
"p": 0.06484813988208771,
"m": 1.0
},
{
"p": 0.09580530971288681,
"m": 1.0
},
{
"p": 0.07543697208166122,
"m": 0.9024437069892883
},
{
"p": 0.06449808180332184,
"m": 0.15732748806476593
},
{
"p": 0.05027676001191139,
"m": 0.994945228099823
},
{
"p": 0.05716007947921753,
"m": 0.8182676434516907
},
{
"p": 0.05164108797907829,
"m": 0.8440589904785156
},
{
"p": 0.06324676424264908,
"m": 0.9106361269950867
},
{
"p": 0.03863023221492767,
"m": 0.9978055953979492
},
{
"p": 0.08565828949213028,
"m": 0.9003611207008362
},
{
"p": 0.09296339005231857,
"m": 1.0
},
{
"p": 0.07691849768161774,
"m": 1.0
},
{
"p": 0.08048129081726074,
"m": 1.0
}
]
},
{
"epoch": 130,
"train_loss": 1.0990161895751953,
"val_loss": 0.8958007097244263,
"acc": 70.98,
"time": 164.7477293710108,
"param": [
{
"p": 0.09176114201545715,
"m": 1.0
},
{
"p": 0.07911168783903122,
"m": 1.0
},
{
"p": 0.09417392313480377,
"m": 1.0
},
{
"p": 0.05487145110964775,
"m": 0.8844755291938782
},
{
"p": 0.07354573160409927,
"m": 0.15156076848506927
},
{
"p": 0.06310824304819107,
"m": 0.9512446522712708
},
{
"p": 0.0714331567287445,
"m": 0.895679771900177
},
{
"p": 0.04146955907344818,
"m": 0.8242673277854919
},
{
"p": 0.09322705864906311,
"m": 0.9992449283599854
},
{
"p": 0.06348916888237,
"m": 0.9990600347518921
},
{
"p": 0.06943163275718689,
"m": 1.0
},
{
"p": 0.07997214049100876,
"m": 1.0
},
{
"p": 0.07400214672088623,
"m": 1.0
},
{
"p": 0.05040285363793373,
"m": 1.0
}
]
},
{
"epoch": 131,
"train_loss": 0.9993103742599487,
"val_loss": 0.867972731590271,
"acc": 71.07,
"time": 161.84151457098778,
"param": [
{
"p": 0.07740070670843124,
"m": 1.0
},
{
"p": 0.0729174017906189,
"m": 1.0
},
{
"p": 0.07590167969465256,
"m": 1.0
},
{
"p": 0.05422961339354515,
"m": 1.0
},
{
"p": 0.06629336625337601,
"m": 0.10825755447149277
},
{
"p": 0.07156424969434738,
"m": 0.9560940861701965
},
{
"p": 0.0715608298778534,
"m": 0.7564672827720642
},
{
"p": 0.05852647125720978,
"m": 0.8291293978691101
},
{
"p": 0.06487192958593369,
"m": 1.0
},
{
"p": 0.08470384776592255,
"m": 0.9579688906669617
},
{
"p": 0.07186403125524521,
"m": 0.9658462405204773
},
{
"p": 0.08273888379335403,
"m": 1.0
},
{
"p": 0.09122668951749802,
"m": 1.0
},
{
"p": 0.05620026960968971,
"m": 1.0
}
]
},
{
"epoch": 132,
"train_loss": 1.0448572635650635,
"val_loss": 0.8211302161216736,
"acc": 71.06,
"time": 169.64563284500036,
"param": [
{
"p": 0.10256240516901016,
"m": 1.0
},
{
"p": 0.08144614845514297,
"m": 1.0
},
{
"p": 0.0916915088891983,
"m": 1.0
},
{
"p": 0.0741662010550499,
"m": 0.9849636554718018
},
{
"p": 0.06742130219936371,
"m": 0.10014962404966354
},
{
"p": 0.04690366983413696,
"m": 0.7560333609580994
},
{
"p": 0.015937842428684235,
"m": 0.7462807893753052
},
{
"p": 0.06309638172388077,
"m": 0.791483461856842
},
{
"p": 0.05804326385259628,
"m": 0.8496423959732056
},
{
"p": 0.07331666350364685,
"m": 0.9662255048751831
},
{
"p": 0.08065950870513916,
"m": 0.8007607460021973
},
{
"p": 0.070613794028759,
"m": 1.0
},
{
"p": 0.10658437758684158,
"m": 1.0
},
{
"p": 0.06755688786506653,
"m": 1.0
}
]
},
{
"epoch": 133,
"train_loss": 0.9565762877464294,
"val_loss": 0.8038371205329895,
"acc": 72.37,
"time": 161.71577395900385,
"param": [
{
"p": 0.07643084228038788,
"m": 1.0
},
{
"p": 0.03282428905367851,
"m": 1.0
},
{
"p": 0.08385369181632996,
"m": 1.0
},
{
"p": 0.06910587102174759,
"m": 0.9974226355552673
},
{
"p": 0.06469365209341049,
"m": 0.0878351628780365
},
{
"p": 0.06926363706588745,
"m": 0.8104141354560852
},
{
"p": 0.076748326420784,
"m": 0.8672576546669006
},
{
"p": 0.09188323467969894,
"m": 0.9444650411605835
},
{
"p": 0.06730204820632935,
"m": 0.8190847635269165
},
{
"p": 0.1005280390381813,
"m": 0.9547305107116699
},
{
"p": 0.04655052348971367,
"m": 0.7974969148635864
},
{
"p": 0.06020597368478775,
"m": 1.0
},
{
"p": 0.08290144056081772,
"m": 1.0
},
{
"p": 0.07770846039056778,
"m": 1.0
}
]
},
{
"epoch": 134,
"train_loss": 0.8519152402877808,
"val_loss": 0.8979762196540833,
"acc": 72.44,
"time": 177.42555302599794,
"param": [
{
"p": 0.06712358444929123,
"m": 1.0
},
{
"p": 0.06195297837257385,
"m": 1.0
},
{
"p": 0.07217076420783997,
"m": 1.0
},
{
"p": 0.06237463653087616,
"m": 0.9897767305374146
},
{
"p": 0.07887144386768341,
"m": 0.10638166964054108
},
{
"p": 0.08508892357349396,
"m": 0.8368632197380066
},
{
"p": 0.06794718652963638,
"m": 0.8574922680854797
},
{
"p": 0.0629456639289856,
"m": 0.974407970905304
},
{
"p": 0.07062526047229767,
"m": 0.9038694500923157
},
{
"p": 0.07824953645467758,
"m": 1.0
},
{
"p": 0.07396051287651062,
"m": 0.995307445526123
},
{
"p": 0.08256115764379501,
"m": 1.0
},
{
"p": 0.06136730685830116,
"m": 1.0
},
{
"p": 0.0747610405087471,
"m": 1.0
}
]
},
{
"epoch": 135,
"train_loss": 0.9264557957649231,
"val_loss": 0.8080961108207703,
"acc": 72.13,
"time": 165.85547526800656,
"param": [
{
"p": 0.07999379187822342,
"m": 1.0
},
{
"p": 0.06904652714729309,
"m": 1.0
},
{
"p": 0.08656467497348785,
"m": 1.0
},
{
"p": 0.05927944555878639,
"m": 1.0
},
{
"p": 0.08960602432489395,
"m": 0.004609357565641403
},
{
"p": 0.05323662608861923,
"m": 0.8445871472358704
},
{
"p": 0.07131244987249374,
"m": 0.8691998720169067
},
{
"p": 0.053375694900751114,
"m": 0.9403100609779358
},
{
"p": 0.074156254529953,
"m": 1.0
},
{
"p": 0.0939658135175705,
"m": 1.0
},
{
"p": 0.08644486218690872,
"m": 1.0
},
{
"p": 0.04938468709588051,
"m": 1.0
},
{
"p": 0.08338640630245209,
"m": 1.0
},
{
"p": 0.0502467043697834,
"m": 1.0
}
]
},
{
"epoch": 136,
"train_loss": 0.9196769595146179,
"val_loss": 0.8004499077796936,
"acc": 71.33,
"time": 171.73513268999523,
"param": [
{
"p": 0.027143016457557678,
"m": 1.0
},
{
"p": 0.05361789092421532,
"m": 1.0
},
{
"p": 0.0677008330821991,
"m": 1.0
},
{
"p": 0.08654603362083435,
"m": 0.9897116422653198
},
{
"p": 0.07285193353891373,
"m": 0.020919954404234886
},
{
"p": 0.08927996456623077,
"m": 0.7231625914573669
},
{
"p": 0.07982129603624344,
"m": 0.8245995044708252
},
{
"p": 0.09938805550336838,
"m": 0.9672707915306091
},
{
"p": 0.06160701438784599,
"m": 0.9575462937355042
},
{
"p": 0.07217209041118622,
"m": 0.9437239766120911
},
{
"p": 0.06902074068784714,
"m": 1.0
},
{
"p": 0.09889350831508636,
"m": 1.0
},
{
"p": 0.05661231279373169,
"m": 1.0
},
{
"p": 0.06534532457590103,
"m": 1.0
}
]
},
{
"epoch": 137,
"train_loss": 0.8167629837989807,
"val_loss": 0.805842399597168,
"acc": 71.91,
"time": 171.24735877700732,
"param": [
{
"p": 0.08297786116600037,
"m": 1.0
},
{
"p": 0.06712474673986435,
"m": 1.0
},
{
"p": 0.07944721728563309,
"m": 1.0
},
{
"p": 0.0839679166674614,
"m": 0.9991141557693481
},
{
"p": 0.06036457419395447,
"m": 0.16934919357299805
},
{
"p": 0.0626337081193924,
"m": 0.8078789710998535
},
{
"p": 0.07530399411916733,
"m": 0.866506040096283
},
{
"p": 0.0713806077837944,
"m": 0.9713571667671204
},
{
"p": 0.07598555088043213,
"m": 0.9211661219596863
},
{
"p": 0.054336126893758774,
"m": 0.9709766507148743
},
{
"p": 0.0724840760231018,
"m": 0.9875444769859314
},
{
"p": 0.06670999526977539,
"m": 1.0
},
{
"p": 0.06855999678373337,
"m": 1.0
},
{
"p": 0.07872369885444641,
"m": 1.0
}
]
},
{
"epoch": 138,
"train_loss": 0.9482044577598572,
"val_loss": 0.8060219287872314,
"acc": 70.75,
"time": 169.18908003799152,
"param": [
{
"p": 0.07148366421461105,
"m": 1.0
},
{
"p": 0.06006934866309166,
"m": 1.0
},
{
"p": 0.07876063883304596,
"m": 1.0
},
{
"p": 0.06642919033765793,
"m": 0.9259063005447388
},
{
"p": 0.08965440094470978,
"m": 0.22375276684761047
},
{
"p": 0.06598532944917679,
"m": 0.9626529812812805
},
{
"p": 0.08488161861896515,
"m": 0.9253528714179993
},
{
"p": 0.061199162155389786,
"m": 1.0
},
{
"p": 0.06754150986671448,
"m": 0.9978780150413513
},
{
"p": 0.07117114961147308,
"m": 0.9181551337242126
},
{
"p": 0.06929343938827515,
"m": 0.9601112008094788
},
{
"p": 0.06548034399747849,
"m": 1.0
},
{
"p": 0.08673164248466492,
"m": 1.0
},
{
"p": 0.06131871044635773,
"m": 1.0
}
]
},
{
"epoch": 139,
"train_loss": 0.8871223330497742,
"val_loss": 0.8926652669906616,
"acc": 70.79,
"time": 183.05653649699525,
"param": [
{
"p": 0.09275087714195251,
"m": 1.0
},
{
"p": 0.07190875709056854,
"m": 1.0
},
{
"p": 0.07760453224182129,
"m": 1.0
},
{
"p": 0.0772499144077301,
"m": 0.9835416674613953
},
{
"p": 0.05993586778640747,
"m": 0.31965744495391846
},
{
"p": 0.04379962012171745,
"m": 1.0
},
{
"p": 0.08107586205005646,
"m": 0.9503593444824219
},
{
"p": 0.06336143612861633,
"m": 0.9992234706878662
},
{
"p": 0.05902468040585518,
"m": 0.9066386818885803
},
{
"p": 0.05791698023676872,
"m": 0.9926295876502991
},
{
"p": 0.08414559811353683,
"m": 0.9883899688720703
},
{
"p": 0.07454102486371994,
"m": 1.0
},
{
"p": 0.08590487390756607,
"m": 1.0
},
{
"p": 0.07077999413013458,
"m": 1.0
}
]
},
{
"epoch": 140,
"train_loss": 0.9451879858970642,
"val_loss": 0.8493667244911194,
"acc": 72.07,
"time": 170.06462541298242,
"param": [
{
"p": 0.08419318497180939,
"m": 1.0
},
{
"p": 0.0734405666589737,
"m": 1.0
},
{
"p": 0.06865385919809341,
"m": 1.0
},
{
"p": 0.0718754380941391,
"m": 0.8855633735656738
},
{
"p": 0.05770987272262573,
"m": 0.2807087004184723
},
{
"p": 0.033963173627853394,
"m": 0.963217556476593
},
{
"p": 0.09908217191696167,
"m": 1.0
},
{
"p": 0.08131609857082367,
"m": 0.9297085404396057
},
{
"p": 0.0837031677365303,
"m": 0.947139322757721
},
{
"p": 0.06676217168569565,
"m": 0.9050806760787964
},
{
"p": 0.07660031318664551,
"m": 0.931252658367157
},
{
"p": 0.06251784414052963,
"m": 1.0
},
{
"p": 0.07801386713981628,
"m": 1.0
},
{
"p": 0.0621681772172451,
"m": 1.0
}
]
},
{
"epoch": 141,
"train_loss": 0.9475442171096802,
"val_loss": 0.7988104224205017,
"acc": 72.75,
"time": 173.52834752798663,
"param": [
{
"p": 0.1033765897154808,
"m": 1.0
},
{
"p": 0.07028844952583313,
"m": 1.0
},
{
"p": 0.05944869667291641,
"m": 1.0
},
{
"p": 0.046809371560811996,
"m": 0.8868507742881775
},
{
"p": 0.0517265684902668,
"m": 0.2789607346057892
},
{
"p": 0.0592014379799366,
"m": 0.9916600584983826
},
{
"p": 0.06910613924264908,
"m": 1.0
},
{
"p": 0.04640458524227142,
"m": 0.9799337387084961
},
{
"p": 0.08738720417022705,
"m": 0.9995459914207458
},
{
"p": 0.05920816957950592,
"m": 0.9781114459037781
},
{
"p": 0.07256215810775757,
"m": 0.7981815338134766
},
{
"p": 0.08413467556238174,
"m": 1.0
},
{
"p": 0.11074090749025345,
"m": 1.0
},
{
"p": 0.07960506528615952,
"m": 1.0
}
]
},
{
"epoch": 142,
"train_loss": 0.9024523496627808,
"val_loss": 1.0373342037200928,
"acc": 71.55,
"time": 180.485176436021,
"param": [
{
"p": 0.08216170221567154,
"m": 1.0
},
{
"p": 0.06009437143802643,
"m": 1.0
},
{
"p": 0.08382221311330795,
"m": 1.0
},
{
"p": 0.04195856675505638,
"m": 0.9264308214187622
},
{
"p": 0.08957335352897644,
"m": 0.24281902611255646
},
{
"p": 0.04245836287736893,
"m": 0.9158603549003601
},
{
"p": 0.07577941566705704,
"m": 0.9760956168174744
},
{
"p": 0.07222729921340942,
"m": 0.8450732231140137
},
{
"p": 0.08686903119087219,
"m": 1.0
},
{
"p": 0.0721961036324501,
"m": 0.9617761373519897
},
{
"p": 0.09259260445833206,
"m": 0.9005087614059448
},
{
"p": 0.0738723874092102,
"m": 1.0
},
{
"p": 0.061594586819410324,
"m": 1.0
},
{
"p": 0.06480003148317337,
"m": 1.0
}
]
},
{
"epoch": 143,
"train_loss": 0.7321949601173401,
"val_loss": 0.9172762036323547,
"acc": 71.66,
"time": 162.60335945599945,
"param": [
{
"p": 0.09786894172430038,
"m": 1.0
},
{
"p": 0.06540795415639877,
"m": 1.0
},
{
"p": 0.07060015946626663,
"m": 1.0
},
{
"p": 0.07378067821264267,
"m": 1.0
},
{
"p": 0.07905835658311844,
"m": 0.31167444586753845
},
{
"p": 0.05413818359375,
"m": 0.6542113423347473
},
{
"p": 0.05170074477791786,
"m": 0.9534193873405457
},
{
"p": 0.06013860926032066,
"m": 0.7705455422401428
},
{
"p": 0.06024704501032829,
"m": 0.9430214762687683
},
{
"p": 0.0678473711013794,
"m": 0.8601992130279541
},
{
"p": 0.09569134563207626,
"m": 0.9563015699386597
},
{
"p": 0.07102328538894653,
"m": 1.0
},
{
"p": 0.09021682292222977,
"m": 1.0
},
{
"p": 0.06228049099445343,
"m": 1.0
}
]
},
{
"epoch": 144,
"train_loss": 0.9968539476394653,
"val_loss": 0.8081665635108948,
"acc": 72.11,
"time": 176.04690121801104,
"param": [
{
"p": 0.07532764971256256,
"m": 1.0
},
{
"p": 0.06829359382390976,
"m": 1.0
},
{
"p": 0.07532227784395218,
"m": 1.0
},
{
"p": 0.06638096272945404,
"m": 0.9591754078865051
},
{
"p": 0.056391000747680664,
"m": 0.323961466550827
},
{
"p": 0.08063217997550964,
"m": 0.7233017086982727
},
{
"p": 0.06336978822946548,
"m": 0.8165850043296814
},
{
"p": 0.0693594440817833,
"m": 0.8158199787139893
},
{
"p": 0.07099694013595581,
"m": 1.0
},
{
"p": 0.07969854772090912,
"m": 0.9336674809455872
},
{
"p": 0.06291303038597107,
"m": 0.9453341960906982
},
{
"p": 0.08027620613574982,
"m": 1.0
},
{
"p": 0.06962410360574722,
"m": 1.0
},
{
"p": 0.08141426742076874,
"m": 1.0
}
]
},
{
"epoch": 145,
"train_loss": 0.9842832684516907,
"val_loss": 0.7982900142669678,
"acc": 72.54,
"time": 168.83649839597638,
"param": [
{
"p": 0.07901252061128616,
"m": 1.0
},
{
"p": 0.07979552447795868,
"m": 1.0
},
{
"p": 0.07907136529684067,
"m": 1.0
},
{
"p": 0.06759525090456009,
"m": 0.9997747540473938
},
{
"p": 0.07604076713323593,
"m": 0.3602645993232727
},
{
"p": 0.07912350445985794,
"m": 0.508731484413147
},
{
"p": 0.07293283939361572,
"m": 0.7844801545143127
},
{
"p": 0.06852847337722778,
"m": 0.8521617650985718
},
{
"p": 0.04904273524880409,
"m": 0.978744387626648
},
{
"p": 0.0680665671825409,
"m": 0.9634405374526978
},
{
"p": 0.06294868886470795,
"m": 0.9893168807029724
},
{
"p": 0.06998787075281143,
"m": 1.0
},
{
"p": 0.08265623450279236,
"m": 1.0
},
{
"p": 0.06519769877195358,
"m": 1.0
}
]
},
{
"epoch": 146,
"train_loss": 0.8472828269004822,
"val_loss": 0.8979628682136536,
"acc": 72.6,
"time": 310.789816265984,
"param": [
{
"p": 0.062208425253629684,
"m": 1.0
},
{
"p": 0.06775088608264923,
"m": 1.0
},
{
"p": 0.10392547398805618,
"m": 1.0
},
{
"p": 0.07090482115745544,
"m": 1.0
},
{
"p": 0.07645078748464584,
"m": 0.4067174792289734
},
{
"p": 0.08429733663797379,
"m": 0.694766104221344
},
{
"p": 0.057395584881305695,
"m": 0.7487888336181641
},
{
"p": 0.06723926961421967,
"m": 0.8147668838500977
},
{
"p": 0.08109039068222046,
"m": 0.9485607147216797
},
{
"p": 0.05064360052347183,
"m": 0.945088803768158
},
{
"p": 0.07535906881093979,
"m": 0.9862518310546875
},
{
"p": 0.06986735016107559,
"m": 1.0
},
{
"p": 0.07148463279008865,
"m": 1.0
},
{
"p": 0.061382442712783813,
"m": 1.0
}
]
},
{
"epoch": 147,
"train_loss": 1.107627034187317,
"val_loss": 0.7061859369277954,
"acc": 73.05,
"time": 458.8794831960113,
"param": [
{
"p": 0.08626095950603485,
"m": 1.0
},
{
"p": 0.05760711058974266,
"m": 1.0
},
{
"p": 0.07801574468612671,
"m": 1.0
},
{
"p": 0.04602966457605362,
"m": 0.8896177411079407
},
{
"p": 0.07128330320119858,
"m": 0.439695805311203
},
{
"p": 0.08009172230958939,
"m": 0.7630088329315186
},
{
"p": 0.06614585220813751,
"m": 0.8654987215995789
},
{
"p": 0.07614783942699432,
"m": 0.8830325603485107
},
{
"p": 0.06513708829879761,
"m": 0.9559450149536133
},
{
"p": 0.07188965380191803,
"m": 0.9904038310050964
},
{
"p": 0.05810743197798729,
"m": 0.922497034072876
},
{
"p": 0.06703988462686539,
"m": 1.0
},
{
"p": 0.10709381103515625,
"m": 1.0
},
{
"p": 0.06914990395307541,
"m": 1.0
}
]
},
{
"epoch": 148,
"train_loss": 0.9216699600219727,
"val_loss": 0.9403938055038452,
"acc": 72.27,
"time": 457.1126540169935,
"param": [
{
"p": 0.10527904331684113,
"m": 1.0
},
{
"p": 0.07098274677991867,
"m": 1.0
},
{
"p": 0.054749757051467896,
"m": 1.0
},
{
"p": 0.06295856088399887,
"m": 0.9947482347488403
},
{
"p": 0.07307042926549911,
"m": 0.3669939339160919
},
{
"p": 0.08519494533538818,
"m": 0.7806437611579895
},
{
"p": 0.07049135118722916,
"m": 0.8219318985939026
},
{
"p": 0.05435764044523239,
"m": 0.9339338541030884
},
{
"p": 0.07109007239341736,
"m": 0.866796612739563
},
{
"p": 0.07476219534873962,
"m": 0.9591574668884277
},
{
"p": 0.06672303378582001,
"m": 0.9243097901344299
},
{
"p": 0.08944480866193771,
"m": 1.0
},
{
"p": 0.061858031898736954,
"m": 1.0
},
{
"p": 0.05903736874461174,
"m": 1.0
}
]
},
{
"epoch": 149,
"train_loss": 0.8449721932411194,
"val_loss": 0.6632412672042847,
"acc": 72.39,
"time": 464.7727579579805,
"param": [
{
"p": 0.10263046622276306,
"m": 1.0
},
{
"p": 0.046204790472984314,
"m": 1.0
},
{
"p": 0.08493280410766602,
"m": 1.0
},
{
"p": 0.06406126916408539,
"m": 0.9540248513221741
},
{
"p": 0.04417581856250763,
"m": 0.5007967352867126
},
{
"p": 0.08106253296136856,
"m": 0.7138646245002747
},
{
"p": 0.06883083283901215,
"m": 0.8488779664039612
},
{
"p": 0.027086570858955383,
"m": 1.0
},
{
"p": 0.07540488988161087,
"m": 0.9401326775550842
},
{
"p": 0.08130314201116562,
"m": 0.9879835247993469
},
{
"p": 0.08535097539424896,
"m": 0.9089198112487793
},
{
"p": 0.0765758752822876,
"m": 1.0
},
{
"p": 0.09798390418291092,
"m": 1.0
},
{
"p": 0.06439600139856339,
"m": 1.0
}
]
},
{
"epoch": 150,
"train_loss": 0.9021545052528381,
"val_loss": 0.8464191555976868,
"acc": 72.97,
"time": 460.64734813800897,
"param": [
{
"p": 0.05769599229097366,
"m": 1.0
},
{
"p": 0.05591307207942009,
"m": 1.0
},
{
"p": 0.07254750281572342,
"m": 1.0
},
{
"p": 0.05509251728653908,
"m": 0.8805382251739502
},
{
"p": 0.0844116285443306,
"m": 0.4409838020801544
},
{
"p": 0.08162020146846771,
"m": 0.5934283137321472
},
{
"p": 0.0531354583799839,
"m": 0.9220130443572998
},
{
"p": 0.037699904292821884,
"m": 0.995989203453064
},
{
"p": 0.09153909981250763,
"m": 0.9985582232475281
},
{
"p": 0.07972566038370132,
"m": 0.9920339584350586
},
{
"p": 0.08547341823577881,
"m": 0.9434786438941956
},
{
"p": 0.09192309528589249,
"m": 1.0
},
{
"p": 0.09124542772769928,
"m": 1.0
},
{
"p": 0.06197696924209595,
"m": 1.0
}
]
}
]
}
Reference in a new issue View git blame Copy permalink