smart_augmentation/higher/res/HPsearch/log/Aug_mod(Data_augV5(Mix0.8-14TFx5-MagFxSh)-ResNet)-200 epochs (dataug:0)- 1 in_it-2.json

{
 "Accuracy": 36.88,
 "Time": [
  157.913494582423,
  6.892473569256849,
  31849.103656562977
 ],
 "Optimizer": {
  "Meta": {
   "optim": "Adam",
   "lr": 0.01
  },
  "Inner": {
   "optim": "SGD",
   "lr": 0.01,
   "momentum": 0.9
  }
 },
 "Device": "Graphics Device",
 "Param_names": [
  "Identity",
  "FlipUD",
  "FlipLR",
  "Rotate",
  "TranslateX",
  "TranslateY",
  "ShearX",
  "ShearY",
  "Contrast",
  "Color",
  "Brightness",
  "Sharpness",
  "Posterize",
  "Solarize"
 ],
 "Log": [
  {
   "epoch": 1,
   "train_loss": 9.27070426940918,
   "val_loss": 4.514902114868164,
   "acc": 2.33,
   "f1": [
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.018181798979640007,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.022883262485265732,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.14299897849559784,
    0.0,
    0.0,
    0.0,
    0.0,
    0.02593192085623741,
    0.0,
    0.0,
    0.0,
    0.016528895124793053,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.04123706370592117,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.03389827162027359,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.014277859590947628,
    0.0,
    0.0839160606265068,
    0.12598420679569244,
    0.0,
    0.0,
    0.0,
    0.038479581475257874,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0
   ],
   "time": 68.04760481324047,
   "param": [
    {
     "p": 0.05821767821907997,
     "m": 1.0
    },
    {
     "p": 0.07356968522071838,
     "m": 1.0
    },
    {
     "p": 0.07542747259140015,
     "m": 1.0
    },
    {
     "p": 0.0816730260848999,
     "m": 1.0
    },
    {
     "p": 0.07126394659280777,
     "m": 1.0
    },
    {
     "p": 0.08497246354818344,
     "m": 1.0
    },
    {
     "p": 0.06638845801353455,
     "m": 1.0
    },
    {
     "p": 0.0682489424943924,
     "m": 1.0
    },
    {
     "p": 0.05593765527009964,
     "m": 1.0
    },
    {
     "p": 0.0672496035695076,
     "m": 1.0
    },
    {
     "p": 0.058885607868433,
     "m": 1.0
    },
    {
     "p": 0.07273469865322113,
     "m": 1.0
    },
    {
     "p": 0.09640958905220032,
     "m": 1.0
    },
    {
     "p": 0.06902115792036057,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 2,
   "train_loss": 8.292922973632812,
   "val_loss": 4.128408432006836,
   "acc": 7.07,
   "f1": [
    0.0,
    0.06099516525864601,
    0.0,
    0.0,
    0.06321834772825241,
    0.0,
    0.0,
    0.04195799678564072,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.02919703535735607,
    0.08215294778347015,
    0.012422310188412666,
    0.1325300633907318,
    0.06504061073064804,
    0.03260863944888115,
    0.15272720158100128,
    0.0491802878677845,
    0.0,
    0.0,
    0.0,
    0.03636360913515091,
    0.0,
    0.0,
    0.0,
    0.0,
    0.11067187786102295,
    0.0,
    0.0,
    0.0,
    0.039215635508298874,
    0.0,
    0.0,
    0.0,
    0.11913812160491943,
    0.0,
    0.0,
    0.0,
    0.0,
    0.03007514588534832,
    0.16030527651309967,
    0.024390192702412605,
    0.0,
    0.016194282099604607,
    0.0,
    0.3792048394680023,
    0.2754489779472351,
    0.02631574124097824,
    0.0,
    0.03508768975734711,
    0.11125824600458145,
    0.0,
    0.0,
    0.14680646359920502,
    0.09919998049736023,
    0.0,
    0.0,
    0.045212745666503906,
    0.0,
    0.0,
    0.1538461297750473,
    0.15384608507156372,
    0.0,
    0.0,
    0.14953264594078064,
    0.0,
    0.19767439365386963,
    0.0,
    0.0,
    0.07272724062204361,
    0.013793058693408966,
    0.0,
    0.0,
    0.0,
    0.0,
    0.3204747140407562,
    0.0,
    0.0,
    0.09696962684392929,
    0.16153839230537415,
    0.0,
    0.0,
    0.03225803002715111,
    0.02343745157122612,
    0.0,
    0.0,
    0.030769195407629013,
    0.0,
    0.0,
    0.060790225863456726,
    0.04065035656094551,
    0.0,
    0.0
   ],
   "time": 154.30739772226661,
   "param": [
    {
     "p": 0.06446648389101028,
     "m": 1.0
    },
    {
     "p": 0.0007045604870654643,
     "m": 1.0
    },
    {
     "p": 0.10359951108694077,
     "m": 1.0
    },
    {
     "p": 0.06851073354482651,
     "m": 1.0
    },
    {
     "p": 0.09554380178451538,
     "m": 1.0
    },
    {
     "p": 0.02786344662308693,
     "m": 1.0
    },
    {
     "p": 0.024669837206602097,
     "m": 1.0
    },
    {
     "p": 0.04123509302735329,
     "m": 1.0
    },
    {
     "p": 0.004433551337569952,
     "m": 1.0
    },
    {
     "p": 0.16005443036556244,
     "m": 1.0
    },
    {
     "p": 0.021443955600261688,
     "m": 1.0
    },
    {
     "p": 0.24845047295093536,
     "m": 1.0
    },
    {
     "p": 0.13831955194473267,
     "m": 1.0
    },
    {
     "p": 0.0007045604870654643,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 3,
   "train_loss": 8.320588111877441,
   "val_loss": 3.774754285812378,
   "acc": 10.78,
   "f1": [
    0.031249960884451866,
    0.03571423515677452,
    0.018691571429371834,
    0.0,
    0.0,
    0.031007712706923485,
    0.12377846240997314,
    0.1052631139755249,
    0.10309270769357681,
    0.018181798979640007,
    0.0,
    0.0751173123717308,
    0.054794467985630035,
    0.0,
    0.0,
    0.0,
    0.019047604873776436,
    0.019801972433924675,
    0.06711404025554657,
    0.0,
    0.19135798513889313,
    0.03773583099246025,
    0.0,
    0.24277450144290924,
    0.2508959472179413,
    0.019230758771300316,
    0.0,
    0.018017996102571487,
    0.019801972433924675,
    0.0,
    0.26373621821403503,
    0.0,
    0.11023616790771484,
    0.08668074011802673,
    0.0,
    0.0,
    0.08108101785182953,
    0.052631545811891556,
    0.0,
    0.0,
    0.05128201097249985,
    0.3025209307670593,
    0.0,
    0.164634108543396,
    0.0,
    0.0,
    0.0,
    0.13235290348529816,
    0.0,
    0.16494840383529663,
    0.0,
    0.0,
    0.23859645426273346,
    0.30769219994544983,
    0.01941746659576893,
    0.0424710214138031,
    0.09302318841218948,
    0.13445372879505157,
    0.0,
    0.09150320291519165,
    0.40740731358528137,
    0.1818181276321411,
    0.22770395874977112,
    0.0,
    0.0,
    0.055813901126384735,
    0.0,
    0.09150320291519165,
    0.3006535470485687,
    0.10084028542041779,
    0.03603601083159447,
    0.227848082780838,
    0.03199996426701546,
    0.21188625693321228,
    0.0,
    0.018867909908294678,
    0.21596238017082214,
    0.05813947692513466,
    0.04761900380253792,
    0.0,
    0.0,
    0.05449587479233742,
    0.1454544961452484,
    0.11538457125425339,
    0.0,
    0.06349202245473862,
    0.19847321510314941,
    0.04195799678564072,
    0.02857138216495514,
    0.07999995350837708,
    0.0946745052933693,
    0.1774192750453949,
    0.0,
    0.048780445009469986,
    0.13899612426757812,
    0.1861574649810791,
    0.0,
    0.08847924321889877,
    0.0,
    0.0
   ],
   "time": 159.59745176881552,
   "param": [
    {
     "p": 0.0653611421585083,
     "m": 1.0
    },
    {
     "p": 0.0007149893208406866,
     "m": 1.0
    },
    {
     "p": 0.11265154182910919,
     "m": 1.0
    },
    {
     "p": 0.08037468791007996,
     "m": 1.0
    },
    {
     "p": 0.07916448265314102,
     "m": 1.0
    },
    {
     "p": 0.04536012187600136,
     "m": 1.0
    },
    {
     "p": 0.08714774996042252,
     "m": 1.0
    },
    {
     "p": 0.04238453879952431,
     "m": 1.0
    },
    {
     "p": 0.0031132723670452833,
     "m": 1.0
    },
    {
     "p": 0.07647143304347992,
     "m": 1.0
    },
    {
     "p": 0.0007149893208406866,
     "m": 1.0
    },
    {
     "p": 0.21177807450294495,
     "m": 1.0
    },
    {
     "p": 0.1940479874610901,
     "m": 1.0
    },
    {
     "p": 0.0007149893208406866,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 4,
   "train_loss": 7.291484355926514,
   "val_loss": 3.635399580001831,
   "acc": 12.88,
   "f1": [
    0.0,
    0.056603748351335526,
    0.06615771353244781,
    0.0,
    0.043715789914131165,
    0.03738315775990486,
    0.01960783451795578,
    0.08888883143663406,
    0.0,
    0.145695298910141,
    0.0,
    0.0,
    0.15789468586444855,
    0.1450776606798172,
    0.08888882398605347,
    0.07865163683891296,
    0.03199996426701546,
    0.03636360913515091,
    0.017699090763926506,
    0.0,
    0.23963125050067902,
    0.15405043959617615,
    0.04838705435395241,
    0.30939218401908875,
    0.20312491059303284,
    0.08588951081037521,
    0.019047604873776436,
    0.0,
    0.24836592376232147,
    0.019801972433924675,
    0.24190060794353485,
    0.0921052023768425,
    0.04958673566579819,
    0.22047238051891327,
    0.07462681084871292,
    0.06134963780641556,
    0.13422814011573792,
    0.14338232576847076,
    0.026490017771720886,
    0.0,
    0.08849553763866425,
    0.4113473892211914,
    0.04444438964128494,
    0.14836792647838593,
    0.0,
    0.0666666030883789,
    0.1043083593249321,
    0.2807016372680664,
    0.1747126281261444,
    0.14666660130023956,
    0.0,
    0.019047604873776436,
    0.4148147702217102,
    0.318471223115921,
    0.14285707473754883,
    0.0,
    0.11842100322246552,
    0.2345678210258484,
    0.0921052023768425,
    0.0,
    0.5341613292694092,
    0.1544714868068695,
    0.3421051800251007,
    0.0,
    0.0,
    0.03726702928543091,
    0.0,
    0.052631545811891556,
    0.11111106723546982,
    0.06837603449821472,
    0.0,
    0.05825240537524223,
    0.03252029046416283,
    0.22463762760162354,
    0.04123706370592117,
    0.10084028542041779,
    0.30128198862075806,
    0.0,
    0.027971982955932617,
    0.0,
    0.06315787136554718,
    0.0,
    0.23728805780410767,
    0.15789471566677094,
    0.027397213503718376,
    0.14689259231090546,
    0.1589595079421997,
    0.03418800234794617,
    0.0,
    0.1675977110862732,
    0.0,
    0.0,
    0.12658220529556274,
    0.0,
    0.1661631017923355,
    0.28742504119873047,
    0.17218534648418427,
    0.0,
    0.0745762437582016,
    0.0
   ],
   "time": 159.51294151879847,
   "param": [
    {
     "p": 0.0885453149676323,
     "m": 1.0
    },
    {
     "p": 0.0007142848335206509,
     "m": 1.0
    },
    {
     "p": 0.15266771614551544,
     "m": 1.0
    },
    {
     "p": 0.06229918822646141,
     "m": 1.0
    },
    {
     "p": 0.16338129341602325,
     "m": 1.0
    },
    {
     "p": 0.0007142848335206509,
     "m": 1.0
    },
    {
     "p": 0.09116587787866592,
     "m": 1.0
    },
    {
     "p": 0.05718372017145157,
     "m": 1.0
    },
    {
     "p": 0.0016213083872571588,
     "m": 1.0
    },
    {
     "p": 0.03187478333711624,
     "m": 1.0
    },
    {
     "p": 0.0007142848335206509,
     "m": 1.0
    },
    {
     "p": 0.17241834104061127,
     "m": 1.0
    },
    {
     "p": 0.17598530650138855,
     "m": 1.0
    },
    {
     "p": 0.0007142848335206509,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 5,
   "train_loss": 7.411348819732666,
   "val_loss": 3.533188819885254,
   "acc": 16.44,
   "f1": [
    0.38132283091545105,
    0.22535204887390137,
    0.11458326876163483,
    0.048780445009469986,
    0.0,
    0.08648642897605896,
    0.15748025476932526,
    0.1325300633907318,
    0.09160300344228745,
    0.15075373649597168,
    0.03603601083159447,
    0.11467887461185455,
    0.05839410796761513,
    0.07894731312990189,
    0.06936410069465637,
    0.07142854481935501,
    0.0,
    0.28676459193229675,
    0.13675208389759064,
    0.12499994784593582,
    0.267147958278656,
    0.20408158004283905,
    0.1454544961452484,
    0.3113771378993988,
    0.2630630135536194,
    0.07827258110046387,
    0.0,
    0.011834269389510155,
    0.09174308180809021,
    0.10169486701488495,
    0.11666662245988846,
    0.14545448124408722,
    0.04838705435395241,
    0.11678826063871384,
    0.10362687706947327,
    0.09999993443489075,
    0.14563103020191193,
    0.13157887756824493,
    0.048780445009469986,
    0.04054049029946327,
    0.0,
    0.4519229531288147,
    0.0,
    0.03846152126789093,
    0.0,
    0.054054029285907745,
    0.1374569833278656,
    0.3478260040283203,
    0.20168058574199677,
    0.1858406364917755,
    0.06397303193807602,
    0.08875734359025955,
    0.20588228106498718,
    0.34265726804733276,
    0.3037974238395691,
    0.0428570993244648,
    0.239999920129776,
    0.1836734414100647,
    0.17511513829231262,
    0.03478258103132248,
    0.466666579246521,
    0.16370101273059845,
    0.3464565873146057,
    0.20437949895858765,
    0.0,
    0.01960783451795578,
    0.0,
    0.2532750070095062,
    0.418118417263031,
    0.2753622233867645,
    0.0,
    0.36601296067237854,
    0.01851850003004074,
    0.10434778034687042,
    0.06097555160522461,
    0.390243798494339,
    0.25185176730155945,
    0.08510631322860718,
    0.06993001699447632,
    0.07812494784593582,
    0.0,
    0.08743163198232651,
    0.5429863333702087,
    0.16600783169269562,
    0.05900618061423302,
    0.21468918025493622,
    0.2891565263271332,
    0.11059901863336563,
    0.0,
    0.038834936916828156,
    0.1499999314546585,
    0.2561982572078705,
    0.11814339458942413,
    0.03199996426701546,
    0.2345678210258484,
    0.3442622125148773,
    0.1951218843460083,
    0.0666666105389595,
    0.0,
    0.12286684662103653
   ],
   "time": 156.18491881527007,
   "param": [
    {
     "p": 0.09578248858451843,
     "m": 1.0
    },
    {
     "p": 0.0007117167115211487,
     "m": 1.0
    },
    {
     "p": 0.14896687865257263,
     "m": 1.0
    },
    {
     "p": 0.06476711481809616,
     "m": 1.0
    },
    {
     "p": 0.11639094352722168,
     "m": 1.0
    },
    {
     "p": 0.029336966574192047,
     "m": 1.0
    },
    {
     "p": 0.09791528433561325,
     "m": 1.0
    },
    {
     "p": 0.05226869508624077,
     "m": 1.0
    },
    {
     "p": 0.01845809444785118,
     "m": 1.0
    },
    {
     "p": 0.04367674142122269,
     "m": 1.0
    },
    {
     "p": 0.028187017887830734,
     "m": 1.0
    },
    {
     "p": 0.13383448123931885,
     "m": 1.0
    },
    {
     "p": 0.16899186372756958,
     "m": 1.0
    },
    {
     "p": 0.0007117167115211487,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 6,
   "train_loss": 7.440792083740234,
   "val_loss": 3.31474232673645,
   "acc": 18.63,
   "f1": [
    0.29824554920196533,
    0.1818181276321411,
    0.0,
    0.15135130286216736,
    0.0,
    0.09599995613098145,
    0.038834936916828156,
    0.20125779509544373,
    0.10921498388051987,
    0.26315778493881226,
    0.03508768975734711,
    0.03669722378253937,
    0.24050629138946533,
    0.09009005129337311,
    0.10769226402044296,
    0.05714283511042595,
    0.11111105978488922,
    0.10256405174732208,
    0.13888882100582123,
    0.12698407471179962,
    0.1391303837299347,
    0.2530611455440521,
    0.15261036157608032,
    0.14414408802986145,
    0.4088396728038788,
    0.07142854481935501,
    0.05106377974152565,
    0.0,
    0.3428570628166199,
    0.09356718510389328,
    0.30125513672828674,
    0.08849553763866425,
    0.09022551029920578,
    0.1655171811580658,
    0.14705875515937805,
    0.12097809463739395,
    0.16806717216968536,
    0.1454544961452484,
    0.12809914350509644,
    0.08275856822729111,
    0.05714283511042595,
    0.4308941662311554,
    0.03809521719813347,
    0.2118643820285797,
    0.0,
    0.01941746659576893,
    0.13432830572128296,
    0.3617020547389984,
    0.28426387906074524,
    0.2593856155872345,
    0.0,
    0.0303029902279377,
    0.4638553261756897,
    0.3716813027858734,
    0.26540276408195496,
    0.0,
    0.2695034444332123,
    0.1764705330133438,
    0.2147650271654129,
    0.0336134098470211,
    0.5740739107131958,
    0.21551716327667236,
    0.2612244188785553,
    0.17073164880275726,
    0.0792078748345375,
    0.09090906381607056,
    0.0642201229929924,
    0.18045106530189514,
    0.5098037719726562,
    0.2729804515838623,
    0.28244268894195557,
    0.2790696918964386,
    0.01851850003004074,
    0.2758619785308838,
    0.0,
    0.3247862756252289,
    0.35862061381340027,
    0.10947363823652267,
    0.098684161901474,
    0.18823520839214325,
    0.0,
    0.12371128052473068,
    0.49814119935035706,
    0.08928567916154861,
    0.08866989612579346,
    0.22009563446044922,
    0.23419199883937836,
    0.037037014961242676,
    0.0,
    0.26315784454345703,
    0.11111106723546982,
    0.160714253783226,
    0.0,
    0.1390373706817627,
    0.28402355313301086,
    0.33962252736091614,
    0.19428564608097076,
    0.054054003208875656,
    0.0,
    0.12048186361789703
   ],
   "time": 154.1721685770899,
   "param": [
    {
     "p": 0.09933532774448395,
     "m": 1.0
    },
    {
     "p": 0.019769731909036636,
     "m": 1.0
    },
    {
     "p": 0.12458771467208862,
     "m": 1.0
    },
    {
     "p": 0.07515867054462433,
     "m": 1.0
    },
    {
     "p": 0.11523464322090149,
     "m": 1.0
    },
    {
     "p": 0.03319379687309265,
     "m": 1.0
    },
    {
     "p": 0.09045594185590744,
     "m": 1.0
    },
    {
     "p": 0.0526166595518589,
     "m": 1.0
    },
    {
     "p": 0.03311413899064064,
     "m": 1.0
    },
    {
     "p": 0.056089866906404495,
     "m": 1.0
    },
    {
     "p": 0.03449254110455513,
     "m": 1.0
    },
    {
     "p": 0.12896853685379028,
     "m": 1.0
    },
    {
     "p": 0.1362924575805664,
     "m": 1.0
    },
    {
     "p": 0.000690014217980206,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 7,
   "train_loss": 7.091242790222168,
   "val_loss": 3.5314648151397705,
   "acc": 19.75,
   "f1": [
    0.30769219994544983,
    0.23529402911663055,
    0.10071936994791031,
    0.16744180023670197,
    0.09655166417360306,
    0.14424948394298553,
    0.14965979754924774,
    0.12307687103748322,
    0.12871280312538147,
    0.26666656136512756,
    0.09142850339412689,
    0.12598420679569244,
    0.09022551029920578,
    0.13815784454345703,
    0.0967741385102272,
    0.05555552989244461,
    0.12499995529651642,
    0.15517237782478333,
    0.24210518598556519,
    0.05309731885790825,
    0.32362452149391174,
    0.08474572747945786,
    0.13559314608573914,
    0.22222214937210083,
    0.3862433433532715,
    0.09799550473690033,
    0.017543835565447807,
    0.09574461728334427,
    0.23529404401779175,
    0.18791939318180084,
    0.03773583099246025,
    0.1774192750453949,
    0.07142851501703262,
    0.22360241413116455,
    0.1604277491569519,
    0.09230764210224152,
    0.17454540729522705,
    0.018348604440689087,
    0.06349202245473862,
    0.11965807527303696,
    0.21428564190864563,
    0.5128203630447388,
    0.0,
    0.20087330043315887,
    0.0336134098470211,
    0.043478213250637054,
    0.04597695544362068,
    0.34999990463256836,
    0.280373752117157,
    0.23312877118587494,
    0.03571426123380661,
    0.13846150040626526,
    0.5673757791519165,
    0.37681156396865845,
    0.28571420907974243,
    0.0,
    0.27555546164512634,
    0.17112290859222412,
    0.1081080511212349,
    0.07692302018404007,
    0.5919281840324402,
    0.15929199755191803,
    0.329670250415802,
    0.1454544961452484,
    0.0,
    0.03669722378253937,
    0.08733618259429932,
    0.17391297221183777,
    0.45962730050086975,
    0.29461750388145447,
    0.3686273694038391,
    0.43846145272254944,
    0.019230758771300316,
    0.291139155626297,
    0.0,
    0.33427757024765015,
    0.31884047389030457,
    0.0816325917840004,
    0.0945945456624031,
    0.13235288858413696,
    0.0,
    0.14084504544734955,
    0.525139570236206,
    0.11920525878667831,
    0.08417505025863647,
    0.22151891887187958,
    0.3050846457481384,
    0.16877631843090057,
    0.0,
    0.09756092727184296,
    0.10144922137260437,
    0.23384609818458557,
    0.04444439709186554,
    0.07643306255340576,
    0.2770780622959137,
    0.37885454297065735,
    0.08771926164627075,
    0.17293229699134827,
    0.11453740298748016,
    0.1307188868522644
   ],
   "time": 155.6421676473692,
   "param": [
    {
     "p": 0.1059952825307846,
     "m": 1.0
    },
    {
     "p": 0.009445397183299065,
     "m": 1.0
    },
    {
     "p": 0.11863972246646881,
     "m": 1.0
    },
    {
     "p": 0.07589679211378098,
     "m": 1.0
    },
    {
     "p": 0.11387857794761658,
     "m": 1.0
    },
    {
     "p": 0.0019027795642614365,
     "m": 1.0
    },
    {
     "p": 0.08765169233083725,
     "m": 1.0
    },
    {
     "p": 0.0513458251953125,
     "m": 1.0
    },
    {
     "p": 0.03355039656162262,
     "m": 1.0
    },
    {
     "p": 0.09412576258182526,
     "m": 1.0
    },
    {
     "p": 0.018863912671804428,
     "m": 1.0
    },
    {
     "p": 0.13130778074264526,
     "m": 1.0
    },
    {
     "p": 0.15669722855091095,
     "m": 1.0
    },
    {
     "p": 0.000698823481798172,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 8,
   "train_loss": 6.977500915527344,
   "val_loss": 3.141984224319458,
   "acc": 21.76,
   "f1": [
    0.47513800859451294,
    0.07476632297039032,
    0.15228420495986938,
    0.01694912277162075,
    0.0823044702410698,
    0.16999995708465576,
    0.16666659712791443,
    0.19108274579048157,
    0.20134222507476807,
    0.29292917251586914,
    0.05504584312438965,
    0.04838705435395241,
    0.23391805589199066,
    0.2046510875225067,
    0.17532463371753693,
    0.08999994397163391,
    0.12173908948898315,
    0.32311972975730896,
    0.24615377187728882,
    0.16993455588817596,
    0.38216549158096313,
    0.2494431585073471,
    0.19277101755142212,
    0.36633655428886414,
    0.5271965861320496,
    0.16149060428142548,
    0.0967741385102272,
    0.08849553763866425,
    0.18705029785633087,
    0.2288556545972824,
    0.31999990344047546,
    0.07272724062204361,
    0.15517237782478333,
    0.23529404401779175,
    0.05309731885790825,
    0.12783503532409668,
    0.19417467713356018,
    0.15081962943077087,
    0.04225347191095352,
    0.13836471736431122,
    0.19289332628250122,
    0.5868262648582458,
    0.07547163963317871,
    0.22888275980949402,
    0.07092193514108658,
    0.019230758771300316,
    0.12203384935855865,
    0.31205663084983826,
    0.26038771867752075,
    0.22033892571926117,
    0.07518791407346725,
    0.03669722378253937,
    0.53465336561203,
    0.396135151386261,
    0.3385826051235199,
    0.03448270633816719,
    0.3495144844055176,
    0.23287664353847504,
    0.09090904891490936,
    0.20779214799404144,
    0.4782607853412628,
    0.24137921631336212,
    0.3726707398891449,
    0.26086950302124023,
    0.03973504900932312,
    0.0,
    0.0561797209084034,
    0.11666662245988846,
    0.563380241394043,
    0.3786981403827667,
    0.2919253706932068,
    0.42253512144088745,
    0.014598497189581394,
    0.2949307858943939,
    0.10238903015851974,
    0.2794117331504822,
    0.4454544484615326,
    0.07272721081972122,
    0.09053491055965424,
    0.08333329111337662,
    0.0,
    0.14043578505516052,
    0.5408803224563599,
    0.18181811273097992,
    0.07407402247190475,
    0.2399999350309372,
    0.28461533784866333,
    0.21084332466125488,
    0.0,
    0.19791661202907562,
    0.0806451216340065,
    0.29319363832473755,
    0.11612897366285324,
    0.0,
    0.4307691156864166,
    0.3694778084754944,
    0.21518979966640472,
    0.15322573482990265,
    0.048780445009469986,
    0.04999995976686478
   ],
   "time": 162.40938028972596,
   "param": [
    {
     "p": 0.10844752192497253,
     "m": 1.0
    },
    {
     "p": 0.01772724837064743,
     "m": 1.0
    },
    {
     "p": 0.11992538720369339,
     "m": 1.0
    },
    {
     "p": 0.05427465960383415,
     "m": 1.0
    },
    {
     "p": 0.10904373228549957,
     "m": 1.0
    },
    {
     "p": 0.0007075893227010965,
     "m": 1.0
    },
    {
     "p": 0.07550906389951706,
     "m": 1.0
    },
    {
     "p": 0.06427225470542908,
     "m": 1.0
    },
    {
     "p": 0.043406493961811066,
     "m": 1.0
    },
    {
     "p": 0.06536703556776047,
     "m": 1.0
    },
    {
     "p": 0.05181650072336197,
     "m": 1.0
    },
    {
     "p": 0.1322411149740219,
     "m": 1.0
    },
    {
     "p": 0.15655386447906494,
     "m": 1.0
    },
    {
     "p": 0.0007075893227010965,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 9,
   "train_loss": 6.941136837005615,
   "val_loss": 3.2523996829986572,
   "acc": 22.91,
   "f1": [
    0.47368407249450684,
    0.2909090518951416,
    0.17123281955718994,
    0.1591694951057434,
    0.03669722378253937,
    0.19607838988304138,
    0.09999995678663254,
    0.17948710918426514,
    0.1801241785287857,
    0.30769219994544983,
    0.11570242792367935,
    0.08264458924531937,
    0.20437948405742645,
    0.09790203720331192,
    0.1506493091583252,
    0.09302320331335068,
    0.1747572273015976,
    0.2797201871871948,
    0.13888882100582123,
    0.14685308933258057,
    0.35897424817085266,
    0.18238016963005066,
    0.22222214937210083,
    0.4100417494773865,
    0.4491524398326874,
    0.1818181276321411,
    0.0,
    0.12765954434871674,
    0.19999991357326508,
    0.23287664353847504,
    0.3025209605693817,
    0.0639999583363533,
    0.18930034339427948,
    0.2758619785308838,
    0.11570242792367935,
    0.0,
    0.19999994337558746,
    0.14358967542648315,
    0.03149602562189102,
    0.11570242792367935,
    0.2202642410993576,
    0.3058823049068451,
    0.19753079116344452,
    0.19999991357326508,
    0.05309731885790825,
    0.10191076993942261,
    0.13577018678188324,
    0.2945735454559326,
    0.31249991059303284,
    0.30303022265434265,
    0.019230758771300316,
    0.14367811381816864,
    0.5704466104507446,
    0.43708598613739014,
    0.3643723726272583,
    0.01941746659576893,
    0.32258060574531555,
    0.152671679854393,
    0.1956946849822998,
    0.07812494784593582,
    0.609053373336792,
    0.18181811273097992,
    0.37777766585350037,
    0.16806717216968536,
    0.052173878997564316,
    0.031249960884451866,
    0.0,
    0.17054256796836853,
    0.48888882994651794,
    0.3881855607032776,
    0.1931033730506897,
    0.4302324652671814,
    0.04958673566579819,
    0.3361343741416931,
    0.07954539358615875,
    0.3532608151435852,
    0.5327101349830627,
    0.0,
    0.0,
    0.01851850003004074,
    0.0,
    0.11111105233430862,
    0.5381525158882141,
    0.23974758386611938,
    0.09090903401374817,
    0.28571417927742004,
    0.2775799632072449,
    0.21428565680980682,
    0.0,
    0.2272726446390152,
    0.1749999076128006,
    0.3467741012573242,
    0.05172409862279892,
    0.10526309907436371,
    0.4387753903865814,
    0.4365480840206146,
    0.0,
    0.17424236238002777,
    0.0,
    0.09302320331335068
   ],
   "time": 158.55502852518111,
   "param": [
    {
     "p": 0.0957830622792244,
     "m": 1.0
    },
    {
     "p": 0.02631840482354164,
     "m": 1.0
    },
    {
     "p": 0.102280393242836,
     "m": 1.0
    },
    {
     "p": 0.06302645057439804,
     "m": 1.0
    },
    {
     "p": 0.09699150174856186,
     "m": 1.0
    },
    {
     "p": 0.032112449407577515,
     "m": 1.0
    },
    {
     "p": 0.10109587013721466,
     "m": 1.0
    },
    {
     "p": 0.05229178071022034,
     "m": 1.0
    },
    {
     "p": 0.049778152257204056,
     "m": 1.0
    },
    {
     "p": 0.06574878841638565,
     "m": 1.0
    },
    {
     "p": 0.0569533072412014,
     "m": 1.0
    },
    {
     "p": 0.12660643458366394,
     "m": 1.0
    },
    {
     "p": 0.13030554354190826,
     "m": 1.0
    },
    {
     "p": 0.0007078695925883949,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 10,
   "train_loss": 6.453289031982422,
   "val_loss": 3.0909957885742188,
   "acc": 24.57,
   "f1": [
    0.5058822631835938,
    0.29665064811706543,
    0.20571422576904297,
    0.18292675912380219,
    0.08799994736909866,
    0.22222216427326202,
    0.10344822704792023,
    0.14062495529651642,
    0.18326687812805176,
    0.31355923414230347,
    0.1629629135131836,
    0.07692302018404007,
    0.29787224531173706,
    0.19528615474700928,
    0.12371128052473068,
    0.08695648610591888,
    0.20512811839580536,
    0.4072396755218506,
    0.24501419067382812,
    0.20437948405742645,
    0.42687737941741943,
    0.21538454294204712,
    0.22377613186836243,
    0.4630540609359741,
    0.41635677218437195,
    0.21333324909210205,
    0.17647051811218262,
    0.1777777075767517,
    0.26666659116744995,
    0.2333332598209381,
    0.24637670814990997,
    0.22317588329315186,
    0.21951214969158173,
    0.3043477535247803,
    0.22485199570655823,
    0.15686269104480743,
    0.22535204887390137,
    0.20576126873493195,
    0.10126575827598572,
    0.22346359491348267,
    0.22317588329315186,
    0.3246072828769684,
    0.14285710453987122,
    0.2628570795059204,
    0.09756091982126236,
    0.11695900559425354,
    0.12213735282421112,
    0.40410950779914856,
    0.3763439953327179,
    0.0754716694355011,
    0.05633797496557236,
    0.13930343091487885,
    0.47619038820266724,
    0.49999988079071045,
    0.29850736260414124,
    0.05741621181368828,
    0.2333332598209381,
    0.21599994599819183,
    0.21319790184497833,
    0.2424241453409195,
    0.5521884560585022,
    0.3522011637687683,
    0.38571423292160034,
    0.27096763253211975,
    0.06289302557706833,
    0.07194238901138306,
    0.035398200154304504,
    0.28187912702560425,
    0.46376800537109375,
    0.41176459193229675,
    0.3626372814178467,
    0.5136610269546509,
    0.13999994099140167,
    0.28999990224838257,
    0.07253880053758621,
    0.5185183882713318,
    0.45925915241241455,
    0.1019107848405838,
    0.15028895437717438,
    0.19672125577926636,
    0.01851850003004074,
    0.07575751841068268,
    0.5869563817977905,
    0.13235288858413696,
    0.07874010503292084,
    0.282828152179718,
    0.2739725410938263,
    0.20833326876163483,
    0.03278684988617897,
    0.2020905762910843,
    0.15384608507156372,
    0.3127271831035614,
    0.019801972433924675,
    0.09448814392089844,
    0.41071420907974243,
    0.3885713219642639,
    0.18292675912380219,
    0.2163933962583542,
    0.11695900559425354,
    0.14379078149795532
   ],
   "time": 158.23600297048688,
   "param": [
    {
     "p": 0.0941106528043747,
     "m": 1.0
    },
    {
     "p": 0.01765918917953968,
     "m": 1.0
    },
    {
     "p": 0.11796930432319641,
     "m": 1.0
    },
    {
     "p": 0.0673023983836174,
     "m": 1.0
    },
    {
     "p": 0.14907419681549072,
     "m": 1.0
    },
    {
     "p": 0.016132865101099014,
     "m": 1.0
    },
    {
     "p": 0.1053570955991745,
     "m": 1.0
    },
    {
     "p": 0.04878607019782066,
     "m": 1.0
    },
    {
     "p": 0.015578857623040676,
     "m": 1.0
    },
    {
     "p": 0.045698732137680054,
     "m": 1.0
    },
    {
     "p": 0.038799528032541275,
     "m": 1.0
    },
    {
     "p": 0.14163590967655182,
     "m": 1.0
    },
    {
     "p": 0.1411922127008438,
     "m": 1.0
    },
    {
     "p": 0.0007029284024611115,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 11,
   "train_loss": 6.327301025390625,
   "val_loss": 2.863649845123291,
   "acc": 25.4,
   "f1": [
    0.49795907735824585,
    0.2965778410434723,
    0.24475516378879547,
    0.20183482766151428,
    0.06201545521616936,
    0.2275448441505432,
    0.2758619785308838,
    0.1052631139755249,
    0.18320602178573608,
    0.30526304244995117,
    0.04615379497408867,
    0.07936502993106842,
    0.17241372168064117,
    0.17931029200553894,
    0.16999994218349457,
    0.13407814502716064,
    0.19095470011234283,
    0.23021577298641205,
    0.1696968972682953,
    0.2426469922065735,
    0.4578312039375305,
    0.18749991059303284,
    0.2556390166282654,
    0.37499991059303284,
    0.5043476819992065,
    0.19230762124061584,
    0.16806717216968536,
    0.08888883143663406,
    0.2843601107597351,
    0.2634729743003845,
    0.038834936916828156,
    0.264317125082016,
    0.16981124877929688,
    0.24802106618881226,
    0.21599994599819183,
    0.019230758771300316,
    0.19206677377223969,
    0.13432830572128296,
    0.03669722378253937,
    0.22471904754638672,
    0.16788314282894135,
    0.4903845191001892,
    0.16513758897781372,
    0.256410151720047,
    0.03738315775990486,
    0.1361701488494873,
    0.21390368044376373,
    0.4093022048473358,
    0.44303786754608154,
    0.22222216427326202,
    0.06217610463500023,
    0.10138242691755295,
    0.5036495327949524,
    0.5221238136291504,
    0.31372538208961487,
    0.03278684988617897,
    0.3157894015312195,
    0.20869562029838562,
    0.2872926890850067,
    0.20178039371967316,
    0.6146340370178223,
    0.2517482042312622,
    0.4705880880355835,
    0.23255807161331177,
    0.08474572747945786,
    0.19587622582912445,
    0.1530611664056778,
    0.26618701219558716,
    0.5957446098327637,
    0.39655160903930664,
    0.3135133981704712,
    0.48529404401779175,
    0.0990990400314331,
    0.27358484268188477,
    0.14746539294719696,
    0.5124998688697815,
    0.42957738041877747,
    0.140350803732872,
    0.09999995678663254,
    0.22891558706760406,
    0.035087667405605316,
    0.16666659712791443,
    0.5851062536239624,
    0.2378377616405487,
    0.07947013527154922,
    0.27272719144821167,
    0.3064514994621277,
    0.25892847776412964,
    0.0,
    0.31355923414230347,
    0.019801972433924675,
    0.366812139749527,
    0.10989003628492355,
    0.10596020519733429,
    0.4217686057090759,
    0.39560428261756897,
    0.2165604531764984,
    0.2643677294254303,
    0.09625662118196487,
    0.17054256796836853
   ],
   "time": 159.47235945798457,
   "param": [
    {
     "p": 0.10304997861385345,
     "m": 1.0
    },
    {
     "p": 0.020675094798207283,
     "m": 1.0
    },
    {
     "p": 0.12352736294269562,
     "m": 1.0
    },
    {
     "p": 0.06492961198091507,
     "m": 1.0
    },
    {
     "p": 0.11779147386550903,
     "m": 1.0
    },
    {
     "p": 0.03372045233845711,
     "m": 1.0
    },
    {
     "p": 0.07182300835847855,
     "m": 1.0
    },
    {
     "p": 0.05767831206321716,
     "m": 1.0
    },
    {
     "p": 0.03131943568587303,
     "m": 1.0
    },
    {
     "p": 0.07572808861732483,
     "m": 1.0
    },
    {
     "p": 0.03200775757431984,
     "m": 1.0
    },
    {
     "p": 0.12255370616912842,
     "m": 1.0
    },
    {
     "p": 0.1445084512233734,
     "m": 1.0
    },
    {
     "p": 0.0006873160600662231,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 12,
   "train_loss": 6.3806562423706055,
   "val_loss": 2.960139274597168,
   "acc": 26.78,
   "f1": [
    0.5802468061447144,
    0.3157894015312195,
    0.21989519894123077,
    0.19580411911010742,
    0.01941746659576893,
    0.1965317279100418,
    0.23776215314865112,
    0.2014387845993042,
    0.23134320974349976,
    0.3489931523799896,
    0.10843367874622345,
    0.037037014961242676,
    0.208791121840477,
    0.09448814392089844,
    0.1612902730703354,
    0.16911759972572327,
    0.2176869958639145,
    0.4258063733577728,
    0.26717549562454224,
    0.14516125619411469,
    0.4036695957183838,
    0.3636362552642822,
    0.21186435222625732,
    0.38749992847442627,
    0.5658535361289978,
    0.1635219305753708,
    0.056603748351335526,
    0.16304342448711395,
    0.26666656136512756,
    0.21897803246974945,
    0.32520318031311035,
    0.23076917231082916,
    0.2288556545972824,
    0.2983424663543701,
    0.2655600905418396,
    0.17508411407470703,
    0.318471223115921,
    0.19189760088920593,
    0.09230764210224152,
    0.27102795243263245,
    0.18731114268302917,
    0.46792444586753845,
    0.1729728877544403,
    0.2888086140155792,
    0.035398200154304504,
    0.1858406364917755,
    0.18957340717315674,
    0.3942306339740753,
    0.3981480300426483,
    0.3050846755504608,
    0.03614452853798866,
    0.14782603085041046,
    0.5808823108673096,
    0.4579438269138336,
    0.418803334236145,
    0.0,
    0.2999999225139618,
    0.23076915740966797,
    0.23529407382011414,
    0.09302320331335068,
    0.6273061633110046,
    0.32075464725494385,
    0.46829259395599365,
    0.2955664098262787,
    0.0,
    0.05673753470182419,
    0.13402055203914642,
    0.28571420907974243,
    0.6508874893188477,
    0.4200912117958069,
    0.348314493894577,
    0.37499991059303284,
    0.08333327621221542,
    0.34920626878738403,
    0.1279069036245346,
    0.5698922872543335,
    0.560509443283081,
    0.1449274718761444,
    0.1563517451286316,
    0.22222213447093964,
    0.09022551029920578,
    0.23529404401779175,
    0.6140349507331848,
    0.13496926426887512,
    0.1223021075129509,
    0.29577454924583435,
    0.30857133865356445,
    0.22099442780017853,
    0.039215635508298874,
    0.2634729743003845,
    0.07407403737306595,
    0.3467741012573242,
    0.0,
    0.16666662693023682,
    0.46428558230400085,
    0.4161849021911621,
    0.26395928859710693,
    0.19136957824230194,
    0.10227267444133759,
    0.13043473660945892
   ],
   "time": 153.8347366536036,
   "param": [
    {
     "p": 0.10838504135608673,
     "m": 1.0
    },
    {
     "p": 0.018382137641310692,
     "m": 1.0
    },
    {
     "p": 0.12694187462329865,
     "m": 1.0
    },
    {
     "p": 0.0675162598490715,
     "m": 1.0
    },
    {
     "p": 0.10462725162506104,
     "m": 1.0
    },
    {
     "p": 0.0007131366292014718,
     "m": 1.0
    },
    {
     "p": 0.09110864251852036,
     "m": 1.0
    },
    {
     "p": 0.06205863878130913,
     "m": 1.0
    },
    {
     "p": 0.03883982449769974,
     "m": 1.0
    },
    {
     "p": 0.08576650172472,
     "m": 1.0
    },
    {
     "p": 0.026937970891594887,
     "m": 1.0
    },
    {
     "p": 0.11308052390813828,
     "m": 1.0
    },
    {
     "p": 0.15494580566883087,
     "m": 1.0
    },
    {
     "p": 0.0006964005879126489,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 13,
   "train_loss": 6.175776481628418,
   "val_loss": 3.0308837890625,
   "acc": 27.09,
   "f1": [
    0.4978901743888855,
    0.3274020552635193,
    0.09523804485797882,
    0.19767434895038605,
    0.01612899824976921,
    0.22702695429325104,
    0.14062495529651642,
    0.22033889591693878,
    0.21910107135772705,
    0.30545443296432495,
    0.10227267444133759,
    0.13513506948947906,
    0.19999992847442627,
    0.21568621695041656,
    0.17040351033210754,
    0.14925366640090942,
    0.1631578654050827,
    0.41538456082344055,
    0.18867920339107513,
    0.20276491343975067,
    0.5153372287750244,
    0.39378228783607483,
    0.18025743961334229,
    0.4491977095603943,
    0.3410137891769409,
    0.15873010456562042,
    0.14937752485275269,
    0.1971830427646637,
    0.3693692684173584,
    0.26206886768341064,
    0.32941165566444397,
    0.274914026260376,
    0.21568621695041656,
    0.26515141129493713,
    0.2436974197626114,
    0.07407402247190475,
    0.2658958435058594,
    0.11594197899103165,
    0.1526716947555542,
    0.24905653297901154,
    0.30075180530548096,
    0.487046480178833,
    0.14634142816066742,
    0.28019312024116516,
    0.09859149903059006,
    0.1226993277668953,
    0.17171710729599,
    0.4142010807991028,
    0.39520949125289917,
    0.3167419731616974,
    0.018017996102571487,
    0.08275856822729111,
    0.37681150436401367,
    0.46215128898620605,
    0.43749991059303284,
    0.031249960884451866,
    0.323809415102005,
    0.2790696918964386,
    0.2758620083332062,
    0.26666656136512756,
    0.5469387173652649,
    0.3170730471611023,
    0.3999998867511749,
    0.2782607972621918,
    0.03225803002715111,
    0.19767434895038605,
    0.06896546483039856,
    0.21192045509815216,
    0.6031744480133057,
    0.4685713052749634,
    0.2635658085346222,
    0.5174824595451355,
    0.11976040154695511,
    0.32786881923675537,
    0.08805025368928909,
    0.5149698853492737,
    0.5892114639282227,
    0.019047604873776436,
    0.13402055203914642,
    0.2421524077653885,
    0.03389827162027359,
    0.09374994784593582,
    0.5866665840148926,
    0.265060156583786,
    0.08474572747945786,
    0.31746023893356323,
    0.3076922297477722,
    0.32584258913993835,
    0.049689386039972305,
    0.30830031633377075,
    0.2129276990890503,
    0.41666656732559204,
    0.0,
    0.17081844806671143,
    0.34682077169418335,
    0.3820223808288574,
    0.28671321272850037,
    0.228571355342865,
    0.10256405174732208,
    0.17391297221183777
   ],
   "time": 157.18631661403924,
   "param": [
    {
     "p": 0.09496287256479263,
     "m": 1.0
    },
    {
     "p": 0.026639539748430252,
     "m": 1.0
    },
    {
     "p": 0.1100434735417366,
     "m": 1.0
    },
    {
     "p": 0.06417181342840195,
     "m": 1.0
    },
    {
     "p": 0.10068971663713455,
     "m": 1.0
    },
    {
     "p": 0.021729767322540283,
     "m": 1.0
    },
    {
     "p": 0.09160847216844559,
     "m": 1.0
    },
    {
     "p": 0.06423598527908325,
     "m": 1.0
    },
    {
     "p": 0.04237814247608185,
     "m": 1.0
    },
    {
     "p": 0.08270233869552612,
     "m": 1.0
    },
    {
     "p": 0.04662527143955231,
     "m": 1.0
    },
    {
     "p": 0.11895188689231873,
     "m": 1.0
    },
    {
     "p": 0.1345788985490799,
     "m": 1.0
    },
    {
     "p": 0.0006817418034188449,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 14,
   "train_loss": 5.7608184814453125,
   "val_loss": 2.969327688217163,
   "acc": 27.05,
   "f1": [
    0.45714274048805237,
    0.34224584698677063,
    0.16184966266155243,
    0.1630900651216507,
    0.07547163963317871,
    0.15999993681907654,
    0.26794248819351196,
    0.18320602178573608,
    0.1839999407529831,
    0.3127271831035614,
    0.05172409862279892,
    0.14468081295490265,
    0.2575107216835022,
    0.1240309551358223,
    0.16666659712791443,
    0.1716737449169159,
    0.21004560589790344,
    0.41379302740097046,
    0.17187494039535522,
    0.18840573728084564,
    0.4436088800430298,
    0.3824700117111206,
    0.24516120553016663,
    0.37545114755630493,
    0.47653424739837646,
    0.20588228106498718,
    0.08571423590183258,
    0.03738315775990486,
    0.2702701687812805,
    0.25352105498313904,
    0.1391303837299347,
    0.21804505586624146,
    0.2345678210258484,
    0.24999991059303284,
    0.24120594561100006,
    0.10497231781482697,
    0.22222214937210083,
    0.12598420679569244,
    0.18292675912380219,
    0.3175964951515198,
    0.17421597242355347,
    0.5418717861175537,
    0.14705875515937805,
    0.3148147463798523,
    0.07462681084871292,
    0.15044242143630981,
    0.16300934553146362,
    0.4275861084461212,
    0.40490788221359253,
    0.2399999350309372,
    0.06611566245555878,
    0.20472435653209686,
    0.6206895112991333,
    0.5024153590202332,
    0.3892616331577301,
    0.042553141713142395,
    0.4238409399986267,
    0.3367346227169037,
    0.2928869426250458,
    0.22360241413116455,
    0.6631014943122864,
    0.3362067937850952,
    0.43720918893814087,
    0.2887699604034424,
    0.08648642897605896,
    0.1219511553645134,
    0.1531914472579956,
    0.30769219994544983,
    0.616278886795044,
    0.27255979180336,
    0.3456788659095764,
    0.45033106207847595,
    0.0898875743150711,
    0.32369929552078247,
    0.03305782005190849,
    0.5876287817955017,
    0.47311821579933167,
    0.17573215067386627,
    0.08620686084032059,
    0.1857142299413681,
    0.10687018185853958,
    0.2014387845993042,
    0.6043955087661743,
    0.2570280432701111,
    0.11299428343772888,
    0.3287670314311981,
    0.334545373916626,
    0.2769230008125305,
    0.05673753470182419,
    0.35064926743507385,
    0.22222214937210083,
    0.4023667275905609,
    0.2399999499320984,
    0.10606056451797485,
    0.45569613575935364,
    0.3160493075847626,
    0.2890172600746155,
    0.23076917231082916,
    0.13991764187812805,
    0.17142851650714874
   ],
   "time": 155.9788243174553,
   "param": [
    {
     "p": 0.0964549332857132,
     "m": 1.0
    },
    {
     "p": 0.0017185262404382229,
     "m": 1.0
    },
    {
     "p": 0.1285097897052765,
     "m": 1.0
    },
    {
     "p": 0.05722148343920708,
     "m": 1.0
    },
    {
     "p": 0.10872040688991547,
     "m": 1.0
    },
    {
     "p": 0.023039985448122025,
     "m": 1.0
    },
    {
     "p": 0.0959945097565651,
     "m": 1.0
    },
    {
     "p": 0.056953396648168564,
     "m": 1.0
    },
    {
     "p": 0.04204299673438072,
     "m": 1.0
    },
    {
     "p": 0.05820048600435257,
     "m": 1.0
    },
    {
     "p": 0.04455103352665901,
     "m": 1.0
    },
    {
     "p": 0.13755066692829132,
     "m": 1.0
    },
    {
     "p": 0.14742083847522736,
     "m": 1.0
    },
    {
     "p": 0.0016209587920457125,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 15,
   "train_loss": 6.166247367858887,
   "val_loss": 2.7917308807373047,
   "acc": 27.59,
   "f1": [
    0.5221238136291504,
    0.3376622796058655,
    0.22702695429325104,
    0.18009470403194427,
    0.0921052023768425,
    0.21298694610595703,
    0.30158719420433044,
    0.26666656136512756,
    0.22222216427326202,
    0.32911381125450134,
    0.06837603449821472,
    0.14173223078250885,
    0.15686267614364624,
    0.23280414938926697,
    0.12738847732543945,
    0.056603748351335526,
    0.27083322405815125,
    0.1857142299413681,
    0.24137921631336212,
    0.21052628755569458,
    0.45161277055740356,
    0.3563217520713806,
    0.2116401493549347,
    0.4088396728038788,
    0.4949151873588562,
    0.18784524500370026,
    0.17801040410995483,
    0.13688208162784576,
    0.31404948234558105,
    0.1983470320701599,
    0.31372541189193726,
    0.22033889591693878,
    0.28025469183921814,
    0.3141360282897949,
    0.20270265638828278,
    0.06349200010299683,
    0.2592591345310211,
    0.12121206521987915,
    0.15028895437717438,
    0.3275861144065857,
    0.2762430012226105,
    0.4765624403953552,
    0.23684203624725342,
    0.2968749403953552,
    0.08264458924531937,
    0.15068486332893372,
    0.1911764144897461,
    0.5140186548233032,
    0.37575745582580566,
    0.23572739958763123,
    0.016806693747639656,
    0.17647051811218262,
    0.48888877034187317,
    0.5789472460746765,
    0.38888880610466003,
    0.05714280158281326,
    0.4203820824623108,
    0.23318377137184143,
    0.3157894015312195,
    0.21118006110191345,
    0.6448085904121399,
    0.29197070002555847,
    0.4094487428665161,
    0.2659573554992676,
    0.046511583030223846,
    0.19607838988304138,
    0.15957440435886383,
    0.16666659712791443,
    0.5714284777641296,
    0.4705880880355835,
    0.32467523217201233,
    0.4769229590892792,
    0.0504201278090477,
    0.3362317979335785,
    0.0946744978427887,
    0.4201679825782776,
    0.42105257511138916,
    0.17073164880275726,
    0.07339446991682053,
    0.18300646543502808,
    0.03418800234794617,
    0.19999992847442627,
    0.579591691493988,
    0.2345678210258484,
    0.1073170155286789,
    0.3428570628166199,
    0.2412697672843933,
    0.25936591625213623,
    0.018867909908294678,
    0.3043477237224579,
    0.20325198769569397,
    0.3975902497768402,
    0.085470050573349,
    0.07751933485269547,
    0.3938460946083069,
    0.3911438286304474,
    0.24175815284252167,
    0.15517237782478333,
    0.015872981399297714,
    0.2099999338388443
   ],
   "time": 155.85422436706722,
   "param": [
    {
     "p": 0.0863962173461914,
     "m": 1.0
    },
    {
     "p": 0.012896830216050148,
     "m": 1.0
    },
    {
     "p": 0.11404213309288025,
     "m": 1.0
    },
    {
     "p": 0.05214761942625046,
     "m": 1.0
    },
    {
     "p": 0.13486771285533905,
     "m": 1.0
    },
    {
     "p": 0.0007090538274496794,
     "m": 1.0
    },
    {
     "p": 0.06279951333999634,
     "m": 1.0
    },
    {
     "p": 0.08135886490345001,
     "m": 1.0
    },
    {
     "p": 0.056857623159885406,
     "m": 1.0
    },
    {
     "p": 0.0777328684926033,
     "m": 1.0
    },
    {
     "p": 0.03633570671081543,
     "m": 1.0
    },
    {
     "p": 0.13271358609199524,
     "m": 1.0
    },
    {
     "p": 0.15043319761753082,
     "m": 1.0
    },
    {
     "p": 0.0007090538274496794,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 16,
   "train_loss": 5.596419334411621,
   "val_loss": 2.909745693206787,
   "acc": 28.07,
   "f1": [
    0.4280935525894165,
    0.3733331859111786,
    0.07207204401493073,
    0.20392151176929474,
    0.10169485956430435,
    0.21428564190864563,
    0.26900574564933777,
    0.32704389095306396,
    0.26008957624435425,
    0.33720916509628296,
    0.06201545521616936,
    0.17829450964927673,
    0.32797420024871826,
    0.12068961560726166,
    0.1641024947166443,
    0.15957440435886383,
    0.19926193356513977,
    0.43946176767349243,
    0.1891891211271286,
    0.21343867480754852,
    0.4335663616657257,
    0.3931623101234436,
    0.25274714827537537,
    0.49090901017189026,
    0.5689654350280762,
    0.21705420315265656,
    0.16528919339179993,
    0.11842100322246552,
    0.38251355290412903,
    0.27096763253211975,
    0.20895513892173767,
    0.10084028542041779,
    0.21428565680980682,
    0.2517482042312622,
    0.13636358082294464,
    0.12389375269412994,
    0.29152533411979675,
    0.20425525307655334,
    0.14117640256881714,
    0.3972601890563965,
    0.27433618903160095,
    0.475806325674057,
    0.2807016670703888,
    0.33716467022895813,
    0.017699090763926506,
    0.10447756201028824,
    0.09999995678663254,
    0.4629628360271454,
    0.337748259305954,
    0.2739725112915039,
    0.12345674633979797,
    0.210526242852211,
    0.5056177973747253,
    0.5132741928100586,
    0.4615383446216583,
    0.06504061073064804,
    0.3636362552642822,
    0.28235283493995667,
    0.2839505672454834,
    0.3022221326828003,
    0.580644965171814,
    0.3351954519748688,
    0.4210525155067444,
    0.2736841142177582,
    0.12923072278499603,
    0.2175731509923935,
    0.07407402247190475,
    0.28776970505714417,
    0.6478871703147888,
    0.4511277675628662,
    0.33333325386047363,
    0.4099377691745758,
    0.06134963780641556,
    0.33802807331085205,
    0.1290322244167328,
    0.496402770280838,
    0.5185183882713318,
    0.08955218642950058,
    0.15789467096328735,
    0.18181811273097992,
    0.04545450210571289,
    0.24528293311595917,
    0.3050847053527832,
    0.15068486332893372,
    0.1759258508682251,
    0.2840908169746399,
    0.27488142251968384,
    0.21826276183128357,
    0.06944438815116882,
    0.3157894015312195,
    0.22598862648010254,
    0.4065040051937103,
    0.20833326876163483,
    0.16666659712791443,
    0.43771034479141235,
    0.38709673285484314,
    0.3175964951515198,
    0.17322827875614166,
    0.07526876032352448,
    0.2264150232076645
   ],
   "time": 156.8493487071246,
   "param": [
    {
     "p": 0.10149407386779785,
     "m": 1.0
    },
    {
     "p": 0.010166180320084095,
     "m": 1.0
    },
    {
     "p": 0.12881077826023102,
     "m": 1.0
    },
    {
     "p": 0.06776746362447739,
     "m": 1.0
    },
    {
     "p": 0.1272110491991043,
     "m": 1.0
    },
    {
     "p": 0.023979810997843742,
     "m": 1.0
    },
    {
     "p": 0.045449987053871155,
     "m": 1.0
    },
    {
     "p": 0.06689798831939697,
     "m": 1.0
    },
    {
     "p": 0.03704126551747322,
     "m": 1.0
    },
    {
     "p": 0.06820747256278992,
     "m": 1.0
    },
    {
     "p": 0.04354329779744148,
     "m": 1.0
    },
    {
     "p": 0.1369781792163849,
     "m": 1.0
    },
    {
     "p": 0.14176197350025177,
     "m": 1.0
    },
    {
     "p": 0.0006904956535436213,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 17,
   "train_loss": 5.584506988525391,
   "val_loss": 2.678251266479492,
   "acc": 29.79,
   "f1": [
    0.5952380299568176,
    0.38938042521476746,
    0.2399999350309372,
    0.1240309551358223,
    0.14864858984947205,
    0.24166658520698547,
    0.24918025732040405,
    0.2272726595401764,
    0.20580469071865082,
    0.3921567499637604,
    0.12359543144702911,
    0.210526242852211,
    0.29746830463409424,
    0.2092307209968567,
    0.1752987504005432,
    0.14705875515937805,
    0.2677164673805237,
    0.4608694612979889,
    0.24590153992176056,
    0.23529404401779175,
    0.5654449462890625,
    0.4579438269138336,
    0.22222214937210083,
    0.42253512144088745,
    0.5882351994514465,
    0.24096375703811646,
    0.19444438815116882,
    0.18867918848991394,
    0.3537413775920868,
    0.22222213447093964,
    0.3209875524044037,
    0.2713567018508911,
    0.2115384042263031,
    0.27118635177612305,
    0.22099439799785614,
    0.07042248547077179,
    0.24503307044506073,
    0.17910441756248474,
    0.17763154208660126,
    0.39449530839920044,
    0.2673795819282532,
    0.5539904832839966,
    0.22619038820266724,
    0.2829267382621765,
    0.07518791407346725,
    0.18487389385700226,
    0.23423415422439575,
    0.4102562963962555,
    0.37499988079071045,
    0.39069753885269165,
    0.03669722378253937,
    0.21086259186267853,
    0.5507245659828186,
    0.5402297377586365,
    0.3509748578071594,
    0.04958673566579819,
    0.3878325819969177,
    0.2702701687812805,
    0.3474177420139313,
    0.3179915249347687,
    0.6871793866157532,
    0.34482747316360474,
    0.43979042768478394,
    0.27419349551200867,
    0.018181798979640007,
    0.07999995350837708,
    0.07339446991682053,
    0.31901830434799194,
    0.6731706857681274,
    0.4918031394481659,
    0.31914883852005005,
    0.542713463306427,
    0.052173878997564316,
    0.3669723868370056,
    0.12499994784593582,
    0.5925924181938171,
    0.579710066318512,
    0.1258740872144699,
    0.1497325599193573,
    0.1694914698600769,
    0.13013693690299988,
    0.17241373658180237,
    0.5467126965522766,
    0.2761903405189514,
    0.07575751841068268,
    0.3809523284435272,
    0.37433144450187683,
    0.3625729978084564,
    0.12142853438854218,
    0.28025469183921814,
    0.23708200454711914,
    0.39810416102409363,
    0.08510632067918777,
    0.21428564190864563,
    0.53987717628479,
    0.4352940320968628,
    0.15384608507156372,
    0.32584258913993835,
    0.11199995130300522,
    0.23595495522022247
   ],
   "time": 160.39934580679983,
   "param": [
    {
     "p": 0.10153946280479431,
     "m": 1.0
    },
    {
     "p": 0.019570207223296165,
     "m": 1.0
    },
    {
     "p": 0.09895384311676025,
     "m": 1.0
    },
    {
     "p": 0.08898288756608963,
     "m": 1.0
    },
    {
     "p": 0.11002358794212341,
     "m": 1.0
    },
    {
     "p": 0.013299327343702316,
     "m": 1.0
    },
    {
     "p": 0.09533152729272842,
     "m": 1.0
    },
    {
     "p": 0.06962303817272186,
     "m": 1.0
    },
    {
     "p": 0.041481371968984604,
     "m": 1.0
    },
    {
     "p": 0.05474582687020302,
     "m": 1.0
    },
    {
     "p": 0.0407966785132885,
     "m": 1.0
    },
    {
     "p": 0.12861628830432892,
     "m": 1.0
    },
    {
     "p": 0.13394400477409363,
     "m": 1.0
    },
    {
     "p": 0.00309196300804615,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 18,
   "train_loss": 6.159568786621094,
   "val_loss": 3.022213935852051,
   "acc": 30.75,
   "f1": [
    0.5294116139411926,
    0.319248765707016,
    0.1476014256477356,
    0.17679551243782043,
    0.15294109284877777,
    0.27173903584480286,
    0.3157894015312195,
    0.22399991750717163,
    0.24999991059303284,
    0.44444429874420166,
    0.16513754427433014,
    0.1696968972682953,
    0.29585790634155273,
    0.1993355005979538,
    0.15517236292362213,
    0.22018341720104218,
    0.25084739923477173,
    0.4916200041770935,
    0.21897803246974945,
    0.24218744039535522,
    0.5263156294822693,
    0.4280935525894165,
    0.23076915740966797,
    0.5510202646255493,
    0.624390184879303,
    0.23958325386047363,
    0.18487386405467987,
    0.17708326876163483,
    0.2838708758354187,
    0.27631568908691406,
    0.2592591345310211,
    0.277310848236084,
    0.30630621314048767,
    0.24175815284252167,
    0.2944161295890808,
    0.11666662245988846,
    0.2949639558792114,
    0.21459220349788666,
    0.11851847171783447,
    0.38993698358535767,
    0.29885047674179077,
    0.5666665434837341,
    0.21621614694595337,
    0.3386242389678955,
    0.1219511553645134,
    0.18045106530189514,
    0.05504584312438965,
    0.45106372237205505,
    0.4615383744239807,
    0.3203882575035095,
    0.09448814392089844,
    0.24915818870067596,
    0.5957446098327637,
    0.5816324949264526,
    0.42105257511138916,
    0.05128201097249985,
    0.3703702986240387,
    0.31999990344047546,
    0.29166656732559204,
    0.24598921835422516,
    0.7096772789955139,
    0.3926379084587097,
    0.438016414642334,
    0.29523801803588867,
    0.060150329023599625,
    0.17322827875614166,
    0.14847156405448914,
    0.2999999225139618,
    0.6160336136817932,
    0.5314008593559265,
    0.38150280714035034,
    0.53987717628479,
    0.030769191682338715,
    0.30303025245666504,
    0.13513506948947906,
    0.6105261445045471,
    0.616071343421936,
    0.12244893610477448,
    0.21198150515556335,
    0.2774565517902374,
    0.14334464073181152,
    0.07142854481935501,
    0.6878305077552795,
    0.23129244148731232,
    0.17610056698322296,
    0.382978618144989,
    0.41666656732559204,
    0.329268217086792,
    0.11111105233430862,
    0.3178293704986572,
    0.22746774554252625,
    0.37860071659088135,
    0.19266046583652496,
    0.09333327412605286,
    0.535353422164917,
    0.37984487414360046,
    0.30567678809165955,
    0.2872926890850067,
    0.10112354159355164,
    0.19259251654148102
   ],
   "time": 159.37408177927136,
   "param": [
    {
     "p": 0.0958237275481224,
     "m": 1.0
    },
    {
     "p": 0.03223744034767151,
     "m": 1.0
    },
    {
     "p": 0.12324079871177673,
     "m": 1.0
    },
    {
     "p": 0.07564520090818405,
     "m": 1.0
    },
    {
     "p": 0.11277449131011963,
     "m": 1.0
    },
    {
     "p": 0.02835351787507534,
     "m": 1.0
    },
    {
     "p": 0.07352597266435623,
     "m": 1.0
    },
    {
     "p": 0.06059390306472778,
     "m": 1.0
    },
    {
     "p": 0.04696003720164299,
     "m": 1.0
    },
    {
     "p": 0.05756385251879692,
     "m": 1.0
    },
    {
     "p": 0.040262892842292786,
     "m": 1.0
    },
    {
     "p": 0.12233839929103851,
     "m": 1.0
    },
    {
     "p": 0.1262301653623581,
     "m": 1.0
    },
    {
     "p": 0.0044495053589344025,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 19,
   "train_loss": 5.682897567749023,
   "val_loss": 2.741931200027466,
   "acc": 31.18,
   "f1": [
    0.5193368792533875,
    0.3760683238506317,
    0.23848232626914978,
    0.1777777075767517,
    0.14285707473754883,
    0.2736841142177582,
    0.37563440203666687,
    0.2953367233276367,
    0.2085307389497757,
    0.4248703718185425,
    0.03508768975734711,
    0.19534875452518463,
    0.38918909430503845,
    0.2176869958639145,
    0.18633535504341125,
    0.1835748255252838,
    0.27814561128616333,
    0.49999988079071045,
    0.24664872884750366,
    0.24372752010822296,
    0.5420559644699097,
    0.45581385493278503,
    0.2181817591190338,
    0.5578945875167847,
    0.45859864354133606,
    0.15384608507156372,
    0.2830187678337097,
    0.1971830576658249,
    0.48205116391181946,
    0.26244333386421204,
    0.3483870327472687,
    0.31858399510383606,
    0.25531908869743347,
    0.16923071444034576,
    0.3208555281162262,
    0.0491802878677845,
    0.30409345030784607,
    0.05555552989244461,
    0.16274085640907288,
    0.4028775990009308,
    0.3354036211967468,
    0.6235292553901672,
    0.21518979966640472,
    0.28953224420547485,
    0.1584157794713974,
    0.16216209530830383,
    0.22784802317619324,
    0.4942527115345001,
    0.5081079602241516,
    0.2589927613735199,
    0.11340199410915375,
    0.17054256796836853,
    0.6272726058959961,
    0.5555554032325745,
    0.42145586013793945,
    0.018181798979640007,
    0.4827585518360138,
    0.31417617201805115,
    0.33497530221939087,
    0.2234041839838028,
    0.6666665077209473,
    0.3599999248981476,
    0.48756206035614014,
    0.30939218401908875,
    0.0983605906367302,
    0.1550387144088745,
    0.12121206521987915,
    0.3399999141693115,
    0.6772485375404358,
    0.4705880880355835,
    0.3878786563873291,
    0.5869563817977905,
    0.12056734412908554,
    0.30208322405815125,
    0.18749994039535522,
    0.6256982088088989,
    0.6338796615600586,
    0.13756607472896576,
    0.21428564190864563,
    0.29508185386657715,
    0.07476632297039032,
    0.2191779911518097,
    0.6628569960594177,
    0.28571417927742004,
    0.15789468586444855,
    0.31999993324279785,
    0.4177214205265045,
    0.31884047389030457,
    0.1258740872144699,
    0.35146433115005493,
    0.11678826063871384,
    0.3740456998348236,
    0.019801972433924675,
    0.12987005710601807,
    0.5157893896102905,
    0.41573023796081543,
    0.29714274406433105,
    0.23195870220661163,
    0.10958896577358246,
    0.17333325743675232
   ],
   "time": 158.2259455602616,
   "param": [
    {
     "p": 0.10502028465270996,
     "m": 1.0
    },
    {
     "p": 0.011699305847287178,
     "m": 1.0
    },
    {
     "p": 0.11246753484010696,
     "m": 1.0
    },
    {
     "p": 0.046758413314819336,
     "m": 1.0
    },
    {
     "p": 0.1286151260137558,
     "m": 1.0
    },
    {
     "p": 0.02294698916375637,
     "m": 1.0
    },
    {
     "p": 0.08455149084329605,
     "m": 1.0
    },
    {
     "p": 0.07382377982139587,
     "m": 1.0
    },
    {
     "p": 0.050111204385757446,
     "m": 1.0
    },
    {
     "p": 0.07599467039108276,
     "m": 1.0
    },
    {
     "p": 0.048050086945295334,
     "m": 1.0
    },
    {
     "p": 0.11582431942224503,
     "m": 1.0
    },
    {
     "p": 0.11802299320697784,
     "m": 1.0
    },
    {
     "p": 0.006113789044320583,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 20,
   "train_loss": 5.559632301330566,
   "val_loss": 2.8203282356262207,
   "acc": 30.76,
   "f1": [
    0.5773194432258606,
    0.31147530674934387,
    0.17469875514507294,
    0.11570242792367935,
    0.09929072856903076,
    0.251082181930542,
    0.3157893717288971,
    0.26153838634490967,
    0.23437494039535522,
    0.43373486399650574,
    0.03389827162027359,
    0.07272724062204361,
    0.3389829695224762,
    0.27042248845100403,
    0.10322573781013489,
    0.1768706887960434,
    0.24390234053134918,
    0.5142855644226074,
    0.2624998986721039,
    0.24691346287727356,
    0.47210294008255005,
    0.382271409034729,
    0.22377613186836243,
    0.543859601020813,
    0.563380241394043,
    0.2345678210258484,
    0.19727885723114014,
    0.1945524662733078,
    0.3999998867511749,
    0.24472565948963165,
    0.36575865745544434,
    0.319248765707016,
    0.23826707899570465,
    0.28695645928382874,
    0.2722512185573578,
    0.13076917827129364,
    0.26315781474113464,
    0.1916166990995407,
    0.13157887756824493,
    0.37668150663375854,
    0.3060108423233032,
    0.5380709171295166,
    0.28758159279823303,
    0.32558128237724304,
    0.13138681650161743,
    0.1711229532957077,
    0.16666659712791443,
    0.466403067111969,
    0.36749106645584106,
    0.3703702688217163,
    0.0898875743150711,
    0.2634729743003845,
    0.5607475638389587,
    0.5232557058334351,
    0.4401912987232208,
    0.09696962684392929,
    0.4705880880355835,
    0.3841806650161743,
    0.36269423365592957,
    0.1985815018415451,
    0.7301585674285889,
    0.43575406074523926,
    0.4050631821155548,
    0.33789944648742676,
    0.09090903401374817,
    0.17266181111335754,
    0.15774643421173096,
    0.3636362850666046,
    0.6390039920806885,
    0.5145629644393921,
    0.2656249403953552,
    0.5851062536239624,
    0.11483246088027954,
    0.3186812400817871,
    0.08974353224039078,
    0.49211347103118896,
    0.568720281124115,
    0.018348604440689087,
    0.09625662118196487,
    0.23204411566257477,
    0.15062755346298218,
    0.13043473660945892,
    0.6971427202224731,
    0.2765956223011017,
    0.1866665780544281,
    0.4499998986721039,
    0.3456788659095764,
    0.32234421372413635,
    0.08633087575435638,
    0.3421051502227783,
    0.2555909752845764,
    0.45871543884277344,
    0.16593880951404572,
    0.08823523670434952,
    0.5393257141113281,
    0.4024389386177063,
    0.21621614694595337,
    0.2519083321094513,
    0.13504819571971893,
    0.2933332324028015
   ],
   "time": 158.71570600382984,
   "param": [
    {
     "p": 0.09759276360273361,
     "m": 1.0
    },
    {
     "p": 0.017712797969579697,
     "m": 1.0
    },
    {
     "p": 0.12816841900348663,
     "m": 1.0
    },
    {
     "p": 0.06496337801218033,
     "m": 1.0
    },
    {
     "p": 0.09982196986675262,
     "m": 1.0
    },
    {
     "p": 0.02715885266661644,
     "m": 1.0
    },
    {
     "p": 0.08658389002084732,
     "m": 1.0
    },
    {
     "p": 0.06252656131982803,
     "m": 1.0
    },
    {
     "p": 0.03726889565587044,
     "m": 1.0
    },
    {
     "p": 0.06619326025247574,
     "m": 1.0
    },
    {
     "p": 0.06106483191251755,
     "m": 1.0
    },
    {
     "p": 0.12165118008852005,
     "m": 1.0
    },
    {
     "p": 0.12529897689819336,
     "m": 1.0
    },
    {
     "p": 0.003994268830865622,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 21,
   "train_loss": 4.930306434631348,
   "val_loss": 2.845358371734619,
   "acc": 31.02,
   "f1": [
    0.5612244009971619,
    0.3884296715259552,
    0.22962957620620728,
    0.19767434895038605,
    0.077922023832798,
    0.2796609401702881,
    0.29951682686805725,
    0.3295453190803528,
    0.2621358335018158,
    0.38281238079071045,
    0.017543835565447807,
    0.17948710918426514,
    0.2944161295890808,
    0.16793887317180634,
    0.1554403454065323,
    0.2446807622909546,
    0.26262614130973816,
    0.46788978576660156,
    0.24864855408668518,
    0.20408158004283905,
    0.556212842464447,
    0.5258619785308838,
    0.239999920129776,
    0.475524365901947,
    0.4857141673564911,
    0.2094240039587021,
    0.2444443702697754,
    0.15111105144023895,
    0.3794870972633362,
    0.271493136882782,
    0.37888196110725403,
    0.2886596918106079,
    0.24999991059303284,
    0.21897803246974945,
    0.21621614694595337,
    0.15111105144023895,
    0.24528296291828156,
    0.20792071521282196,
    0.19808299839496613,
    0.48044681549072266,
    0.2645913362503052,
    0.5870645046234131,
    0.26190468668937683,
    0.3563217520713806,
    0.06956518441438675,
    0.17518241703510284,
    0.14925366640090942,
    0.5257141590118408,
    0.4372468888759613,
    0.3217390477657318,
    0.11678826063871384,
    0.2636362612247467,
    0.5853657722473145,
    0.5361700654029846,
    0.4431816637516022,
    0.10362687706947327,
    0.4242422580718994,
    0.35897424817085266,
    0.30303019285202026,
    0.3225805461406708,
    0.5694442987442017,
    0.35294109582901,
    0.4418603479862213,
    0.33492809534072876,
    0.11659185588359833,
    0.16417904198169708,
    0.16740082204341888,
    0.34482747316360474,
    0.6892654895782471,
    0.5161289572715759,
    0.4084506332874298,
    0.4605677127838135,
    0.11206889152526855,
    0.220779150724411,
    0.14893612265586853,
    0.6127658486366272,
    0.5194804668426514,
    0.15028895437717438,
    0.13513506948947906,
    0.2333332598209381,
    0.09090902656316757,
    0.2173912525177002,
    0.6666664481163025,
    0.16883111000061035,
    0.11464963108301163,
    0.4607328474521637,
    0.36842095851898193,
    0.35602086782455444,
    0.12121205776929855,
    0.32214754819869995,
    0.2138364166021347,
    0.45569613575935364,
    0.14563101530075073,
    0.17840369045734406,
    0.5549736618995667,
    0.3999999165534973,
    0.3024389147758484,
    0.20895516872406006,
    0.07936502993106842,
    0.26277366280555725
   ],
   "time": 157.26454422064126,
   "param": [
    {
     "p": 0.09042440354824066,
     "m": 1.0
    },
    {
     "p": 0.020251281559467316,
     "m": 1.0
    },
    {
     "p": 0.10559554398059845,
     "m": 1.0
    },
    {
     "p": 0.07623066753149033,
     "m": 1.0
    },
    {
     "p": 0.1084911972284317,
     "m": 1.0
    },
    {
     "p": 0.031333159655332565,
     "m": 1.0
    },
    {
     "p": 0.08742061257362366,
     "m": 1.0
    },
    {
     "p": 0.05994917079806328,
     "m": 1.0
    },
    {
     "p": 0.05551787093281746,
     "m": 1.0
    },
    {
     "p": 0.0814804658293724,
     "m": 1.0
    },
    {
     "p": 0.04301521182060242,
     "m": 1.0
    },
    {
     "p": 0.10924088954925537,
     "m": 1.0
    },
    {
     "p": 0.12511472404003143,
     "m": 1.0
    },
    {
     "p": 0.005934648681432009,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 22,
   "train_loss": 4.863069534301758,
   "val_loss": 2.807147741317749,
   "acc": 31.02,
   "f1": [
    0.5603863000869751,
    0.39810416102409363,
    0.019047604873776436,
    0.15827332437038422,
    0.09836061298847198,
    0.26519328355789185,
    0.29885047674179077,
    0.359712153673172,
    0.24691349267959595,
    0.31999990344047546,
    0.07361957430839539,
    0.1877550482749939,
    0.3287670314311981,
    0.2536584436893463,
    0.13580238819122314,
    0.18032778799533844,
    0.2904563546180725,
    0.48275846242904663,
    0.32467523217201233,
    0.2674417495727539,
    0.4957263767719269,
    0.4585364758968353,
    0.2694299519062042,
    0.5046727657318115,
    0.5699998736381531,
    0.19444438815116882,
    0.15827332437038422,
    0.12307687103748322,
    0.40677955746650696,
    0.2888887822628021,
    0.2624998986721039,
    0.30588221549987793,
    0.3076922297477722,
    0.2753622233867645,
    0.23287664353847504,
    0.09259252995252609,
    0.2705881595611572,
    0.2272726446390152,
    0.2288556545972824,
    0.3464565873146057,
    0.2598186731338501,
    0.3746396601200104,
    0.16806717216968536,
    0.2272726595401764,
    0.0336134098470211,
    0.18478251993656158,
    0.22875811159610748,
    0.5119045972824097,
    0.3878325819969177,
    0.3515150547027588,
    0.1103447824716568,
    0.2686566412448883,
    0.5549736618995667,
    0.5431033372879028,
    0.4236452281475067,
    0.06299208104610443,
    0.4864863455295563,
    0.30621999502182007,
    0.36065563559532166,
    0.26282042264938354,
    0.6632652282714844,
    0.37499991059303284,
    0.37010666728019714,
    0.2837369441986084,
    0.08612434566020966,
    0.21333324909210205,
    0.15384608507156372,
    0.3547168970108032,
    0.7021275758743286,
    0.49350637197494507,
    0.3315507173538208,
    0.5771142840385437,
    0.09999995678663254,
    0.3559320867061615,
    0.11920525878667831,
    0.6568626165390015,
    0.4999999403953552,
    0.1379309743642807,
    0.13333328068256378,
    0.31284910440444946,
    0.10156244039535522,
    0.3196346163749695,
    0.6483515501022339,
    0.3157894015312195,
    0.1717790812253952,
    0.31884047389030457,
    0.3268481194972992,
    0.28235286474227905,
    0.16304343938827515,
    0.3061888813972473,
    0.14173223078250885,
    0.3979056477546692,
    0.20624996721744537,
    0.11764701455831528,
    0.5572138428688049,
    0.4292682111263275,
    0.2588233947753906,
    0.26086947321891785,
    0.10465113073587418,
    0.23893800377845764
   ],
   "time": 158.2610350837931,
   "param": [
    {
     "p": 0.11081131547689438,
     "m": 1.0
    },
    {
     "p": 0.01590067707002163,
     "m": 1.0
    },
    {
     "p": 0.08327703177928925,
     "m": 1.0
    },
    {
     "p": 0.07978340983390808,
     "m": 1.0
    },
    {
     "p": 0.11005747318267822,
     "m": 1.0
    },
    {
     "p": 0.04562325030565262,
     "m": 1.0
    },
    {
     "p": 0.08415874093770981,
     "m": 1.0
    },
    {
     "p": 0.05600912496447563,
     "m": 1.0
    },
    {
     "p": 0.04965990409255028,
     "m": 1.0
    },
    {
     "p": 0.05789279192686081,
     "m": 1.0
    },
    {
     "p": 0.045538872480392456,
     "m": 1.0
    },
    {
     "p": 0.13122804462909698,
     "m": 1.0
    },
    {
     "p": 0.12101459503173828,
     "m": 1.0
    },
    {
     "p": 0.009044785983860493,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 23,
   "train_loss": 4.934782981872559,
   "val_loss": 2.877725124359131,
   "acc": 32.12,
   "f1": [
    0.5531913638114929,
    0.36448585987091064,
    0.21978014707565308,
    0.12121206521987915,
    0.13173647224903107,
    0.2898550033569336,
    0.16806717216968536,
    0.38502663373947144,
    0.31764698028564453,
    0.44047608971595764,
    0.06837603449821472,
    0.1938774734735489,
    0.3084576427936554,
    0.2470587193965912,
    0.14765094220638275,
    0.1559019535779953,
    0.3046356737613678,
    0.48837199807167053,
    0.21989519894123077,
    0.22222217917442322,
    0.5043476819992065,
    0.44976064562797546,
    0.22801297903060913,
    0.5533979535102844,
    0.5474451780319214,
    0.24113468825817108,
    0.22641503810882568,
    0.2096773386001587,
    0.36470577120780945,
    0.2739725410938263,
    0.24615375697612762,
    0.3113771378993988,
    0.32142847776412964,
    0.25078365206718445,
    0.1987178921699524,
    0.11678826063871384,
    0.2790696918964386,
    0.161290243268013,
    0.1931033730506897,
    0.4624998867511749,
    0.3157893717288971,
    0.5612244009971619,
    0.24580998718738556,
    0.28272244334220886,
    0.15498147904872894,
    0.15807555615901947,
    0.28855711221694946,
    0.42528724670410156,
    0.43715834617614746,
    0.3179486393928528,
    0.1990949511528015,
    0.22033889591693878,
    0.59227454662323,
    0.6355138421058655,
    0.467661589384079,
    0.05309731885790825,
    0.49999988079071045,
    0.3369564116001129,
    0.3152708411216736,
    0.2702701687812805,
    0.7058822512626648,
    0.34782594442367554,
    0.4402514398097992,
    0.314606636762619,
    0.06349202245473862,
    0.2136751413345337,
    0.11111105233430862,
    0.3487178385257721,
    0.675555408000946,
    0.5367964506149292,
    0.44776105880737305,
    0.6153844594955444,
    0.1081080511212349,
    0.36871495842933655,
    0.1747572273015976,
    0.6124400496482849,
    0.5780345797538757,
    0.043165422976017,
    0.1798941045999527,
    0.3369564116001129,
    0.10891082137823105,
    0.2517482042312622,
    0.6956520080566406,
    0.28019312024116516,
    0.16666659712791443,
    0.3843843340873718,
    0.3502824008464813,
    0.33720916509628296,
    0.0639999583363533,
    0.34883710741996765,
    0.2181817591190338,
    0.4541061818599701,
    0.09448814392089844,
    0.18579228222370148,
    0.5350876450538635,
    0.41269823908805847,
    0.31404948234558105,
    0.2514285147190094,
    0.12621353566646576,
    0.30232545733451843
   ],
   "time": 163.08029808383435,
   "param": [
    {
     "p": 0.09699994325637817,
     "m": 1.0
    },
    {
     "p": 0.0383070670068264,
     "m": 1.0
    },
    {
     "p": 0.10017646104097366,
     "m": 1.0
    },
    {
     "p": 0.05644414573907852,
     "m": 1.0
    },
    {
     "p": 0.10422540456056595,
     "m": 1.0
    },
    {
     "p": 0.032921504229307175,
     "m": 1.0
    },
    {
     "p": 0.06703551113605499,
     "m": 1.0
    },
    {
     "p": 0.07473757863044739,
     "m": 1.0
    },
    {
     "p": 0.04272492602467537,
     "m": 1.0
    },
    {
     "p": 0.08234895765781403,
     "m": 1.0
    },
    {
     "p": 0.042190372943878174,
     "m": 1.0
    },
    {
     "p": 0.11799217015504837,
     "m": 1.0
    },
    {
     "p": 0.12276364862918854,
     "m": 1.0
    },
    {
     "p": 0.021132299676537514,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 24,
   "train_loss": 5.758922576904297,
   "val_loss": 2.655090093612671,
   "acc": 32.18,
   "f1": [
    0.5999998450279236,
    0.3970036506652832,
    0.2754489779472351,
    0.11382109671831131,
    0.1554403454065323,
    0.2761903405189514,
    0.30303019285202026,
    0.372413694858551,
    0.2922373414039612,
    0.46632111072540283,
    0.10843367874622345,
    0.16923071444034576,
    0.35416656732559204,
    0.2580644488334656,
    0.18009470403194427,
    0.17910441756248474,
    0.3112839460372925,
    0.47008538246154785,
    0.2580644488334656,
    0.28235283493995667,
    0.6185566186904907,
    0.4753361940383911,
    0.21782170236110687,
    0.522612988948822,
    0.6101693511009216,
    0.21621614694595337,
    0.23036640882492065,
    0.23232315480709076,
    0.38738730549812317,
    0.2543351650238037,
    0.3846152722835541,
    0.3166022300720215,
    0.26615965366363525,
    0.30522075295448303,
    0.2616821527481079,
    0.23030297458171844,
    0.28776973485946655,
    0.20765019953250885,
    0.23225797712802887,
    0.37735840678215027,
    0.31050220131874084,
    0.5291004180908203,
    0.28712859749794006,
    0.31304338574409485,
    0.1558440923690796,
    0.1655171811580658,
    0.20270265638828278,
    0.47619032859802246,
    0.42528724670410156,
    0.29940110445022583,
    0.1388888657093048,
    0.28099164366722107,
    0.6478871703147888,
    0.5581393837928772,
    0.4640882611274719,
    0.037037014961242676,
    0.4999998211860657,
    0.3356642425060272,
    0.23728805780410767,
    0.2784809172153473,
    0.6227543354034424,
    0.36018943786621094,
    0.43442606925964355,
    0.33918121457099915,
    0.0504201278090477,
    0.16438350081443787,
    0.14285710453987122,
    0.36893191933631897,
    0.6822428703308105,
    0.44680842757225037,
    0.37288129329681396,
    0.6127658486366272,
    0.09815943986177444,
    0.3783782720565796,
    0.1759258508682251,
    0.639593780040741,
    0.4347825348377228,
    0.14563101530075073,
    0.18497103452682495,
    0.3111110329627991,
    0.03389827162027359,
    0.28571420907974243,
    0.6545453071594238,
    0.278026819229126,
    0.19999992847442627,
    0.33823519945144653,
    0.3414633274078369,
    0.2770082652568817,
    0.10204074531793594,
    0.3467741012573242,
    0.2542954683303833,
    0.4647301733493805,
    0.16216209530830383,
    0.1081080511212349,
    0.5384615063667297,
    0.3837208151817322,
    0.2904563546180725,
    0.2629106938838959,
    0.017543835565447807,
    0.2545453608036041
   ],
   "time": 161.6140575176105,
   "param": [
    {
     "p": 0.08785875886678696,
     "m": 1.0
    },
    {
     "p": 0.02820180356502533,
     "m": 1.0
    },
    {
     "p": 0.12170326709747314,
     "m": 1.0
    },
    {
     "p": 0.07427168637514114,
     "m": 1.0
    },
    {
     "p": 0.09818897396326065,
     "m": 1.0
    },
    {
     "p": 0.02655438706278801,
     "m": 1.0
    },
    {
     "p": 0.09052189439535141,
     "m": 1.0
    },
    {
     "p": 0.05966545268893242,
     "m": 1.0
    },
    {
     "p": 0.04510331526398659,
     "m": 1.0
    },
    {
     "p": 0.08327607810497284,
     "m": 1.0
    },
    {
     "p": 0.05094264820218086,
     "m": 1.0
    },
    {
     "p": 0.09926694631576538,
     "m": 1.0
    },
    {
     "p": 0.1330648958683014,
     "m": 1.0
    },
    {
     "p": 0.0013797951396554708,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 25,
   "train_loss": 5.256139755249023,
   "val_loss": 2.848933458328247,
   "acc": 31.32,
   "f1": [
    0.6198828816413879,
    0.3599999248981476,
    0.2424241602420807,
    0.16513754427433014,
    0.09523803740739822,
    0.26027390360832214,
    0.31034475564956665,
    0.3626372814178467,
    0.24590153992176056,
    0.40277767181396484,
    0.0701754093170166,
    0.16993455588817596,
    0.34666651487350464,
    0.21951211988925934,
    0.2095237374305725,
    0.1546391248703003,
    0.3515150547027588,
    0.4518517851829529,
    0.1654134839773178,
    0.20312491059303284,
    0.5102038979530334,
    0.4222221076488495,
    0.24096375703811646,
    0.5301203727722168,
    0.6179773807525635,
    0.26315778493881226,
    0.31944435834884644,
    0.17254894971847534,
    0.4081631600856781,
    0.278787761926651,
    0.37086084485054016,
    0.30656924843788147,
    0.2815532982349396,
    0.27190324664115906,
    0.16774186491966248,
    0.15624994039535522,
    0.2488888055086136,
    0.14285707473754883,
    0.18181809782981873,
    0.46391740441322327,
    0.3165466785430908,
    0.5666665434837341,
    0.2115383893251419,
    0.278177410364151,
    0.16363631188869476,
    0.1559632420539856,
    0.14906825125217438,
    0.45544540882110596,
    0.3601285517215729,
    0.36363622546195984,
    0.19727885723114014,
    0.21874991059303284,
    0.5658535361289978,
    0.5473682880401611,
    0.40476179122924805,
    0.11199995130300522,
    0.46861910820007324,
    0.3504272401332855,
    0.3068782389163971,
    0.30701744556427,
    0.7181816697120667,
    0.37499991059303284,
    0.45901623368263245,
    0.28723397850990295,
    0.08333329111337662,
    0.20224712789058685,
    0.17605628073215485,
    0.2682925760746002,
    0.6666665077209473,
    0.5108694434165955,
    0.3842363655567169,
    0.5913977026939392,
    0.12698405981063843,
    0.19999991357326508,
    0.1672726720571518,
    0.4999999403953552,
    0.5526314377784729,
    0.13235288858413696,
    0.20353974401950836,
    0.265060156583786,
    0.1078837513923645,
    0.28971952199935913,
    0.669999897480011,
    0.30303022265434265,
    0.18867920339107513,
    0.3897762894630432,
    0.33992087841033936,
    0.39473676681518555,
    0.10358559340238571,
    0.31152641773223877,
    0.1891891211271286,
    0.4790417551994324,
    0.09160300344228745,
    0.09722216427326202,
    0.5614033341407776,
    0.4075828194618225,
    0.3169397711753845,
    0.22653715312480927,
    0.10909084230661392,
    0.2695034444332123
   ],
   "time": 163.07552969176322,
   "param": [
    {
     "p": 0.09646934270858765,
     "m": 1.0
    },
    {
     "p": 0.042830828577280045,
     "m": 1.0
    },
    {
     "p": 0.11727765947580338,
     "m": 1.0
    },
    {
     "p": 0.06488895416259766,
     "m": 1.0
    },
    {
     "p": 0.09204799681901932,
     "m": 1.0
    },
    {
     "p": 0.0428769625723362,
     "m": 1.0
    },
    {
     "p": 0.07167942821979523,
     "m": 1.0
    },
    {
     "p": 0.07262787967920303,
     "m": 1.0
    },
    {
     "p": 0.05580737441778183,
     "m": 1.0
    },
    {
     "p": 0.058811623603105545,
     "m": 1.0
    },
    {
     "p": 0.04617065191268921,
     "m": 1.0
    },
    {
     "p": 0.11471744626760483,
     "m": 1.0
    },
    {
     "p": 0.11442537605762482,
     "m": 1.0
    },
    {
     "p": 0.009368378669023514,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 26,
   "train_loss": 4.883122444152832,
   "val_loss": 2.7581281661987305,
   "acc": 33.09,
   "f1": [
    0.5577688217163086,
    0.4259258210659027,
    0.2176869958639145,
    0.19379839301109314,
    0.14473678171634674,
    0.24060142040252686,
    0.29629620909690857,
    0.3999998867511749,
    0.2475569099187851,
    0.43749985098838806,
    0.188888818025589,
    0.23076917231082916,
    0.31638407707214355,
    0.17142851650714874,
    0.15469607710838318,
    0.21596238017082214,
    0.32142847776412964,
    0.5045044422149658,
    0.2944161295890808,
    0.3041473925113678,
    0.5555554032325745,
    0.4242422580718994,
    0.26153838634490967,
    0.5174128413200378,
    0.5634918808937073,
    0.26666656136512756,
    0.20462042093276978,
    0.17730490863323212,
    0.4108106791973114,
    0.1949458122253418,
    0.32298123836517334,
    0.3152708411216736,
    0.3356642425060272,
    0.3139533996582031,
    0.2745097279548645,
    0.1226414367556572,
    0.31645557284355164,
    0.20779213309288025,
    0.16071423888206482,
    0.4832213521003723,
    0.319248765707016,
    0.6129031181335449,
    0.2545453608036041,
    0.37185919284820557,
    0.15116271376609802,
    0.19318175315856934,
    0.21192045509815216,
    0.4520547091960907,
    0.4279474914073944,
    0.35341355204582214,
    0.13145533204078674,
    0.263374388217926,
    0.527220606803894,
    0.580392062664032,
    0.4088049829006195,
    0.13526564836502075,
    0.4578312039375305,
    0.3409090042114258,
    0.3406112492084503,
    0.262711763381958,
    0.6696427464485168,
    0.37096765637397766,
    0.48913031816482544,
    0.31355923414230347,
    0.13580238819122314,
    0.20779214799404144,
    0.18548381328582764,
    0.3738316595554352,
    0.6854459643363953,
    0.5061726570129395,
    0.4242422580718994,
    0.5979380011558533,
    0.1509433388710022,
    0.36893191933631897,
    0.21556879580020905,
    0.6378377079963684,
    0.49305546283721924,
    0.15966379642486572,
    0.17391297221183777,
    0.2898550033569336,
    0.12499993294477463,
    0.255813866853714,
    0.6860463619232178,
    0.28402355313301086,
    0.18055549263954163,
    0.3496502637863159,
    0.40350866317749023,
    0.38095223903656006,
    0.12765952944755554,
    0.32799988985061646,
    0.2457626312971115,
    0.4748857021331787,
    0.08333329111337662,
    0.16438350081443787,
    0.5502644181251526,
    0.4308941662311554,
    0.28749987483024597,
    0.2121211439371109,
    0.12307685613632202,
    0.22499993443489075
   ],
   "time": 160.91319706756622,
   "param": [
    {
     "p": 0.09744776785373688,
     "m": 1.0
    },
    {
     "p": 0.04229236766695976,
     "m": 1.0
    },
    {
     "p": 0.10584136098623276,
     "m": 1.0
    },
    {
     "p": 0.08195444941520691,
     "m": 1.0
    },
    {
     "p": 0.09424656629562378,
     "m": 1.0
    },
    {
     "p": 0.03462586551904678,
     "m": 1.0
    },
    {
     "p": 0.07569824159145355,
     "m": 1.0
    },
    {
     "p": 0.06497375667095184,
     "m": 1.0
    },
    {
     "p": 0.0514536127448082,
     "m": 1.0
    },
    {
     "p": 0.06375529617071152,
     "m": 1.0
    },
    {
     "p": 0.04946272075176239,
     "m": 1.0
    },
    {
     "p": 0.10616941750049591,
     "m": 1.0
    },
    {
     "p": 0.11204992234706879,
     "m": 1.0
    },
    {
     "p": 0.020028766244649887,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 27,
   "train_loss": 5.2711896896362305,
   "val_loss": 2.833846092224121,
   "acc": 32.83,
   "f1": [
    0.6745560765266418,
    0.38759681582450867,
    0.2485874742269516,
    0.1748633086681366,
    0.11347512155771255,
    0.3091786503791809,
    0.413043349981308,
    0.3861384987831116,
    0.23398323357105255,
    0.4050631821155548,
    0.154929518699646,
    0.25125616788864136,
    0.319248765707016,
    0.16901402175426483,
    0.2075471132993698,
    0.12844032049179077,
    0.29850736260414124,
    0.4574466943740845,
    0.16666659712791443,
    0.2643677294254303,
    0.5683058500289917,
    0.4615383446216583,
    0.2231075018644333,
    0.5191488265991211,
    0.5862067937850952,
    0.18421047925949097,
    0.21839071810245514,
    0.22299645841121674,
    0.4086019992828369,
    0.2695034444332123,
    0.4219408333301544,
    0.37426888942718506,
    0.3473052978515625,
    0.31451600790023804,
    0.27102795243263245,
    0.20814472436904907,
    0.31092432141304016,
    0.21568621695041656,
    0.18292675912380219,
    0.32386359572410583,
    0.3225805461406708,
    0.5858584046363831,
    0.28112441301345825,
    0.35602086782455444,
    0.10687018185853958,
    0.20571422576904297,
    0.19540224969387054,
    0.4896264970302582,
    0.3949044346809387,
    0.38502663373947144,
    0.16901402175426483,
    0.19672124087810516,
    0.6187049150466919,
    0.5988698601722717,
    0.4623654782772064,
    0.12048186361789703,
    0.4113473892211914,
    0.30331745743751526,
    0.36792439222335815,
    0.28676459193229675,
    0.6637553572654724,
    0.38709667325019836,
    0.4599998891353607,
    0.3351350426673889,
    0.09722216427326202,
    0.2471909523010254,
    0.09160300344228745,
    0.2837836742401123,
    0.6941174864768982,
    0.5714284777641296,
    0.3272726535797119,
    0.5748501420021057,
    0.14678892493247986,
    0.3157893717288971,
    0.14371250569820404,
    0.6508874893188477,
    0.5806450843811035,
    0.13333328068256378,
    0.18064510822296143,
    0.32804223895072937,
    0.06944438815116882,
    0.2622950077056885,
    0.6702701449394226,
    0.33333325386047363,
    0.18264833092689514,
    0.36686381697654724,
    0.390243798494339,
    0.30115818977355957,
    0.10928954929113388,
    0.3880595862865448,
    0.2475246638059616,
    0.45714277029037476,
    0.2117646485567093,
    0.20149248838424683,
    0.5664739012718201,
    0.4550263583660126,
    0.17647051811218262,
    0.2844826877117157,
    0.09195395559072495,
    0.2553190588951111
   ],
   "time": 157.3779887733981,
   "param": [
    {
     "p": 0.07616563141345978,
     "m": 1.0
    },
    {
     "p": 0.042495910078287125,
     "m": 1.0
    },
    {
     "p": 0.10698649287223816,
     "m": 1.0
    },
    {
     "p": 0.06492404639720917,
     "m": 1.0
    },
    {
     "p": 0.11547975987195969,
     "m": 1.0
    },
    {
     "p": 0.03772812709212303,
     "m": 1.0
    },
    {
     "p": 0.09038916975259781,
     "m": 1.0
    },
    {
     "p": 0.06718768179416656,
     "m": 1.0
    },
    {
     "p": 0.061571717262268066,
     "m": 1.0
    },
    {
     "p": 0.06777233630418777,
     "m": 1.0
    },
    {
     "p": 0.05652831122279167,
     "m": 1.0
    },
    {
     "p": 0.1019589900970459,
     "m": 1.0
    },
    {
     "p": 0.0934089943766594,
     "m": 1.0
    },
    {
     "p": 0.017402805387973785,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 28,
   "train_loss": 5.482627868652344,
   "val_loss": 2.594555139541626,
   "acc": 33.1,
   "f1": [
    0.5727270841598511,
    0.3678159713745117,
    0.28571417927742004,
    0.23529404401779175,
    0.14689259231090546,
    0.245353102684021,
    0.37158459424972534,
    0.31914883852005005,
    0.2780747711658478,
    0.4319247901439667,
    0.13978487253189087,
    0.10606056451797485,
    0.2807016372680664,
    0.2384105622768402,
    0.12987005710601807,
    0.15686269104480743,
    0.30952370166778564,
    0.5408161878585815,
    0.2564101815223694,
    0.24630534648895264,
    0.5060240030288696,
    0.43333321809768677,
    0.28571417927742004,
    0.5531913638114929,
    0.5991188287734985,
    0.2231075018644333,
    0.2624998986721039,
    0.22222217917442322,
    0.35341355204582214,
    0.22666659951210022,
    0.38497641682624817,
    0.38983041048049927,
    0.31249991059303284,
    0.2424241602420807,
    0.27118635177612305,
    0.14696481823921204,
    0.3440859317779541,
    0.20491798222064972,
    0.19428564608097076,
    0.48837196826934814,
    0.3352600038051605,
    0.5688887238502502,
    0.3119265139102936,
    0.3275861144065857,
    0.17391297221183777,
    0.18811874091625214,
    0.26993855834007263,
    0.44444432854652405,
    0.4265401363372803,
    0.34394893050193787,
    0.2148759663105011,
    0.2745096981525421,
    0.5727698802947998,
    0.5693429112434387,
    0.4729062616825104,
    0.14358967542648315,
    0.45833322405815125,
    0.33992087841033936,
    0.32713744044303894,
    0.30769219994544983,
    0.7136148810386658,
    0.3934425115585327,
    0.4666665494441986,
    0.3295453190803528,
    0.13259662687778473,
    0.20731700956821442,
    0.15178565680980682,
    0.23357655107975006,
    0.7156862020492554,
    0.5312498211860657,
    0.4253392219543457,
    0.5624998807907104,
    0.1407034695148468,
    0.3157894015312195,
    0.18292675912380219,
    0.6473428606987,
    0.5897434949874878,
    0.1410255879163742,
    0.2138364166021347,
    0.2686566412448883,
    0.14901955425739288,
    0.23076915740966797,
    0.6399998664855957,
    0.24999988079071045,
    0.21556879580020905,
    0.35897424817085266,
    0.3675212860107422,
    0.3675675094127655,
    0.15999993681907654,
    0.3367696702480316,
    0.23364479839801788,
    0.3910256028175354,
    0.10191076993942261,
    0.19047614932060242,
    0.5948716402053833,
    0.4102562963962555,
    0.27777770161628723,
    0.28947359323501587,
    0.13259662687778473,
    0.2176869958639145
   ],
   "time": 162.37514761742204,
   "param": [
    {
     "p": 0.08345803618431091,
     "m": 1.0
    },
    {
     "p": 0.03501962870359421,
     "m": 1.0
    },
    {
     "p": 0.11475015431642532,
     "m": 1.0
    },
    {
     "p": 0.06609336286783218,
     "m": 1.0
    },
    {
     "p": 0.09137142449617386,
     "m": 1.0
    },
    {
     "p": 0.03377357870340347,
     "m": 1.0
    },
    {
     "p": 0.07338198274374008,
     "m": 1.0
    },
    {
     "p": 0.07150989025831223,
     "m": 1.0
    },
    {
     "p": 0.057317640632390976,
     "m": 1.0
    },
    {
     "p": 0.06018536165356636,
     "m": 1.0
    },
    {
     "p": 0.04725315049290657,
     "m": 1.0
    },
    {
     "p": 0.10867433249950409,
     "m": 1.0
    },
    {
     "p": 0.13840165734291077,
     "m": 1.0
    },
    {
     "p": 0.018809854984283447,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 29,
   "train_loss": 5.341421604156494,
   "val_loss": 2.9385855197906494,
   "acc": 32.57,
   "f1": [
    0.627906858921051,
    0.42290738224983215,
    0.25668442249298096,
    0.19999992847442627,
    0.15189868211746216,
    0.25373128056526184,
    0.33802807331085205,
    0.39999985694885254,
    0.263803631067276,
    0.506493330001831,
    0.10526309907436371,
    0.16867463290691376,
    0.25906726717948914,
    0.22966498136520386,
    0.13836471736431122,
    0.1747572273015976,
    0.28415289521217346,
    0.45833322405815125,
    0.24691346287727356,
    0.29032251238822937,
    0.5350316762924194,
    0.43216070532798767,
    0.25396814942359924,
    0.5217389464378357,
    0.5606060028076172,
    0.20512816309928894,
    0.19298243522644043,
    0.14736837148666382,
    0.45685264468193054,
    0.265060156583786,
    0.35955044627189636,
    0.35102033615112305,
    0.2829267382621765,
    0.2886596620082855,
    0.24161066114902496,
    0.10958898812532425,
    0.24615375697612762,
    0.23580780625343323,
    0.22522515058517456,
    0.41628947854042053,
    0.34042543172836304,
    0.5567008852958679,
    0.2577318847179413,
    0.29752060770988464,
    0.1548386514186859,
    0.18713442981243134,
    0.15714280307292938,
    0.4930231273174286,
    0.3946487307548523,
    0.31970250606536865,
    0.19767434895038605,
    0.2983424663543701,
    0.491227924823761,
    0.5806450843811035,
    0.46093741059303284,
    0.1645020991563797,
    0.5030673146247864,
    0.24590156972408295,
    0.3157894015312195,
    0.3268481194972992,
    0.7031961679458618,
    0.39166659116744995,
    0.4329003393650055,
    0.28685250878334045,
    0.14705875515937805,
    0.2558138370513916,
    0.18378373980522156,
    0.31081071496009827,
    0.6604650020599365,
    0.5524860620498657,
    0.413043349981308,
    0.5643563270568848,
    0.07812494784593582,
    0.2754489779472351,
    0.16176463663578033,
    0.6048778891563416,
    0.5350316762924194,
    0.13513506948947906,
    0.1912349909543991,
    0.3116881847381592,
    0.13824880123138428,
    0.16260157525539398,
    0.6204079985618591,
    0.30697670578956604,
    0.1449274718761444,
    0.4508668780326843,
    0.3809523284435272,
    0.3087247312068939,
    0.08510631322860718,
    0.301675945520401,
    0.2122904360294342,
    0.4413144290447235,
    0.07361957430839539,
    0.19999992847442627,
    0.5498006939888,
    0.44444432854652405,
    0.3211008310317993,
    0.3285713195800781,
    0.1647058129310608,
    0.33480167388916016
   ],
   "time": 156.77520044147968,
   "param": [
    {
     "p": 0.09498552232980728,
     "m": 1.0
    },
    {
     "p": 0.04248558357357979,
     "m": 1.0
    },
    {
     "p": 0.09209153801202774,
     "m": 1.0
    },
    {
     "p": 0.054322097450494766,
     "m": 1.0
    },
    {
     "p": 0.11115504056215286,
     "m": 1.0
    },
    {
     "p": 0.043381426483392715,
     "m": 1.0
    },
    {
     "p": 0.0765705555677414,
     "m": 1.0
    },
    {
     "p": 0.07184214890003204,
     "m": 1.0
    },
    {
     "p": 0.04141811281442642,
     "m": 1.0
    },
    {
     "p": 0.08226847648620605,
     "m": 1.0
    },
    {
     "p": 0.05632597953081131,
     "m": 1.0
    },
    {
     "p": 0.10299699753522873,
     "m": 1.0
    },
    {
     "p": 0.10141333937644958,
     "m": 1.0
    },
    {
     "p": 0.028743073344230652,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 30,
   "train_loss": 5.591981887817383,
   "val_loss": 2.776182174682617,
   "acc": 33.84,
   "f1": [
    0.6030149459838867,
    0.36464083194732666,
    0.2440677285194397,
    0.1798941045999527,
    0.1766560971736908,
    0.32307684421539307,
    0.32941165566444397,
    0.3754788637161255,
    0.31645557284355164,
    0.419580340385437,
    0.1509433388710022,
    0.22099439799785614,
    0.31275710463523865,
    0.2906976044178009,
    0.16149060428142548,
    0.210526242852211,
    0.3265305161476135,
    0.4899597465991974,
    0.33333325386047363,
    0.20821911096572876,
    0.5855854153633118,
    0.4502163529396057,
    0.26455017924308777,
    0.5297296643257141,
    0.635944664478302,
    0.28767114877700806,
    0.23853203654289246,
    0.21176466345787048,
    0.3657141625881195,
    0.2694299519062042,
    0.37209296226501465,
    0.28571420907974243,
    0.2953019142150879,
    0.30303022265434265,
    0.2879376709461212,
    0.10714280605316162,
    0.3364485204219818,
    0.21524657309055328,
    0.17532463371753693,
    0.4115225076675415,
    0.33783775568008423,
    0.6321242451667786,
    0.18309852480888367,
    0.3054754436016083,
    0.2256409376859665,
    0.20657269656658173,
    0.22222213447093964,
    0.44230756163597107,
    0.5225224494934082,
    0.3469386696815491,
    0.1129031702876091,
    0.23255807161331177,
    0.5882351398468018,
    0.6212764978408813,
    0.5308055877685547,
    0.12727266550064087,
    0.3846152722835541,
    0.3384614586830139,
    0.4111110270023346,
    0.4022345542907715,
    0.721153736114502,
    0.40740731358528137,
    0.5113635063171387,
    0.35294109582901,
    0.06201545521616936,
    0.17964068055152893,
    0.1532566398382187,
    0.23622041940689087,
    0.6206895112991333,
    0.529999852180481,
    0.4432430863380432,
    0.6183573603630066,
    0.08333329111337662,
    0.3147207200527191,
    0.14285710453987122,
    0.6299998760223389,
    0.5853657722473145,
    0.0639999583363533,
    0.1818181276321411,
    0.3315507173538208,
    0.04838705435395241,
    0.2727271616458893,
    0.6588233709335327,
    0.30409345030784607,
    0.193548321723938,
    0.4861876964569092,
    0.423912912607193,
    0.3274335563182831,
    0.15458931028842926,
    0.3249998986721039,
    0.2914571762084961,
    0.49746179580688477,
    0.19889496266841888,
    0.193548321723938,
    0.5685278177261353,
    0.40490788221359253,
    0.31428563594818115,
    0.33802807331085205,
    0.1333332657814026,
    0.3088802397251129
   ],
   "time": 160.9604940060526,
   "param": [
    {
     "p": 0.08402007818222046,
     "m": 1.0
    },
    {
     "p": 0.0353458896279335,
     "m": 1.0
    },
    {
     "p": 0.09192056208848953,
     "m": 1.0
    },
    {
     "p": 0.07472191005945206,
     "m": 1.0
    },
    {
     "p": 0.11228544265031815,
     "m": 1.0
    },
    {
     "p": 0.03584173694252968,
     "m": 1.0
    },
    {
     "p": 0.0777403861284256,
     "m": 1.0
    },
    {
     "p": 0.08099301904439926,
     "m": 1.0
    },
    {
     "p": 0.04815753549337387,
     "m": 1.0
    },
    {
     "p": 0.08159669488668442,
     "m": 1.0
    },
    {
     "p": 0.0587729811668396,
     "m": 1.0
    },
    {
     "p": 0.08311786502599716,
     "m": 1.0
    },
    {
     "p": 0.11075809597969055,
     "m": 1.0
    },
    {
     "p": 0.024727853015065193,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 31,
   "train_loss": 4.4958696365356445,
   "val_loss": 2.68794846534729,
   "acc": 33.73,
   "f1": [
    0.631578803062439,
    0.3975902497768402,
    0.2685184180736542,
    0.22549012303352356,
    0.1809523105621338,
    0.2959640622138977,
    0.34482747316360474,
    0.29166659712791443,
    0.3043477237224579,
    0.36101076006889343,
    0.17021268606185913,
    0.25668442249298096,
    0.37914684414863586,
    0.29585790634155273,
    0.22222216427326202,
    0.14598533511161804,
    0.31088075041770935,
    0.46031734347343445,
    0.30275216698646545,
    0.2622949779033661,
    0.5058364272117615,
    0.4670657217502594,
    0.23391805589199066,
    0.4766837954521179,
    0.5122805833816528,
    0.22891558706760406,
    0.2176164984703064,
    0.19047611951828003,
    0.43720918893814087,
    0.30331745743751526,
    0.32748526334762573,
    0.3364485204219818,
    0.33720916509628296,
    0.32061058282852173,
    0.3076922297477722,
    0.10191076993942261,
    0.30541861057281494,
    0.18439710140228271,
    0.15384609997272491,
    0.390243798494339,
    0.30769217014312744,
    0.596858561038971,
    0.33802807331085205,
    0.3225805461406708,
    0.16438350081443787,
    0.165217325091362,
    0.23655906319618225,
    0.4959348142147064,
    0.4918031394481659,
    0.32911381125450134,
    0.1612902730703354,
    0.28806576132774353,
    0.502923846244812,
    0.579710066318512,
    0.5052630305290222,
    0.15044242143630981,
    0.47846877574920654,
    0.3272726535797119,
    0.3586955666542053,
    0.30208322405815125,
    0.6775954961776733,
    0.41666656732559204,
    0.4454147219657898,
    0.28235283493995667,
    0.12941168248653412,
    0.25531908869743347,
    0.11023616790771484,
    0.29268282651901245,
    0.6926827430725098,
    0.5952380299568176,
    0.44036686420440674,
    0.5700933337211609,
    0.08633087575435638,
    0.34432223439216614,
    0.11494245380163193,
    0.5953487157821655,
    0.6066349744796753,
    0.2078852504491806,
    0.2165604531764984,
    0.2705881595611572,
    0.15384609997272491,
    0.239999920129776,
    0.6745560765266418,
    0.2553190290927887,
    0.19266046583652496,
    0.3803679943084717,
    0.38461530208587646,
    0.3478259742259979,
    0.1379309892654419,
    0.41176459193229675,
    0.20118334889411926,
    0.4814813435077667,
    0.14606735110282898,
    0.27667975425720215,
    0.5668447613716125,
    0.45238080620765686,
    0.21538454294204712,
    0.3431371748447418,
    0.12643671035766602,
    0.284671425819397
   ],
   "time": 156.31701042223722,
   "param": [
    {
     "p": 0.09008433669805527,
     "m": 1.0
    },
    {
     "p": 0.039885442703962326,
     "m": 1.0
    },
    {
     "p": 0.09904376417398453,
     "m": 1.0
    },
    {
     "p": 0.07622263580560684,
     "m": 1.0
    },
    {
     "p": 0.08070183545351028,
     "m": 1.0
    },
    {
     "p": 0.03614412620663643,
     "m": 1.0
    },
    {
     "p": 0.06865954399108887,
     "m": 1.0
    },
    {
     "p": 0.06989318132400513,
     "m": 1.0
    },
    {
     "p": 0.0541243851184845,
     "m": 1.0
    },
    {
     "p": 0.07826952636241913,
     "m": 1.0
    },
    {
     "p": 0.05804203450679779,
     "m": 1.0
    },
    {
     "p": 0.11094849556684494,
     "m": 1.0
    },
    {
     "p": 0.125501349568367,
     "m": 1.0
    },
    {
     "p": 0.012479438446462154,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 32,
   "train_loss": 4.760293483734131,
   "val_loss": 2.864788293838501,
   "acc": 32.82,
   "f1": [
    0.559139609336853,
    0.39999985694885254,
    0.272108793258667,
    0.1654134839773178,
    0.10937494784593582,
    0.31746023893356323,
    0.39090898633003235,
    0.3196346163749695,
    0.35714277625083923,
    0.3703702688217163,
    0.16666659712791443,
    0.18497103452682495,
    0.24691346287727356,
    0.25185176730155945,
    0.2136751413345337,
    0.188888818025589,
    0.31645557284355164,
    0.5454544425010681,
    0.3169397711753845,
    0.22429899871349335,
    0.5652172565460205,
    0.4190475046634674,
    0.2682925760746002,
    0.49999988079071045,
    0.553571343421936,
    0.20689649879932404,
    0.23115570843219757,
    0.13468009233474731,
    0.3287670612335205,
    0.30392149090766907,
    0.36501890420913696,
    0.3013697564601898,
    0.33333322405815125,
    0.210526242852211,
    0.2930402159690857,
    0.1450776606798172,
    0.29813653230667114,
    0.1675977110862732,
    0.21917803585529327,
    0.5202310085296631,
    0.23853203654289246,
    0.5191488265991211,
    0.2745096981525421,
    0.2843136191368103,
    0.18292675912380219,
    0.16814152896404266,
    0.22325573861598969,
    0.46643105149269104,
    0.5067872405052185,
    0.3468207120895386,
    0.18064509332180023,
    0.2797201871871948,
    0.534031331539154,
    0.559139609336853,
    0.4491977095603943,
    0.14583328366279602,
    0.41176462173461914,
    0.39189180731773376,
    0.3592813014984131,
    0.27615058422088623,
    0.6024095416069031,
    0.4154588282108307,
    0.4720495045185089,
    0.335570365190506,
    0.14965979754924774,
    0.2462686002254486,
    0.12871280312538147,
    0.289308100938797,
    0.6781114935874939,
    0.49372372031211853,
    0.42512065172195435,
    0.5846152901649475,
    0.1405404806137085,
    0.29032251238822937,
    0.14207643270492554,
    0.5982905030250549,
    0.6024094820022583,
    0.11678826063871384,
    0.1438848376274109,
    0.28099164366722107,
    0.06837603449821472,
    0.2829267382621765,
    0.6228069067001343,
    0.32195112109184265,
    0.22459883987903595,
    0.39999985694885254,
    0.38461530208587646,
    0.3974357545375824,
    0.18699179589748383,
    0.33333325386047363,
    0.23204411566257477,
    0.3833865225315094,
    0.19428564608097076,
    0.1729728877544403,
    0.5394735932350159,
    0.4433496594429016,
    0.1759999394416809,
    0.2832617461681366,
    0.15637852251529694,
    0.19259251654148102
   ],
   "time": 158.340419864282,
   "param": [
    {
     "p": 0.07023794949054718,
     "m": 1.0
    },
    {
     "p": 0.04070140793919563,
     "m": 1.0
    },
    {
     "p": 0.10469122231006622,
     "m": 1.0
    },
    {
     "p": 0.06876742839813232,
     "m": 1.0
    },
    {
     "p": 0.10472262650728226,
     "m": 1.0
    },
    {
     "p": 0.04559778422117233,
     "m": 1.0
    },
    {
     "p": 0.08505218476057053,
     "m": 1.0
    },
    {
     "p": 0.06394236534833908,
     "m": 1.0
    },
    {
     "p": 0.050126563757658005,
     "m": 1.0
    },
    {
     "p": 0.07764174789190292,
     "m": 1.0
    },
    {
     "p": 0.059558283537626266,
     "m": 1.0
    },
    {
     "p": 0.11250017583370209,
     "m": 1.0
    },
    {
     "p": 0.09143153578042984,
     "m": 1.0
    },
    {
     "p": 0.02502881921827793,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 33,
   "train_loss": 4.658021926879883,
   "val_loss": 2.726041555404663,
   "acc": 33.63,
   "f1": [
    0.617283821105957,
    0.39805811643600464,
    0.2793295085430145,
    0.262857049703598,
    0.1682242751121521,
    0.3465345501899719,
    0.38157883286476135,
    0.3899998664855957,
    0.3071671426296234,
    0.432748407125473,
    0.14358967542648315,
    0.2072538137435913,
    0.32467523217201233,
    0.23834188282489777,
    0.19428564608097076,
    0.213483065366745,
    0.3199998736381531,
    0.44311365485191345,
    0.2191779911518097,
    0.2580644190311432,
    0.5527637004852295,
    0.4279834032058716,
    0.22972965240478516,
    0.5354329943656921,
    0.5964910984039307,
    0.27777767181396484,
    0.2272726595401764,
    0.1931033730506897,
    0.4495411515235901,
    0.2560974657535553,
    0.38190943002700806,
    0.38834938406944275,
    0.33684200048446655,
    0.28318578004837036,
    0.23391805589199066,
    0.17857138812541962,
    0.32432422041893005,
    0.20430098474025726,
    0.21561333537101746,
    0.4385963976383209,
    0.3016759157180786,
    0.5658535361289978,
    0.2699999213218689,
    0.33333322405815125,
    0.17391300201416016,
    0.20973777770996094,
    0.23791813850402832,
    0.4086955785751343,
    0.44221094250679016,
    0.3838382363319397,
    0.22857137024402618,
    0.2684563100337982,
    0.5307691097259521,
    0.5555554032325745,
    0.45833322405815125,
    0.14864858984947205,
    0.47787603735923767,
    0.3846152722835541,
    0.3882351815700531,
    0.31249991059303284,
    0.6627905368804932,
    0.43956032395362854,
    0.4574466943740845,
    0.29787224531173706,
    0.1325300633907318,
    0.17877088487148285,
    0.15294109284877777,
    0.30456843972206116,
    0.6896550059318542,
    0.5641024112701416,
    0.3892616331577301,
    0.5363982915878296,
    0.1185770183801651,
    0.3582088351249695,
    0.15525108575820923,
    0.644067645072937,
    0.6086955666542053,
    0.16091948747634888,
    0.1957446187734604,
    0.33497530221939087,
    0.1279069036245346,
    0.31896543502807617,
    0.6557375192642212,
    0.2790696918964386,
    0.21459220349788666,
    0.44047608971595764,
    0.34972667694091797,
    0.322274774312973,
    0.13286708295345306,
    0.3206750154495239,
    0.281406968832016,
    0.5256409049034119,
    0.18079088628292084,
    0.18848159909248352,
    0.5612244009971619,
    0.42528724670410156,
    0.29523801803588867,
    0.3300969898700714,
    0.056337978690862656,
    0.2556390166282654
   ],
   "time": 156.6939626839012,
   "param": [
    {
     "p": 0.09448833763599396,
     "m": 1.0
    },
    {
     "p": 0.03244302421808243,
     "m": 1.0
    },
    {
     "p": 0.09757530689239502,
     "m": 1.0
    },
    {
     "p": 0.06983283162117004,
     "m": 1.0
    },
    {
     "p": 0.09452556818723679,
     "m": 1.0
    },
    {
     "p": 0.04045533761382103,
     "m": 1.0
    },
    {
     "p": 0.07208588719367981,
     "m": 1.0
    },
    {
     "p": 0.07568807899951935,
     "m": 1.0
    },
    {
     "p": 0.050670962780714035,
     "m": 1.0
    },
    {
     "p": 0.07376432418823242,
     "m": 1.0
    },
    {
     "p": 0.05911676213145256,
     "m": 1.0
    },
    {
     "p": 0.1084461435675621,
     "m": 1.0
    },
    {
     "p": 0.1187630370259285,
     "m": 1.0
    },
    {
     "p": 0.012144421227276325,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 34,
   "train_loss": 4.20953369140625,
   "val_loss": 2.803016424179077,
   "acc": 33.52,
   "f1": [
    0.6557375192642212,
    0.39148926734924316,
    0.26666659116744995,
    0.1965317279100418,
    0.15748025476932526,
    0.3179486393928528,
    0.33823519945144653,
    0.3874344527721405,
    0.29927000403404236,
    0.4276728630065918,
    0.07999995350837708,
    0.21804505586624146,
    0.28742504119873047,
    0.21111102402210236,
    0.1898733526468277,
    0.2444443702697754,
    0.35294109582901,
    0.4705881178379059,
    0.32911381125450134,
    0.24691349267959595,
    0.6206895112991333,
    0.4837207794189453,
    0.24899591505527496,
    0.5596328973770142,
    0.6341462135314941,
    0.2699999213218689,
    0.2097901701927185,
    0.18784524500370026,
    0.36734679341316223,
    0.27428561449050903,
    0.34042543172836304,
    0.3584904372692108,
    0.3389829397201538,
    0.2147650271654129,
    0.29696962237358093,
    0.11347512155771255,
    0.27551010251045227,
    0.18817201256752014,
    0.2061854749917984,
    0.47619032859802246,
    0.3406592309474945,
    0.5727270841598511,
    0.28571417927742004,
    0.27322396636009216,
    0.18686865270137787,
    0.1395348310470581,
    0.22131142020225525,
    0.390243798494339,
    0.4670657217502594,
    0.3066665530204773,
    0.1219511553645134,
    0.3515150547027588,
    0.5967741012573242,
    0.559139609336853,
    0.4705880880355835,
    0.12162157148122787,
    0.4914284646511078,
    0.33333322405815125,
    0.35833320021629333,
    0.3454544246196747,
    0.663461446762085,
    0.3676469624042511,
    0.46808499097824097,
    0.2869197428226471,
    0.11180117726325989,
    0.21568621695041656,
    0.08205122500658035,
    0.3351954519748688,
    0.693333089351654,
    0.4822133481502533,
    0.48756206035614014,
    0.5538460612297058,
    0.12565438449382782,
    0.3584904372692108,
    0.19459453225135803,
    0.5658913850784302,
    0.5495494604110718,
    0.18749992549419403,
    0.18257255852222443,
    0.31284910440444946,
    0.13333328068256378,
    0.2934781610965729,
    0.6799998879432678,
    0.2236841470003128,
    0.22222216427326202,
    0.37668150663375854,
    0.35897424817085266,
    0.38709667325019836,
    0.14659680426120758,
    0.334545373916626,
    0.193548321723938,
    0.4413144290447235,
    0.154929518699646,
    0.22352932393550873,
    0.5697672963142395,
    0.45454537868499756,
    0.36090216040611267,
    0.31088075041770935,
    0.10457510501146317,
    0.29787227511405945
   ],
   "time": 161.04431686736643,
   "param": [
    {
     "p": 0.08510992676019669,
     "m": 1.0
    },
    {
     "p": 0.0395277664065361,
     "m": 1.0
    },
    {
     "p": 0.09417585283517838,
     "m": 1.0
    },
    {
     "p": 0.08214683085680008,
     "m": 1.0
    },
    {
     "p": 0.09012801200151443,
     "m": 1.0
    },
    {
     "p": 0.0339471697807312,
     "m": 1.0
    },
    {
     "p": 0.07814157009124756,
     "m": 1.0
    },
    {
     "p": 0.08226360380649567,
     "m": 1.0
    },
    {
     "p": 0.06427433341741562,
     "m": 1.0
    },
    {
     "p": 0.07091707736253738,
     "m": 1.0
    },
    {
     "p": 0.06898730993270874,
     "m": 1.0
    },
    {
     "p": 0.08869171142578125,
     "m": 1.0
    },
    {
     "p": 0.11659424006938934,
     "m": 1.0
    },
    {
     "p": 0.005094591062515974,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 35,
   "train_loss": 4.094115734100342,
   "val_loss": 2.6913485527038574,
   "acc": 33.82,
   "f1": [
    0.6028706431388855,
    0.3053433895111084,
    0.19631893932819366,
    0.2025315761566162,
    0.1029411256313324,
    0.3352600038051605,
    0.35064926743507385,
    0.39999985694885254,
    0.3098590672016144,
    0.4615383446216583,
    0.1410255879163742,
    0.23036640882492065,
    0.30769219994544983,
    0.11199995130300522,
    0.16184966266155243,
    0.2212388664484024,
    0.32258057594299316,
    0.4593299925327301,
    0.2797926664352417,
    0.210526242852211,
    0.5970147848129272,
    0.4453124403953552,
    0.2485205978155136,
    0.4768211245536804,
    0.6060605049133301,
    0.2571427524089813,
    0.23255807161331177,
    0.15957440435886383,
    0.39111098647117615,
    0.27488142251968384,
    0.3441859781742096,
    0.38095226883888245,
    0.3267972767353058,
    0.3034481704235077,
    0.2540982663631439,
    0.15228420495986938,
    0.2976189851760864,
    0.21428564190864563,
    0.20083676278591156,
    0.4923075735569,
    0.29189181327819824,
    0.6081869602203369,
    0.3203882575035095,
    0.3196346163749695,
    0.15999993681907654,
    0.19999992847442627,
    0.2146892100572586,
    0.4415583610534668,
    0.4521738290786743,
    0.3498348891735077,
    0.17021268606185913,
    0.2756182849407196,
    0.5359999537467957,
    0.5945944786071777,
    0.4608694612979889,
    0.0946744978427887,
    0.45128190517425537,
    0.3975902497768402,
    0.3714284896850586,
    0.28260859847068787,
    0.6949151158332825,
    0.4454975128173828,
    0.45197728276252747,
    0.32989683747291565,
    0.047244053333997726,
    0.21126753091812134,
    0.17741930484771729,
    0.29508185386657715,
    0.70588219165802,
    0.5517240166664124,
    0.4263565242290497,
    0.4999998211860657,
    0.0967741310596466,
    0.36619704961776733,
    0.14117640256881714,
    0.5857739448547363,
    0.5698922872543335,
    0.2021275758743286,
    0.18999992311000824,
    0.3675675094127655,
    0.08510631322860718,
    0.2879376709461212,
    0.6704543232917786,
    0.2389935851097107,
    0.21428564190864563,
    0.42753612995147705,
    0.37320560216903687,
    0.37545114755630493,
    0.09999994188547134,
    0.4046241343021393,
    0.23030294477939606,
    0.43181806802749634,
    0.15277770161628723,
    0.14666660130023956,
    0.6098653674125671,
    0.4481326937675476,
    0.2869197428226471,
    0.31896543502807617,
    0.09523803740739822,
    0.3050846457481384
   ],
   "time": 159.11908321734518,
   "param": [
    {
     "p": 0.08775371313095093,
     "m": 1.0
    },
    {
     "p": 0.043582987040281296,
     "m": 1.0
    },
    {
     "p": 0.11529669165611267,
     "m": 1.0
    },
    {
     "p": 0.05700981616973877,
     "m": 1.0
    },
    {
     "p": 0.0932176262140274,
     "m": 1.0
    },
    {
     "p": 0.029683610424399376,
     "m": 1.0
    },
    {
     "p": 0.0889412984251976,
     "m": 1.0
    },
    {
     "p": 0.05839138850569725,
     "m": 1.0
    },
    {
     "p": 0.052978914231061935,
     "m": 1.0
    },
    {
     "p": 0.08861389011144638,
     "m": 1.0
    },
    {
     "p": 0.04427734389901161,
     "m": 1.0
    },
    {
     "p": 0.10336392372846603,
     "m": 1.0
    },
    {
     "p": 0.10640506446361542,
     "m": 1.0
    },
    {
     "p": 0.03048376739025116,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 36,
   "train_loss": 4.519822597503662,
   "val_loss": 2.8647093772888184,
   "acc": 33.52,
   "f1": [
    0.5913042426109314,
    0.31543615460395813,
    0.2584269046783447,
    0.22950813174247742,
    0.14925366640090942,
    0.21333324909210205,
    0.31884047389030457,
    0.3473052978515625,
    0.3295453190803528,
    0.44067782163619995,
    0.15624994039535522,
    0.19444438815116882,
    0.2193547636270523,
    0.26845628023147583,
    0.1528661698102951,
    0.24418595433235168,
    0.34821417927742004,
    0.45054933428764343,
    0.26666656136512756,
    0.2302630990743637,
    0.5663716197013855,
    0.4622640609741211,
    0.2906976044178009,
    0.4567900002002716,
    0.6238530874252319,
    0.2570280432701111,
    0.2976743280887604,
    0.20973777770996094,
    0.41610726714134216,
    0.2571427822113037,
    0.3636362552642822,
    0.3560605049133301,
    0.35064926743507385,
    0.31999990344047546,
    0.2843601107597351,
    0.15277773141860962,
    0.3184078335762024,
    0.17834389209747314,
    0.1910112053155899,
    0.4907974302768707,
    0.3039999008178711,
    0.5853657126426697,
    0.20987647771835327,
    0.36090216040611267,
    0.19649118185043335,
    0.15730330348014832,
    0.19178076088428497,
    0.5158370137214661,
    0.5170730352401733,
    0.3578946590423584,
    0.17391297221183777,
    0.25274714827537537,
    0.5473682880401611,
    0.5690376162528992,
    0.4502616822719574,
    0.10958898812532425,
    0.5230767726898193,
    0.3696681261062622,
    0.3508770763874054,
    0.31746023893356323,
    0.6186439990997314,
    0.3878786563873291,
    0.43999987840652466,
    0.3300969898700714,
    0.19292598962783813,
    0.2812499403953552,
    0.10062886029481888,
    0.26315778493881226,
    0.6560845375061035,
    0.5443785786628723,
    0.42352932691574097,
    0.4907974898815155,
    0.11340199410915375,
    0.3917524814605713,
    0.15384608507156372,
    0.629441499710083,
    0.6139533519744873,
    0.15469607710838318,
    0.20111726224422455,
    0.26315778493881226,
    0.1162789985537529,
    0.25396814942359924,
    0.6630433797836304,
    0.3152172863483429,
    0.2206895798444748,
    0.3999999165534973,
    0.38056668639183044,
    0.4090908467769623,
    0.15189866721630096,
    0.3969464600086212,
    0.23595495522022247,
    0.49999988079071045,
    0.20645155012607574,
    0.19875767827033997,
    0.5499998331069946,
    0.42982450127601624,
    0.29268282651901245,
    0.23417715728282928,
    0.1226993277668953,
    0.23602473735809326
   ],
   "time": 158.34501099213958,
   "param": [
    {
     "p": 0.08834446966648102,
     "m": 1.0
    },
    {
     "p": 0.03642689064145088,
     "m": 1.0
    },
    {
     "p": 0.11191856116056442,
     "m": 1.0
    },
    {
     "p": 0.06977994740009308,
     "m": 1.0
    },
    {
     "p": 0.10499951988458633,
     "m": 1.0
    },
    {
     "p": 0.037128228694200516,
     "m": 1.0
    },
    {
     "p": 0.06539551168680191,
     "m": 1.0
    },
    {
     "p": 0.06331154704093933,
     "m": 1.0
    },
    {
     "p": 0.05027392506599426,
     "m": 1.0
    },
    {
     "p": 0.096382737159729,
     "m": 1.0
    },
    {
     "p": 0.046070776879787445,
     "m": 1.0
    },
    {
     "p": 0.1090383306145668,
     "m": 1.0
    },
    {
     "p": 0.09251192212104797,
     "m": 1.0
    },
    {
     "p": 0.028417536988854408,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 37,
   "train_loss": 4.6322126388549805,
   "val_loss": 2.5124545097351074,
   "acc": 33.62,
   "f1": [
    0.5166050791740417,
    0.40394076704978943,
    0.22330091893672943,
    0.19101116061210632,
    0.15789468586444855,
    0.2721518278121948,
    0.39560428261756897,
    0.31764698028564453,
    0.2976743280887604,
    0.3984062969684601,
    0.20740735530853271,
    0.22222216427326202,
    0.30769219994544983,
    0.28742504119873047,
    0.14814810454845428,
    0.23225803673267365,
    0.304526686668396,
    0.4777776598930359,
    0.29268282651901245,
    0.28048771619796753,
    0.5887445211410522,
    0.46792444586753845,
    0.2714284658432007,
    0.507771909236908,
    0.5509432554244995,
    0.19531244039535522,
    0.22907482087612152,
    0.1793721318244934,
    0.3801651895046234,
    0.28571417927742004,
    0.3636362552642822,
    0.35955044627189636,
    0.23376615345478058,
    0.31081071496009827,
    0.20895513892173767,
    0.15999992191791534,
    0.3018867075443268,
    0.26315784454345703,
    0.23170723021030426,
    0.44444432854652405,
    0.33333322405815125,
    0.5169490575790405,
    0.20833326876163483,
    0.23529404401779175,
    0.15172408521175385,
    0.1438848376274109,
    0.25352105498313904,
    0.49756085872650146,
    0.42780739068984985,
    0.278787761926651,
    0.19191910326480865,
    0.3043477535247803,
    0.5773193836212158,
    0.619999885559082,
    0.43678146600723267,
    0.15533974766731262,
    0.4489794969558716,
    0.3272726535797119,
    0.3487178385257721,
    0.28368785977363586,
    0.6638296246528625,
    0.39778995513916016,
    0.4489794969558716,
    0.28571420907974243,
    0.16589856147766113,
    0.22666659951210022,
    0.1379309743642807,
    0.3369564116001129,
    0.6952379941940308,
    0.4666665196418762,
    0.4142010807991028,
    0.6484017372131348,
    0.1081080511212349,
    0.3908045291900635,
    0.18784524500370026,
    0.6126124858856201,
    0.5498006939888,
    0.21857915818691254,
    0.19480513036251068,
    0.18045106530189514,
    0.10416660457849503,
    0.28054288029670715,
    0.6705200672149658,
    0.3319147825241089,
    0.17525766789913177,
    0.32214754819869995,
    0.3710406422615051,
    0.33918121457099915,
    0.15300540626049042,
    0.29891300201416016,
    0.2138364166021347,
    0.5505616068840027,
    0.22807011008262634,
    0.1656804084777832,
    0.5315313935279846,
    0.44230756163597107,
    0.2890172600746155,
    0.30851057171821594,
    0.1525423228740692,
    0.30270257592201233
   ],
   "time": 160.28648018464446,
   "param": [
    {
     "p": 0.09510104358196259,
     "m": 1.0
    },
    {
     "p": 0.03884353116154671,
     "m": 1.0
    },
    {
     "p": 0.07977282255887985,
     "m": 1.0
    },
    {
     "p": 0.08146834373474121,
     "m": 1.0
    },
    {
     "p": 0.09989645332098007,
     "m": 1.0
    },
    {
     "p": 0.0378291942179203,
     "m": 1.0
    },
    {
     "p": 0.0821368545293808,
     "m": 1.0
    },
    {
     "p": 0.0574689581990242,
     "m": 1.0
    },
    {
     "p": 0.054727695882320404,
     "m": 1.0
    },
    {
     "p": 0.08276274800300598,
     "m": 1.0
    },
    {
     "p": 0.07177086919546127,
     "m": 1.0
    },
    {
     "p": 0.09476208686828613,
     "m": 1.0
    },
    {
     "p": 0.10447011888027191,
     "m": 1.0
    },
    {
     "p": 0.018989281728863716,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 38,
   "train_loss": 4.246242046356201,
   "val_loss": 2.768292188644409,
   "acc": 34.08,
   "f1": [
    0.627906858921051,
    0.4297519624233246,
    0.22818784415721893,
    0.16853927075862885,
    0.11842100322246552,
    0.33027511835098267,
    0.34123215079307556,
    0.4369746744632721,
    0.30952370166778564,
    0.37815114855766296,
    0.16766461730003357,
    0.1509433388710022,
    0.336633563041687,
    0.19230762124061584,
    0.19999994337558746,
    0.2655600905418396,
    0.3495144844055176,
    0.4496643543243408,
    0.2695034444332123,
    0.291139155626297,
    0.48920851945877075,
    0.43678146600723267,
    0.2533332407474518,
    0.5327101349830627,
    0.6526314616203308,
    0.2256409376859665,
    0.21830980479717255,
    0.14201176166534424,
    0.37426888942718506,
    0.2954544425010681,
    0.3314284682273865,
    0.34640514850616455,
    0.29245272278785706,
    0.3179486393928528,
    0.27173903584480286,
    0.1688653975725174,
    0.256410151720047,
    0.1556885540485382,
    0.2121211588382721,
    0.4749998450279236,
    0.34024888277053833,
    0.5838507413864136,
    0.3708608150482178,
    0.3723403513431549,
    0.20125779509544373,
    0.23529404401779175,
    0.1873277872800827,
    0.543352484703064,
    0.4731181561946869,
    0.37320560216903687,
    0.10769226402044296,
    0.3346938192844391,
    0.6079294085502625,
    0.5579397678375244,
    0.4595744013786316,
    0.16080394387245178,
    0.4939757287502289,
    0.40935659408569336,
    0.362499862909317,
    0.3619908392429352,
    0.733333170413971,
    0.446808397769928,
    0.44776105880737305,
    0.2843601107597351,
    0.1818181276321411,
    0.22857137024402618,
    0.10666660219430923,
    0.29714274406433105,
    0.702702522277832,
    0.5339804887771606,
    0.3999999165534973,
    0.5841582417488098,
    0.07633582502603531,
    0.36893191933631897,
    0.09090903401374817,
    0.6127658486366272,
    0.6217615604400635,
    0.2084941565990448,
    0.140350803732872,
    0.2798353135585785,
    0.10416661202907562,
    0.301754355430603,
    0.6938773989677429,
    0.26027390360832214,
    0.1940927654504776,
    0.40764322876930237,
    0.36893191933631897,
    0.3803679943084717,
    0.11920525878667831,
    0.3592813014984131,
    0.23350247740745544,
    0.5257730484008789,
    0.2193547636270523,
    0.17204295098781586,
    0.5374448299407959,
    0.4705880880355835,
    0.3203882575035095,
    0.3091786503791809,
    0.0805368572473526,
    0.30270257592201233
   ],
   "time": 159.22924442961812,
   "param": [
    {
     "p": 0.08609028160572052,
     "m": 1.0
    },
    {
     "p": 0.03328198939561844,
     "m": 1.0
    },
    {
     "p": 0.11259212344884872,
     "m": 1.0
    },
    {
     "p": 0.08831290900707245,
     "m": 1.0
    },
    {
     "p": 0.09303763508796692,
     "m": 1.0
    },
    {
     "p": 0.04495414346456528,
     "m": 1.0
    },
    {
     "p": 0.07111940532922745,
     "m": 1.0
    },
    {
     "p": 0.05647749453783035,
     "m": 1.0
    },
    {
     "p": 0.0616200715303421,
     "m": 1.0
    },
    {
     "p": 0.07964891195297241,
     "m": 1.0
    },
    {
     "p": 0.04442504048347473,
     "m": 1.0
    },
    {
     "p": 0.09380868822336197,
     "m": 1.0
    },
    {
     "p": 0.09829828888177872,
     "m": 1.0
    },
    {
     "p": 0.03633303567767143,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 39,
   "train_loss": 4.420287132263184,
   "val_loss": 2.6388871669769287,
   "acc": 34.49,
   "f1": [
    0.6082472205162048,
    0.38888877630233765,
    0.239999920129776,
    0.22413785755634308,
    0.16888882219791412,
    0.2891565263271332,
    0.3936169147491455,
    0.3591548204421997,
    0.30075180530548096,
    0.37681150436401367,
    0.1410255879163742,
    0.20430098474025726,
    0.32467523217201233,
    0.23076915740966797,
    0.2345678210258484,
    0.18421046435832977,
    0.31538453698158264,
    0.5221673846244812,
    0.31764698028564453,
    0.25316447019577026,
    0.5454544425010681,
    0.48837196826934814,
    0.2288556545972824,
    0.5700481534004211,
    0.5522387027740479,
    0.21705420315265656,
    0.24793381989002228,
    0.21463409066200256,
    0.4162435233592987,
    0.25185176730155945,
    0.3515150547027588,
    0.28571417927742004,
    0.28776970505714417,
    0.33333325386047363,
    0.3211008310317993,
    0.0958903580904007,
    0.2599999010562897,
    0.24999991059303284,
    0.19452883303165436,
    0.5054942965507507,
    0.390243798494339,
    0.568720281124115,
    0.2918454110622406,
    0.35254231095314026,
    0.2583332359790802,
    0.18823520839214325,
    0.1857142299413681,
    0.4645159840583801,
    0.4780486822128296,
    0.4021162986755371,
    0.19767434895038605,
    0.29665064811706543,
    0.6372547745704651,
    0.5611509084701538,
    0.47619038820266724,
    0.15028895437717438,
    0.49411749839782715,
    0.2937852144241333,
    0.38150280714035034,
    0.28571417927742004,
    0.6781114935874939,
    0.35102033615112305,
    0.44444429874420166,
    0.33333322405815125,
    0.0946744978427887,
    0.24637673795223236,
    0.11158791184425354,
    0.34745752811431885,
    0.6944442987442017,
    0.5023695826530457,
    0.4233575761318207,
    0.6054052114486694,
    0.14173223078250885,
    0.290502667427063,
    0.16666659712791443,
    0.6203702688217163,
    0.5936071872711182,
    0.15126045048236847,
    0.2072538137435913,
    0.2658958435058594,
    0.13385821878910065,
    0.2959182858467102,
    0.6697246432304382,
    0.3168315887451172,
    0.20111726224422455,
    0.39999985694885254,
    0.40784305334091187,
    0.33463025093078613,
    0.15662643313407898,
    0.3654821515083313,
    0.2547769844532013,
    0.45631060004234314,
    0.19480513036251068,
    0.20571422576904297,
    0.5685278177261353,
    0.4493390619754791,
    0.37185919284820557,
    0.32911381125450134,
    0.17241373658180237,
    0.291139155626297
   ],
   "time": 160.23686484340578,
   "param": [
    {
     "p": 0.1034349873661995,
     "m": 1.0
    },
    {
     "p": 0.038169097155332565,
     "m": 1.0
    },
    {
     "p": 0.09890715777873993,
     "m": 1.0
    },
    {
     "p": 0.07499675452709198,
     "m": 1.0
    },
    {
     "p": 0.08966737985610962,
     "m": 1.0
    },
    {
     "p": 0.040747106075286865,
     "m": 1.0
    },
    {
     "p": 0.08079832047224045,
     "m": 1.0
    },
    {
     "p": 0.07957960665225983,
     "m": 1.0
    },
    {
     "p": 0.05985565856099129,
     "m": 1.0
    },
    {
     "p": 0.07518056780099869,
     "m": 1.0
    },
    {
     "p": 0.04495809227228165,
     "m": 1.0
    },
    {
     "p": 0.08169130980968475,
     "m": 1.0
    },
    {
     "p": 0.10559062659740448,
     "m": 1.0
    },
    {
     "p": 0.026423288509249687,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 40,
   "train_loss": 4.599803447723389,
   "val_loss": 2.7770755290985107,
   "acc": 34.58,
   "f1": [
    0.6310158967971802,
    0.37885454297065735,
    0.2765956223011017,
    0.18064509332180023,
    0.19607838988304138,
    0.30115818977355957,
    0.3421051502227783,
    0.4161849021911621,
    0.3489931523799896,
    0.4487178325653076,
    0.09160300344228745,
    0.2191779911518097,
    0.3387977182865143,
    0.25730982422828674,
    0.14857135713100433,
    0.2597401440143585,
    0.2833332419395447,
    0.4787643849849701,
    0.26262614130973816,
    0.23923437297344208,
    0.6628569960594177,
    0.5502644181251526,
    0.2727271616458893,
    0.5347592234611511,
    0.5919281840324402,
    0.2545453608036041,
    0.2873562276363373,
    0.22119809687137604,
    0.4278606176376343,
    0.255813866853714,
    0.239436537027359,
    0.33633628487586975,
    0.32051271200180054,
    0.2948717176914215,
    0.3431371748447418,
    0.13496926426887512,
    0.2906976044178009,
    0.1866665780544281,
    0.18045106530189514,
    0.4873095452785492,
    0.3443707227706909,
    0.5728154182434082,
    0.3039999008178711,
    0.25165554881095886,
    0.17326728999614716,
    0.19108274579048157,
    0.21468918025493622,
    0.475524365901947,
    0.48888880014419556,
    0.4094487428665161,
    0.23595495522022247,
    0.29896897077560425,
    0.5431309342384338,
    0.5757573843002319,
    0.5048542022705078,
    0.14574894309043884,
    0.4502163529396057,
    0.32799988985061646,
    0.36134445667266846,
    0.3063828945159912,
    0.6936934590339661,
    0.3775508999824524,
    0.46486473083496094,
    0.31333327293395996,
    0.15044242143630981,
    0.1935483068227768,
    0.14285708963871002,
    0.3208555281162262,
    0.7319586277008057,
    0.5167463421821594,
    0.4635760486125946,
    0.6203702688217163,
    0.09160300344228745,
    0.3465345501899719,
    0.16107375919818878,
    0.6282721161842346,
    0.5439329743385315,
    0.14096909761428833,
    0.21978017687797546,
    0.2959182858467102,
    0.11842100322246552,
    0.3047617971897125,
    0.7009344696998596,
    0.35051536560058594,
    0.24107137322425842,
    0.42372873425483704,
    0.36714968085289,
    0.36619704961776733,
    0.11235948652029037,
    0.37735840678215027,
    0.2588233947753906,
    0.4933919608592987,
    0.17441853880882263,
    0.09302320331335068,
    0.6195651292800903,
    0.4381624758243561,
    0.2745096981525421,
    0.290502667427063,
    0.11483246088027954,
    0.29585790634155273
   ],
   "time": 159.75653447583318,
   "param": [
    {
     "p": 0.08215261995792389,
     "m": 1.0
    },
    {
     "p": 0.046125367283821106,
     "m": 1.0
    },
    {
     "p": 0.10755603015422821,
     "m": 1.0
    },
    {
     "p": 0.06995159387588501,
     "m": 1.0
    },
    {
     "p": 0.08631320297718048,
     "m": 1.0
    },
    {
     "p": 0.044257648289203644,
     "m": 1.0
    },
    {
     "p": 0.07557468861341476,
     "m": 1.0
    },
    {
     "p": 0.0689803883433342,
     "m": 1.0
    },
    {
     "p": 0.055847857147455215,
     "m": 1.0
    },
    {
     "p": 0.0723739042878151,
     "m": 1.0
    },
    {
     "p": 0.05506518483161926,
     "m": 1.0
    },
    {
     "p": 0.09151475876569748,
     "m": 1.0
    },
    {
     "p": 0.11307311058044434,
     "m": 1.0
    },
    {
     "p": 0.031213629990816116,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 41,
   "train_loss": 3.8085086345672607,
   "val_loss": 2.727872371673584,
   "acc": 34.27,
   "f1": [
    0.6627905368804932,
    0.36815908551216125,
    0.23255808651447296,
    0.03773583099246025,
    0.15107905864715576,
    0.2649571895599365,
    0.34722214937210083,
    0.40718549489974976,
    0.30701744556427,
    0.44827571511268616,
    0.05594400689005852,
    0.23225797712802887,
    0.3398057222366333,
    0.210526242852211,
    0.15172408521175385,
    0.18808773159980774,
    0.34972667694091797,
    0.5662099123001099,
    0.3018867075443268,
    0.24161066114902496,
    0.6010361909866333,
    0.48031488060951233,
    0.278787761926651,
    0.4713374376296997,
    0.6347824931144714,
    0.16062171757221222,
    0.26519328355789185,
    0.13333328068256378,
    0.4077668786048889,
    0.2575756907463074,
    0.3703702688217163,
    0.37185919284820557,
    0.36464083194732666,
    0.29824554920196533,
    0.2692306935787201,
    0.14659680426120758,
    0.265060156583786,
    0.21686740219593048,
    0.2549799978733063,
    0.45348823070526123,
    0.33064505457878113,
    0.5589519143104553,
    0.2949307858943939,
    0.31284910440444946,
    0.22702695429325104,
    0.2099999338388443,
    0.20487797260284424,
    0.5135133862495422,
    0.4770641028881073,
    0.3406592309474945,
    0.15384609997272491,
    0.31764698028564453,
    0.548076868057251,
    0.6095237135887146,
    0.4814813435077667,
    0.17254894971847534,
    0.5048542022705078,
    0.3999999165534973,
    0.34615373611450195,
    0.3274335563182831,
    0.7099998593330383,
    0.37333324551582336,
    0.45685264468193054,
    0.31081071496009827,
    0.18604646623134613,
    0.22950810194015503,
    0.14406773447990417,
    0.3999998867511749,
    0.6874998807907104,
    0.6190474629402161,
    0.4972374439239502,
    0.5681817531585693,
    0.1333332657814026,
    0.3899998664855957,
    0.14659680426120758,
    0.5863453149795532,
    0.5903612971305847,
    0.165217325091362,
    0.24509796500205994,
    0.29074883460998535,
    0.11711704730987549,
    0.31627896428108215,
    0.7070705890655518,
    0.3286384046077728,
    0.21714277565479279,
    0.44651150703430176,
    0.32989683747291565,
    0.3636362552642822,
    0.10218973457813263,
    0.36559128761291504,
    0.26426419615745544,
    0.4976957440376282,
    0.22499993443489075,
    0.1898733526468277,
    0.5846152901649475,
    0.4242423176765442,
    0.30674833059310913,
    0.27350419759750366,
    0.14906825125217438,
    0.25730982422828674
   ],
   "time": 154.54817791096866,
   "param": [
    {
     "p": 0.09032054990530014,
     "m": 1.0
    },
    {
     "p": 0.03757816553115845,
     "m": 1.0
    },
    {
     "p": 0.11366712301969528,
     "m": 1.0
    },
    {
     "p": 0.055135320872068405,
     "m": 1.0
    },
    {
     "p": 0.08325633406639099,
     "m": 1.0
    },
    {
     "p": 0.05192092806100845,
     "m": 1.0
    },
    {
     "p": 0.07108880579471588,
     "m": 1.0
    },
    {
     "p": 0.06300833076238632,
     "m": 1.0
    },
    {
     "p": 0.05356397107243538,
     "m": 1.0
    },
    {
     "p": 0.07481829822063446,
     "m": 1.0
    },
    {
     "p": 0.058003585785627365,
     "m": 1.0
    },
    {
     "p": 0.1119055524468422,
     "m": 1.0
    },
    {
     "p": 0.10162557661533356,
     "m": 1.0
    },
    {
     "p": 0.0341075174510479,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 42,
   "train_loss": 4.729741096496582,
   "val_loss": 2.727198839187622,
   "acc": 33.92,
   "f1": [
    0.649214506149292,
    0.40677955746650696,
    0.24113468825817108,
    0.23448269069194794,
    0.13888882100582123,
    0.2796609401702881,
    0.4311376214027405,
    0.3728812634944916,
    0.3696681261062622,
    0.47619032859802246,
    0.10465110093355179,
    0.2436974197626114,
    0.2807016372680664,
    0.1818181276321411,
    0.21301770210266113,
    0.15748025476932526,
    0.33502528071403503,
    0.5454544425010681,
    0.2901553809642792,
    0.26027390360832214,
    0.5504586100578308,
    0.5024629235267639,
    0.24761897325515747,
    0.4878047704696655,
    0.6197181344032288,
    0.22099439799785614,
    0.2374998927116394,
    0.1848340779542923,
    0.44976064562797546,
    0.228571355342865,
    0.27272722125053406,
    0.358024537563324,
    0.32467523217201233,
    0.28571417927742004,
    0.2954544425010681,
    0.18779337406158447,
    0.3465345501899719,
    0.16666659712791443,
    0.18604646623134613,
    0.4432430863380432,
    0.33333322405815125,
    0.5185183882713318,
    0.2583025097846985,
    0.31746023893356323,
    0.21333324909210205,
    0.14062495529651642,
    0.1629629135131836,
    0.47933873534202576,
    0.43636354804039,
    0.3576641380786896,
    0.052173878997564316,
    0.29824554920196533,
    0.5232066512107849,
    0.5975102186203003,
    0.48780474066734314,
    0.09374994784593582,
    0.4622640609741211,
    0.3289472758769989,
    0.31372541189193726,
    0.31441038846969604,
    0.7118642330169678,
    0.3867923319339752,
    0.38461530208587646,
    0.29268285632133484,
    0.14444437623023987,
    0.23076917231082916,
    0.11518317461013794,
    0.3133639991283417,
    0.6822428703308105,
    0.5638296604156494,
    0.4711109697818756,
    0.5473682880401611,
    0.15111105144023895,
    0.28402355313301086,
    0.16666659712791443,
    0.6034481525421143,
    0.5935482978820801,
    0.15853650867938995,
    0.1912349909543991,
    0.3046356737613678,
    0.12865489721298218,
    0.2574256658554077,
    0.6570047736167908,
    0.34224584698677063,
    0.20987647771835327,
    0.5026736855506897,
    0.3189367949962616,
    0.419999897480011,
    0.14084501564502716,
    0.36078423261642456,
    0.26794248819351196,
    0.4274192452430725,
    0.20111726224422455,
    0.22727267444133759,
    0.6046510338783264,
    0.37908488512039185,
    0.3441859781742096,
    0.3068180978298187,
    0.11678826063871384,
    0.30120471119880676
   ],
   "time": 158.448879561387,
   "param": [
    {
     "p": 0.07008964568376541,
     "m": 1.0
    },
    {
     "p": 0.04457533359527588,
     "m": 1.0
    },
    {
     "p": 0.09803620725870132,
     "m": 1.0
    },
    {
     "p": 0.09114766120910645,
     "m": 1.0
    },
    {
     "p": 0.09762110561132431,
     "m": 1.0
    },
    {
     "p": 0.042627278715372086,
     "m": 1.0
    },
    {
     "p": 0.06324736773967743,
     "m": 1.0
    },
    {
     "p": 0.06041324511170387,
     "m": 1.0
    },
    {
     "p": 0.07087474316358566,
     "m": 1.0
    },
    {
     "p": 0.0855611190199852,
     "m": 1.0
    },
    {
     "p": 0.043839238584041595,
     "m": 1.0
    },
    {
     "p": 0.09998627007007599,
     "m": 1.0
    },
    {
     "p": 0.10813610255718231,
     "m": 1.0
    },
    {
     "p": 0.023844778537750244,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 43,
   "train_loss": 4.1739821434021,
   "val_loss": 2.829763412475586,
   "acc": 33.8,
   "f1": [
    0.5844154953956604,
    0.4210525155067444,
    0.28758159279823303,
    0.17187494039535522,
    0.13407814502716064,
    0.3285022974014282,
    0.3524228036403656,
    0.41148313879966736,
    0.301754355430603,
    0.4050631821155548,
    0.13114747405052185,
    0.2256097048521042,
    0.2754489779472351,
    0.23076915740966797,
    0.1965317279100418,
    0.21428564190864563,
    0.3499998450279236,
    0.46728962659835815,
    0.2514968812465668,
    0.23926374316215515,
    0.5980390906333923,
    0.48510628938674927,
    0.28723397850990295,
    0.5756096839904785,
    0.6105261445045471,
    0.25570768117904663,
    0.27096763253211975,
    0.21999992430210114,
    0.41314542293548584,
    0.2716048061847687,
    0.36162352561950684,
    0.3157894015312195,
    0.2868216037750244,
    0.3316061198711395,
    0.2780747711658478,
    0.11864400655031204,
    0.2741115987300873,
    0.23584897816181183,
    0.11199995130300522,
    0.43946176767349243,
    0.28571420907974243,
    0.5925924777984619,
    0.33962252736091614,
    0.38647329807281494,
    0.2206895798444748,
    0.1899440735578537,
    0.19095470011234283,
    0.49999988079071045,
    0.4717947542667389,
    0.32828277349472046,
    0.1824323832988739,
    0.3421051502227783,
    0.604255199432373,
    0.5333331823348999,
    0.5026176571846008,
    0.16460900008678436,
    0.4516127407550812,
    0.3880595862865448,
    0.3736262619495392,
    0.33532923460006714,
    0.6708073019981384,
    0.3654821515083313,
    0.48453593254089355,
    0.3150182366371155,
    0.1101694256067276,
    0.2048192024230957,
    0.14285707473754883,
    0.1911763846874237,
    0.6863903999328613,
    0.5643563270568848,
    0.4599302411079407,
    0.49090901017189026,
    0.0773480087518692,
    0.3387977182865143,
    0.18518511950969696,
    0.5970147848129272,
    0.6051281094551086,
    0.13978487253189087,
    0.19607838988304138,
    0.2980768382549286,
    0.15331006050109863,
    0.24580998718738556,
    0.6802029013633728,
    0.2944161295890808,
    0.2430938482284546,
    0.4810125529766083,
    0.3091786503791809,
    0.3239435851573944,
    0.18348616361618042,
    0.32128506898880005,
    0.2634729743003845,
    0.4999998211860657,
    0.1846153289079666,
    0.14598533511161804,
    0.6206895709037781,
    0.43269219994544983,
    0.3275861144065857,
    0.36051490902900696,
    0.15999992191791534,
    0.2470587193965912
   ],
   "time": 156.5673174066469,
   "param": [
    {
     "p": 0.0931980237364769,
     "m": 1.0
    },
    {
     "p": 0.04804924502968788,
     "m": 1.0
    },
    {
     "p": 0.09765280038118362,
     "m": 1.0
    },
    {
     "p": 0.07472920417785645,
     "m": 1.0
    },
    {
     "p": 0.07802115380764008,
     "m": 1.0
    },
    {
     "p": 0.04710041359066963,
     "m": 1.0
    },
    {
     "p": 0.07435315102338791,
     "m": 1.0
    },
    {
     "p": 0.0721641480922699,
     "m": 1.0
    },
    {
     "p": 0.06065927445888519,
     "m": 1.0
    },
    {
     "p": 0.07126891613006592,
     "m": 1.0
    },
    {
     "p": 0.06233055889606476,
     "m": 1.0
    },
    {
     "p": 0.10364080220460892,
     "m": 1.0
    },
    {
     "p": 0.08244971185922623,
     "m": 1.0
    },
    {
     "p": 0.03438258543610573,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 44,
   "train_loss": 4.0542707443237305,
   "val_loss": 2.558828830718994,
   "acc": 34.27,
   "f1": [
    0.603550136089325,
    0.4146340489387512,
    0.23045262694358826,
    0.25730982422828674,
    0.14285710453987122,
    0.303703635931015,
    0.38356155157089233,
    0.3783782720565796,
    0.2753622531890869,
    0.41379299759864807,
    0.11180117726325989,
    0.24817509949207306,
    0.3008129298686981,
    0.14705875515937805,
    0.15277770161628723,
    0.2547169029712677,
    0.37696322798728943,
    0.5550238490104675,
    0.28947359323501587,
    0.28947359323501587,
    0.6101693511009216,
    0.4651162028312683,
    0.2564101815223694,
    0.5279186367988586,
    0.6118720173835754,
    0.21782170236110687,
    0.2533332407474518,
    0.18749992549419403,
    0.45454537868499756,
    0.26785707473754883,
    0.33333322405815125,
    0.3462896943092346,
    0.30526304244995117,
    0.30057793855667114,
    0.29473677277565,
    0.048780445009469986,
    0.2883720099925995,
    0.20689648389816284,
    0.24918025732040405,
    0.446808397769928,
    0.30456843972206116,
    0.6195651292800903,
    0.23255807161331177,
    0.3018867075443268,
    0.19999994337558746,
    0.20134222507476807,
    0.22485199570655823,
    0.4024766981601715,
    0.45814967155456543,
    0.3999998867511749,
    0.22598862648010254,
    0.3428570628166199,
    0.3999998867511749,
    0.6019416451454163,
    0.48936155438423157,
    0.13392852246761322,
    0.42857131361961365,
    0.36144572496414185,
    0.36448585987091064,
    0.29864245653152466,
    0.653465211391449,
    0.3758388161659241,
    0.44311365485191345,
    0.35675665736198425,
    0.03305782005190849,
    0.24999991059303284,
    0.17100363969802856,
    0.31088075041770935,
    0.6610877513885498,
    0.559139609336853,
    0.3984673321247101,
    0.5496181845664978,
    0.09374994784593582,
    0.31788066029548645,
    0.16923071444034576,
    0.6122447848320007,
    0.5679998993873596,
    0.16580304503440857,
    0.23008842766284943,
    0.30051806569099426,
    0.11464963108301163,
    0.29245272278785706,
    0.6774192452430725,
    0.3495934009552002,
    0.19101116061210632,
    0.4090908467769623,
    0.42857128381729126,
    0.38862547278404236,
    0.1240309551358223,
    0.35897427797317505,
    0.27874556183815,
    0.4280441701412201,
    0.18181811273097992,
    0.13407814502716064,
    0.5502644181251526,
    0.42105257511138916,
    0.30172407627105713,
    0.329670250415802,
    0.19095470011234283,
    0.2635658085346222
   ],
   "time": 160.8684630068019,
   "param": [
    {
     "p": 0.10662714391946793,
     "m": 1.0
    },
    {
     "p": 0.03804288059473038,
     "m": 1.0
    },
    {
     "p": 0.09871978312730789,
     "m": 1.0
    },
    {
     "p": 0.0719190388917923,
     "m": 1.0
    },
    {
     "p": 0.08660092204809189,
     "m": 1.0
    },
    {
     "p": 0.03862106055021286,
     "m": 1.0
    },
    {
     "p": 0.09439672529697418,
     "m": 1.0
    },
    {
     "p": 0.04909224435687065,
     "m": 1.0
    },
    {
     "p": 0.05938887223601341,
     "m": 1.0
    },
    {
     "p": 0.0793183296918869,
     "m": 1.0
    },
    {
     "p": 0.05089385807514191,
     "m": 1.0
    },
    {
     "p": 0.0959322601556778,
     "m": 1.0
    },
    {
     "p": 0.09466356039047241,
     "m": 1.0
    },
    {
     "p": 0.03578338772058487,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 45,
   "train_loss": 4.447706699371338,
   "val_loss": 2.765979051589966,
   "acc": 34.42,
   "f1": [
    0.6321242451667786,
    0.4072396755218506,
    0.27329182624816895,
    0.20571422576904297,
    0.1650484949350357,
    0.2647058069705963,
    0.38914018869400024,
    0.35121941566467285,
    0.3636362850666046,
    0.4236452281475067,
    0.12711858749389648,
    0.210526242852211,
    0.24817509949207306,
    0.26341456174850464,
    0.13513506948947906,
    0.20304562151432037,
    0.3575417995452881,
    0.4705881178379059,
    0.28742504119873047,
    0.26794248819351196,
    0.539215624332428,
    0.46231144666671753,
    0.26666659116744995,
    0.5471696853637695,
    0.6025103330612183,
    0.2576685845851898,
    0.2572613060474396,
    0.19292598962783813,
    0.39490434527397156,
    0.2816900610923767,
    0.359712153673172,
    0.3884296715259552,
    0.2536230981349945,
    0.26600977778434753,
    0.2512076497077942,
    0.16374263167381287,
    0.31304338574409485,
    0.20454540848731995,
    0.2258063703775406,
    0.4621847867965698,
    0.3354036211967468,
    0.45161283016204834,
    0.30769219994544983,
    0.32258057594299316,
    0.15068486332893372,
    0.19847320020198822,
    0.22988496720790863,
    0.4936169385910034,
    0.4499998986721039,
    0.3555554449558258,
    0.17616572976112366,
    0.29107969999313354,
    0.5781989693641663,
    0.604255199432373,
    0.4552844762802124,
    0.11764701455831528,
    0.48205116391181946,
    0.38095229864120483,
    0.3555554449558258,
    0.3169397711753845,
    0.6695277690887451,
    0.35772350430488586,
    0.43749985098838806,
    0.3443707227706909,
    0.10606056451797485,
    0.2485205978155136,
    0.13978487253189087,
    0.31764698028564453,
    0.7005074620246887,
    0.559139609336853,
    0.41071420907974243,
    0.582914412021637,
    0.07207204401493073,
    0.2807016372680664,
    0.15767627954483032,
    0.6065572500228882,
    0.6105261445045471,
    0.2075471132993698,
    0.22429899871349335,
    0.3034482002258301,
    0.15466663241386414,
    0.28444433212280273,
    0.6976743340492249,
    0.3408070504665375,
    0.23414628207683563,
    0.4170615077018738,
    0.3552122712135315,
    0.37185919284820557,
    0.19565211236476898,
    0.30303022265434265,
    0.2830187678337097,
    0.4308941662311554,
    0.2683981955051422,
    0.18579228222370148,
    0.5999998450279236,
    0.4398338794708252,
    0.3157893717288971,
    0.31999990344047546,
    0.06944438815116882,
    0.32402223348617554
   ],
   "time": 162.6130707077682,
   "param": [
    {
     "p": 0.08616019040346146,
     "m": 1.0
    },
    {
     "p": 0.04501358047127724,
     "m": 1.0
    },
    {
     "p": 0.11964160203933716,
     "m": 1.0
    },
    {
     "p": 0.06721843034029007,
     "m": 1.0
    },
    {
     "p": 0.09393573552370071,
     "m": 1.0
    },
    {
     "p": 0.040082551538944244,
     "m": 1.0
    },
    {
     "p": 0.06505525857210159,
     "m": 1.0
    },
    {
     "p": 0.07275626063346863,
     "m": 1.0
    },
    {
     "p": 0.06764937937259674,
     "m": 1.0
    },
    {
     "p": 0.07652147859334946,
     "m": 1.0
    },
    {
     "p": 0.049345359206199646,
     "m": 1.0
    },
    {
     "p": 0.09470721334218979,
     "m": 1.0
    },
    {
     "p": 0.1008993461728096,
     "m": 1.0
    },
    {
     "p": 0.021013600751757622,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 46,
   "train_loss": 4.7205352783203125,
   "val_loss": 2.716294527053833,
   "acc": 35.32,
   "f1": [
    0.5882351994514465,
    0.39795905351638794,
    0.24277448654174805,
    0.16260157525539398,
    0.18279562890529633,
    0.2857142388820648,
    0.43055543303489685,
    0.329268217086792,
    0.32034626603126526,
    0.45238080620765686,
    0.12857137620449066,
    0.21904754638671875,
    0.299465149641037,
    0.228571355342865,
    0.18421046435832977,
    0.2456139326095581,
    0.2870369255542755,
    0.5062239766120911,
    0.3703702688217163,
    0.26845628023147583,
    0.6153844594955444,
    0.49729716777801514,
    0.26881712675094604,
    0.57297283411026,
    0.6261681318283081,
    0.1938774734735489,
    0.25157222151756287,
    0.20264311134815216,
    0.32624104619026184,
    0.28318578004837036,
    0.3552630543708801,
    0.3692306876182556,
    0.3071160316467285,
    0.33333322405815125,
    0.2652328908443451,
    0.10588229447603226,
    0.31088075041770935,
    0.2127658873796463,
    0.21965309977531433,
    0.4788731336593628,
    0.3167419731616974,
    0.5596328973770142,
    0.32989683747291565,
    0.3414633274078369,
    0.1754385232925415,
    0.1898733526468277,
    0.24472565948963165,
    0.47916653752326965,
    0.3999998867511749,
    0.36956506967544556,
    0.14545448124408722,
    0.31249991059303284,
    0.5775861144065857,
    0.5728641748428345,
    0.5021644234657288,
    0.17218534648418427,
    0.45263150334358215,
    0.39449530839920044,
    0.3800903856754303,
    0.29032251238822937,
    0.7208120226860046,
    0.40641695261001587,
    0.43333321809768677,
    0.34042540192604065,
    0.10738249123096466,
    0.21621614694595337,
    0.15172408521175385,
    0.3677128851413727,
    0.696078360080719,
    0.5019010901451111,
    0.3999999463558197,
    0.6060605049133301,
    0.09599995613098145,
    0.3714284896850586,
    0.1368420422077179,
    0.6451612114906311,
    0.6907215118408203,
    0.07692302018404007,
    0.26548662781715393,
    0.30857133865356445,
    0.16101689636707306,
    0.2971886694431305,
    0.735751211643219,
    0.3736262619495392,
    0.2105262726545334,
    0.4306567907333374,
    0.35507240891456604,
    0.37623751163482666,
    0.21524657309055328,
    0.40579700469970703,
    0.2561982572078705,
    0.45643141865730286,
    0.24193541705608368,
    0.14285707473754883,
    0.5811964869499207,
    0.46486473083496094,
    0.3654821515083313,
    0.3165466785430908,
    0.17073163390159607,
    0.32558128237724304
   ],
   "time": 160.79307495150715,
   "param": [
    {
     "p": 0.08760155737400055,
     "m": 1.0
    },
    {
     "p": 0.037640780210494995,
     "m": 1.0
    },
    {
     "p": 0.08917684853076935,
     "m": 1.0
    },
    {
     "p": 0.073868028819561,
     "m": 1.0
    },
    {
     "p": 0.09510874003171921,
     "m": 1.0
    },
    {
     "p": 0.049347419291734695,
     "m": 1.0
    },
    {
     "p": 0.07289288192987442,
     "m": 1.0
    },
    {
     "p": 0.06180848553776741,
     "m": 1.0
    },
    {
     "p": 0.06550212949514389,
     "m": 1.0
    },
    {
     "p": 0.07582132518291473,
     "m": 1.0
    },
    {
     "p": 0.05865190550684929,
     "m": 1.0
    },
    {
     "p": 0.085185706615448,
     "m": 1.0
    },
    {
     "p": 0.11250065267086029,
     "m": 1.0
    },
    {
     "p": 0.0348934642970562,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 47,
   "train_loss": 4.574038028717041,
   "val_loss": 2.725625514984131,
   "acc": 34.1,
   "f1": [
    0.5644170045852661,
    0.4095236659049988,
    0.2099446803331375,
    0.2075471132993698,
    0.15602830052375793,
    0.3232322335243225,
    0.41340771317481995,
    0.35627520084381104,
    0.30270257592201233,
    0.4339621663093567,
    0.14705875515937805,
    0.1844659447669983,
    0.29940110445022583,
    0.2452106475830078,
    0.22748807072639465,
    0.21395343542099,
    0.28402355313301086,
    0.5405403971672058,
    0.30769219994544983,
    0.29032251238822937,
    0.5844747424125671,
    0.5022025108337402,
    0.2898550033569336,
    0.5464479923248291,
    0.5875704884529114,
    0.23204411566257477,
    0.238805890083313,
    0.13333328068256378,
    0.434782475233078,
    0.29245272278785706,
    0.35121941566467285,
    0.35658904910087585,
    0.28571417927742004,
    0.2658958435058594,
    0.28571420907974243,
    0.10404618829488754,
    0.2614377737045288,
    0.18656711280345917,
    0.19999995827674866,
    0.43715834617614746,
    0.28855711221694946,
    0.47430822253227234,
    0.3352600038051605,
    0.3362830877304077,
    0.1909089982509613,
    0.16438350081443787,
    0.20869559049606323,
    0.44067782163619995,
    0.4424777626991272,
    0.3057323694229126,
    0.1379309892654419,
    0.28571420907974243,
    0.5725805163383484,
    0.5249999165534973,
    0.4905658960342407,
    0.11538457125425339,
    0.4824119210243225,
    0.3609755337238312,
    0.37499991059303284,
    0.35454532504081726,
    0.6699027419090271,
    0.3832334280014038,
    0.48780474066734314,
    0.30487796664237976,
    0.2167486995458603,
    0.21343867480754852,
    0.13245026767253876,
    0.36065563559532166,
    0.658536434173584,
    0.4705881178379059,
    0.42051267623901367,
    0.5999999046325684,
    0.13675208389759064,
    0.35051536560058594,
    0.16788314282894135,
    0.6044443249702454,
    0.5307691097259521,
    0.19047611951828003,
    0.14184391498565674,
    0.29139062762260437,
    0.15315312147140503,
    0.2389935851097107,
    0.6938773989677429,
    0.3406939208507538,
    0.20689648389816284,
    0.3537413775920868,
    0.38759681582450867,
    0.36792439222335815,
    0.1655171811580658,
    0.3465702533721924,
    0.25889959931373596,
    0.5454544425010681,
    0.12598420679569244,
    0.13259662687778473,
    0.5688887238502502,
    0.4808742105960846,
    0.31999990344047546,
    0.3522011637687683,
    0.11920525878667831,
    0.2748090922832489
   ],
   "time": 155.69029035326093,
   "param": [
    {
     "p": 0.07493870705366135,
     "m": 1.0
    },
    {
     "p": 0.04076249897480011,
     "m": 1.0
    },
    {
     "p": 0.07846648246049881,
     "m": 1.0
    },
    {
     "p": 0.07455931603908539,
     "m": 1.0
    },
    {
     "p": 0.0908135250210762,
     "m": 1.0
    },
    {
     "p": 0.05509833246469498,
     "m": 1.0
    },
    {
     "p": 0.06868951767683029,
     "m": 1.0
    },
    {
     "p": 0.07917101681232452,
     "m": 1.0
    },
    {
     "p": 0.06817775219678879,
     "m": 1.0
    },
    {
     "p": 0.08195183426141739,
     "m": 1.0
    },
    {
     "p": 0.07006924599409103,
     "m": 1.0
    },
    {
     "p": 0.08475854247808456,
     "m": 1.0
    },
    {
     "p": 0.10275626927614212,
     "m": 1.0
    },
    {
     "p": 0.029786964878439903,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 48,
   "train_loss": 3.7629363536834717,
   "val_loss": 2.6413891315460205,
   "acc": 35.35,
   "f1": [
    0.62135910987854,
    0.37681150436401367,
    0.21989519894123077,
    0.27118635177612305,
    0.12030069530010223,
    0.326315701007843,
    0.3908045291900635,
    0.3563217520713806,
    0.310558944940567,
    0.45555540919303894,
    0.1798941045999527,
    0.22818784415721893,
    0.34224584698677063,
    0.2580644488334656,
    0.1558440923690796,
    0.20437948405742645,
    0.39603951573371887,
    0.5539904832839966,
    0.32978713512420654,
    0.2693876624107361,
    0.6249998807907104,
    0.41721847653388977,
    0.283950537443161,
    0.5786800384521484,
    0.5680932998657227,
    0.22429899871349335,
    0.24657529592514038,
    0.20875413715839386,
    0.4507041275501251,
    0.3216782510280609,
    0.4030417203903198,
    0.28571417927742004,
    0.24892695248126984,
    0.3599999248981476,
    0.3357663154602051,
    0.13017743825912476,
    0.32804223895072937,
    0.21505369246006012,
    0.22064052522182465,
    0.45398759841918945,
    0.3383083641529083,
    0.5158728957176208,
    0.2642856538295746,
    0.36607131361961365,
    0.23958325386047363,
    0.19889496266841888,
    0.2790696620941162,
    0.5444443225860596,
    0.4634144902229309,
    0.3764704465866089,
    0.22222213447093964,
    0.31147530674934387,
    0.5955554842948914,
    0.6010361909866333,
    0.4795917272567749,
    0.14468081295490265,
    0.5514017343521118,
    0.37804868817329407,
    0.3535352647304535,
    0.3592813014984131,
    0.6990289688110352,
    0.42528724670410156,
    0.4573989808559418,
    0.36815908551216125,
    0.12698407471179962,
    0.22222213447093964,
    0.11627902090549469,
    0.28571417927742004,
    0.6178860664367676,
    0.5444443225860596,
    0.47321414947509766,
    0.6129031181335449,
    0.1452513188123703,
    0.3617020547389984,
    0.18867920339107513,
    0.633165717124939,
    0.6309522390365601,
    0.08474572747945786,
    0.17435890436172485,
    0.36649200320243835,
    0.12173906713724136,
    0.29959505796432495,
    0.6516852378845215,
    0.3076922297477722,
    0.21621613204479218,
    0.40358731150627136,
    0.38095229864120483,
    0.40624988079071045,
    0.21138204634189606,
    0.40517228841781616,
    0.30851057171821594,
    0.4291844367980957,
    0.21097040176391602,
    0.2136751413345337,
    0.5786162614822388,
    0.41666656732559204,
    0.27999988198280334,
    0.3400808572769165,
    0.07407402247190475,
    0.27631568908691406
   ],
   "time": 163.13803889229894,
   "param": [
    {
     "p": 0.09201895445585251,
     "m": 1.0
    },
    {
     "p": 0.028889115899801254,
     "m": 1.0
    },
    {
     "p": 0.10678752511739731,
     "m": 1.0
    },
    {
     "p": 0.06937433034181595,
     "m": 1.0
    },
    {
     "p": 0.09410826116800308,
     "m": 1.0
    },
    {
     "p": 0.04140922427177429,
     "m": 1.0
    },
    {
     "p": 0.07661117613315582,
     "m": 1.0
    },
    {
     "p": 0.07339009642601013,
     "m": 1.0
    },
    {
     "p": 0.06545943021774292,
     "m": 1.0
    },
    {
     "p": 0.06843103468418121,
     "m": 1.0
    },
    {
     "p": 0.04746607691049576,
     "m": 1.0
    },
    {
     "p": 0.10050283372402191,
     "m": 1.0
    },
    {
     "p": 0.10677364468574524,
     "m": 1.0
    },
    {
     "p": 0.028778258711099625,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 49,
   "train_loss": 4.1588568687438965,
   "val_loss": 2.6510627269744873,
   "acc": 35.4,
   "f1": [
    0.5783131122589111,
    0.4088887572288513,
    0.127999946475029,
    0.20353974401950836,
    0.20338977873325348,
    0.3023254871368408,
    0.41666656732559204,
    0.3853210210800171,
    0.2955664098262787,
    0.44444429874420166,
    0.127999946475029,
    0.2214983105659485,
    0.3068180978298187,
    0.262857049703598,
    0.17218534648418427,
    0.18045106530189514,
    0.293436199426651,
    0.5444443225860596,
    0.38043469190597534,
    0.29245272278785706,
    0.568720281124115,
    0.45248857140541077,
    0.29702961444854736,
    0.5454543828964233,
    0.6183573603630066,
    0.278787761926651,
    0.2634729743003845,
    0.15827332437038422,
    0.4114284813404083,
    0.3351350426673889,
    0.41340771317481995,
    0.3323441743850708,
    0.320441871881485,
    0.3060108423233032,
    0.24454142153263092,
    0.14201176166534424,
    0.2643677294254303,
    0.20809243619441986,
    0.2066115140914917,
    0.3859647810459137,
    0.38251355290412903,
    0.5302324295043945,
    0.33777767419815063,
    0.33599987626075745,
    0.17391297221183777,
    0.1912349909543991,
    0.21874994039535522,
    0.5217389464378357,
    0.48739489912986755,
    0.3703702688217163,
    0.2399999350309372,
    0.32456132769584656,
    0.6280990242958069,
    0.5888887047767639,
    0.49999988079071045,
    0.17171710729599,
    0.4949493706226349,
    0.3406112492084503,
    0.3979056477546692,
    0.3603602349758148,
    0.6396759748458862,
    0.4095236659049988,
    0.4502616822719574,
    0.33962252736091614,
    0.11612897366285324,
    0.21874994039535522,
    0.12213735282421112,
    0.37154141068458557,
    0.6583332419395447,
    0.5560973882675171,
    0.434782475233078,
    0.6063828468322754,
    0.14117640256881714,
    0.31999990344047546,
    0.19108274579048157,
    0.5943394899368286,
    0.6101694107055664,
    0.1764705330133438,
    0.23728805780410767,
    0.3411763310432434,
    0.08759118616580963,
    0.26666659116744995,
    0.7272725701332092,
    0.3091481924057007,
    0.22222214937210083,
    0.38157883286476135,
    0.40217384696006775,
    0.3578946590423584,
    0.1379309892654419,
    0.3266931176185608,
    0.2548261880874634,
    0.5193368792533875,
    0.15827332437038422,
    0.22033889591693878,
    0.6274508833885193,
    0.4435482919216156,
    0.3409090042114258,
    0.3287670314311981,
    0.11023616045713425,
    0.3542855978012085
   ],
   "time": 159.88531932979822,
   "param": [
    {
     "p": 0.06756792962551117,
     "m": 1.0
    },
    {
     "p": 0.04591149464249611,
     "m": 1.0
    },
    {
     "p": 0.08862361311912537,
     "m": 1.0
    },
    {
     "p": 0.07517500221729279,
     "m": 1.0
    },
    {
     "p": 0.09542436897754669,
     "m": 1.0
    },
    {
     "p": 0.04064945876598358,
     "m": 1.0
    },
    {
     "p": 0.07960864156484604,
     "m": 1.0
    },
    {
     "p": 0.06678013503551483,
     "m": 1.0
    },
    {
     "p": 0.07009466737508774,
     "m": 1.0
    },
    {
     "p": 0.09107284992933273,
     "m": 1.0
    },
    {
     "p": 0.06310068070888519,
     "m": 1.0
    },
    {
     "p": 0.09463085979223251,
     "m": 1.0
    },
    {
     "p": 0.09476480633020401,
     "m": 1.0
    },
    {
     "p": 0.02659556083381176,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 50,
   "train_loss": 4.570481300354004,
   "val_loss": 2.642012357711792,
   "acc": 34.36,
   "f1": [
    0.6396394968032837,
    0.40552979707717896,
    0.2556390166282654,
    0.17449656128883362,
    0.1584157794713974,
    0.3084576427936554,
    0.40174663066864014,
    0.3771427571773529,
    0.33492809534072876,
    0.48913031816482544,
    0.15757569670677185,
    0.24844713509082794,
    0.3034482002258301,
    0.22222213447093964,
    0.19108274579048157,
    0.2095237374305725,
    0.3096773326396942,
    0.5046727657318115,
    0.3529411256313324,
    0.2692306935787201,
    0.6010927557945251,
    0.5612244009971619,
    0.29268285632133484,
    0.4939757287502289,
    0.610878586769104,
    0.22660093009471893,
    0.2559240758419037,
    0.17886173725128174,
    0.43786972761154175,
    0.27343741059303284,
    0.31205663084983826,
    0.36734679341316223,
    0.2976189851760864,
    0.2617800235748291,
    0.34848475456237793,
    0.07692301273345947,
    0.3440859317779541,
    0.20833326876163483,
    0.20238088071346283,
    0.4577113389968872,
    0.37185919284820557,
    0.4904213547706604,
    0.29166656732559204,
    0.29813653230667114,
    0.14379078149795532,
    0.21296289563179016,
    0.13533830642700195,
    0.4873095452785492,
    0.44715434312820435,
    0.38095223903656006,
    0.1650484949350357,
    0.2879376709461212,
    0.5420559644699097,
    0.563535749912262,
    0.491227924823761,
    0.1497325599193573,
    0.3999998867511749,
    0.3617020547389984,
    0.3756905198097229,
    0.2901960015296936,
    0.7004607319831848,
    0.3921567499637604,
    0.4533332288265228,
    0.24793381989002228,
    0.1551019698381424,
    0.23417715728282928,
    0.0946744978427887,
    0.3448275029659271,
    0.6637929677963257,
    0.5083332657814026,
    0.41221365332603455,
    0.602620005607605,
    0.1450776606798172,
    0.2955664098262787,
    0.20408158004283905,
    0.5357142090797424,
    0.6298341155052185,
    0.16766461730003357,
    0.23423415422439575,
    0.2820512056350708,
    0.1317829042673111,
    0.2829267382621765,
    0.6914892196655273,
    0.30522075295448303,
    0.22222216427326202,
    0.40935659408569336,
    0.3983050286769867,
    0.37681150436401367,
    0.07246371358633041,
    0.38095229864120483,
    0.24999991059303284,
    0.518134593963623,
    0.15135130286216736,
    0.20491798222064972,
    0.5860464572906494,
    0.45544540882110596,
    0.34883710741996765,
    0.30999991297721863,
    0.1142856553196907,
    0.23448269069194794
   ],
   "time": 154.99061196576804,
   "param": [
    {
     "p": 0.07867641746997833,
     "m": 1.0
    },
    {
     "p": 0.0509774349629879,
     "m": 1.0
    },
    {
     "p": 0.09308769553899765,
     "m": 1.0
    },
    {
     "p": 0.0860832929611206,
     "m": 1.0
    },
    {
     "p": 0.07842450588941574,
     "m": 1.0
    },
    {
     "p": 0.0427781380712986,
     "m": 1.0
    },
    {
     "p": 0.08474788069725037,
     "m": 1.0
    },
    {
     "p": 0.0687665194272995,
     "m": 1.0
    },
    {
     "p": 0.05819922313094139,
     "m": 1.0
    },
    {
     "p": 0.07314657419919968,
     "m": 1.0
    },
    {
     "p": 0.05542277544736862,
     "m": 1.0
    },
    {
     "p": 0.10135576874017715,
     "m": 1.0
    },
    {
     "p": 0.09307711571455002,
     "m": 1.0
    },
    {
     "p": 0.035256579518318176,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 51,
   "train_loss": 4.859179496765137,
   "val_loss": 2.9255638122558594,
   "acc": 34.22,
   "f1": [
    0.6018517017364502,
    0.37785011529922485,
    0.17218534648418427,
    0.2173912227153778,
    0.1694914698600769,
    0.31034475564956665,
    0.3495934009552002,
    0.34024888277053833,
    0.3361343741416931,
    0.44303786754608154,
    0.19047614932060242,
    0.2312137931585312,
    0.3369564116001129,
    0.26455017924308777,
    0.2099446803331375,
    0.24999988079071045,
    0.32820504903793335,
    0.49214646220207214,
    0.3763439953327179,
    0.21052628755569458,
    0.5842695236206055,
    0.48314592242240906,
    0.2702701985836029,
    0.3979056477546692,
    0.5821594595909119,
    0.22307686507701874,
    0.2424241602420807,
    0.17821775376796722,
    0.42352932691574097,
    0.2887699604034424,
    0.38043469190597534,
    0.4052286446094513,
    0.283950537443161,
    0.3018867075443268,
    0.24460424482822418,
    0.11249993741512299,
    0.2634729743003845,
    0.2386830598115921,
    0.23255807161331177,
    0.4768211245536804,
    0.3577980697154999,
    0.5686272978782654,
    0.31055888533592224,
    0.3709090054035187,
    0.20276491343975067,
    0.2025315761566162,
    0.22966498136520386,
    0.41884803771972656,
    0.3763836622238159,
    0.34666651487350464,
    0.19101116061210632,
    0.28272244334220886,
    0.5425866842269897,
    0.5833332538604736,
    0.5279186367988586,
    0.1722845733165741,
    0.5170730352401733,
    0.35897424817085266,
    0.32579174637794495,
    0.2749998867511749,
    0.6159998774528503,
    0.3723403513431549,
    0.4705880880355835,
    0.3018867075443268,
    0.14583328366279602,
    0.2886596620082855,
    0.16216211020946503,
    0.2941175401210785,
    0.6386553049087524,
    0.5952380299568176,
    0.4495411515235901,
    0.5560164451599121,
    0.14379078149795532,
    0.25157222151756287,
    0.13422814011573792,
    0.5538460612297058,
    0.634730339050293,
    0.20111726224422455,
    0.20689646899700165,
    0.30232545733451843,
    0.081632599234581,
    0.29197075963020325,
    0.6790696382522583,
    0.3831774890422821,
    0.22360241413116455,
    0.44776105880737305,
    0.3736262619495392,
    0.38356152176856995,
    0.23529404401779175,
    0.29032251238822937,
    0.2758619785308838,
    0.39999985694885254,
    0.18999992311000824,
    0.12244893610477448,
    0.5649716258049011,
    0.4341084659099579,
    0.239520862698555,
    0.2580644488334656,
    0.1454544961452484,
    0.33333322405815125
   ],
   "time": 157.29140482097864,
   "param": [
    {
     "p": 0.07744213193655014,
     "m": 1.0
    },
    {
     "p": 0.04485071823000908,
     "m": 1.0
    },
    {
     "p": 0.08466271311044693,
     "m": 1.0
    },
    {
     "p": 0.06992070376873016,
     "m": 1.0
    },
    {
     "p": 0.08308324962854385,
     "m": 1.0
    },
    {
     "p": 0.03922587260603905,
     "m": 1.0
    },
    {
     "p": 0.0825166180729866,
     "m": 1.0
    },
    {
     "p": 0.07548753917217255,
     "m": 1.0
    },
    {
     "p": 0.06107321381568909,
     "m": 1.0
    },
    {
     "p": 0.08622399717569351,
     "m": 1.0
    },
    {
     "p": 0.047400325536727905,
     "m": 1.0
    },
    {
     "p": 0.10290273278951645,
     "m": 1.0
    },
    {
     "p": 0.10820113122463226,
     "m": 1.0
    },
    {
     "p": 0.03700915351510048,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 52,
   "train_loss": 4.197177410125732,
   "val_loss": 2.6268975734710693,
   "acc": 35.1,
   "f1": [
    0.636871337890625,
    0.41095879673957825,
    0.26484012603759766,
    0.23529402911663055,
    0.21198150515556335,
    0.28571417927742004,
    0.3758388161659241,
    0.39548009634017944,
    0.32051271200180054,
    0.4606740176677704,
    0.09022551029920578,
    0.17857135832309723,
    0.3414633274078369,
    0.21839071810245514,
    0.20192298293113708,
    0.22907482087612152,
    0.360248327255249,
    0.49011847376823425,
    0.24460424482822418,
    0.2870812714099884,
    0.5975608825683594,
    0.44268766045570374,
    0.28749987483024597,
    0.5464479923248291,
    0.624390184879303,
    0.2597402036190033,
    0.324607253074646,
    0.23204411566257477,
    0.42727261781692505,
    0.26573416590690613,
    0.43265292048454285,
    0.3083699643611908,
    0.3648647665977478,
    0.27272722125053406,
    0.3020407259464264,
    0.11834313720464706,
    0.3167419731616974,
    0.1898733526468277,
    0.2274509072303772,
    0.5193368792533875,
    0.3139533996582031,
    0.5470851063728333,
    0.28688517212867737,
    0.3603602349758148,
    0.12413787841796875,
    0.15873010456562042,
    0.23958325386047363,
    0.4317459464073181,
    0.45226117968559265,
    0.3706895411014557,
    0.18257255852222443,
    0.3022507429122925,
    0.5123152136802673,
    0.6197181344032288,
    0.45535701513290405,
    0.13829779624938965,
    0.5154638290405273,
    0.4145076870918274,
    0.35744670033454895,
    0.3118278682231903,
    0.7339447736740112,
    0.46999987959861755,
    0.4705880880355835,
    0.31638407707214355,
    0.10769226402044296,
    0.1948423534631729,
    0.18823523819446564,
    0.28402355313301086,
    0.7162789106369019,
    0.5918366312980652,
    0.43715834617614746,
    0.5773194432258606,
    0.1509433388710022,
    0.299999862909317,
    0.1550387144088745,
    0.6732671856880188,
    0.5844747424125671,
    0.14473678171634674,
    0.23529405891895294,
    0.30115818977355957,
    0.0869564637541771,
    0.2424241602420807,
    0.6574072241783142,
    0.28571420907974243,
    0.17808210849761963,
    0.43049317598342896,
    0.38139525055885315,
    0.438709557056427,
    0.19417467713356018,
    0.3474902808666229,
    0.26046502590179443,
    0.4899998903274536,
    0.20388342440128326,
    0.2244897186756134,
    0.5714284181594849,
    0.46956515312194824,
    0.2485874742269516,
    0.32748526334762573,
    0.143540620803833,
    0.36464083194732666
   ],
   "time": 156.80608678143471,
   "param": [
    {
     "p": 0.08947412669658661,
     "m": 1.0
    },
    {
     "p": 0.0393921360373497,
     "m": 1.0
    },
    {
     "p": 0.09831023216247559,
     "m": 1.0
    },
    {
     "p": 0.0658160075545311,
     "m": 1.0
    },
    {
     "p": 0.09820898622274399,
     "m": 1.0
    },
    {
     "p": 0.05317892134189606,
     "m": 1.0
    },
    {
     "p": 0.0829625129699707,
     "m": 1.0
    },
    {
     "p": 0.05772801488637924,
     "m": 1.0
    },
    {
     "p": 0.053071022033691406,
     "m": 1.0
    },
    {
     "p": 0.0906573086977005,
     "m": 1.0
    },
    {
     "p": 0.056819237768650055,
     "m": 1.0
    },
    {
     "p": 0.10540178418159485,
     "m": 1.0
    },
    {
     "p": 0.08967337757349014,
     "m": 1.0
    },
    {
     "p": 0.01930629462003708,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 53,
   "train_loss": 4.837932586669922,
   "val_loss": 2.6815595626831055,
   "acc": 35.28,
   "f1": [
    0.5981307029724121,
    0.3953487277030945,
    0.23214277625083923,
    0.27173903584480286,
    0.16666661202907562,
    0.23312875628471375,
    0.35748788714408875,
    0.3636362552642822,
    0.31764698028564453,
    0.4469272196292877,
    0.09333327412605286,
    0.18713442981243134,
    0.27218925952911377,
    0.2116401493549347,
    0.228571355342865,
    0.21978014707565308,
    0.36464083194732666,
    0.45637577772140503,
    0.3121386468410492,
    0.268292635679245,
    0.612716555595398,
    0.49523797631263733,
    0.3024389147758484,
    0.5180721879005432,
    0.5789473056793213,
    0.2212388664484024,
    0.2745096981525421,
    0.22388052940368652,
    0.4593299925327301,
    0.2622949779033661,
    0.3882351815700531,
    0.3439999520778656,
    0.3493974804878235,
    0.28099164366722107,
    0.26666656136512756,
    0.0639999583363533,
    0.28749987483024597,
    0.18978095054626465,
    0.21538454294204712,
    0.487046480178833,
    0.2976743280887604,
    0.5019010901451111,
    0.2736155688762665,
    0.3363635540008545,
    0.09599995613098145,
    0.19011402130126953,
    0.2558138370513916,
    0.4769873321056366,
    0.48559659719467163,
    0.3722626864910126,
    0.1503758728504181,
    0.3065692186355591,
    0.579925537109375,
    0.5964910984039307,
    0.4730289578437805,
    0.13709673285484314,
    0.4406778812408447,
    0.3939392864704132,
    0.40404030680656433,
    0.2784809172153473,
    0.725490152835846,
    0.42201822996139526,
    0.497041255235672,
    0.35502949357032776,
    0.13333328068256378,
    0.239436537027359,
    0.15172408521175385,
    0.3152708411216736,
    0.6220471858978271,
    0.6030149459838867,
    0.4622640609741211,
    0.6027396321296692,
    0.1450776606798172,
    0.3510637581348419,
    0.15873010456562042,
    0.62135910987854,
    0.6099998950958252,
    0.18749994039535522,
    0.24548731744289398,
    0.3453236222267151,
    0.12972965836524963,
    0.29473677277565,
    0.6779659986495972,
    0.3495144844055176,
    0.21794864535331726,
    0.413559228181839,
    0.3189367949962616,
    0.40394076704978943,
    0.13173647224903107,
    0.3846152722835541,
    0.30864188075065613,
    0.4493390619754791,
    0.15789468586444855,
    0.25777769088745117,
    0.5290321707725525,
    0.4631577730178833,
    0.2236841470003128,
    0.3076922297477722,
    0.12565438449382782,
    0.34254133701324463
   ],
   "time": 158.50969560444355,
   "param": [
    {
     "p": 0.071525439620018,
     "m": 1.0
    },
    {
     "p": 0.05038342997431755,
     "m": 1.0
    },
    {
     "p": 0.09964339435100555,
     "m": 1.0
    },
    {
     "p": 0.07681288570165634,
     "m": 1.0
    },
    {
     "p": 0.08622971922159195,
     "m": 1.0
    },
    {
     "p": 0.048086389899253845,
     "m": 1.0
    },
    {
     "p": 0.06304890662431717,
     "m": 1.0
    },
    {
     "p": 0.07316525280475616,
     "m": 1.0
    },
    {
     "p": 0.06014673784375191,
     "m": 1.0
    },
    {
     "p": 0.08288805931806564,
     "m": 1.0
    },
    {
     "p": 0.058836691081523895,
     "m": 1.0
    },
    {
     "p": 0.0932118147611618,
     "m": 1.0
    },
    {
     "p": 0.10149995982646942,
     "m": 1.0
    },
    {
     "p": 0.03452134504914284,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 54,
   "train_loss": 4.348874568939209,
   "val_loss": 3.030597448348999,
   "acc": 35.41,
   "f1": [
    0.6288658380508423,
    0.4096384644508362,
    0.22619038820266724,
    0.24277448654174805,
    0.1836734265089035,
    0.32472315430641174,
    0.3711339235305786,
    0.40358731150627136,
    0.34482747316360474,
    0.4347825050354004,
    0.12578611075878143,
    0.2340424805879593,
    0.34666651487350464,
    0.22881349921226501,
    0.16107375919818878,
    0.19926193356513977,
    0.3798881769180298,
    0.5229355692863464,
    0.30769219994544983,
    0.24870456755161285,
    0.5940592885017395,
    0.4794006645679474,
    0.29864245653152466,
    0.5095540285110474,
    0.5812807083129883,
    0.22535203397274017,
    0.23788540065288544,
    0.19047614932060242,
    0.4502616822719574,
    0.27999991178512573,
    0.38636353611946106,
    0.40170925855636597,
    0.3289472758769989,
    0.33057841658592224,
    0.29896897077560425,
    0.17931026220321655,
    0.29292917251586914,
    0.2673266530036926,
    0.23423415422439575,
    0.5119045972824097,
    0.30567678809165955,
    0.5083332657814026,
    0.32160791754722595,
    0.4338623583316803,
    0.22807011008262634,
    0.1931033730506897,
    0.216524139046669,
    0.4645159840583801,
    0.421052485704422,
    0.3523315489292145,
    0.19459453225135803,
    0.32911381125450134,
    0.5911328792572021,
    0.5999999046325684,
    0.4725273549556732,
    0.16455689072608948,
    0.4873095452785492,
    0.3529410660266876,
    0.34599146246910095,
    0.3122362196445465,
    0.7323941588401794,
    0.3999999165534973,
    0.4753361940383911,
    0.3555554449558258,
    0.09876536577939987,
    0.21538454294204712,
    0.1896551102399826,
    0.3468207120895386,
    0.6968324184417725,
    0.5791853666305542,
    0.47008538246154785,
    0.5917158722877502,
    0.13526564836502075,
    0.34224584698677063,
    0.20338977873325348,
    0.6530610918998718,
    0.6103284358978271,
    0.15189866721630096,
    0.1985815018415451,
    0.35897424817085266,
    0.12624579668045044,
    0.3228698670864105,
    0.7231636643409729,
    0.32142847776412964,
    0.16901402175426483,
    0.40350866317749023,
    0.3580785095691681,
    0.419999897480011,
    0.15294109284877777,
    0.3653844892978668,
    0.2956520915031433,
    0.509316623210907,
    0.19791658222675323,
    0.1748633086681366,
    0.5990782380104065,
    0.47499990463256836,
    0.31372541189193726,
    0.30409345030784607,
    0.15384607017040253,
    0.31884047389030457
   ],
   "time": 155.0040661972016,
   "param": [
    {
     "p": 0.061128534376621246,
     "m": 1.0
    },
    {
     "p": 0.04819197952747345,
     "m": 1.0
    },
    {
     "p": 0.09231057018041611,
     "m": 1.0
    },
    {
     "p": 0.07333377748727798,
     "m": 1.0
    },
    {
     "p": 0.07834434509277344,
     "m": 1.0
    },
    {
     "p": 0.06288042664527893,
     "m": 1.0
    },
    {
     "p": 0.08032935112714767,
     "m": 1.0
    },
    {
     "p": 0.04998517781496048,
     "m": 1.0
    },
    {
     "p": 0.07030633836984634,
     "m": 1.0
    },
    {
     "p": 0.07448193430900574,
     "m": 1.0
    },
    {
     "p": 0.06135798990726471,
     "m": 1.0
    },
    {
     "p": 0.09626322239637375,
     "m": 1.0
    },
    {
     "p": 0.12238357216119766,
     "m": 1.0
    },
    {
     "p": 0.02870277129113674,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 55,
   "train_loss": 4.308021545410156,
   "val_loss": 2.5819473266601562,
   "acc": 35.2,
   "f1": [
    0.6358972787857056,
    0.41884803771972656,
    0.2097901701927185,
    0.23287664353847504,
    0.1704544872045517,
    0.21333324909210205,
    0.4069766402244568,
    0.3885713219642639,
    0.32579174637794495,
    0.4095236659049988,
    0.148837149143219,
    0.27649760246276855,
    0.30498528480529785,
    0.23312875628471375,
    0.1773398518562317,
    0.22307686507701874,
    0.2932550609111786,
    0.43518510460853577,
    0.33035704493522644,
    0.23357655107975006,
    0.5631066560745239,
    0.5470851063728333,
    0.2888887822628021,
    0.4805193543434143,
    0.6066349744796753,
    0.22222217917442322,
    0.26086947321891785,
    0.11891885101795197,
    0.3999998867511749,
    0.314606636762619,
    0.3709090054035187,
    0.4021162986755371,
    0.35658904910087585,
    0.2727271318435669,
    0.3119265139102936,
    0.17085421085357666,
    0.3542855978012085,
    0.206060528755188,
    0.212290421128273,
    0.5088756084442139,
    0.32075464725494385,
    0.4980543851852417,
    0.3169397711753845,
    0.3688523471355438,
    0.23030294477939606,
    0.1445782482624054,
    0.2464454174041748,
    0.5454544425010681,
    0.48648640513420105,
    0.37373724579811096,
    0.1931033730506897,
    0.3068180978298187,
    0.6167399883270264,
    0.6346153020858765,
    0.5019606351852417,
    0.15686267614364624,
    0.5026176571846008,
    0.3568074107170105,
    0.35627520084381104,
    0.3102039694786072,
    0.7232141494750977,
    0.40394076704978943,
    0.4629628360271454,
    0.3354036211967468,
    0.09580832719802856,
    0.26315781474113464,
    0.1395348161458969,
    0.30366483330726624,
    0.6981130838394165,
    0.5217390656471252,
    0.47846877574920654,
    0.6126124858856201,
    0.13513506948947906,
    0.3316582143306732,
    0.17054256796836853,
    0.653465211391449,
    0.6242773532867432,
    0.14705875515937805,
    0.2096773386001587,
    0.2658958435058594,
    0.17204295098781586,
    0.23529404401779175,
    0.7106597423553467,
    0.34042543172836304,
    0.1818181723356247,
    0.4577113389968872,
    0.38461530208587646,
    0.3039999008178711,
    0.2173912227153778,
    0.35384607315063477,
    0.20689646899700165,
    0.4296874403953552,
    0.1971830427646637,
    0.13157887756824493,
    0.5948716402053833,
    0.3957218527793884,
    0.23841053247451782,
    0.3352600038051605,
    0.15204671025276184,
    0.3211008310317993
   ],
   "time": 154.7295016385615,
   "param": [
    {
     "p": 0.08821522444486618,
     "m": 1.0
    },
    {
     "p": 0.053685132414102554,
     "m": 1.0
    },
    {
     "p": 0.08262459188699722,
     "m": 1.0
    },
    {
     "p": 0.06677361577749252,
     "m": 1.0
    },
    {
     "p": 0.08418940007686615,
     "m": 1.0
    },
    {
     "p": 0.04347139596939087,
     "m": 1.0
    },
    {
     "p": 0.08290887624025345,
     "m": 1.0
    },
    {
     "p": 0.04211053252220154,
     "m": 1.0
    },
    {
     "p": 0.06561386585235596,
     "m": 1.0
    },
    {
     "p": 0.07199571281671524,
     "m": 1.0
    },
    {
     "p": 0.04881207272410393,
     "m": 1.0
    },
    {
     "p": 0.1076352596282959,
     "m": 1.0
    },
    {
     "p": 0.12024446576833725,
     "m": 1.0
    },
    {
     "p": 0.041719820350408554,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 56,
   "train_loss": 3.6443939208984375,
   "val_loss": 2.7361443042755127,
   "acc": 35.11,
   "f1": [
    0.6504853367805481,
    0.37777766585350037,
    0.26804113388061523,
    0.2234041839838028,
    0.09302320331335068,
    0.212290421128273,
    0.43333321809768677,
    0.3846152722835541,
    0.3565216362476349,
    0.4186045527458191,
    0.12213735282421112,
    0.20714280009269714,
    0.2614377737045288,
    0.20408158004283905,
    0.17834389209747314,
    0.24418595433235168,
    0.31872501969337463,
    0.46551719307899475,
    0.3586955666542053,
    0.23255807161331177,
    0.594594419002533,
    0.46896544098854065,
    0.31730762124061584,
    0.49999988079071045,
    0.6008967757225037,
    0.21256029605865479,
    0.279411643743515,
    0.1866665780544281,
    0.39682528376579285,
    0.299999862909317,
    0.38775497674942017,
    0.396624356508255,
    0.309859037399292,
    0.2983870208263397,
    0.2999999225139618,
    0.16107375919818878,
    0.29850736260414124,
    0.16993455588817596,
    0.23391805589199066,
    0.474820077419281,
    0.2834007143974304,
    0.5752211213111877,
    0.32298123836517334,
    0.37185919284820557,
    0.20833326876163483,
    0.1694914698600769,
    0.21527771651744843,
    0.491227924823761,
    0.46540868282318115,
    0.3940885663032532,
    0.19999994337558746,
    0.3425924777984619,
    0.5624998807907104,
    0.5103447437286377,
    0.5052630305290222,
    0.161943256855011,
    0.4745761454105377,
    0.37696322798728943,
    0.3670884966850281,
    0.3102039694786072,
    0.6170212030410767,
    0.4180789887905121,
    0.4014597535133362,
    0.3285713195800781,
    0.14893612265586853,
    0.28235283493995667,
    0.07947013527154922,
    0.30120471119880676,
    0.6578946113586426,
    0.5747125148773193,
    0.367346853017807,
    0.45569607615470886,
    0.13714279234409332,
    0.36956512928009033,
    0.17857135832309723,
    0.6046510338783264,
    0.5156248807907104,
    0.19417467713356018,
    0.22535204887390137,
    0.31316718459129333,
    0.1333332657814026,
    0.2424241602420807,
    0.6757989525794983,
    0.30526304244995117,
    0.26373615860939026,
    0.4884791076183319,
    0.38636353611946106,
    0.40329205989837646,
    0.12080531567335129,
    0.39810416102409363,
    0.2602229714393616,
    0.4857141971588135,
    0.19999992847442627,
    0.16981124877929688,
    0.4850498139858246,
    0.4607328474521637,
    0.33599987626075745,
    0.3315507173538208,
    0.1379309892654419,
    0.3409090042114258
   ],
   "time": 157.98946725204587,
   "param": [
    {
     "p": 0.08428094536066055,
     "m": 1.0
    },
    {
     "p": 0.053055666387081146,
     "m": 1.0
    },
    {
     "p": 0.0924363061785698,
     "m": 1.0
    },
    {
     "p": 0.0672491043806076,
     "m": 1.0
    },
    {
     "p": 0.08942631632089615,
     "m": 1.0
    },
    {
     "p": 0.04062874987721443,
     "m": 1.0
    },
    {
     "p": 0.0783068984746933,
     "m": 1.0
    },
    {
     "p": 0.07735273241996765,
     "m": 1.0
    },
    {
     "p": 0.0756569653749466,
     "m": 1.0
    },
    {
     "p": 0.07702801376581192,
     "m": 1.0
    },
    {
     "p": 0.059753842651844025,
     "m": 1.0
    },
    {
     "p": 0.07672154903411865,
     "m": 1.0
    },
    {
     "p": 0.10725235193967819,
     "m": 1.0
    },
    {
     "p": 0.020850488916039467,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 57,
   "train_loss": 4.391249656677246,
   "val_loss": 2.76220440864563,
   "acc": 34.84,
   "f1": [
    0.6063828468322754,
    0.4123710095882416,
    0.24454142153263092,
    0.16666659712791443,
    0.10606056451797485,
    0.27218925952911377,
    0.39795905351638794,
    0.3463686406612396,
    0.31355923414230347,
    0.4137929677963257,
    0.0806451216340065,
    0.1990949511528015,
    0.3361343741416931,
    0.21319790184497833,
    0.14925366640090942,
    0.2256097048521042,
    0.3043477535247803,
    0.49214646220207214,
    0.3696681261062622,
    0.2457626312971115,
    0.5951218605041504,
    0.45312491059303284,
    0.31034475564956665,
    0.5106381177902222,
    0.5967741012573242,
    0.25777769088745117,
    0.24675315618515015,
    0.16304342448711395,
    0.43956032395362854,
    0.32558128237724304,
    0.3463686406612396,
    0.3797467052936554,
    0.3311257064342499,
    0.2815532982349396,
    0.28272244334220886,
    0.13235288858413696,
    0.28742504119873047,
    0.19101116061210632,
    0.20454540848731995,
    0.4311925768852234,
    0.3482586145401001,
    0.5454544425010681,
    0.2739725112915039,
    0.3319500982761383,
    0.19811314344406128,
    0.19251330196857452,
    0.20960691571235657,
    0.48387083411216736,
    0.44943806529045105,
    0.4075828194618225,
    0.1891891211271286,
    0.29629620909690857,
    0.6249998807907104,
    0.5290321707725525,
    0.462633341550827,
    0.19047614932060242,
    0.5495494604110718,
    0.3448275029659271,
    0.3744291365146637,
    0.26315781474113464,
    0.7263157367706299,
    0.5056177973747253,
    0.47747737169265747,
    0.3285713195800781,
    0.10666660219430923,
    0.20588228106498718,
    0.09039541333913803,
    0.396135151386261,
    0.7450978755950928,
    0.5743588209152222,
    0.36241599917411804,
    0.600858211517334,
    0.1777777075767517,
    0.25185176730155945,
    0.09090903401374817,
    0.6195651292800903,
    0.619999885559082,
    0.10687018185853958,
    0.24999991059303284,
    0.3151514232158661,
    0.16597503423690796,
    0.27350419759750366,
    0.6396394968032837,
    0.3414632976055145,
    0.23529404401779175,
    0.3981480300426483,
    0.3445945084095001,
    0.34920626878738403,
    0.16049376130104065,
    0.3414632976055145,
    0.30303022265434265,
    0.48598119616508484,
    0.22471901774406433,
    0.2208588421344757,
    0.5887445211410522,
    0.48034927248954773,
    0.30674833059310913,
    0.22691290080547333,
    0.12565438449382782,
    0.38738730549812317
   ],
   "time": 154.1509970491752,
   "param": [
    {
     "p": 0.09475617855787277,
     "m": 1.0
    },
    {
     "p": 0.054080862551927567,
     "m": 1.0
    },
    {
     "p": 0.07407436519861221,
     "m": 1.0
    },
    {
     "p": 0.06910034269094467,
     "m": 1.0
    },
    {
     "p": 0.08535375446081161,
     "m": 1.0
    },
    {
     "p": 0.06024125590920448,
     "m": 1.0
    },
    {
     "p": 0.07895474880933762,
     "m": 1.0
    },
    {
     "p": 0.06959986686706543,
     "m": 1.0
    },
    {
     "p": 0.06924641877412796,
     "m": 1.0
    },
    {
     "p": 0.0788617879152298,
     "m": 1.0
    },
    {
     "p": 0.056190259754657745,
     "m": 1.0
    },
    {
     "p": 0.08405926823616028,
     "m": 1.0
    },
    {
     "p": 0.09194549918174744,
     "m": 1.0
    },
    {
     "p": 0.03353525698184967,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 58,
   "train_loss": 4.047646522521973,
   "val_loss": 2.833331823348999,
   "acc": 34.87,
   "f1": [
    0.6735749840736389,
    0.4090907871723175,
    0.1932772397994995,
    0.17560969293117523,
    0.15853650867938995,
    0.27814561128616333,
    0.4277455508708954,
    0.3470318615436554,
    0.30158719420433044,
    0.38626599311828613,
    0.1379309892654419,
    0.21238930523395538,
    0.33684200048446655,
    0.24844713509082794,
    0.2048192024230957,
    0.22707417607307434,
    0.3299999237060547,
    0.4499998688697815,
    0.35483860969543457,
    0.24277448654174805,
    0.5933012366294861,
    0.44642844796180725,
    0.30366483330726624,
    0.5437787175178528,
    0.6249998807907104,
    0.2758619785308838,
    0.2795697748661041,
    0.1481480896472931,
    0.4541061818599701,
    0.300884872674942,
    0.38222211599349976,
    0.3425924777984619,
    0.3096773326396942,
    0.3350784480571747,
    0.3068180978298187,
    0.12162157148122787,
    0.31055888533592224,
    0.22499993443489075,
    0.2155962735414505,
    0.56043940782547,
    0.34482747316360474,
    0.5999998450279236,
    0.2574256360530853,
    0.30456843972206116,
    0.26153838634490967,
    0.13636358082294464,
    0.21978014707565308,
    0.46486473083496094,
    0.46530601382255554,
    0.32704389095306396,
    0.18300646543502808,
    0.25770303606987,
    0.5333331823348999,
    0.6403939127922058,
    0.49019595980644226,
    0.08823523670434952,
    0.45454534888267517,
    0.37575745582580566,
    0.3580785095691681,
    0.3386242389678955,
    0.7181816697120667,
    0.446808397769928,
    0.4699452221393585,
    0.3013697862625122,
    0.10377352684736252,
    0.23255807161331177,
    0.1574343591928482,
    0.3398691415786743,
    0.7319586277008057,
    0.562211811542511,
    0.4634144902229309,
    0.47297289967536926,
    0.12121206521987915,
    0.33333322405815125,
    0.13471496105194092,
    0.5826086401939392,
    0.6144576668739319,
    0.1764705330133438,
    0.20069198310375214,
    0.3775508999824524,
    0.10084028542041779,
    0.33532923460006714,
    0.6868685483932495,
    0.34234222769737244,
    0.2193547636270523,
    0.4454147219657898,
    0.36162352561950684,
    0.4222221076488495,
    0.20535708963871002,
    0.3442622125148773,
    0.24999991059303284,
    0.4639998972415924,
    0.26086950302124023,
    0.26804113388061523,
    0.5662649273872375,
    0.4425530731678009,
    0.32911381125450134,
    0.33962252736091614,
    0.1307188868522644,
    0.3354036211967468
   ],
   "time": 158.5266493279487,
   "param": [
    {
     "p": 0.08851303905248642,
     "m": 1.0
    },
    {
     "p": 0.05217891186475754,
     "m": 1.0
    },
    {
     "p": 0.10079605877399445,
     "m": 1.0
    },
    {
     "p": 0.08129986375570297,
     "m": 1.0
    },
    {
     "p": 0.0909162238240242,
     "m": 1.0
    },
    {
     "p": 0.035449687391519547,
     "m": 1.0
    },
    {
     "p": 0.06289687007665634,
     "m": 1.0
    },
    {
     "p": 0.04815905913710594,
     "m": 1.0
    },
    {
     "p": 0.05105526000261307,
     "m": 1.0
    },
    {
     "p": 0.08429276198148727,
     "m": 1.0
    },
    {
     "p": 0.06523291766643524,
     "m": 1.0
    },
    {
     "p": 0.09468880295753479,
     "m": 1.0
    },
    {
     "p": 0.1128232330083847,
     "m": 1.0
    },
    {
     "p": 0.03169715777039528,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 59,
   "train_loss": 4.04129695892334,
   "val_loss": 2.7511322498321533,
   "acc": 34.13,
   "f1": [
    0.6395347118377686,
    0.32748526334762573,
    0.21800939738750458,
    0.17105256021022797,
    0.16058388352394104,
    0.32799988985061646,
    0.37894728779792786,
    0.35051536560058594,
    0.29007625579833984,
    0.4352940320968628,
    0.18749994039535522,
    0.24899591505527496,
    0.33816415071487427,
    0.18699179589748383,
    0.16560502350330353,
    0.213483065366745,
    0.3783782720565796,
    0.5286343097686768,
    0.30120471119880676,
    0.3018867075443268,
    0.6117644906044006,
    0.41666659712791443,
    0.33548372983932495,
    0.5773194432258606,
    0.5980390906333923,
    0.21126753091812134,
    0.20875413715839386,
    0.2138364166021347,
    0.4432430863380432,
    0.291139155626297,
    0.3399432897567749,
    0.3686273694038391,
    0.3473052978515625,
    0.3266931176185608,
    0.2764226496219635,
    0.07194238901138306,
    0.31067952513694763,
    0.19883033633232117,
    0.20178039371967316,
    0.4827585518360138,
    0.2790696620941162,
    0.5816324949264526,
    0.28925609588623047,
    0.2821575999259949,
    0.1683167666196823,
    0.1909089982509613,
    0.20320846140384674,
    0.47560960054397583,
    0.4827585518360138,
    0.26666659116744995,
    0.12121206521987915,
    0.30036622285842896,
    0.6171874403953552,
    0.633165717124939,
    0.49382704496383667,
    0.13559316098690033,
    0.49999988079071045,
    0.3373492956161499,
    0.34999990463256836,
    0.26206886768341064,
    0.7307690382003784,
    0.4382021129131317,
    0.4454544484615326,
    0.3855420649051666,
    0.11320748925209045,
    0.15294109284877777,
    0.10989003628492355,
    0.28767114877700806,
    0.7216493487358093,
    0.5664739012718201,
    0.43362823128700256,
    0.6078430414199829,
    0.11347512155771255,
    0.19867542386054993,
    0.1481480896472931,
    0.635837972164154,
    0.5990337133407593,
    0.12716756761074066,
    0.22018341720104218,
    0.322274774312973,
    0.10526309907436371,
    0.26008957624435425,
    0.715908944606781,
    0.3314284682273865,
    0.30366483330726624,
    0.4153004288673401,
    0.38974347710609436,
    0.3862067759037018,
    0.19999992847442627,
    0.3574143946170807,
    0.24806194007396698,
    0.4096384346485138,
    0.21538454294204712,
    0.19289332628250122,
    0.547770619392395,
    0.4408600926399231,
    0.320441871881485,
    0.2962961792945862,
    0.15111105144023895,
    0.3636362552642822
   ],
   "time": 156.6460756789893,
   "param": [
    {
     "p": 0.06410619616508484,
     "m": 1.0
    },
    {
     "p": 0.053228314965963364,
     "m": 1.0
    },
    {
     "p": 0.09746194630861282,
     "m": 1.0
    },
    {
     "p": 0.07170097529888153,
     "m": 1.0
    },
    {
     "p": 0.09568562358617783,
     "m": 1.0
    },
    {
     "p": 0.05592302232980728,
     "m": 1.0
    },
    {
     "p": 0.07308553159236908,
     "m": 1.0
    },
    {
     "p": 0.06075693666934967,
     "m": 1.0
    },
    {
     "p": 0.05084967613220215,
     "m": 1.0
    },
    {
     "p": 0.0801185816526413,
     "m": 1.0
    },
    {
     "p": 0.05627025291323662,
     "m": 1.0
    },
    {
     "p": 0.09356261789798737,
     "m": 1.0
    },
    {
     "p": 0.09447108954191208,
     "m": 1.0
    },
    {
     "p": 0.052779197692871094,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 60,
   "train_loss": 4.338107109069824,
   "val_loss": 2.6725804805755615,
   "acc": 35.81,
   "f1": [
    0.616071343421936,
    0.3833332657814026,
    0.20634911954402924,
    0.2014387845993042,
    0.14379078149795532,
    0.24324317276477814,
    0.34482747316360474,
    0.42452818155288696,
    0.31050220131874084,
    0.4311376214027405,
    0.1868131160736084,
    0.24691346287727356,
    0.33333325386047363,
    0.20091316103935242,
    0.22222214937210083,
    0.2616821527481079,
    0.3414633274078369,
    0.5493561029434204,
    0.3275861144065857,
    0.2655600905418396,
    0.6444442868232727,
    0.4463517963886261,
    0.26751580834388733,
    0.5280897617340088,
    0.6736840605735779,
    0.2588233947753906,
    0.25992774963378906,
    0.1650484949350357,
    0.43781083822250366,
    0.3253011107444763,
    0.26984119415283203,
    0.3999999165534973,
    0.33333322405815125,
    0.3320753574371338,
    0.3265305459499359,
    0.20224714279174805,
    0.29629620909690857,
    0.12068961560726166,
    0.2153845578432083,
    0.5273630023002625,
    0.3653844892978668,
    0.5490195155143738,
    0.28758159279823303,
    0.3414633274078369,
    0.23788540065288544,
    0.15757569670677185,
    0.24999991059303284,
    0.543352484703064,
    0.4487804174423218,
    0.36842095851898193,
    0.23140490055084229,
    0.32748526334762573,
    0.6127658486366272,
    0.6178008913993835,
    0.510416567325592,
    0.15686267614364624,
    0.5795453190803528,
    0.38095223903656006,
    0.35294109582901,
    0.35643553733825684,
    0.7074234485626221,
    0.445652037858963,
    0.4561402499675751,
    0.3617020547389984,
    0.0869564488530159,
    0.24489790201187134,
    0.12080531567335129,
    0.33333325386047363,
    0.6785712838172913,
    0.5784311890602112,
    0.4827585518360138,
    0.6116504073143005,
    0.13636359572410583,
    0.34599146246910095,
    0.13829779624938965,
    0.5630251169204712,
    0.5638765096664429,
    0.11111106723546982,
    0.22834637761116028,
    0.35897424817085266,
    0.08474572747945786,
    0.28571420907974243,
    0.6560845375061035,
    0.3195265531539917,
    0.2954544425010681,
    0.4174756109714508,
    0.38181808590888977,
    0.38271594047546387,
    0.12173908948898315,
    0.3576158583164215,
    0.2706766128540039,
    0.44537800550460815,
    0.1282050609588623,
    0.19999994337558746,
    0.6055043935775757,
    0.44808733463287354,
    0.3121386468410492,
    0.26582270860671997,
    0.12716756761074066,
    0.3563217520713806
   ],
   "time": 157.33244613558054,
   "param": [
    {
     "p": 0.08558014780282974,
     "m": 1.0
    },
    {
     "p": 0.0398147813975811,
     "m": 1.0
    },
    {
     "p": 0.07187720388174057,
     "m": 1.0
    },
    {
     "p": 0.08540820330381393,
     "m": 1.0
    },
    {
     "p": 0.09818414598703384,
     "m": 1.0
    },
    {
     "p": 0.04830341413617134,
     "m": 1.0
    },
    {
     "p": 0.07631835341453552,
     "m": 1.0
    },
    {
     "p": 0.07246685028076172,
     "m": 1.0
    },
    {
     "p": 0.059667643159627914,
     "m": 1.0
    },
    {
     "p": 0.08251054584980011,
     "m": 1.0
    },
    {
     "p": 0.06268055737018585,
     "m": 1.0
    },
    {
     "p": 0.07552069425582886,
     "m": 1.0
    },
    {
     "p": 0.1057560071349144,
     "m": 1.0
    },
    {
     "p": 0.03591156750917435,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 61,
   "train_loss": 3.6728999614715576,
   "val_loss": 2.8020291328430176,
   "acc": 34.72,
   "f1": [
    0.5955554842948914,
    0.39111098647117615,
    0.1866666078567505,
    0.22972965240478516,
    0.1452513188123703,
    0.2965778410434723,
    0.3636362552642822,
    0.38139525055885315,
    0.37373724579811096,
    0.4299064576625824,
    0.11666662245988846,
    0.16774186491966248,
    0.32941165566444397,
    0.1818181276321411,
    0.20689649879932404,
    0.20547938346862793,
    0.40404030680656433,
    0.5130888819694519,
    0.34482747316360474,
    0.2972972095012665,
    0.5837318897247314,
    0.4748857021331787,
    0.26794248819351196,
    0.5294116735458374,
    0.6030149459838867,
    0.17054256796836853,
    0.31914883852005005,
    0.16438351571559906,
    0.4499998986721039,
    0.327868789434433,
    0.37410059571266174,
    0.3552631139755249,
    0.32989683747291565,
    0.3248729705810547,
    0.265060156583786,
    0.1694914698600769,
    0.30115818977355957,
    0.19889496266841888,
    0.251308798789978,
    0.4596272110939026,
    0.33497530221939087,
    0.5108224153518677,
    0.31901830434799194,
    0.37373724579811096,
    0.2099999338388443,
    0.2403845638036728,
    0.25396814942359924,
    0.5098037719726562,
    0.43902426958084106,
    0.3351954519748688,
    0.1899440735578537,
    0.30278873443603516,
    0.5870645046234131,
    0.5785713195800781,
    0.5139663219451904,
    0.15053758025169373,
    0.4493390619754791,
    0.3287670612335205,
    0.3419688045978546,
    0.33050838112831116,
    0.6723402738571167,
    0.3376622200012207,
    0.4799998998641968,
    0.3431951701641083,
    0.15204671025276184,
    0.2528734505176544,
    0.18749994039535522,
    0.31914883852005005,
    0.6826345324516296,
    0.5439999103546143,
    0.3636362552642822,
    0.5904760956764221,
    0.12698405981063843,
    0.4102562963962555,
    0.1325300633907318,
    0.5632652044296265,
    0.6666664481163025,
    0.17142851650714874,
    0.20077213644981384,
    0.3267325758934021,
    0.13061219453811646,
    0.2634730041027069,
    0.6666665077209473,
    0.22222214937210083,
    0.24096378684043884,
    0.39603951573371887,
    0.3199998736381531,
    0.3703702688217163,
    0.1558440923690796,
    0.39215680956840515,
    0.2521738111972809,
    0.5319147706031799,
    0.22099439799785614,
    0.09655166417360306,
    0.5472635626792908,
    0.44210511445999146,
    0.27999988198280334,
    0.29931965470314026,
    0.16487449407577515,
    0.27329182624816895
   ],
   "time": 161.74148039054126,
   "param": [
    {
     "p": 0.08591526001691818,
     "m": 1.0
    },
    {
     "p": 0.06380453705787659,
     "m": 1.0
    },
    {
     "p": 0.09554427117109299,
     "m": 1.0
    },
    {
     "p": 0.06846409291028976,
     "m": 1.0
    },
    {
     "p": 0.07267095148563385,
     "m": 1.0
    },
    {
     "p": 0.054174307733774185,
     "m": 1.0
    },
    {
     "p": 0.06927613168954849,
     "m": 1.0
    },
    {
     "p": 0.07149019837379456,
     "m": 1.0
    },
    {
     "p": 0.04481316730380058,
     "m": 1.0
    },
    {
     "p": 0.08502975851297379,
     "m": 1.0
    },
    {
     "p": 0.07606423646211624,
     "m": 1.0
    },
    {
     "p": 0.08703459799289703,
     "m": 1.0
    },
    {
     "p": 0.0871308445930481,
     "m": 1.0
    },
    {
     "p": 0.03858767822384834,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 62,
   "train_loss": 4.066354751586914,
   "val_loss": 2.6926183700561523,
   "acc": 35.23,
   "f1": [
    0.6024094820022583,
    0.38095229864120483,
    0.2592591345310211,
    0.14723920822143555,
    0.16379304230213165,
    0.2739725410938263,
    0.35064926743507385,
    0.35502949357032776,
    0.3540668785572052,
    0.43850257992744446,
    0.1862068474292755,
    0.27722764015197754,
    0.30697670578956604,
    0.24113468825817108,
    0.17857135832309723,
    0.2150537222623825,
    0.3357663154602051,
    0.44351452589035034,
    0.31884050369262695,
    0.2517482042312622,
    0.6217615604400635,
    0.48301875591278076,
    0.30065348744392395,
    0.5683058500289917,
    0.6249998807907104,
    0.2574256360530853,
    0.27329182624816895,
    0.20689646899700165,
    0.46739116311073303,
    0.2959640622138977,
    0.39810416102409363,
    0.37914684414863586,
    0.3152708411216736,
    0.28699544072151184,
    0.30630624294281006,
    0.1754385232925415,
    0.28444433212280273,
    0.23036640882492065,
    0.19753079116344452,
    0.5124998688697815,
    0.32432422041893005,
    0.6107783317565918,
    0.3179915249347687,
    0.29319363832473755,
    0.15894033014774323,
    0.1528661698102951,
    0.24999988079071045,
    0.49214646220207214,
    0.44571414589881897,
    0.41666656732559204,
    0.20833326876163483,
    0.3320462703704834,
    0.4851484000682831,
    0.590908944606781,
    0.5108694434165955,
    0.13445371389389038,
    0.45714274048805237,
    0.3428570628166199,
    0.366812139749527,
    0.29746830463409424,
    0.6929823160171509,
    0.4041449725627899,
    0.44210511445999146,
    0.3091786503791809,
    0.15624994039535522,
    0.23391805589199066,
    0.1657457947731018,
    0.38888880610466003,
    0.678413987159729,
    0.5978259444236755,
    0.40677958726882935,
    0.6358972787857056,
    0.1379309743642807,
    0.3636362552642822,
    0.1836734265089035,
    0.6666664481163025,
    0.5990782380104065,
    0.1639343500137329,
    0.2121211439371109,
    0.34042540192604065,
    0.15789468586444855,
    0.28048771619796753,
    0.696517288684845,
    0.3195875287055969,
    0.210526242852211,
    0.4578312039375305,
    0.43749991059303284,
    0.37499991059303284,
    0.127999946475029,
    0.31279608607292175,
    0.3018867075443268,
    0.46564874053001404,
    0.18478251993656158,
    0.1725887656211853,
    0.5727698802947998,
    0.47120407223701477,
    0.33333322405815125,
    0.33333322405815125,
    0.1749999076128006,
    0.3728812634944916
   ],
   "time": 156.60818000230938,
   "param": [
    {
     "p": 0.08561855554580688,
     "m": 1.0
    },
    {
     "p": 0.05661140754818916,
     "m": 1.0
    },
    {
     "p": 0.08775818347930908,
     "m": 1.0
    },
    {
     "p": 0.07930125296115875,
     "m": 1.0
    },
    {
     "p": 0.08494159579277039,
     "m": 1.0
    },
    {
     "p": 0.06491059809923172,
     "m": 1.0
    },
    {
     "p": 0.06937268376350403,
     "m": 1.0
    },
    {
     "p": 0.07070097327232361,
     "m": 1.0
    },
    {
     "p": 0.06569824367761612,
     "m": 1.0
    },
    {
     "p": 0.06956856697797775,
     "m": 1.0
    },
    {
     "p": 0.05527844280004501,
     "m": 1.0
    },
    {
     "p": 0.07875208556652069,
     "m": 1.0
    },
    {
     "p": 0.08941052109003067,
     "m": 1.0
    },
    {
     "p": 0.042076822370290756,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 63,
   "train_loss": 3.883302688598633,
   "val_loss": 2.5920028686523438,
   "acc": 36.05,
   "f1": [
    0.639593780040741,
    0.37563440203666687,
    0.28085100650787354,
    0.22429899871349335,
    0.14201176166534424,
    0.3084576427936554,
    0.3617020547389984,
    0.3980098366737366,
    0.31404948234558105,
    0.46808499097824097,
    0.11851847171783447,
    0.17647051811218262,
    0.23188398778438568,
    0.2699999213218689,
    0.2165604531764984,
    0.2378377616405487,
    0.38392844796180725,
    0.525345504283905,
    0.3720929026603699,
    0.31034475564956665,
    0.5477177500724792,
    0.4549018442630768,
    0.2941175401210785,
    0.5762709975242615,
    0.6565654873847961,
    0.26666656136512756,
    0.256410151720047,
    0.24299058318138123,
    0.49484527111053467,
    0.25396817922592163,
    0.4046691358089447,
    0.38251355290412903,
    0.3248729705810547,
    0.32820504903793335,
    0.32365134358406067,
    0.15444010496139526,
    0.3376622498035431,
    0.22314044833183289,
    0.154929518699646,
    0.4745761454105377,
    0.3999998867511749,
    0.5315313935279846,
    0.2689654231071472,
    0.3362830877304077,
    0.16438350081443787,
    0.18518511950969696,
    0.275229275226593,
    0.5203251242637634,
    0.447368323802948,
    0.34523800015449524,
    0.19433192908763885,
    0.3287670314311981,
    0.5418325662612915,
    0.580357015132904,
    0.5388126373291016,
    0.19999991357326508,
    0.4513617753982544,
    0.31284910440444946,
    0.3121386468410492,
    0.37499985098838806,
    0.7031961679458618,
    0.43678146600723267,
    0.44970402121543884,
    0.38636353611946106,
    0.11764698475599289,
    0.21428564190864563,
    0.1799999475479126,
    0.23076915740966797,
    0.7087377309799194,
    0.5281383991241455,
    0.4105958938598633,
    0.5714284181594849,
    0.14736837148666382,
    0.35384607315063477,
    0.2054053246974945,
    0.6562498807907104,
    0.49097466468811035,
    0.18300646543502808,
    0.22891558706760406,
    0.3157894015312195,
    0.08974353224039078,
    0.2824857831001282,
    0.6413500905036926,
    0.31914883852005005,
    0.23853203654289246,
    0.436893105506897,
    0.4242422580718994,
    0.4226802885532379,
    0.1844659447669983,
    0.4095236659049988,
    0.2707422971725464,
    0.5084744095802307,
    0.1931033730506897,
    0.19999992847442627,
    0.5688071846961975,
    0.4320986270904541,
    0.31901830434799194,
    0.3269230127334595,
    0.14371250569820404,
    0.35359105467796326
   ],
   "time": 160.3239364726469,
   "param": [
    {
     "p": 0.08094458281993866,
     "m": 1.0
    },
    {
     "p": 0.0630146935582161,
     "m": 1.0
    },
    {
     "p": 0.10250891745090485,
     "m": 1.0
    },
    {
     "p": 0.07210800051689148,
     "m": 1.0
    },
    {
     "p": 0.07855493575334549,
     "m": 1.0
    },
    {
     "p": 0.048242174088954926,
     "m": 1.0
    },
    {
     "p": 0.07863567769527435,
     "m": 1.0
    },
    {
     "p": 0.07167822122573853,
     "m": 1.0
    },
    {
     "p": 0.06046722084283829,
     "m": 1.0
    },
    {
     "p": 0.08088982850313187,
     "m": 1.0
    },
    {
     "p": 0.05726401507854462,
     "m": 1.0
    },
    {
     "p": 0.07371325045824051,
     "m": 1.0
    },
    {
     "p": 0.09826388955116272,
     "m": 1.0
    },
    {
     "p": 0.033714473247528076,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 64,
   "train_loss": 4.26224422454834,
   "val_loss": 2.8639469146728516,
   "acc": 35.55,
   "f1": [
    0.6354165077209473,
    0.372548907995224,
    0.290502667427063,
    0.1290321946144104,
    0.19191910326480865,
    0.2847456634044647,
    0.3431951701641083,
    0.3319147825241089,
    0.3251230716705322,
    0.4210525155067444,
    0.07272721081972122,
    0.2456139326095581,
    0.345177561044693,
    0.24413138628005981,
    0.2065216600894928,
    0.19999994337558746,
    0.3760683238506317,
    0.4382021129131317,
    0.31372538208961487,
    0.2890172600746155,
    0.6036034822463989,
    0.4950493574142456,
    0.26388877630233765,
    0.5205478072166443,
    0.5953487157821655,
    0.25352105498313904,
    0.24137921631336212,
    0.1883116364479065,
    0.4516127407550812,
    0.3414633274078369,
    0.47115376591682434,
    0.3999999165534973,
    0.3820223808288574,
    0.32291656732559204,
    0.351144939661026,
    0.18719203770160675,
    0.28112441301345825,
    0.20338977873325348,
    0.22608689963817596,
    0.5357141494750977,
    0.3089430034160614,
    0.5333332419395447,
    0.30939218401908875,
    0.30952370166778564,
    0.18823520839214325,
    0.1696968972682953,
    0.24050623178482056,
    0.5229355692863464,
    0.4749998450279236,
    0.39548009634017944,
    0.1836734265089035,
    0.3064514994621277,
    0.5531913638114929,
    0.6339284181594849,
    0.4951455295085907,
    0.11976040154695511,
    0.5435895919799805,
    0.34736835956573486,
    0.3316061198711395,
    0.3831774890422821,
    0.6346862316131592,
    0.4753361940383911,
    0.4140968322753906,
    0.3178293704986572,
    0.0491802878677845,
    0.2891565263271332,
    0.17567561566829681,
    0.33777767419815063,
    0.6968324184417725,
    0.5673075914382935,
    0.46215128898620605,
    0.5714284777641296,
    0.16304342448711395,
    0.3318384885787964,
    0.15209119021892548,
    0.6299998760223389,
    0.659340500831604,
    0.19417467713356018,
    0.18274106085300446,
    0.3251230716705322,
    0.13475172221660614,
    0.2746780216693878,
    0.6796115040779114,
    0.2991451919078827,
    0.24113468825817108,
    0.28048771619796753,
    0.41148313879966736,
    0.3804876506328583,
    0.17391300201416016,
    0.3981899321079254,
    0.2236841470003128,
    0.5098037719726562,
    0.1194029375910759,
    0.12857137620449066,
    0.5737703442573547,
    0.46753236651420593,
    0.31249991059303284,
    0.335570365190506,
    0.12698407471179962,
    0.28368785977363586
   ],
   "time": 162.54332804586738,
   "param": [
    {
     "p": 0.08608776330947876,
     "m": 1.0
    },
    {
     "p": 0.0523199699819088,
     "m": 1.0
    },
    {
     "p": 0.092432402074337,
     "m": 1.0
    },
    {
     "p": 0.07862473279237747,
     "m": 1.0
    },
    {
     "p": 0.08605856448411942,
     "m": 1.0
    },
    {
     "p": 0.03823680430650711,
     "m": 1.0
    },
    {
     "p": 0.07442823797464371,
     "m": 1.0
    },
    {
     "p": 0.07133854925632477,
     "m": 1.0
    },
    {
     "p": 0.06747382879257202,
     "m": 1.0
    },
    {
     "p": 0.08298411220312119,
     "m": 1.0
    },
    {
     "p": 0.0672849491238594,
     "m": 1.0
    },
    {
     "p": 0.06742289662361145,
     "m": 1.0
    },
    {
     "p": 0.09329522401094437,
     "m": 1.0
    },
    {
     "p": 0.04201198369264603,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 65,
   "train_loss": 3.6497879028320312,
   "val_loss": 2.9526469707489014,
   "acc": 34.1,
   "f1": [
    0.6338796615600586,
    0.36809808015823364,
    0.17054256796836853,
    0.0967741385102272,
    0.16326524317264557,
    0.21518979966640472,
    0.36601296067237854,
    0.36464083194732666,
    0.31297701597213745,
    0.4387753903865814,
    0.18421046435832977,
    0.2588233947753906,
    0.3599999248981476,
    0.24598921835422516,
    0.2173912525177002,
    0.210526242852211,
    0.3609755337238312,
    0.436893105506897,
    0.2869197428226471,
    0.30125513672828674,
    0.5560973882675171,
    0.43109533190727234,
    0.30555546283721924,
    0.5380709171295166,
    0.5742572546005249,
    0.21518979966640472,
    0.2870812714099884,
    0.17877088487148285,
    0.4573989808559418,
    0.2521738111972809,
    0.3894736170768738,
    0.32812491059303284,
    0.29687491059303284,
    0.23926374316215515,
    0.2866043150424957,
    0.16143491864204407,
    0.3050846457481384,
    0.22656244039535522,
    0.19452883303165436,
    0.4463517963886261,
    0.31055888533592224,
    0.4604809880256653,
    0.25510191917419434,
    0.3247862458229065,
    0.20276491343975067,
    0.16883111000061035,
    0.22950810194015503,
    0.4588233530521393,
    0.44670039415359497,
    0.39795905351638794,
    0.19004517793655396,
    0.2953585684299469,
    0.5703970193862915,
    0.6106193661689758,
    0.528846025466919,
    0.15999992191791534,
    0.4615383446216583,
    0.3287670314311981,
    0.3478259742259979,
    0.30769217014312744,
    0.7156862020492554,
    0.38596484065055847,
    0.4972374439239502,
    0.32467523217201233,
    0.07643306255340576,
    0.1398600935935974,
    0.1612902730703354,
    0.2878786623477936,
    0.7065216302871704,
    0.563535749912262,
    0.4766353964805603,
    0.49333325028419495,
    0.09929072856903076,
    0.3711339235305786,
    0.14012733101844788,
    0.6415093541145325,
    0.6516852378845215,
    0.13333328068256378,
    0.18079093098640442,
    0.3287670612335205,
    0.12499993294477463,
    0.2658958435058594,
    0.649484395980835,
    0.33928561210632324,
    0.2426469922065735,
    0.42241373658180237,
    0.396624356508255,
    0.4044942855834961,
    0.1722487509250641,
    0.36303624510765076,
    0.2614377737045288,
    0.4792625606060028,
    0.24390234053134918,
    0.23863628506660461,
    0.5072462558746338,
    0.4313724637031555,
    0.3097344636917114,
    0.26190465688705444,
    0.1683167666196823,
    0.36190465092658997
   ],
   "time": 162.43138598650694,
   "param": [
    {
     "p": 0.10004120320081711,
     "m": 1.0
    },
    {
     "p": 0.034429941326379776,
     "m": 1.0
    },
    {
     "p": 0.1002730205655098,
     "m": 1.0
    },
    {
     "p": 0.048903997987508774,
     "m": 1.0
    },
    {
     "p": 0.07918433099985123,
     "m": 1.0
    },
    {
     "p": 0.06582038104534149,
     "m": 1.0
    },
    {
     "p": 0.07417398691177368,
     "m": 1.0
    },
    {
     "p": 0.06862997263669968,
     "m": 1.0
    },
    {
     "p": 0.07636874169111252,
     "m": 1.0
    },
    {
     "p": 0.06294411420822144,
     "m": 1.0
    },
    {
     "p": 0.06764321029186249,
     "m": 1.0
    },
    {
     "p": 0.08628106862306595,
     "m": 1.0
    },
    {
     "p": 0.1005629226565361,
     "m": 1.0
    },
    {
     "p": 0.034743186086416245,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 66,
   "train_loss": 4.7078022956848145,
   "val_loss": 2.8033204078674316,
   "acc": 34.67,
   "f1": [
    0.6236557960510254,
    0.4093022048473358,
    0.23204411566257477,
    0.2191779911518097,
    0.15053758025169373,
    0.23844276368618011,
    0.33333322405815125,
    0.3979056477546692,
    0.37735840678215027,
    0.4720495045185089,
    0.1656804084777832,
    0.18122972548007965,
    0.3113206624984741,
    0.17679551243782043,
    0.1777777075767517,
    0.2485205978155136,
    0.4153004288673401,
    0.5567008852958679,
    0.3152172863483429,
    0.3152172863483429,
    0.558139443397522,
    0.4812833070755005,
    0.27322396636009216,
    0.4999998211860657,
    0.625640869140625,
    0.19905206561088562,
    0.24107137322425842,
    0.23829780519008636,
    0.3999998867511749,
    0.2888887822628021,
    0.4041449725627899,
    0.39805811643600464,
    0.309278279542923,
    0.26388877630233765,
    0.30303019285202026,
    0.1731601059436798,
    0.3295453190803528,
    0.25555548071861267,
    0.2194356620311737,
    0.5034964680671692,
    0.32888880372047424,
    0.4023667871952057,
    0.3113206624984741,
    0.29577454924583435,
    0.2061854749917984,
    0.14965979754924774,
    0.20809243619441986,
    0.47826072573661804,
    0.4137929677963257,
    0.318471223115921,
    0.1759999394416809,
    0.2824857831001282,
    0.5941421389579773,
    0.6153844594955444,
    0.522612988948822,
    0.13333328068256378,
    0.466666579246521,
    0.3459458649158478,
    0.36123335361480713,
    0.29292917251586914,
    0.6377951502799988,
    0.39285704493522644,
    0.4756755530834198,
    0.34394893050193787,
    0.07575751841068268,
    0.2584269046783447,
    0.18811874091625214,
    0.28742504119873047,
    0.7208120226860046,
    0.5425531268119812,
    0.4827585518360138,
    0.5441175103187561,
    0.1379309743642807,
    0.2976189851760864,
    0.09523804485797882,
    0.5634918808937073,
    0.6304346323013306,
    0.20338977873325348,
    0.228571355342865,
    0.21538454294204712,
    0.16853927075862885,
    0.2834007143974304,
    0.6764704585075378,
    0.37914684414863586,
    0.23958325386047363,
    0.37209296226501465,
    0.3398057222366333,
    0.333333283662796,
    0.18292675912380219,
    0.30372482538223267,
    0.2541435956954956,
    0.4357975721359253,
    0.20382159948349,
    0.17821775376796722,
    0.6063346862792969,
    0.4250870645046234,
    0.3399999141693115,
    0.3272726535797119,
    0.10526309907436371,
    0.31746023893356323
   ],
   "time": 158.85886787809432,
   "param": [
    {
     "p": 0.0858110785484314,
     "m": 1.0
    },
    {
     "p": 0.052500318735837936,
     "m": 1.0
    },
    {
     "p": 0.09198234230279922,
     "m": 1.0
    },
    {
     "p": 0.07928503304719925,
     "m": 1.0
    },
    {
     "p": 0.06654960662126541,
     "m": 1.0
    },
    {
     "p": 0.053730469197034836,
     "m": 1.0
    },
    {
     "p": 0.06011791154742241,
     "m": 1.0
    },
    {
     "p": 0.06787669658660889,
     "m": 1.0
    },
    {
     "p": 0.07135602086782455,
     "m": 1.0
    },
    {
     "p": 0.07635877281427383,
     "m": 1.0
    },
    {
     "p": 0.07537025958299637,
     "m": 1.0
    },
    {
     "p": 0.09147333353757858,
     "m": 1.0
    },
    {
     "p": 0.08666817843914032,
     "m": 1.0
    },
    {
     "p": 0.04092004522681236,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 67,
   "train_loss": 4.288559913635254,
   "val_loss": 2.756035566329956,
   "acc": 35.61,
   "f1": [
    0.5179855227470398,
    0.3826086223125458,
    0.27096763253211975,
    0.20740734040737152,
    0.15062755346298218,
    0.26373615860939026,
    0.37499988079071045,
    0.38043469190597534,
    0.3307691812515259,
    0.4248703718185425,
    0.10958898812532425,
    0.24999989569187164,
    0.3151514232158661,
    0.18978095054626465,
    0.1864406168460846,
    0.23376615345478058,
    0.40384599566459656,
    0.5167463421821594,
    0.3232322335243225,
    0.2762430012226105,
    0.6060605049133301,
    0.4854367673397064,
    0.2890172600746155,
    0.5189871788024902,
    0.6063346862792969,
    0.25906726717948914,
    0.2584269046783447,
    0.20129865407943726,
    0.47120407223701477,
    0.3060108423233032,
    0.4253392219543457,
    0.35359105467796326,
    0.3352600038051605,
    0.26666656136512756,
    0.30281683802604675,
    0.11764700710773468,
    0.29074883460998535,
    0.21719448268413544,
    0.2105262577533722,
    0.5230767726898193,
    0.39189180731773376,
    0.5374448299407959,
    0.2233501821756363,
    0.33593741059303284,
    0.18791939318180084,
    0.19999992847442627,
    0.2475246638059616,
    0.5212765336036682,
    0.4341636300086975,
    0.39330533146858215,
    0.1898733526468277,
    0.31730762124061584,
    0.5991188287734985,
    0.5819671154022217,
    0.5306121706962585,
    0.16915416717529297,
    0.5242717266082764,
    0.3764704465866089,
    0.34716975688934326,
    0.34782594442367554,
    0.6694559454917908,
    0.4295300841331482,
    0.45263150334358215,
    0.3874998986721039,
    0.13333328068256378,
    0.19999992847442627,
    0.13846148550510406,
    0.3878786563873291,
    0.7129628658294678,
    0.5989846587181091,
    0.4573989808559418,
    0.5825241804122925,
    0.10769226402044296,
    0.34736835956573486,
    0.12213735282421112,
    0.5991188287734985,
    0.6368157267570496,
    0.20382159948349,
    0.21969690918922424,
    0.3389829397201538,
    0.1361701488494873,
    0.24710416793823242,
    0.683937668800354,
    0.32579174637794495,
    0.2564101815223694,
    0.45348823070526123,
    0.4093022048473358,
    0.3710406422615051,
    0.17741930484771729,
    0.40358731150627136,
    0.2673266530036926,
    0.45689642429351807,
    0.12413787841796875,
    0.19047611951828003,
    0.594594419002533,
    0.4271843731403351,
    0.3317534327507019,
    0.31632643938064575,
    0.19230762124061584,
    0.38709667325019836
   ],
   "time": 159.72325135674328,
   "param": [
    {
     "p": 0.08334396034479141,
     "m": 1.0
    },
    {
     "p": 0.05702871456742287,
     "m": 1.0
    },
    {
     "p": 0.09383506327867508,
     "m": 1.0
    },
    {
     "p": 0.05915973708033562,
     "m": 1.0
    },
    {
     "p": 0.07862651348114014,
     "m": 1.0
    },
    {
     "p": 0.054720018059015274,
     "m": 1.0
    },
    {
     "p": 0.076425701379776,
     "m": 1.0
    },
    {
     "p": 0.08080574870109558,
     "m": 1.0
    },
    {
     "p": 0.06006288155913353,
     "m": 1.0
    },
    {
     "p": 0.06980396062135696,
     "m": 1.0
    },
    {
     "p": 0.06255977600812912,
     "m": 1.0
    },
    {
     "p": 0.09079345315694809,
     "m": 1.0
    },
    {
     "p": 0.09237662702798843,
     "m": 1.0
    },
    {
     "p": 0.04045781120657921,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 68,
   "train_loss": 4.314871788024902,
   "val_loss": 2.678147077560425,
   "acc": 35.24,
   "f1": [
    0.639593780040741,
    0.36792439222335815,
    0.2536584436893463,
    0.19444438815116882,
    0.15053758025169373,
    0.29126206040382385,
    0.3694266378879547,
    0.3926939368247986,
    0.3625729978084564,
    0.43715834617614746,
    0.15950913727283478,
    0.23045262694358826,
    0.24539868533611298,
    0.211055189371109,
    0.23744283616542816,
    0.24324317276477814,
    0.3827749788761139,
    0.49999988079071045,
    0.33035704493522644,
    0.29850736260414124,
    0.6231154203414917,
    0.4953269362449646,
    0.3101603388786316,
    0.5193368792533875,
    0.590908944606781,
    0.22222213447093964,
    0.255999892950058,
    0.1809954047203064,
    0.47715723514556885,
    0.30864188075065613,
    0.3984961211681366,
    0.3493974804878235,
    0.27488142251968384,
    0.2976743280887604,
    0.28187909722328186,
    0.210526242852211,
    0.3272726535797119,
    0.23529402911663055,
    0.255638986825943,
    0.4424777626991272,
    0.35185176134109497,
    0.563380241394043,
    0.30270257592201233,
    0.3524589240550995,
    0.1866666078567505,
    0.11475405097007751,
    0.24657529592514038,
    0.4311376214027405,
    0.45685264468193054,
    0.3957218527793884,
    0.19736838340759277,
    0.2878786623477936,
    0.4814813435077667,
    0.5766869187355042,
    0.4717947542667389,
    0.14173223078250885,
    0.4974091649055481,
    0.34972667694091797,
    0.3445691764354706,
    0.27428561449050903,
    0.7129628658294678,
    0.4132230579853058,
    0.45360812544822693,
    0.3666665554046631,
    0.12499994039535522,
    0.24516120553016663,
    0.19555547833442688,
    0.33333319425582886,
    0.666666567325592,
    0.589371919631958,
    0.45312491059303284,
    0.5925924777984619,
    0.14285710453987122,
    0.3926939368247986,
    0.14977967739105225,
    0.5855854153633118,
    0.6113988757133484,
    0.2173912227153778,
    0.20765019953250885,
    0.24460424482822418,
    0.13818176090717316,
    0.2702701687812805,
    0.6853931546211243,
    0.36448585987091064,
    0.23809516429901123,
    0.46428558230400085,
    0.3428570628166199,
    0.34999990463256836,
    0.1282050609588623,
    0.39583319425582886,
    0.28444433212280273,
    0.4736841320991516,
    0.14285707473754883,
    0.2214532196521759,
    0.5638765096664429,
    0.4226802885532379,
    0.2091502547264099,
    0.3465345501899719,
    0.18421046435832977,
    0.3882351815700531
   ],
   "time": 157.78742730990052,
   "param": [
    {
     "p": 0.08385837823152542,
     "m": 1.0
    },
    {
     "p": 0.06405773013830185,
     "m": 1.0
    },
    {
     "p": 0.09484294056892395,
     "m": 1.0
    },
    {
     "p": 0.07771112024784088,
     "m": 1.0
    },
    {
     "p": 0.0739612802863121,
     "m": 1.0
    },
    {
     "p": 0.05843747407197952,
     "m": 1.0
    },
    {
     "p": 0.06741045415401459,
     "m": 1.0
    },
    {
     "p": 0.055510081350803375,
     "m": 1.0
    },
    {
     "p": 0.062398768961429596,
     "m": 1.0
    },
    {
     "p": 0.07047957181930542,
     "m": 1.0
    },
    {
     "p": 0.06561022996902466,
     "m": 1.0
    },
    {
     "p": 0.08942435681819916,
     "m": 1.0
    },
    {
     "p": 0.1005106270313263,
     "m": 1.0
    },
    {
     "p": 0.03578691929578781,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 69,
   "train_loss": 3.942837715148926,
   "val_loss": 2.77701735496521,
   "acc": 35.69,
   "f1": [
    0.6540283560752869,
    0.3820223808288574,
    0.24844713509082794,
    0.22352932393550873,
    0.16666661202907562,
    0.31623923778533936,
    0.3714284598827362,
    0.4042551815509796,
    0.32388654351234436,
    0.48044681549072266,
    0.1914892941713333,
    0.2769230008125305,
    0.28571417927742004,
    0.2656249403953552,
    0.22485199570655823,
    0.1481480896472931,
    0.3354036211967468,
    0.43093910813331604,
    0.28820955753326416,
    0.2485205978155136,
    0.6467065215110779,
    0.4573642313480377,
    0.3228698670864105,
    0.5396823883056641,
    0.6239315271377563,
    0.1911763846874237,
    0.30769217014312744,
    0.17616572976112366,
    0.4819276034832001,
    0.2929935157299042,
    0.44444432854652405,
    0.3846152722835541,
    0.3675675094127655,
    0.31764698028564453,
    0.2739725410938263,
    0.12949636578559875,
    0.31541210412979126,
    0.24060142040252686,
    0.22818784415721893,
    0.5197739005088806,
    0.3529410660266876,
    0.5191488265991211,
    0.24999991059303284,
    0.3366335928440094,
    0.1503758728504181,
    0.2251655012369156,
    0.20571422576904297,
    0.5377357006072998,
    0.5108694434165955,
    0.3703702688217163,
    0.22222216427326202,
    0.3319837152957916,
    0.5321887135505676,
    0.619999885559082,
    0.5275589823722839,
    0.12765952944755554,
    0.49999988079071045,
    0.3666665554046631,
    0.3417084515094757,
    0.33480167388916016,
    0.7150257229804993,
    0.3521125614643097,
    0.4939757287502289,
    0.35820886492729187,
    0.10062886029481888,
    0.2444443702697754,
    0.19081267714500427,
    0.3555554449558258,
    0.7272725701332092,
    0.5686272978782654,
    0.4814813435077667,
    0.5784311890602112,
    0.15384607017040253,
    0.33333325386047363,
    0.13402055203914642,
    0.6103284358978271,
    0.6116504073143005,
    0.18090447783470154,
    0.19459453225135803,
    0.34999990463256836,
    0.15384608507156372,
    0.29787224531173706,
    0.7473682165145874,
    0.3529410660266876,
    0.2736841142177582,
    0.415094256401062,
    0.3445377051830292,
    0.3070538640022278,
    0.17821775376796722,
    0.364531934261322,
    0.2786068916320801,
    0.4788731336593628,
    0.16058386862277985,
    0.14705875515937805,
    0.548076868057251,
    0.425531804561615,
    0.33333325386047363,
    0.28813549876213074,
    0.1494252234697342,
    0.33532923460006714
   ],
   "time": 156.48899934254587,
   "param": [
    {
     "p": 0.08737168461084366,
     "m": 1.0
    },
    {
     "p": 0.0441768579185009,
     "m": 1.0
    },
    {
     "p": 0.09731936454772949,
     "m": 1.0
    },
    {
     "p": 0.08186707645654678,
     "m": 1.0
    },
    {
     "p": 0.08787929266691208,
     "m": 1.0
    },
    {
     "p": 0.04315611720085144,
     "m": 1.0
    },
    {
     "p": 0.07018745690584183,
     "m": 1.0
    },
    {
     "p": 0.08250919729471207,
     "m": 1.0
    },
    {
     "p": 0.061138782650232315,
     "m": 1.0
    },
    {
     "p": 0.06678789854049683,
     "m": 1.0
    },
    {
     "p": 0.06357791274785995,
     "m": 1.0
    },
    {
     "p": 0.08683016151189804,
     "m": 1.0
    },
    {
     "p": 0.08569171279668808,
     "m": 1.0
    },
    {
     "p": 0.041506700217723846,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 70,
   "train_loss": 4.103024959564209,
   "val_loss": 2.7815637588500977,
   "acc": 35.95,
   "f1": [
    0.6363635063171387,
    0.4086020588874817,
    0.1818181276321411,
    0.1642511636018753,
    0.14084501564502716,
    0.26666656136512756,
    0.4096384644508362,
    0.3553718030452728,
    0.3703702688217163,
    0.419999897480011,
    0.15300540626049042,
    0.28571417927742004,
    0.2938774824142456,
    0.2790696918964386,
    0.1635219305753708,
    0.23589736223220825,
    0.2983424663543701,
    0.5019919276237488,
    0.36051490902900696,
    0.239999920129776,
    0.602040708065033,
    0.39247310161590576,
    0.3076922297477722,
    0.5405403971672058,
    0.6424869298934937,
    0.25185176730155945,
    0.25274714827537537,
    0.1866666078567505,
    0.4530385434627533,
    0.31249991059303284,
    0.3923443853855133,
    0.34745752811431885,
    0.3657141625881195,
    0.41071420907974243,
    0.2739725112915039,
    0.19999994337558746,
    0.30057793855667114,
    0.23809516429901123,
    0.24875615537166595,
    0.5082871913909912,
    0.3529410660266876,
    0.5405403971672058,
    0.33333322405815125,
    0.3694778084754944,
    0.24034328758716583,
    0.18285706639289856,
    0.2127658873796463,
    0.4927534759044647,
    0.5414363145828247,
    0.3411763310432434,
    0.15662643313407898,
    0.30392149090766907,
    0.5575219988822937,
    0.5607475638389587,
    0.47999992966651917,
    0.12060294300317764,
    0.45535701513290405,
    0.3400808572769165,
    0.419999897480011,
    0.38709667325019836,
    0.7032965421676636,
    0.40975597500801086,
    0.4242423474788666,
    0.3169397711753845,
    0.10370365530252457,
    0.22549012303352356,
    0.1407034695148468,
    0.3131312429904938,
    0.675324559211731,
    0.501818060874939,
    0.48648640513420105,
    0.5886791348457336,
    0.15819202363491058,
    0.34814804792404175,
    0.17721512913703918,
    0.6666665077209473,
    0.5447153449058533,
    0.1657457947731018,
    0.1818181276321411,
    0.2647058069705963,
    0.16666659712791443,
    0.3406592309474945,
    0.72251296043396,
    0.32411059737205505,
    0.20289847254753113,
    0.4734298884868622,
    0.3755101263523102,
    0.3874344527721405,
    0.1528661698102951,
    0.37125736474990845,
    0.22666659951210022,
    0.4949493706226349,
    0.1445782482624054,
    0.17449656128883362,
    0.541666567325592,
    0.45595842599868774,
    0.3275861144065857,
    0.2910446524620056,
    0.13592226803302765,
    0.37373724579811096
   ],
   "time": 155.88400414027274,
   "param": [
    {
     "p": 0.09055386483669281,
     "m": 1.0
    },
    {
     "p": 0.06057613343000412,
     "m": 1.0
    },
    {
     "p": 0.097261942923069,
     "m": 1.0
    },
    {
     "p": 0.05665630102157593,
     "m": 1.0
    },
    {
     "p": 0.074956014752388,
     "m": 1.0
    },
    {
     "p": 0.07083509862422943,
     "m": 1.0
    },
    {
     "p": 0.08594970405101776,
     "m": 1.0
    },
    {
     "p": 0.06911230832338333,
     "m": 1.0
    },
    {
     "p": 0.0578506700694561,
     "m": 1.0
    },
    {
     "p": 0.06640176475048065,
     "m": 1.0
    },
    {
     "p": 0.07308893650770187,
     "m": 1.0
    },
    {
     "p": 0.08057276904582977,
     "m": 1.0
    },
    {
     "p": 0.07193239033222198,
     "m": 1.0
    },
    {
     "p": 0.04425209388136864,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 71,
   "train_loss": 4.353005409240723,
   "val_loss": 2.7666854858398438,
   "acc": 35.81,
   "f1": [
    0.6820275187492371,
    0.4114284813404083,
    0.25112098455429077,
    0.2430938482284546,
    0.13824880123138428,
    0.2649571895599365,
    0.4043714702129364,
    0.32298123836517334,
    0.3269230127334595,
    0.47513800859451294,
    0.15294109284877777,
    0.28402355313301086,
    0.33802807331085205,
    0.27814561128616333,
    0.19251330196857452,
    0.2528734505176544,
    0.3688523471355438,
    0.5322579741477966,
    0.381294846534729,
    0.28971952199935913,
    0.5357142090797424,
    0.47222211956977844,
    0.29268282651901245,
    0.5348835587501526,
    0.5614033937454224,
    0.2718445658683777,
    0.228571355342865,
    0.1754385381937027,
    0.4487804174423218,
    0.2944784462451935,
    0.3937007188796997,
    0.3798881769180298,
    0.331707239151001,
    0.30864188075065613,
    0.2784809470176697,
    0.1957446187734604,
    0.30107519030570984,
    0.15277770161628723,
    0.22393816709518433,
    0.5084744095802307,
    0.3170730471611023,
    0.5899998545646667,
    0.3489931523799896,
    0.3361343741416931,
    0.22377613186836243,
    0.15120269358158112,
    0.239999920129776,
    0.47572803497314453,
    0.48913031816482544,
    0.37777766585350037,
    0.20689649879932404,
    0.28712859749794006,
    0.5895521640777588,
    0.5748030543327332,
    0.5423727631568909,
    0.13636356592178345,
    0.4768211245536804,
    0.34722214937210083,
    0.39106133580207825,
    0.3495144844055176,
    0.6374998688697815,
    0.47190994024276733,
    0.4851484000682831,
    0.3714284896850586,
    0.13861380517482758,
    0.22459883987903595,
    0.1282050609588623,
    0.358024537563324,
    0.6849313974380493,
    0.5844747424125671,
    0.4596272110939026,
    0.607594907283783,
    0.1818181276321411,
    0.32291656732559204,
    0.1596243679523468,
    0.5322579741477966,
    0.5876776576042175,
    0.19587622582912445,
    0.20118334889411926,
    0.28015556931495667,
    0.15609751641750336,
    0.31818172335624695,
    0.6854459643363953,
    0.3440859317779541,
    0.2173912227153778,
    0.4777776598930359,
    0.3508771061897278,
    0.35384607315063477,
    0.19047614932060242,
    0.4120602011680603,
    0.2838283181190491,
    0.4812833070755005,
    0.23696675896644592,
    0.23728805780410767,
    0.5699998736381531,
    0.43921560049057007,
    0.30526304244995117,
    0.3921567499637604,
    0.12711858749389648,
    0.35064926743507385
   ],
   "time": 154.35215687844902,
   "param": [
    {
     "p": 0.07267884165048599,
     "m": 1.0
    },
    {
     "p": 0.059760596603155136,
     "m": 1.0
    },
    {
     "p": 0.09580855816602707,
     "m": 1.0
    },
    {
     "p": 0.06582596898078918,
     "m": 1.0
    },
    {
     "p": 0.07356053590774536,
     "m": 1.0
    },
    {
     "p": 0.06240513175725937,
     "m": 1.0
    },
    {
     "p": 0.0776255652308464,
     "m": 1.0
    },
    {
     "p": 0.06837429106235504,
     "m": 1.0
    },
    {
     "p": 0.05575539171695709,
     "m": 1.0
    },
    {
     "p": 0.07797474414110184,
     "m": 1.0
    },
    {
     "p": 0.06423047930002213,
     "m": 1.0
    },
    {
     "p": 0.09836270660161972,
     "m": 1.0
    },
    {
     "p": 0.08468487858772278,
     "m": 1.0
    },
    {
     "p": 0.04295235127210617,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 72,
   "train_loss": 4.0678324699401855,
   "val_loss": 2.750530242919922,
   "acc": 36.07,
   "f1": [
    0.6516852378845215,
    0.42253509163856506,
    0.2692306935787201,
    0.1481480896472931,
    0.16931210458278656,
    0.31147530674934387,
    0.3943661153316498,
    0.39639630913734436,
    0.39378228783607483,
    0.4042551815509796,
    0.16560502350330353,
    0.1962263286113739,
    0.3088802397251129,
    0.24285705387592316,
    0.18867920339107513,
    0.2424241602420807,
    0.37373724579811096,
    0.5181816816329956,
    0.3643723726272583,
    0.26206886768341064,
    0.6063828468322754,
    0.431952565908432,
    0.29787227511405945,
    0.5523808598518372,
    0.6572768688201904,
    0.25555548071861267,
    0.2480619251728058,
    0.21111102402210236,
    0.41071420907974243,
    0.2976189851760864,
    0.4566209018230438,
    0.36529669165611267,
    0.3367346227169037,
    0.34449753165245056,
    0.3223683834075928,
    0.17064841091632843,
    0.3083699643611908,
    0.152671679854393,
    0.22801297903060913,
    0.49999988079071045,
    0.32584258913993835,
    0.5658535361289978,
    0.36585354804992676,
    0.37894728779792786,
    0.2065216600894928,
    0.20270265638828278,
    0.24761897325515747,
    0.4645159840583801,
    0.4972374439239502,
    0.3599999248981476,
    0.16666659712791443,
    0.35365843772888184,
    0.5957446098327637,
    0.6017698049545288,
    0.48780474066734314,
    0.12962956726551056,
    0.5380114912986755,
    0.33057841658592224,
    0.413043349981308,
    0.30939218401908875,
    0.6514284610748291,
    0.3976607024669647,
    0.4519229531288147,
    0.367346853017807,
    0.10218973457813263,
    0.2754489779472351,
    0.16560502350330353,
    0.3304346799850464,
    0.6581195592880249,
    0.5517240166664124,
    0.4489794969558716,
    0.5991188287734985,
    0.13422814011573792,
    0.21428565680980682,
    0.1789472997188568,
    0.5806450843811035,
    0.5934958457946777,
    0.2065216600894928,
    0.20382159948349,
    0.3216782510280609,
    0.15172407031059265,
    0.2782607972621918,
    0.6767675280570984,
    0.35532984137535095,
    0.26881712675094604,
    0.45320188999176025,
    0.36078423261642456,
    0.3696681261062622,
    0.18055549263954163,
    0.3886638879776001,
    0.24630534648895264,
    0.48076915740966797,
    0.127999946475029,
    0.21782170236110687,
    0.5491801500320435,
    0.4259258210659027,
    0.29743579030036926,
    0.3196720480918884,
    0.19209031760692596,
    0.3826086223125458
   ],
   "time": 158.27114703692496,
   "param": [
    {
     "p": 0.08869042247533798,
     "m": 1.0
    },
    {
     "p": 0.0540425144135952,
     "m": 1.0
    },
    {
     "p": 0.07778002321720123,
     "m": 1.0
    },
    {
     "p": 0.06532752513885498,
     "m": 1.0
    },
    {
     "p": 0.0877174437046051,
     "m": 1.0
    },
    {
     "p": 0.05039596185088158,
     "m": 1.0
    },
    {
     "p": 0.06881096959114075,
     "m": 1.0
    },
    {
     "p": 0.07362092286348343,
     "m": 1.0
    },
    {
     "p": 0.06771836429834366,
     "m": 1.0
    },
    {
     "p": 0.08009009063243866,
     "m": 1.0
    },
    {
     "p": 0.06501735746860504,
     "m": 1.0
    },
    {
     "p": 0.08748213946819305,
     "m": 1.0
    },
    {
     "p": 0.09786885231733322,
     "m": 1.0
    },
    {
     "p": 0.03543743118643761,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 73,
   "train_loss": 4.176246166229248,
   "val_loss": 2.7195944786071777,
   "acc": 34.97,
   "f1": [
    0.5963301062583923,
    0.38367336988449097,
    0.2634729743003845,
    0.14432983100414276,
    0.15261036157608032,
    0.33992087841033936,
    0.3838382363319397,
    0.3287670314311981,
    0.3878786563873291,
    0.41148313879966736,
    0.14634139835834503,
    0.228260800242424,
    0.3026314675807953,
    0.22115376591682434,
    0.1749999225139618,
    0.2436547577381134,
    0.3186812400817871,
    0.5221238136291504,
    0.36619704961776733,
    0.25352105498313904,
    0.603351891040802,
    0.4593638777732849,
    0.28054288029670715,
    0.5549131631851196,
    0.6146787405014038,
    0.2389935851097107,
    0.2485874742269516,
    0.1809523105621338,
    0.4269661605358124,
    0.30107519030570984,
    0.45631060004234314,
    0.37999987602233887,
    0.34722214937210083,
    0.27999991178512573,
    0.31627896428108215,
    0.18497103452682495,
    0.24516120553016663,
    0.16176463663578033,
    0.25870639085769653,
    0.48387083411216736,
    0.320441871881485,
    0.4980236291885376,
    0.24999991059303284,
    0.32804223895072937,
    0.23076915740966797,
    0.20858889818191528,
    0.239999920129776,
    0.4609052240848541,
    0.4659089744091034,
    0.35675665736198425,
    0.19875767827033997,
    0.3225805461406708,
    0.5447760224342346,
    0.5429863333702087,
    0.5272725820541382,
    0.10714280605316162,
    0.5057469606399536,
    0.3435581922531128,
    0.3370785713195801,
    0.33606547117233276,
    0.735751211643219,
    0.3529410660266876,
    0.4291844367980957,
    0.34579432010650635,
    0.16733060777187347,
    0.24675315618515015,
    0.12307685613632202,
    0.3414633274078369,
    0.6696034073829651,
    0.5327867269515991,
    0.4352940320968628,
    0.6262625455856323,
    0.15827332437038422,
    0.39130425453186035,
    0.15686269104480743,
    0.5476189851760864,
    0.6666665077209473,
    0.1485147923231125,
    0.18749994039535522,
    0.3109539747238159,
    0.13173648715019226,
    0.27999991178512573,
    0.7150257229804993,
    0.35955044627189636,
    0.24742262065410614,
    0.43749991059303284,
    0.4257424473762512,
    0.40206170082092285,
    0.15624994039535522,
    0.36714968085289,
    0.2583731412887573,
    0.4864863455295563,
    0.15789468586444855,
    0.21989519894123077,
    0.5674417018890381,
    0.45405393838882446,
    0.2514968812465668,
    0.29268285632133484,
    0.1855669468641281,
    0.36144572496414185
   ],
   "time": 157.77002754528075,
   "param": [
    {
     "p": 0.08513589948415756,
     "m": 1.0
    },
    {
     "p": 0.05878181383013725,
     "m": 1.0
    },
    {
     "p": 0.09145276993513107,
     "m": 1.0
    },
    {
     "p": 0.06396239250898361,
     "m": 1.0
    },
    {
     "p": 0.09227897971868515,
     "m": 1.0
    },
    {
     "p": 0.06619050353765488,
     "m": 1.0
    },
    {
     "p": 0.0630103126168251,
     "m": 1.0
    },
    {
     "p": 0.0748073160648346,
     "m": 1.0
    },
    {
     "p": 0.07002563774585724,
     "m": 1.0
    },
    {
     "p": 0.07660937309265137,
     "m": 1.0
    },
    {
     "p": 0.05636373534798622,
     "m": 1.0
    },
    {
     "p": 0.06991559267044067,
     "m": 1.0
    },
    {
     "p": 0.086456798017025,
     "m": 1.0
    },
    {
     "p": 0.04500892758369446,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 74,
   "train_loss": 3.851433038711548,
   "val_loss": 2.816585063934326,
   "acc": 36.03,
   "f1": [
    0.639269232749939,
    0.4365480840206146,
    0.24701185524463654,
    0.16438350081443787,
    0.14117640256881714,
    0.29268282651901245,
    0.4158414602279663,
    0.37499991059303284,
    0.38367336988449097,
    0.436893105506897,
    0.1768706887960434,
    0.23580780625343323,
    0.35748788714408875,
    0.21874991059303284,
    0.21596238017082214,
    0.21904754638671875,
    0.36986294388771057,
    0.520408034324646,
    0.34513264894485474,
    0.24999991059303284,
    0.6310677528381348,
    0.4674328565597534,
    0.2886596620082855,
    0.5576921701431274,
    0.6454544067382812,
    0.3026314675807953,
    0.26136353611946106,
    0.16216209530830383,
    0.48484835028648376,
    0.30303019285202026,
    0.39378228783607483,
    0.38139525055885315,
    0.2948717176914215,
    0.3295879364013672,
    0.2949307858943939,
    0.16888882219791412,
    0.28571420907974243,
    0.21989519894123077,
    0.22834637761116028,
    0.5185183882713318,
    0.33333322405815125,
    0.5786800384521484,
    0.3034482002258301,
    0.3152172863483429,
    0.19417467713356018,
    0.17801040410995483,
    0.210526242852211,
    0.4647301733493805,
    0.47619035840034485,
    0.40935659408569336,
    0.13740454614162445,
    0.3425924777984619,
    0.5814977288246155,
    0.5531913042068481,
    0.502923846244812,
    0.12857137620449066,
    0.4951455295085907,
    0.38043469190597534,
    0.390243798494339,
    0.3157893717288971,
    0.696078360080719,
    0.4424777626991272,
    0.47393354773521423,
    0.33720916509628296,
    0.12738847732543945,
    0.2399999350309372,
    0.16766461730003357,
    0.35023030638694763,
    0.6666665077209473,
    0.5882351994514465,
    0.4615383446216583,
    0.6243385076522827,
    0.16216209530830383,
    0.3739129900932312,
    0.14285708963871002,
    0.6309522390365601,
    0.639593780040741,
    0.19101116061210632,
    0.2105262726545334,
    0.34254133701324463,
    0.08333329111337662,
    0.30769219994544983,
    0.756756603717804,
    0.39631327986717224,
    0.283950537443161,
    0.4688993990421295,
    0.4550263583660126,
    0.4541061818599701,
    0.1747572422027588,
    0.3396226167678833,
    0.24516120553016663,
    0.5086703896522522,
    0.20320846140384674,
    0.17948710918426514,
    0.5550238490104675,
    0.42857131361961365,
    0.3448275029659271,
    0.3317534327507019,
    0.1497325599193573,
    0.34615373611450195
   ],
   "time": 157.4804435968399,
   "param": [
    {
     "p": 0.08082857728004456,
     "m": 1.0
    },
    {
     "p": 0.0540054515004158,
     "m": 1.0
    },
    {
     "p": 0.09185460209846497,
     "m": 1.0
    },
    {
     "p": 0.0774800032377243,
     "m": 1.0
    },
    {
     "p": 0.06454802304506302,
     "m": 1.0
    },
    {
     "p": 0.05522757023572922,
     "m": 1.0
    },
    {
     "p": 0.07426492869853973,
     "m": 1.0
    },
    {
     "p": 0.08675678074359894,
     "m": 1.0
    },
    {
     "p": 0.06945433467626572,
     "m": 1.0
    },
    {
     "p": 0.05552896112203598,
     "m": 1.0
    },
    {
     "p": 0.05703436955809593,
     "m": 1.0
    },
    {
     "p": 0.09305094927549362,
     "m": 1.0
    },
    {
     "p": 0.08811036497354507,
     "m": 1.0
    },
    {
     "p": 0.05185512453317642,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 75,
   "train_loss": 4.170321464538574,
   "val_loss": 2.8786158561706543,
   "acc": 35.49,
   "f1": [
    0.6766167879104614,
    0.43216070532798767,
    0.29268285632133484,
    0.17449656128883362,
    0.13749992847442627,
    0.2999999225139618,
    0.3249998986721039,
    0.3786981403827667,
    0.3383083641529083,
    0.4018263518810272,
    0.14285707473754883,
    0.21556879580020905,
    0.28571420907974243,
    0.24277448654174805,
    0.18292675912380219,
    0.23595495522022247,
    0.3419688045978546,
    0.506912350654602,
    0.3456788957118988,
    0.2807016372680664,
    0.6095237135887146,
    0.5073169469833374,
    0.2845187783241272,
    0.5284972786903381,
    0.6344084739685059,
    0.2312137931585312,
    0.29677411913871765,
    0.2275448441505432,
    0.5185183882713318,
    0.31249991059303284,
    0.3648647665977478,
    0.3259667754173279,
    0.2616821527481079,
    0.269938588142395,
    0.3076922297477722,
    0.1868131160736084,
    0.2716048061847687,
    0.213483065366745,
    0.180851012468338,
    0.487499862909317,
    0.29885047674179077,
    0.4666665196418762,
    0.28695645928382874,
    0.292817622423172,
    0.21468918025493622,
    0.2456139326095581,
    0.23387089371681213,
    0.5240640044212341,
    0.4596272110939026,
    0.32467523217201233,
    0.18905465304851532,
    0.38251355290412903,
    0.5614033937454224,
    0.5612244009971619,
    0.4827585518360138,
    0.16143491864204407,
    0.574585497379303,
    0.3319500982761383,
    0.3771427571773529,
    0.3112582266330719,
    0.7336682677268982,
    0.41610726714134216,
    0.45248857140541077,
    0.3493449091911316,
    0.14772720634937286,
    0.210526242852211,
    0.14117640256881714,
    0.29074883460998535,
    0.7363182306289673,
    0.5380709171295166,
    0.4659089744091034,
    0.6358972787857056,
    0.1559632420539856,
    0.3454544246196747,
    0.16793887317180634,
    0.6263735294342041,
    0.622641384601593,
    0.2054053246974945,
    0.2739725112915039,
    0.2962961792945862,
    0.13675208389759064,
    0.29126206040382385,
    0.6979165077209473,
    0.37499985098838806,
    0.2564101815223694,
    0.35502949357032776,
    0.35856562852859497,
    0.40579700469970703,
    0.1716737449169159,
    0.3943660855293274,
    0.30337071418762207,
    0.5586591362953186,
    0.1951218843460083,
    0.22680404782295227,
    0.5350876450538635,
    0.41666656732559204,
    0.34101372957229614,
    0.3251230716705322,
    0.15999992191791534,
    0.37305691838264465
   ],
   "time": 156.43983867764473,
   "param": [
    {
     "p": 0.09255877137184143,
     "m": 1.0
    },
    {
     "p": 0.039951663464307785,
     "m": 1.0
    },
    {
     "p": 0.08828811347484589,
     "m": 1.0
    },
    {
     "p": 0.07330869883298874,
     "m": 1.0
    },
    {
     "p": 0.0835501104593277,
     "m": 1.0
    },
    {
     "p": 0.051341164857149124,
     "m": 1.0
    },
    {
     "p": 0.0476626418530941,
     "m": 1.0
    },
    {
     "p": 0.07812154293060303,
     "m": 1.0
    },
    {
     "p": 0.07880456745624542,
     "m": 1.0
    },
    {
     "p": 0.08034195005893707,
     "m": 1.0
    },
    {
     "p": 0.06384142488241196,
     "m": 1.0
    },
    {
     "p": 0.10750488191843033,
     "m": 1.0
    },
    {
     "p": 0.07652350515127182,
     "m": 1.0
    },
    {
     "p": 0.038200970739126205,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 76,
   "train_loss": 3.803802490234375,
   "val_loss": 2.904766321182251,
   "acc": 35.42,
   "f1": [
    0.6454544067382812,
    0.4301074147224426,
    0.24175815284252167,
    0.22325573861598969,
    0.15209119021892548,
    0.28426387906074524,
    0.3577980697154999,
    0.32352930307388306,
    0.3644067049026489,
    0.42156851291656494,
    0.15384607017040253,
    0.26666656136512756,
    0.2941175699234009,
    0.1629629135131836,
    0.23157887160778046,
    0.18309852480888367,
    0.34013596177101135,
    0.45714274048805237,
    0.35675665736198425,
    0.30065348744392395,
    0.5860464572906494,
    0.5454544425010681,
    0.3057323694229126,
    0.5454544425010681,
    0.6502462029457092,
    0.22950810194015503,
    0.31901830434799194,
    0.18090447783470154,
    0.4505927860736847,
    0.3209875524044037,
    0.37499988079071045,
    0.34905651211738586,
    0.3179486393928528,
    0.31638407707214355,
    0.28426387906074524,
    0.1818181276321411,
    0.28054288029670715,
    0.2404370754957199,
    0.24836595356464386,
    0.547485888004303,
    0.291139155626297,
    0.5603863000869751,
    0.29032251238822937,
    0.32456132769584656,
    0.1748633086681366,
    0.21874994039535522,
    0.2264150083065033,
    0.5096152424812317,
    0.4484303891658783,
    0.3688523471355438,
    0.16080394387245178,
    0.3257574439048767,
    0.5826086401939392,
    0.5757573843002319,
    0.5221673846244812,
    0.15789467096328735,
    0.5497629642486572,
    0.31724128127098083,
    0.38144323229789734,
    0.3209875524044037,
    0.7282606959342957,
    0.4561401903629303,
    0.46153831481933594,
    0.3882351815700531,
    0.15277773141860962,
    0.17567561566829681,
    0.14473678171634674,
    0.3195875287055969,
    0.7136148810386658,
    0.5911328792572021,
    0.4786323606967926,
    0.5714284777641296,
    0.12213735282421112,
    0.32558128237724304,
    0.15294109284877777,
    0.6276593804359436,
    0.5289255380630493,
    0.18079088628292084,
    0.2464454174041748,
    0.3316061198711395,
    0.09999993443489075,
    0.26973676681518555,
    0.6770831346511841,
    0.3516482412815094,
    0.2206895798444748,
    0.4361701011657715,
    0.34579432010650635,
    0.37154141068458557,
    0.16326524317264557,
    0.3740456998348236,
    0.2807016670703888,
    0.5227271318435669,
    0.16783210635185242,
    0.18867920339107513,
    0.5478259921073914,
    0.45238080620765686,
    0.31632643938064575,
    0.323943555355072,
    0.08759118616580963,
    0.3445691764354706
   ],
   "time": 160.91113424114883,
   "param": [
    {
     "p": 0.08297082036733627,
     "m": 1.0
    },
    {
     "p": 0.05637257918715477,
     "m": 1.0
    },
    {
     "p": 0.08999276906251907,
     "m": 1.0
    },
    {
     "p": 0.08968371897935867,
     "m": 1.0
    },
    {
     "p": 0.07146093994379044,
     "m": 1.0
    },
    {
     "p": 0.05609855055809021,
     "m": 1.0
    },
    {
     "p": 0.0710255354642868,
     "m": 1.0
    },
    {
     "p": 0.0679897889494896,
     "m": 1.0
    },
    {
     "p": 0.07040781527757645,
     "m": 1.0
    },
    {
     "p": 0.07871782779693604,
     "m": 1.0
    },
    {
     "p": 0.06176147609949112,
     "m": 1.0
    },
    {
     "p": 0.08396650105714798,
     "m": 1.0
    },
    {
     "p": 0.08468540757894516,
     "m": 1.0
    },
    {
     "p": 0.03486627712845802,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 77,
   "train_loss": 3.9581170082092285,
   "val_loss": 2.7886979579925537,
   "acc": 35.71,
   "f1": [
    0.6796115040779114,
    0.4148934781551361,
    0.2941175401210785,
    0.19047611951828003,
    0.15887843072414398,
    0.2647058069705963,
    0.44578301906585693,
    0.3454544246196747,
    0.3300969898700714,
    0.4338623583316803,
    0.14723920822143555,
    0.27884605526924133,
    0.3025829493999481,
    0.23041465878486633,
    0.17567561566829681,
    0.21857915818691254,
    0.3820223808288574,
    0.5164318084716797,
    0.3568074107170105,
    0.24999992549419403,
    0.6562498807907104,
    0.5096524357795715,
    0.3043477535247803,
    0.5291004180908203,
    0.6633662581443787,
    0.23041465878486633,
    0.2909089922904968,
    0.20161284506320953,
    0.4347825050354004,
    0.31788066029548645,
    0.3319147825241089,
    0.3205127716064453,
    0.2879376709461212,
    0.26206889748573303,
    0.31226757168769836,
    0.1494252234697342,
    0.29473677277565,
    0.20095685124397278,
    0.18320602178573608,
    0.4949493706226349,
    0.27999991178512573,
    0.5529952645301819,
    0.3208555281162262,
    0.2739725112915039,
    0.19999992847442627,
    0.1834060400724411,
    0.24358965456485748,
    0.45283007621765137,
    0.46956515312194824,
    0.4081631302833557,
    0.1126759946346283,
    0.2693409025669098,
    0.5670497417449951,
    0.6036034822463989,
    0.48529404401779175,
    0.11920525878667831,
    0.5065500736236572,
    0.378109335899353,
    0.36123335361480713,
    0.30392149090766907,
    0.6806721091270447,
    0.39999985694885254,
    0.44776105880737305,
    0.35460981726646423,
    0.08955218642950058,
    0.25116273760795593,
    0.09999994188547134,
    0.31249991059303284,
    0.7213113307952881,
    0.6009388566017151,
    0.48809507489204407,
    0.6222221255302429,
    0.14598533511161804,
    0.37499988079071045,
    0.17105256021022797,
    0.5677964687347412,
    0.6153843998908997,
    0.12499994784593582,
    0.23275858163833618,
    0.30674833059310913,
    0.15384607017040253,
    0.29126206040382385,
    0.6943003535270691,
    0.3800903856754303,
    0.24864855408668518,
    0.46082934737205505,
    0.3783782720565796,
    0.35897424817085266,
    0.11111106723546982,
    0.3966940939426422,
    0.24390234053134918,
    0.5520831942558289,
    0.13138681650161743,
    0.19631893932819366,
    0.5853657722473145,
    0.46363624930381775,
    0.2976189851760864,
    0.2568305432796478,
    0.1395348161458969,
    0.37426888942718506
   ],
   "time": 160.10227662324905,
   "param": [
    {
     "p": 0.08253990858793259,
     "m": 1.0
    },
    {
     "p": 0.0579209066927433,
     "m": 1.0
    },
    {
     "p": 0.08756830543279648,
     "m": 1.0
    },
    {
     "p": 0.0572727769613266,
     "m": 1.0
    },
    {
     "p": 0.08819984644651413,
     "m": 1.0
    },
    {
     "p": 0.06371007859706879,
     "m": 1.0
    },
    {
     "p": 0.07706182450056076,
     "m": 1.0
    },
    {
     "p": 0.08436984568834305,
     "m": 1.0
    },
    {
     "p": 0.04998461529612541,
     "m": 1.0
    },
    {
     "p": 0.09482431411743164,
     "m": 1.0
    },
    {
     "p": 0.030893957242369652,
     "m": 1.0
    },
    {
     "p": 0.10702938586473465,
     "m": 1.0
    },
    {
     "p": 0.0742286741733551,
     "m": 1.0
    },
    {
     "p": 0.04439562186598778,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 78,
   "train_loss": 3.9595515727996826,
   "val_loss": 2.5769124031066895,
   "acc": 35.34,
   "f1": [
    0.6588233709335327,
    0.3905324339866638,
    0.26666656136512756,
    0.13043473660945892,
    0.15384607017040253,
    0.2649005651473999,
    0.3736262619495392,
    0.30864188075065613,
    0.33333325386047363,
    0.415094256401062,
    0.1648350954055786,
    0.2592591643333435,
    0.3118278682231903,
    0.23684203624725342,
    0.17117109894752502,
    0.1835748255252838,
    0.35897424817085266,
    0.504761815071106,
    0.38053086400032043,
    0.22291016578674316,
    0.5454544425010681,
    0.46564874053001404,
    0.3111110329627991,
    0.5828570127487183,
    0.6139533519744873,
    0.2543351650238037,
    0.21854300796985626,
    0.20338977873325348,
    0.4823527932167053,
    0.31999990344047546,
    0.37681150436401367,
    0.37668150663375854,
    0.33720916509628296,
    0.30456843972206116,
    0.2588234543800354,
    0.15217386186122894,
    0.31999990344047546,
    0.21428564190864563,
    0.24034328758716583,
    0.46808499097824097,
    0.33035704493522644,
    0.5523808598518372,
    0.31932762265205383,
    0.36018943786621094,
    0.2485874742269516,
    0.17647051811218262,
    0.24299058318138123,
    0.525345504283905,
    0.4363635182380676,
    0.30065348744392395,
    0.13541659712791443,
    0.31428563594818115,
    0.5436891913414001,
    0.5940592885017395,
    0.525345504283905,
    0.1764705330133438,
    0.5142855644226074,
    0.3924049437046051,
    0.36904752254486084,
    0.31858399510383606,
    0.7096772789955139,
    0.4415583312511444,
    0.3919999301433563,
    0.3248729705810547,
    0.12765952944755554,
    0.24175815284252167,
    0.16267937421798706,
    0.34343424439430237,
    0.7181816697120667,
    0.5813952684402466,
    0.474226713180542,
    0.6111109852790833,
    0.1307188868522644,
    0.3274020552635193,
    0.15217384696006775,
    0.591999888420105,
    0.6293102502822876,
    0.17283941805362701,
    0.2566370666027069,
    0.31818172335624695,
    0.15081962943077087,
    0.22360241413116455,
    0.6511626243591309,
    0.3838382363319397,
    0.29107969999313354,
    0.40609124302864075,
    0.43601882457733154,
    0.38356152176856995,
    0.12244893610477448,
    0.3495934009552002,
    0.2890172600746155,
    0.47430822253227234,
    0.20338977873325348,
    0.1734103411436081,
    0.5502182841300964,
    0.42372873425483704,
    0.31638407707214355,
    0.29864245653152466,
    0.11347512155771255,
    0.37499991059303284
   ],
   "time": 158.9180244449526,
   "param": [
    {
     "p": 0.08262784779071808,
     "m": 1.0
    },
    {
     "p": 0.06105721741914749,
     "m": 1.0
    },
    {
     "p": 0.08837846666574478,
     "m": 1.0
    },
    {
     "p": 0.06991789489984512,
     "m": 1.0
    },
    {
     "p": 0.0914769321680069,
     "m": 1.0
    },
    {
     "p": 0.051481693983078,
     "m": 1.0
    },
    {
     "p": 0.06833202391862869,
     "m": 1.0
    },
    {
     "p": 0.06908193230628967,
     "m": 1.0
    },
    {
     "p": 0.07150465995073318,
     "m": 1.0
    },
    {
     "p": 0.06796810030937195,
     "m": 1.0
    },
    {
     "p": 0.06960772722959518,
     "m": 1.0
    },
    {
     "p": 0.08706057071685791,
     "m": 1.0
    },
    {
     "p": 0.08117271959781647,
     "m": 1.0
    },
    {
     "p": 0.04033229872584343,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 79,
   "train_loss": 4.706550598144531,
   "val_loss": 2.74446177482605,
   "acc": 35.24,
   "f1": [
    0.6108372807502747,
    0.42452818155288696,
    0.18045106530189514,
    0.22058817744255066,
    0.11111104488372803,
    0.2545453608036041,
    0.42162150144577026,
    0.385650098323822,
    0.3097344636917114,
    0.4459458291530609,
    0.19587622582912445,
    0.2577318847179413,
    0.2829267382621765,
    0.19251330196857452,
    0.24778753519058228,
    0.1503758728504181,
    0.3557691276073456,
    0.4585364758968353,
    0.3478260040283203,
    0.3076922297477722,
    0.5526314973831177,
    0.3946487307548523,
    0.3253587782382965,
    0.5728641748428345,
    0.6073297262191772,
    0.2485874742269516,
    0.2399999499320984,
    0.1864406168460846,
    0.49999988079071045,
    0.33548372983932495,
    0.40394076704978943,
    0.31999990344047546,
    0.34224584698677063,
    0.2683981955051422,
    0.28225794434547424,
    0.12598420679569244,
    0.2653060257434845,
    0.2256409376859665,
    0.23225797712802887,
    0.5562912225723267,
    0.3522725999355316,
    0.6111109852790833,
    0.2901960015296936,
    0.3519999384880066,
    0.2116401493549347,
    0.20382159948349,
    0.17073164880275726,
    0.45833322405815125,
    0.4537035822868347,
    0.4083332419395447,
    0.19266046583652496,
    0.2909089922904968,
    0.5809127688407898,
    0.5462961196899414,
    0.4787643849849701,
    0.1333332657814026,
    0.5172412395477295,
    0.393063485622406,
    0.38135582208633423,
    0.2786068916320801,
    0.7204300165176392,
    0.43999987840652466,
    0.3999998867511749,
    0.36842095851898193,
    0.15178565680980682,
    0.15894033014774323,
    0.19047611951828003,
    0.3696681261062622,
    0.7162789106369019,
    0.595959484577179,
    0.38461530208587646,
    0.6039602756500244,
    0.12698407471179962,
    0.28415289521217346,
    0.1548386514186859,
    0.6502462029457092,
    0.6589593291282654,
    0.18705028295516968,
    0.19847320020198822,
    0.2722512185573578,
    0.13333328068256378,
    0.2845849096775055,
    0.675555408000946,
    0.37373724579811096,
    0.21705420315265656,
    0.45833322405815125,
    0.3714284896850586,
    0.4292682111263275,
    0.1405404806137085,
    0.39130425453186035,
    0.2236841470003128,
    0.4837207794189453,
    0.17391295731067657,
    0.13580238819122314,
    0.6136362552642822,
    0.42051267623901367,
    0.3350784480571747,
    0.28947362303733826,
    0.11538457125425339,
    0.3783782720565796
   ],
   "time": 160.22863802220672,
   "param": [
    {
     "p": 0.09168342500925064,
     "m": 1.0
    },
    {
     "p": 0.07206859439611435,
     "m": 1.0
    },
    {
     "p": 0.06512584537267685,
     "m": 1.0
    },
    {
     "p": 0.05737542361021042,
     "m": 1.0
    },
    {
     "p": 0.07816439121961594,
     "m": 1.0
    },
    {
     "p": 0.05951181426644325,
     "m": 1.0
    },
    {
     "p": 0.06593374907970428,
     "m": 1.0
    },
    {
     "p": 0.07342061400413513,
     "m": 1.0
    },
    {
     "p": 0.06662525236606598,
     "m": 1.0
    },
    {
     "p": 0.07842113822698593,
     "m": 1.0
    },
    {
     "p": 0.07700247317552567,
     "m": 1.0
    },
    {
     "p": 0.07239753752946854,
     "m": 1.0
    },
    {
     "p": 0.09198688715696335,
     "m": 1.0
    },
    {
     "p": 0.050282854586839676,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 80,
   "train_loss": 3.869597911834717,
   "val_loss": 2.755868911743164,
   "acc": 35.56,
   "f1": [
    0.6111109852790833,
    0.37668150663375854,
    0.23463678359985352,
    0.2076922506093979,
    0.12669678032398224,
    0.21897803246974945,
    0.39285704493522644,
    0.39603951573371887,
    0.33755266666412354,
    0.4819276034832001,
    0.18279562890529633,
    0.18055549263954163,
    0.31638407707214355,
    0.18181811273097992,
    0.21538454294204712,
    0.22325573861598969,
    0.3708608150482178,
    0.5062239766120911,
    0.38427940011024475,
    0.2583332359790802,
    0.5658535361289978,
    0.4811319410800934,
    0.34042540192604065,
    0.5310733318328857,
    0.5974025130271912,
    0.24999991059303284,
    0.29508185386657715,
    0.1647058129310608,
    0.4852069914340973,
    0.28272244334220886,
    0.3853210210800171,
    0.36619704961776733,
    0.322274774312973,
    0.3116881847381592,
    0.2991451919078827,
    0.1658536046743393,
    0.31632643938064575,
    0.2424241602420807,
    0.21428564190864563,
    0.47474732995033264,
    0.33128824830055237,
    0.5686272978782654,
    0.294573575258255,
    0.3228698670864105,
    0.22680403292179108,
    0.17187494039535522,
    0.24358965456485748,
    0.49523797631263733,
    0.4834122061729431,
    0.37894728779792786,
    0.20512813329696655,
    0.3552122712135315,
    0.5714284777641296,
    0.6030149459838867,
    0.5086703896522522,
    0.1333332657814026,
    0.49999988079071045,
    0.37499991059303284,
    0.3394494354724884,
    0.3304346799850464,
    0.702702522277832,
    0.45238080620765686,
    0.4916200041770935,
    0.3444443643093109,
    0.08571423590183258,
    0.31249991059303284,
    0.19047613441944122,
    0.32195112109184265,
    0.738461434841156,
    0.5906734466552734,
    0.43181806802749634,
    0.5741626024246216,
    0.15384608507156372,
    0.2767294645309448,
    0.14906825125217438,
    0.5528453588485718,
    0.6168223023414612,
    0.18999992311000824,
    0.20512813329696655,
    0.2838708758354187,
    0.16535425186157227,
    0.26548662781715393,
    0.7135677337646484,
    0.3636362552642822,
    0.24675315618515015,
    0.37999996542930603,
    0.4016735553741455,
    0.40659332275390625,
    0.1799999475479126,
    0.3598325252532959,
    0.26341456174850464,
    0.5053762197494507,
    0.2525251507759094,
    0.19999992847442627,
    0.5454544425010681,
    0.4696355164051056,
    0.27083322405815125,
    0.3195265531539917,
    0.12307685613632202,
    0.3563217520713806
   ],
   "time": 161.44206160772592,
   "param": [
    {
     "p": 0.07150590419769287,
     "m": 1.0
    },
    {
     "p": 0.06357762962579727,
     "m": 1.0
    },
    {
     "p": 0.08409292995929718,
     "m": 1.0
    },
    {
     "p": 0.07684624195098877,
     "m": 1.0
    },
    {
     "p": 0.07704703509807587,
     "m": 1.0
    },
    {
     "p": 0.06543832272291183,
     "m": 1.0
    },
    {
     "p": 0.07185909152030945,
     "m": 1.0
    },
    {
     "p": 0.07435517758131027,
     "m": 1.0
    },
    {
     "p": 0.08049117773771286,
     "m": 1.0
    },
    {
     "p": 0.07872486114501953,
     "m": 1.0
    },
    {
     "p": 0.05800241231918335,
     "m": 1.0
    },
    {
     "p": 0.08619360625743866,
     "m": 1.0
    },
    {
     "p": 0.09554938226938248,
     "m": 1.0
    },
    {
     "p": 0.016316242516040802,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 81,
   "train_loss": 4.181824684143066,
   "val_loss": 2.9439966678619385,
   "acc": 35.31,
   "f1": [
    0.6507176160812378,
    0.3696681261062622,
    0.20588229596614838,
    0.1891891211271286,
    0.13559316098690033,
    0.34482747316360474,
    0.35443025827407837,
    0.3917524814605713,
    0.3251230716705322,
    0.45569607615470886,
    0.17616572976112366,
    0.23809516429901123,
    0.2583731412887573,
    0.2562277019023895,
    0.19999994337558746,
    0.20858889818191528,
    0.3456788659095764,
    0.38157883286476135,
    0.2962961792945862,
    0.28767114877700806,
    0.5628139972686768,
    0.4522967040538788,
    0.3315507173538208,
    0.5638296604156494,
    0.6633164882659912,
    0.26794248819351196,
    0.2541435658931732,
    0.19999994337558746,
    0.46376800537109375,
    0.3406592309474945,
    0.40540531277656555,
    0.40358731150627136,
    0.31746023893356323,
    0.3050846457481384,
    0.3113771378993988,
    0.12738847732543945,
    0.2727271616458893,
    0.23140490055084229,
    0.2692306935787201,
    0.5086703896522522,
    0.34309613704681396,
    0.5714284181594849,
    0.2793295085430145,
    0.3239435851573944,
    0.24637670814990997,
    0.19444438815116882,
    0.20799992978572845,
    0.5158370137214661,
    0.43835610151290894,
    0.36111101508140564,
    0.16417904198169708,
    0.30107519030570984,
    0.5905510783195496,
    0.5780345797538757,
    0.5412842631340027,
    0.16666659712791443,
    0.4823527932167053,
    0.3841058313846588,
    0.2953585684299469,
    0.3703702688217163,
    0.7582937479019165,
    0.41573023796081543,
    0.47190994024276733,
    0.38356155157089233,
    0.12244890630245209,
    0.21951214969158173,
    0.20645155012607574,
    0.3267325758934021,
    0.7040814757347107,
    0.5671641230583191,
    0.5235601663589478,
    0.5869563817977905,
    0.14285707473754883,
    0.3454544246196747,
    0.1747572273015976,
    0.5085909962654114,
    0.62135910987854,
    0.15384608507156372,
    0.21556879580020905,
    0.3016759157180786,
    0.12857137620449066,
    0.24390237033367157,
    0.6878305077552795,
    0.3370785713195801,
    0.23255807161331177,
    0.3851350247859955,
    0.3534882664680481,
    0.40394076704978943,
    0.2167486995458603,
    0.38367336988449097,
    0.3043477237224579,
    0.46551719307899475,
    0.22222216427326202,
    0.20408158004283905,
    0.5641024112701416,
    0.4065040051937103,
    0.20645155012607574,
    0.25999993085861206,
    0.14444437623023987,
    0.30555543303489685
   ],
   "time": 157.29929615929723,
   "param": [
    {
     "p": 0.08730827271938324,
     "m": 1.0
    },
    {
     "p": 0.061283014714717865,
     "m": 1.0
    },
    {
     "p": 0.07565615326166153,
     "m": 1.0
    },
    {
     "p": 0.07732286304235458,
     "m": 1.0
    },
    {
     "p": 0.08126182854175568,
     "m": 1.0
    },
    {
     "p": 0.06783643364906311,
     "m": 1.0
    },
    {
     "p": 0.052417539060115814,
     "m": 1.0
    },
    {
     "p": 0.07891868054866791,
     "m": 1.0
    },
    {
     "p": 0.06635420024394989,
     "m": 1.0
    },
    {
     "p": 0.07555480301380157,
     "m": 1.0
    },
    {
     "p": 0.06923005729913712,
     "m": 1.0
    },
    {
     "p": 0.08933193981647491,
     "m": 1.0
    },
    {
     "p": 0.07204528152942657,
     "m": 1.0
    },
    {
     "p": 0.045478902757167816,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 82,
   "train_loss": 3.9740705490112305,
   "val_loss": 2.7789926528930664,
   "acc": 34.78,
   "f1": [
    0.6289306282997131,
    0.41379299759864807,
    0.2345678210258484,
    0.17869408428668976,
    0.14666660130023956,
    0.2613064646720886,
    0.3692306876182556,
    0.34862375259399414,
    0.33333322405815125,
    0.4129031002521515,
    0.11764701455831528,
    0.2433861941099167,
    0.31168824434280396,
    0.22598862648010254,
    0.20202013850212097,
    0.22485199570655823,
    0.3976607024669647,
    0.488262802362442,
    0.32903218269348145,
    0.24358965456485748,
    0.5514017343521118,
    0.4120602011680603,
    0.3443707227706909,
    0.5096152424812317,
    0.6524062752723694,
    0.2443438321352005,
    0.29940110445022583,
    0.1675977110862732,
    0.45238080620765686,
    0.28571420907974243,
    0.39330533146858215,
    0.3383083641529083,
    0.2941175401210785,
    0.3373492956161499,
    0.27309226989746094,
    0.21093745529651642,
    0.26666659116744995,
    0.2021275758743286,
    0.24630534648895264,
    0.4507041275501251,
    0.39189180731773376,
    0.5888887047767639,
    0.2758619785308838,
    0.2623906135559082,
    0.1749999076128006,
    0.21296289563179016,
    0.19672125577926636,
    0.47787603735923767,
    0.46956515312194824,
    0.3647797703742981,
    0.1639343500137329,
    0.3144652843475342,
    0.5321887135505676,
    0.5700933337211609,
    0.5445024967193604,
    0.20359273254871368,
    0.46931400895118713,
    0.36180898547172546,
    0.3841806650161743,
    0.33497530221939087,
    0.6697673201560974,
    0.44303786754608154,
    0.42528724670410156,
    0.2972972095012665,
    0.10169486701488495,
    0.19642849266529083,
    0.1896551102399826,
    0.3209875524044037,
    0.6412212252616882,
    0.5775861144065857,
    0.42372873425483704,
    0.5882351994514465,
    0.13513506948947906,
    0.31284910440444946,
    0.13636356592178345,
    0.5858584046363831,
    0.6442306041717529,
    0.14285707473754883,
    0.21428567171096802,
    0.3097344636917114,
    0.15300540626049042,
    0.23255807161331177,
    0.6948355436325073,
    0.3411763310432434,
    0.24675315618515015,
    0.4505927860736847,
    0.4245808720588684,
    0.4276728630065918,
    0.1497325599193573,
    0.2877192199230194,
    0.27306264638900757,
    0.48387083411216736,
    0.22972965240478516,
    0.22907482087612152,
    0.5901637673377991,
    0.4550263583660126,
    0.2976189851760864,
    0.3300969898700714,
    0.054054003208875656,
    0.3838382363319397
   ],
   "time": 159.95229109656066,
   "param": [
    {
     "p": 0.08823638409376144,
     "m": 1.0
    },
    {
     "p": 0.05854443088173866,
     "m": 1.0
    },
    {
     "p": 0.07882777601480484,
     "m": 1.0
    },
    {
     "p": 0.07153292000293732,
     "m": 1.0
    },
    {
     "p": 0.08383796364068985,
     "m": 1.0
    },
    {
     "p": 0.07096464186906815,
     "m": 1.0
    },
    {
     "p": 0.07047321647405624,
     "m": 1.0
    },
    {
     "p": 0.07916902750730515,
     "m": 1.0
    },
    {
     "p": 0.05766899138689041,
     "m": 1.0
    },
    {
     "p": 0.08174549788236618,
     "m": 1.0
    },
    {
     "p": 0.05767641216516495,
     "m": 1.0
    },
    {
     "p": 0.06175822392106056,
     "m": 1.0
    },
    {
     "p": 0.08881276845932007,
     "m": 1.0
    },
    {
     "p": 0.05075174197554588,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 83,
   "train_loss": 4.278190612792969,
   "val_loss": 2.7827391624450684,
   "acc": 34.75,
   "f1": [
    0.6369425058364868,
    0.3699999153614044,
    0.23157887160778046,
    0.17834389209747314,
    0.18579228222370148,
    0.3037973642349243,
    0.41379299759864807,
    0.4179103374481201,
    0.2972972095012665,
    0.4210525155067444,
    0.11764701455831528,
    0.21989521384239197,
    0.33502528071403503,
    0.19083963334560394,
    0.21839071810245514,
    0.19736838340759277,
    0.3999999165534973,
    0.4507041275501251,
    0.33497530221939087,
    0.31632643938064575,
    0.6082472205162048,
    0.4255318343639374,
    0.3272726535797119,
    0.5348835587501526,
    0.6231154203414917,
    0.2767294645309448,
    0.29885047674179077,
    0.1725887656211853,
    0.4232803285121918,
    0.2953585684299469,
    0.4380951225757599,
    0.3157894015312195,
    0.282828152179718,
    0.33744847774505615,
    0.24050623178482056,
    0.17307688295841217,
    0.3168315887451172,
    0.20491798222064972,
    0.188888818025589,
    0.5029938817024231,
    0.34821417927742004,
    0.5365853309631348,
    0.24817509949207306,
    0.36842095851898193,
    0.18181811273097992,
    0.18404902517795563,
    0.17518241703510284,
    0.4562736749649048,
    0.4296874403953552,
    0.3809523284435272,
    0.2054053246974945,
    0.3121950626373291,
    0.5081079602241516,
    0.5903083086013794,
    0.525345504283905,
    0.15238089859485626,
    0.4622640609741211,
    0.33333322405815125,
    0.29896897077560425,
    0.3287670314311981,
    0.6978722214698792,
    0.488262802362442,
    0.44571414589881897,
    0.36470577120780945,
    0.15757569670677185,
    0.22421517968177795,
    0.1794019490480423,
    0.2739725112915039,
    0.7252746224403381,
    0.572916567325592,
    0.49019595980644226,
    0.5855854153633118,
    0.09374994784593582,
    0.3827749788761139,
    0.14901955425739288,
    0.5783131718635559,
    0.5844154953956604,
    0.15999992191791534,
    0.20281682908535004,
    0.26315778493881226,
    0.1869158148765564,
    0.25757572054862976,
    0.6839826703071594,
    0.3522725999355316,
    0.22388054430484772,
    0.429447740316391,
    0.4537035822868347,
    0.3647797703742981,
    0.1754385381937027,
    0.39583319425582886,
    0.24505920708179474,
    0.504761815071106,
    0.17834389209747314,
    0.22222214937210083,
    0.5608464479446411,
    0.4114284813404083,
    0.24675315618515015,
    0.31088075041770935,
    0.13698624074459076,
    0.372548907995224
   ],
   "time": 162.74225693196058,
   "param": [
    {
     "p": 0.08023123443126678,
     "m": 1.0
    },
    {
     "p": 0.05427290499210358,
     "m": 1.0
    },
    {
     "p": 0.08315811306238174,
     "m": 1.0
    },
    {
     "p": 0.06490998715162277,
     "m": 1.0
    },
    {
     "p": 0.08420261740684509,
     "m": 1.0
    },
    {
     "p": 0.05877186730504036,
     "m": 1.0
    },
    {
     "p": 0.08509108424186707,
     "m": 1.0
    },
    {
     "p": 0.06162674352526665,
     "m": 1.0
    },
    {
     "p": 0.0720001608133316,
     "m": 1.0
    },
    {
     "p": 0.07190311700105667,
     "m": 1.0
    },
    {
     "p": 0.060809701681137085,
     "m": 1.0
    },
    {
     "p": 0.08914586156606674,
     "m": 1.0
    },
    {
     "p": 0.08725132048130035,
     "m": 1.0
    },
    {
     "p": 0.04662534222006798,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 84,
   "train_loss": 3.818230628967285,
   "val_loss": 2.932494640350342,
   "acc": 35.33,
   "f1": [
    0.6486485004425049,
    0.35443025827407837,
    0.21428565680980682,
    0.2340424805879593,
    0.18378373980522156,
    0.3022221326828003,
    0.35185176134109497,
    0.3755101263523102,
    0.33480167388916016,
    0.4222221076488495,
    0.11188805103302002,
    0.22784802317619324,
    0.3428570628166199,
    0.17518241703510284,
    0.18749994039535522,
    0.2553190290927887,
    0.3999998867511749,
    0.5454544425010681,
    0.3703702688217163,
    0.24489787220954895,
    0.5971562266349792,
    0.45669278502464294,
    0.32142847776412964,
    0.5257730484008789,
    0.5765764713287354,
    0.2525251507759094,
    0.2794759273529053,
    0.21874994039535522,
    0.4170615077018738,
    0.2347417026758194,
    0.4180789887905121,
    0.37668150663375854,
    0.31818172335624695,
    0.2909089922904968,
    0.292035311460495,
    0.1509433388710022,
    0.31730762124061584,
    0.26190465688705444,
    0.1877022236585617,
    0.4810125231742859,
    0.3851850926876068,
    0.37883004546165466,
    0.2962961792945862,
    0.36269423365592957,
    0.17948710918426514,
    0.21999992430210114,
    0.20666663348674774,
    0.46242761611938477,
    0.4744184911251068,
    0.4210525155067444,
    0.12698407471179962,
    0.28571417927742004,
    0.5905510783195496,
    0.5764191746711731,
    0.5291478633880615,
    0.15384608507156372,
    0.4840763211250305,
    0.34343424439430237,
    0.396135151386261,
    0.3414632976055145,
    0.6720646619796753,
    0.44571414589881897,
    0.47619035840034485,
    0.31284910440444946,
    0.14736837148666382,
    0.2588233947753906,
    0.15151509642601013,
    0.30526304244995117,
    0.643939197063446,
    0.5812807083129883,
    0.46999987959861755,
    0.5670101642608643,
    0.12658220529556274,
    0.3448275029659271,
    0.17355364561080933,
    0.639593780040741,
    0.5765764713287354,
    0.2075471132993698,
    0.2660943269729614,
    0.2820512056350708,
    0.17142850160598755,
    0.26973676681518555,
    0.6702126860618591,
    0.34977567195892334,
    0.291139155626297,
    0.3529410660266876,
    0.3894736170768738,
    0.4108106791973114,
    0.14937752485275269,
    0.38095229864120483,
    0.2867382764816284,
    0.49523797631263733,
    0.15757569670677185,
    0.2368420511484146,
    0.5970147848129272,
    0.4320986270904541,
    0.32804223895072937,
    0.31724128127098083,
    0.08641968667507172,
    0.2999998927116394
   ],
   "time": 155.8311163522303,
   "param": [
    {
     "p": 0.0730418711900711,
     "m": 1.0
    },
    {
     "p": 0.046392131596803665,
     "m": 1.0
    },
    {
     "p": 0.084567129611969,
     "m": 1.0
    },
    {
     "p": 0.07311805337667465,
     "m": 1.0
    },
    {
     "p": 0.07459352165460587,
     "m": 1.0
    },
    {
     "p": 0.06381147354841232,
     "m": 1.0
    },
    {
     "p": 0.0785379484295845,
     "m": 1.0
    },
    {
     "p": 0.0774034857749939,
     "m": 1.0
    },
    {
     "p": 0.08071358501911163,
     "m": 1.0
    },
    {
     "p": 0.06861665099859238,
     "m": 1.0
    },
    {
     "p": 0.0678633525967598,
     "m": 1.0
    },
    {
     "p": 0.0763360783457756,
     "m": 1.0
    },
    {
     "p": 0.0886906161904335,
     "m": 1.0
    },
    {
     "p": 0.0463140532374382,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 85,
   "train_loss": 3.864116668701172,
   "val_loss": 2.526592493057251,
   "acc": 34.18,
   "f1": [
    0.5802468061447144,
    0.3744291365146637,
    0.15151509642601013,
    0.21301770210266113,
    0.15116271376609802,
    0.24999989569187164,
    0.4146340489387512,
    0.3885713219642639,
    0.28688517212867737,
    0.4145076870918274,
    0.10071936994791031,
    0.23770485818386078,
    0.31428563594818115,
    0.22421517968177795,
    0.20408158004283905,
    0.18181811273097992,
    0.382978618144989,
    0.491227924823761,
    0.3738316595554352,
    0.2597401440143585,
    0.5296802520751953,
    0.41999995708465576,
    0.29896897077560425,
    0.5098037719726562,
    0.6310158967971802,
    0.2577318847179413,
    0.28571420907974243,
    0.17573215067386627,
    0.4692735970020294,
    0.2735848128795624,
    0.37894731760025024,
    0.33220329880714417,
    0.2824857831001282,
    0.3157893717288971,
    0.3119999170303345,
    0.19607838988304138,
    0.2810809910297394,
    0.24999991059303284,
    0.20809245109558105,
    0.5108694434165955,
    0.3508770763874054,
    0.5224488377571106,
    0.26666659116744995,
    0.22222216427326202,
    0.17441853880882263,
    0.19999995827674866,
    0.20598001778125763,
    0.5094338655471802,
    0.4210525155067444,
    0.396135151386261,
    0.21428567171096802,
    0.28104570508003235,
    0.5714284777641296,
    0.5809522867202759,
    0.4923075735569,
    0.20571422576904297,
    0.486772358417511,
    0.3209875524044037,
    0.351254403591156,
    0.3626372814178467,
    0.7213113307952881,
    0.4588233530521393,
    0.4550263583660126,
    0.3419688045978546,
    0.09160300344228745,
    0.17449656128883362,
    0.12865489721298218,
    0.24999992549419403,
    0.6964284181594849,
    0.5853657126426697,
    0.391812801361084,
    0.5595853924751282,
    0.07999995350837708,
    0.3253011107444763,
    0.14207643270492554,
    0.6702701449394226,
    0.6153845191001892,
    0.15068486332893372,
    0.2121211439371109,
    0.31050220131874084,
    0.12658220529556274,
    0.25080376863479614,
    0.6504853367805481,
    0.3141360282897949,
    0.24285705387592316,
    0.4222221076488495,
    0.4245808720588684,
    0.4191615581512451,
    0.17699109017848969,
    0.33003294467926025,
    0.2736841142177582,
    0.4905658960342407,
    0.17307688295841217,
    0.1866666078567505,
    0.5376343131065369,
    0.4615383446216583,
    0.21874991059303284,
    0.2764226496219635,
    0.13725484907627106,
    0.28148138523101807
   ],
   "time": 155.65022531338036,
   "param": [
    {
     "p": 0.08459772169589996,
     "m": 1.0
    },
    {
     "p": 0.06755544990301132,
     "m": 1.0
    },
    {
     "p": 0.08714268356561661,
     "m": 1.0
    },
    {
     "p": 0.06766050308942795,
     "m": 1.0
    },
    {
     "p": 0.05160680413246155,
     "m": 1.0
    },
    {
     "p": 0.057793375104665756,
     "m": 1.0
    },
    {
     "p": 0.06576739251613617,
     "m": 1.0
    },
    {
     "p": 0.05855277180671692,
     "m": 1.0
    },
    {
     "p": 0.07952500879764557,
     "m": 1.0
    },
    {
     "p": 0.07243209332227707,
     "m": 1.0
    },
    {
     "p": 0.0876086950302124,
     "m": 1.0
    },
    {
     "p": 0.09017261862754822,
     "m": 1.0
    },
    {
     "p": 0.07698986679315567,
     "m": 1.0
    },
    {
     "p": 0.05259505659341812,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 86,
   "train_loss": 3.983351230621338,
   "val_loss": 2.9539241790771484,
   "acc": 35.39,
   "f1": [
    0.679245114326477,
    0.3386242389678955,
    0.24390237033367157,
    0.2085307389497757,
    0.13414627313613892,
    0.24277448654174805,
    0.3720929026603699,
    0.3096773326396942,
    0.31390124559402466,
    0.4705881178379059,
    0.16867463290691376,
    0.23015865683555603,
    0.3406592309474945,
    0.22346359491348267,
    0.13888882100582123,
    0.21556879580020905,
    0.3209875524044037,
    0.49999988079071045,
    0.32579174637794495,
    0.31055888533592224,
    0.5654449462890625,
    0.46391740441322327,
    0.35602086782455444,
    0.4914284646511078,
    0.6315788626670837,
    0.26341456174850464,
    0.26190465688705444,
    0.20437949895858765,
    0.4516127407550812,
    0.30851057171821594,
    0.4454147219657898,
    0.3999999165534973,
    0.3367346227169037,
    0.3175964951515198,
    0.2834007143974304,
    0.13749992847442627,
    0.31999990344047546,
    0.20689646899700165,
    0.1729728877544403,
    0.47190994024276733,
    0.34615373611450195,
    0.5869563817977905,
    0.3101603388786316,
    0.341935396194458,
    0.19999992847442627,
    0.18181811273097992,
    0.2588233947753906,
    0.5373133420944214,
    0.4484303891658783,
    0.3763439953327179,
    0.18905465304851532,
    0.2938387989997864,
    0.543859601020813,
    0.6341462135314941,
    0.4939757287502289,
    0.12499994039535522,
    0.5263156890869141,
    0.3798881769180298,
    0.34554967284202576,
    0.3534882664680481,
    0.6825395822525024,
    0.43678146600723267,
    0.46835434436798096,
    0.39784935116767883,
    0.13496926426887512,
    0.193548321723938,
    0.15999993681907654,
    0.33027511835098267,
    0.6548671722412109,
    0.5152837038040161,
    0.4812833070755005,
    0.5872339010238647,
    0.12698405981063843,
    0.3060108423233032,
    0.16666659712791443,
    0.5963301062583923,
    0.6161136031150818,
    0.15730330348014832,
    0.21333324909210205,
    0.2844826877117157,
    0.15384609997272491,
    0.25104594230651855,
    0.6862744092941284,
    0.3517586886882782,
    0.27777767181396484,
    0.43749988079071045,
    0.31475403904914856,
    0.45544540882110596,
    0.16528919339179993,
    0.4095236659049988,
    0.22922632098197937,
    0.43678149580955505,
    0.24277448654174805,
    0.19801974296569824,
    0.5863873362541199,
    0.45263150334358215,
    0.33333325386047363,
    0.323809415102005,
    0.140350803732872,
    0.37599989771842957
   ],
   "time": 157.66979747917503,
   "param": [
    {
     "p": 0.08480914682149887,
     "m": 1.0
    },
    {
     "p": 0.061047542840242386,
     "m": 1.0
    },
    {
     "p": 0.08974050730466843,
     "m": 1.0
    },
    {
     "p": 0.0717620924115181,
     "m": 1.0
    },
    {
     "p": 0.07273930311203003,
     "m": 1.0
    },
    {
     "p": 0.06143123656511307,
     "m": 1.0
    },
    {
     "p": 0.05915718525648117,
     "m": 1.0
    },
    {
     "p": 0.0823495090007782,
     "m": 1.0
    },
    {
     "p": 0.06412704288959503,
     "m": 1.0
    },
    {
     "p": 0.0602756142616272,
     "m": 1.0
    },
    {
     "p": 0.06917973607778549,
     "m": 1.0
    },
    {
     "p": 0.07101050019264221,
     "m": 1.0
    },
    {
     "p": 0.08694285154342651,
     "m": 1.0
    },
    {
     "p": 0.06542755663394928,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 87,
   "train_loss": 3.864318370819092,
   "val_loss": 2.7864177227020264,
   "acc": 35.02,
   "f1": [
    0.684491753578186,
    0.3601285517215729,
    0.25870639085769653,
    0.14173223078250885,
    0.11347512155771255,
    0.253968209028244,
    0.38596484065055847,
    0.3563217520713806,
    0.3350784480571747,
    0.4365480840206146,
    0.17610056698322296,
    0.22471901774406433,
    0.2721087336540222,
    0.19491519033908844,
    0.17194563150405884,
    0.20833326876163483,
    0.4041449725627899,
    0.42727261781692505,
    0.33333325386047363,
    0.21719448268413544,
    0.5948716402053833,
    0.4890510141849518,
    0.2949307858943939,
    0.505154550075531,
    0.6334840059280396,
    0.29032251238822937,
    0.26666656136512756,
    0.17796602845191956,
    0.47008538246154785,
    0.2705881595611572,
    0.35573115944862366,
    0.3147207200527191,
    0.3131312429904938,
    0.3251230716705322,
    0.18032778799533844,
    0.1126759946346283,
    0.18320602178573608,
    0.2485874742269516,
    0.2175731509923935,
    0.5680471658706665,
    0.35365843772888184,
    0.562211811542511,
    0.2959182858467102,
    0.35467973351478577,
    0.16374263167381287,
    0.17964066565036774,
    0.22857137024402618,
    0.47773265838623047,
    0.4491977095603943,
    0.39189180731773376,
    0.12658220529556274,
    0.3272726535797119,
    0.5217390656471252,
    0.5338981747627258,
    0.5345621109008789,
    0.12413787841796875,
    0.4999999403953552,
    0.32941165566444397,
    0.2909089922904968,
    0.32432422041893005,
    0.6816141605377197,
    0.42931926250457764,
    0.43956032395362854,
    0.3921567499637604,
    0.20809243619441986,
    0.26315781474113464,
    0.13749992847442627,
    0.30366483330726624,
    0.6724889278411865,
    0.6010361909866333,
    0.5180721879005432,
    0.575107216835022,
    0.18905465304851532,
    0.3487178385257721,
    0.13868607580661774,
    0.6256982088088989,
    0.6521738171577454,
    0.13664589822292328,
    0.2521738111972809,
    0.2660943269729614,
    0.1584157794713974,
    0.278026819229126,
    0.6599999070167542,
    0.3465345501899719,
    0.2658958435058594,
    0.4308941662311554,
    0.3350784480571747,
    0.40394076704978943,
    0.2333332598209381,
    0.33333325386047363,
    0.3425924777984619,
    0.4878047704696655,
    0.22222216427326202,
    0.20238088071346283,
    0.5650222897529602,
    0.41666656732559204,
    0.28855711221694946,
    0.293436199426651,
    0.13114747405052185,
    0.34482747316360474
   ],
   "time": 162.9360971180722,
   "param": [
    {
     "p": 0.08287825435400009,
     "m": 1.0
    },
    {
     "p": 0.06967078149318695,
     "m": 1.0
    },
    {
     "p": 0.08915580064058304,
     "m": 1.0
    },
    {
     "p": 0.06539025902748108,
     "m": 1.0
    },
    {
     "p": 0.06600301712751389,
     "m": 1.0
    },
    {
     "p": 0.06567032635211945,
     "m": 1.0
    },
    {
     "p": 0.0748712420463562,
     "m": 1.0
    },
    {
     "p": 0.06579960882663727,
     "m": 1.0
    },
    {
     "p": 0.0631314292550087,
     "m": 1.0
    },
    {
     "p": 0.07325869798660278,
     "m": 1.0
    },
    {
     "p": 0.049028344452381134,
     "m": 1.0
    },
    {
     "p": 0.07916002720594406,
     "m": 1.0
    },
    {
     "p": 0.09582797437906265,
     "m": 1.0
    },
    {
     "p": 0.060154348611831665,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 88,
   "train_loss": 3.9090304374694824,
   "val_loss": 2.604635715484619,
   "acc": 36.21,
   "f1": [
    0.6483515501022339,
    0.3406592309474945,
    0.23809516429901123,
    0.23863628506660461,
    0.10227267444133759,
    0.30388686060905457,
    0.4069766402244568,
    0.3793102502822876,
    0.32835814356803894,
    0.4777776598930359,
    0.20689648389816284,
    0.27705615758895874,
    0.3167419731616974,
    0.2233501821756363,
    0.2312137931585312,
    0.29189181327819824,
    0.3636362552642822,
    0.4502616822719574,
    0.37433144450187683,
    0.2944784462451935,
    0.5603446960449219,
    0.48648643493652344,
    0.29139062762260437,
    0.5376343131065369,
    0.6570047736167908,
    0.2532750070095062,
    0.30270257592201233,
    0.20408159494400024,
    0.446808397769928,
    0.3444443643093109,
    0.3948496878147125,
    0.42857131361961365,
    0.360248327255249,
    0.3050846755504608,
    0.28352484107017517,
    0.12578611075878143,
    0.2682925760746002,
    0.17721512913703918,
    0.245353102684021,
    0.44444432854652405,
    0.3022221326828003,
    0.5550238490104675,
    0.30674833059310913,
    0.2981365919113159,
    0.19587622582912445,
    0.1965317279100418,
    0.24210518598556519,
    0.47115376591682434,
    0.4975123405456543,
    0.3959043323993683,
    0.18421044945716858,
    0.3285022974014282,
    0.5531913638114929,
    0.6124400496482849,
    0.5045870542526245,
    0.15068486332893372,
    0.5408161878585815,
    0.336633563041687,
    0.3636362850666046,
    0.35856562852859497,
    0.6956520080566406,
    0.45283007621765137,
    0.4756755530834198,
    0.37426888942718506,
    0.12345672398805618,
    0.23913037776947021,
    0.10447756201028824,
    0.3209875524044037,
    0.672268807888031,
    0.5699480772018433,
    0.452830046415329,
    0.620320737361908,
    0.17441853880882263,
    0.3469386696815491,
    0.13333328068256378,
    0.5307691097259521,
    0.5913042426109314,
    0.17391297221183777,
    0.247999906539917,
    0.30456843972206116,
    0.1528661698102951,
    0.2682926058769226,
    0.678413987159729,
    0.3376622200012207,
    0.24999991059303284,
    0.44537800550460815,
    0.39449530839920044,
    0.41935470700263977,
    0.15602830052375793,
    0.42857128381729126,
    0.3141360282897949,
    0.4822133481502533,
    0.21505369246006012,
    0.1855669468641281,
    0.5662649273872375,
    0.4765956401824951,
    0.2914571762084961,
    0.3552630543708801,
    0.17910441756248474,
    0.2962961792945862
   ],
   "time": 159.83293124102056,
   "param": [
    {
     "p": 0.071694016456604,
     "m": 1.0
    },
    {
     "p": 0.03782305121421814,
     "m": 1.0
    },
    {
     "p": 0.0972239151597023,
     "m": 1.0
    },
    {
     "p": 0.0687527284026146,
     "m": 1.0
    },
    {
     "p": 0.09421133249998093,
     "m": 1.0
    },
    {
     "p": 0.06838276237249374,
     "m": 1.0
    },
    {
     "p": 0.06185564771294594,
     "m": 1.0
    },
    {
     "p": 0.06733319163322449,
     "m": 1.0
    },
    {
     "p": 0.07006760686635971,
     "m": 1.0
    },
    {
     "p": 0.09065777063369751,
     "m": 1.0
    },
    {
     "p": 0.05760234221816063,
     "m": 1.0
    },
    {
     "p": 0.09283160418272018,
     "m": 1.0
    },
    {
     "p": 0.08186811953783035,
     "m": 1.0
    },
    {
     "p": 0.039695948362350464,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 89,
   "train_loss": 3.9807376861572266,
   "val_loss": 2.796308994293213,
   "acc": 35.24,
   "f1": [
    0.6808508634567261,
    0.39183664321899414,
    0.19999991357326508,
    0.2075471132993698,
    0.14772720634937286,
    0.2842104732990265,
    0.4418603479862213,
    0.3842363655567169,
    0.310558944940567,
    0.46540868282318115,
    0.188888818025589,
    0.2629106938838959,
    0.3356642425060272,
    0.22999992966651917,
    0.210526242852211,
    0.21874994039535522,
    0.38918909430503845,
    0.5064376592636108,
    0.3261801600456238,
    0.28415289521217346,
    0.5206610560417175,
    0.43518510460853577,
    0.28260862827301025,
    0.4692735970020294,
    0.5306121110916138,
    0.20895515382289886,
    0.1990049034357071,
    0.1407034695148468,
    0.44444429874420166,
    0.292035311460495,
    0.403755784034729,
    0.3568074107170105,
    0.3563217520713806,
    0.34482747316360474,
    0.24902716279029846,
    0.17112290859222412,
    0.32820504903793335,
    0.16438350081443787,
    0.24870456755161285,
    0.5243901014328003,
    0.36241599917411804,
    0.4920634329319,
    0.32051271200180054,
    0.3269230127334595,
    0.194871723651886,
    0.19480513036251068,
    0.262857049703598,
    0.4999998211860657,
    0.4385963976383209,
    0.34883710741996765,
    0.210526242852211,
    0.32402223348617554,
    0.5395682454109192,
    0.5844747424125671,
    0.5027320981025696,
    0.14213192462921143,
    0.447368323802948,
    0.360248327255249,
    0.35820886492729187,
    0.3131312429904938,
    0.7021275758743286,
    0.4324323236942291,
    0.4502616822719574,
    0.39784935116767883,
    0.05925920605659485,
    0.2937852144241333,
    0.18045106530189514,
    0.33333319425582886,
    0.7399998903274536,
    0.5608464479446411,
    0.376623272895813,
    0.5454544425010681,
    0.17073164880275726,
    0.31249991059303284,
    0.15228420495986938,
    0.6153845191001892,
    0.6018517017364502,
    0.16883111000061035,
    0.1717790812253952,
    0.32558128237724304,
    0.13636358082294464,
    0.2769230008125305,
    0.6818180680274963,
    0.41666656732559204,
    0.20858889818191528,
    0.4100417494773865,
    0.3565216362476349,
    0.3509933054447174,
    0.16774186491966248,
    0.3980098366737366,
    0.29249006509780884,
    0.4924621880054474,
    0.21719448268413544,
    0.1991700679063797,
    0.5865383148193359,
    0.412811279296875,
    0.31818172335624695,
    0.3018867075443268,
    0.1398600935935974,
    0.3699420988559723
   ],
   "time": 156.52198342885822,
   "param": [
    {
     "p": 0.09319069981575012,
     "m": 1.0
    },
    {
     "p": 0.056837763637304306,
     "m": 1.0
    },
    {
     "p": 0.09672719985246658,
     "m": 1.0
    },
    {
     "p": 0.08806496858596802,
     "m": 1.0
    },
    {
     "p": 0.0758887380361557,
     "m": 1.0
    },
    {
     "p": 0.047644052654504776,
     "m": 1.0
    },
    {
     "p": 0.06846430152654648,
     "m": 1.0
    },
    {
     "p": 0.052490897476673126,
     "m": 1.0
    },
    {
     "p": 0.08700302243232727,
     "m": 1.0
    },
    {
     "p": 0.055786166340112686,
     "m": 1.0
    },
    {
     "p": 0.049655482172966,
     "m": 1.0
    },
    {
     "p": 0.06884855031967163,
     "m": 1.0
    },
    {
     "p": 0.09903807193040848,
     "m": 1.0
    },
    {
     "p": 0.06036007031798363,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 90,
   "train_loss": 3.231936454772949,
   "val_loss": 2.731550931930542,
   "acc": 36.03,
   "f1": [
    0.601625919342041,
    0.4545453190803528,
    0.26573416590690613,
    0.2066420167684555,
    0.16216209530830383,
    0.28571417927742004,
    0.3999999463558197,
    0.38095223903656006,
    0.3111110329627991,
    0.4588233530521393,
    0.14364632964134216,
    0.27199992537498474,
    0.3414633274078369,
    0.2181817591190338,
    0.18791939318180084,
    0.246575266122818,
    0.3456788659095764,
    0.5373133420944214,
    0.3315507173538208,
    0.22653715312480927,
    0.5833331942558289,
    0.4070795476436615,
    0.31999990344047546,
    0.42168664932250977,
    0.6491227149963379,
    0.28025469183921814,
    0.26890748739242554,
    0.21513938903808594,
    0.46017688512802124,
    0.3563217520713806,
    0.4271843731403351,
    0.3398057222366333,
    0.3196346163749695,
    0.32034626603126526,
    0.2533332407474518,
    0.19087132811546326,
    0.28855711221694946,
    0.24590153992176056,
    0.20338977873325348,
    0.5149698853492737,
    0.3692306876182556,
    0.5714284181594849,
    0.3313608467578888,
    0.34385955333709717,
    0.23463678359985352,
    0.22377613186836243,
    0.17266181111335754,
    0.4886362552642822,
    0.4607328474521637,
    0.23703694343566895,
    0.17679551243782043,
    0.35051536560058594,
    0.5923076272010803,
    0.6176469922065735,
    0.5118482112884521,
    0.15294109284877777,
    0.5052630305290222,
    0.39795905351638794,
    0.3726707398891449,
    0.31055888533592224,
    0.679245114326477,
    0.44311365485191345,
    0.46829259395599365,
    0.329670250415802,
    0.14012733101844788,
    0.2696628272533417,
    0.16438350081443787,
    0.28571420907974243,
    0.7539265155792236,
    0.5433961153030396,
    0.46808499097824097,
    0.5567764043807983,
    0.13422814011573792,
    0.3445691764354706,
    0.1916166990995407,
    0.589371919631958,
    0.6995072364807129,
    0.14906825125217438,
    0.15730330348014832,
    0.291139155626297,
    0.13836471736431122,
    0.272108793258667,
    0.6761903762817383,
    0.3647797703742981,
    0.28415289521217346,
    0.46082934737205505,
    0.3820223808288574,
    0.3817426860332489,
    0.16184966266155243,
    0.3494423031806946,
    0.2094240039587021,
    0.5363127589225769,
    0.1866666078567505,
    0.22115376591682434,
    0.5904760956764221,
    0.4230768084526062,
    0.31999990344047546,
    0.362499862909317,
    0.15624994039535522,
    0.3999998867511749
   ],
   "time": 155.48581149429083,
   "param": [
    {
     "p": 0.08897121995687485,
     "m": 1.0
    },
    {
     "p": 0.05843893066048622,
     "m": 1.0
    },
    {
     "p": 0.0963515043258667,
     "m": 1.0
    },
    {
     "p": 0.056264352053403854,
     "m": 1.0
    },
    {
     "p": 0.0788537934422493,
     "m": 1.0
    },
    {
     "p": 0.06722162663936615,
     "m": 1.0
    },
    {
     "p": 0.0617593377828598,
     "m": 1.0
    },
    {
     "p": 0.07085151970386505,
     "m": 1.0
    },
    {
     "p": 0.06294843554496765,
     "m": 1.0
    },
    {
     "p": 0.07310903072357178,
     "m": 1.0
    },
    {
     "p": 0.07015593349933624,
     "m": 1.0
    },
    {
     "p": 0.08039699494838715,
     "m": 1.0
    },
    {
     "p": 0.08459777384996414,
     "m": 1.0
    },
    {
     "p": 0.05007956176996231,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 91,
   "train_loss": 4.515143871307373,
   "val_loss": 2.7117180824279785,
   "acc": 35.35,
   "f1": [
    0.6999998688697815,
    0.37668150663375854,
    0.28758159279823303,
    0.24137921631336212,
    0.2136751413345337,
    0.2585550546646118,
    0.3559320867061615,
    0.3402060866355896,
    0.3316061198711395,
    0.4565216302871704,
    0.1307188868522644,
    0.24137921631336212,
    0.26519328355789185,
    0.26008957624435425,
    0.18274106085300446,
    0.21390368044376373,
    0.39285701513290405,
    0.4712642431259155,
    0.327868789434433,
    0.28571420907974243,
    0.6019416451454163,
    0.49999988079071045,
    0.2967032194137573,
    0.5306121110916138,
    0.6016947627067566,
    0.26315778493881226,
    0.28758159279823303,
    0.17391295731067657,
    0.5084744095802307,
    0.289308100938797,
    0.4123710095882416,
    0.35643553733825684,
    0.2550334930419922,
    0.35398221015930176,
    0.2560974657535553,
    0.16733060777187347,
    0.3076922297477722,
    0.19108274579048157,
    0.21989519894123077,
    0.5172412991523743,
    0.3678159713745117,
    0.5454544425010681,
    0.3295453190803528,
    0.3096233606338501,
    0.21568621695041656,
    0.18018010258674622,
    0.251308798789978,
    0.4297519624233246,
    0.4857141971588135,
    0.36904752254486084,
    0.18279562890529633,
    0.3209875524044037,
    0.5388126373291016,
    0.5922329425811768,
    0.49999988079071045,
    0.1499999612569809,
    0.526829183101654,
    0.35532984137535095,
    0.36521732807159424,
    0.2909089922904968,
    0.711340069770813,
    0.45859864354133606,
    0.4491977095603943,
    0.33532923460006714,
    0.06349202245473862,
    0.2121211439371109,
    0.1866665780544281,
    0.2995593845844269,
    0.7290639281272888,
    0.5579397678375244,
    0.376623272895813,
    0.5922329425811768,
    0.0967741385102272,
    0.31818172335624695,
    0.14705877006053925,
    0.5726870894432068,
    0.6592177152633667,
    0.18320603668689728,
    0.21359217166900635,
    0.3037973642349243,
    0.15469607710838318,
    0.2697673439979553,
    0.6425337791442871,
    0.36269423365592957,
    0.23923437297344208,
    0.44827571511268616,
    0.36607131361961365,
    0.404958575963974,
    0.16666659712791443,
    0.3878325819969177,
    0.28947362303733826,
    0.5240640044212341,
    0.2085307389497757,
    0.19999992847442627,
    0.5638765096664429,
    0.45161277055740356,
    0.29166659712791443,
    0.34101372957229614,
    0.13017743825912476,
    0.37681150436401367
   ],
   "time": 158.53747504390776,
   "param": [
    {
     "p": 0.07659141719341278,
     "m": 1.0
    },
    {
     "p": 0.04861849546432495,
     "m": 1.0
    },
    {
     "p": 0.08137644082307816,
     "m": 1.0
    },
    {
     "p": 0.07167506963014603,
     "m": 1.0
    },
    {
     "p": 0.07982414215803146,
     "m": 1.0
    },
    {
     "p": 0.07570833712816238,
     "m": 1.0
    },
    {
     "p": 0.07126852869987488,
     "m": 1.0
    },
    {
     "p": 0.07224810868501663,
     "m": 1.0
    },
    {
     "p": 0.0745474174618721,
     "m": 1.0
    },
    {
     "p": 0.069378562271595,
     "m": 1.0
    },
    {
     "p": 0.055524908006191254,
     "m": 1.0
    },
    {
     "p": 0.08839470148086548,
     "m": 1.0
    },
    {
     "p": 0.0751630887389183,
     "m": 1.0
    },
    {
     "p": 0.05968072637915611,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 92,
   "train_loss": 4.397006988525391,
   "val_loss": 2.6913015842437744,
   "acc": 35.65,
   "f1": [
    0.6589593291282654,
    0.4215245544910431,
    0.21897803246974945,
    0.21904754638671875,
    0.13407814502716064,
    0.3092782497406006,
    0.41249990463256836,
    0.3771427571773529,
    0.37433144450187683,
    0.38983041048049927,
    0.12738847732543945,
    0.20408158004283905,
    0.36792439222335815,
    0.2749998867511749,
    0.20960691571235657,
    0.20930226147174835,
    0.33699625730514526,
    0.49999988079071045,
    0.34306561946868896,
    0.2681563198566437,
    0.5844747424125671,
    0.47619038820266724,
    0.33179715275764465,
    0.5228756666183472,
    0.5619833469390869,
    0.21978014707565308,
    0.29139062762260437,
    0.23809516429901123,
    0.40999990701675415,
    0.3354036211967468,
    0.39301300048828125,
    0.358024537563324,
    0.3575417995452881,
    0.31632643938064575,
    0.2269502729177475,
    0.18502195179462433,
    0.3232322335243225,
    0.2065216600894928,
    0.20535708963871002,
    0.5113635063171387,
    0.31088075041770935,
    0.5363634824752808,
    0.32124343514442444,
    0.3301886022090912,
    0.2094240039587021,
    0.20740734040737152,
    0.23602473735809326,
    0.4835163354873657,
    0.4313724637031555,
    0.39490434527397156,
    0.13483139872550964,
    0.320441871881485,
    0.5240640044212341,
    0.5938863754272461,
    0.49999988079071045,
    0.11920525878667831,
    0.449799120426178,
    0.3654821515083313,
    0.3798881769180298,
    0.3041473925113678,
    0.7323941588401794,
    0.4431816637516022,
    0.46511611342430115,
    0.3419688045978546,
    0.14718610048294067,
    0.2592591643333435,
    0.11764698475599289,
    0.28758159279823303,
    0.6725662350654602,
    0.5702809691429138,
    0.4094487428665161,
    0.6200872659683228,
    0.17525766789913177,
    0.3169397711753845,
    0.1240309551358223,
    0.5887848734855652,
    0.6421051621437073,
    0.19209031760692596,
    0.19847321510314941,
    0.2584269046783447,
    0.1530611664056778,
    0.3517586886882782,
    0.62135910987854,
    0.33480167388916016,
    0.23287664353847504,
    0.4435482919216156,
    0.4120602011680603,
    0.3794870972633362,
    0.17213107645511627,
    0.4120170772075653,
    0.29126206040382385,
    0.4851484000682831,
    0.20689649879932404,
    0.11111105233430862,
    0.587719202041626,
    0.39867103099823,
    0.36029404401779175,
    0.2931033670902252,
    0.09599995613098145,
    0.3406592309474945
   ],
   "time": 161.2455201363191,
   "param": [
    {
     "p": 0.07938915491104126,
     "m": 1.0
    },
    {
     "p": 0.06535490602254868,
     "m": 1.0
    },
    {
     "p": 0.09980973601341248,
     "m": 1.0
    },
    {
     "p": 0.06453753262758255,
     "m": 1.0
    },
    {
     "p": 0.07135623693466187,
     "m": 1.0
    },
    {
     "p": 0.07450550049543381,
     "m": 1.0
    },
    {
     "p": 0.06719446927309036,
     "m": 1.0
    },
    {
     "p": 0.06778799742460251,
     "m": 1.0
    },
    {
     "p": 0.05983714014291763,
     "m": 1.0
    },
    {
     "p": 0.08198905736207962,
     "m": 1.0
    },
    {
     "p": 0.0691847875714302,
     "m": 1.0
    },
    {
     "p": 0.07676341384649277,
     "m": 1.0
    },
    {
     "p": 0.06855067610740662,
     "m": 1.0
    },
    {
     "p": 0.053739406168460846,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 93,
   "train_loss": 3.644618511199951,
   "val_loss": 2.5684571266174316,
   "acc": 36.71,
   "f1": [
    0.6417111158370972,
    0.3865545094013214,
    0.31764698028564453,
    0.21390368044376373,
    0.1650484949350357,
    0.3090128004550934,
    0.38636353611946106,
    0.39473670721054077,
    0.35294109582901,
    0.4432430863380432,
    0.16438350081443787,
    0.27777767181396484,
    0.32031241059303284,
    0.21468918025493622,
    0.24999991059303284,
    0.26315781474113464,
    0.36559128761291504,
    0.47715723514556885,
    0.3999998867511749,
    0.2566370666027069,
    0.6073297262191772,
    0.4705881178379059,
    0.3148147463798523,
    0.47222208976745605,
    0.6354165077209473,
    0.26315778493881226,
    0.3456788659095764,
    0.19791658222675323,
    0.43850257992744446,
    0.32941165566444397,
    0.3894736170768738,
    0.35156238079071045,
    0.3885713219642639,
    0.2659573554992676,
    0.24413138628005981,
    0.1940927654504776,
    0.2888887822628021,
    0.28260859847068787,
    0.23809516429901123,
    0.48979583382606506,
    0.31284910440444946,
    0.5570775270462036,
    0.32748526334762573,
    0.3523808717727661,
    0.19999994337558746,
    0.18439710140228271,
    0.26086944341659546,
    0.4953269362449646,
    0.4326240122318268,
    0.38738730549812317,
    0.15757569670677185,
    0.36065563559532166,
    0.5631767511367798,
    0.6039602756500244,
    0.5384613871574402,
    0.18652844429016113,
    0.47257372736930847,
    0.3832334280014038,
    0.36507928371429443,
    0.2934781610965729,
    0.7227722406387329,
    0.46753236651420593,
    0.4566209018230438,
    0.3736262619495392,
    0.18032780289649963,
    0.2514968812465668,
    0.15555550158023834,
    0.33128824830055237,
    0.6880732178688049,
    0.5764191746711731,
    0.517646849155426,
    0.5511810183525085,
    0.1749999076128006,
    0.37704911828041077,
    0.14723920822143555,
    0.5971562266349792,
    0.6831682324409485,
    0.15384608507156372,
    0.20779213309288025,
    0.34554967284202576,
    0.11320748925209045,
    0.281406968832016,
    0.6605502963066101,
    0.3979056477546692,
    0.2713567018508911,
    0.4632767140865326,
    0.38775497674942017,
    0.41964274644851685,
    0.14925366640090942,
    0.34848475456237793,
    0.26666659116744995,
    0.5022420287132263,
    0.24598921835422516,
    0.2547769844532013,
    0.5757573843002319,
    0.41237106919288635,
    0.3315507173538208,
    0.28712859749794006,
    0.13043473660945892,
    0.38095223903656006
   ],
   "time": 158.2307927692309,
   "param": [
    {
     "p": 0.07466775178909302,
     "m": 1.0
    },
    {
     "p": 0.07054492831230164,
     "m": 1.0
    },
    {
     "p": 0.08072475343942642,
     "m": 1.0
    },
    {
     "p": 0.07514837384223938,
     "m": 1.0
    },
    {
     "p": 0.08681425452232361,
     "m": 1.0
    },
    {
     "p": 0.06077229604125023,
     "m": 1.0
    },
    {
     "p": 0.08166243135929108,
     "m": 1.0
    },
    {
     "p": 0.08157549053430557,
     "m": 1.0
    },
    {
     "p": 0.06928244233131409,
     "m": 1.0
    },
    {
     "p": 0.06465549021959305,
     "m": 1.0
    },
    {
     "p": 0.07540693879127502,
     "m": 1.0
    },
    {
     "p": 0.06534172594547272,
     "m": 1.0
    },
    {
     "p": 0.0745689645409584,
     "m": 1.0
    },
    {
     "p": 0.03883414715528488,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 94,
   "train_loss": 4.028294563293457,
   "val_loss": 2.867539644241333,
   "acc": 35.96,
   "f1": [
    0.7005648612976074,
    0.40476179122924805,
    0.2475246638059616,
    0.22222214937210083,
    0.13289032876491547,
    0.3016759157180786,
    0.40217384696006775,
    0.38190943002700806,
    0.36029404401779175,
    0.4561401903629303,
    0.14864858984947205,
    0.2588233947753906,
    0.31623923778533936,
    0.26373615860939026,
    0.19736838340759277,
    0.21890540421009064,
    0.3775508999824524,
    0.45454534888267517,
    0.38541653752326965,
    0.2685184180736542,
    0.5978259444236755,
    0.44680842757225037,
    0.33121007680892944,
    0.5524860620498657,
    0.6526314616203308,
    0.2368420511484146,
    0.32365134358406067,
    0.1410255879163742,
    0.4415583610534668,
    0.33532923460006714,
    0.3926379084587097,
    0.36065563559532166,
    0.3440859317779541,
    0.3050846755504608,
    0.28260862827301025,
    0.1194029152393341,
    0.27329182624816895,
    0.18292675912380219,
    0.2240663468837738,
    0.5555553436279297,
    0.3315507173538208,
    0.5650222897529602,
    0.2786884307861328,
    0.31168824434280396,
    0.251428484916687,
    0.2193547636270523,
    0.23312875628471375,
    0.4711109697818756,
    0.46445485949516296,
    0.36470577120780945,
    0.15929198265075684,
    0.3636362552642822,
    0.5223879218101501,
    0.5982905030250549,
    0.5287355184555054,
    0.17194563150405884,
    0.5112106204032898,
    0.3794870972633362,
    0.4150942265987396,
    0.27329182624816895,
    0.6849313974380493,
    0.4720495045185089,
    0.4787232577800751,
    0.3904760777950287,
    0.12648217380046844,
    0.2524271011352539,
    0.17283941805362701,
    0.3398691415786743,
    0.7450978755950928,
    0.5865383148193359,
    0.46376800537109375,
    0.580357015132904,
    0.1368420422077179,
    0.31999990344047546,
    0.1507537066936493,
    0.6220094561576843,
    0.6403939127922058,
    0.1777777075767517,
    0.20895513892173767,
    0.3286384046077728,
    0.11538457125425339,
    0.25274714827537537,
    0.6565654873847961,
    0.3636362850666046,
    0.2674417495727539,
    0.4495411515235901,
    0.42727261781692505,
    0.3865545094013214,
    0.1749999076128006,
    0.33463025093078613,
    0.193548321723938,
    0.44444432854652405,
    0.18840573728084564,
    0.1777777075767517,
    0.5660375952720642,
    0.47787603735923767,
    0.3286384046077728,
    0.3253587782382965,
    0.15228420495986938,
    0.3794870972633362
   ],
   "time": 155.34150685928762,
   "param": [
    {
     "p": 0.07098507881164551,
     "m": 1.0
    },
    {
     "p": 0.06600724905729294,
     "m": 1.0
    },
    {
     "p": 0.07922593504190445,
     "m": 1.0
    },
    {
     "p": 0.07141894102096558,
     "m": 1.0
    },
    {
     "p": 0.0754004493355751,
     "m": 1.0
    },
    {
     "p": 0.06413979083299637,
     "m": 1.0
    },
    {
     "p": 0.07707230001688004,
     "m": 1.0
    },
    {
     "p": 0.0678282082080841,
     "m": 1.0
    },
    {
     "p": 0.06645088642835617,
     "m": 1.0
    },
    {
     "p": 0.07011901587247849,
     "m": 1.0
    },
    {
     "p": 0.07049287855625153,
     "m": 1.0
    },
    {
     "p": 0.07840127497911453,
     "m": 1.0
    },
    {
     "p": 0.07615585625171661,
     "m": 1.0
    },
    {
     "p": 0.0663021057844162,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 95,
   "train_loss": 4.342434883117676,
   "val_loss": 3.0856947898864746,
   "acc": 34.63,
   "f1": [
    0.6296295523643494,
    0.3803679943084717,
    0.256410151720047,
    0.24580998718738556,
    0.13861380517482758,
    0.2739725112915039,
    0.3578946590423584,
    0.3763439953327179,
    0.2898550033569336,
    0.43093910813331604,
    0.17857135832309723,
    0.2547169029712677,
    0.3370785713195801,
    0.20987647771835327,
    0.20869559049606323,
    0.1754385381937027,
    0.3943660855293274,
    0.5175436735153198,
    0.35675665736198425,
    0.2536584436893463,
    0.5757573843002319,
    0.43243229389190674,
    0.28688517212867737,
    0.535519003868103,
    0.6183573603630066,
    0.24630534648895264,
    0.32402223348617554,
    0.09999995678663254,
    0.40206170082092285,
    0.3356642425060272,
    0.4036695957183838,
    0.32034626603126526,
    0.3195265531539917,
    0.3162054419517517,
    0.23829780519008636,
    0.19999992847442627,
    0.28571417927742004,
    0.20689646899700165,
    0.2211054563522339,
    0.4593299925327301,
    0.3575417995452881,
    0.5470851063728333,
    0.2692306935787201,
    0.2870369255542755,
    0.18292675912380219,
    0.20809243619441986,
    0.20858889818191528,
    0.45833322405815125,
    0.46938762068748474,
    0.3880595862865448,
    0.17857135832309723,
    0.25954192876815796,
    0.5460525155067444,
    0.5641024112701416,
    0.48167529702186584,
    0.16608992218971252,
    0.5454543828964233,
    0.3043477237224579,
    0.3873516917228699,
    0.28571417927742004,
    0.7037035822868347,
    0.4634144902229309,
    0.4630540609359741,
    0.38461530208587646,
    0.07547163963317871,
    0.262857049703598,
    0.16666659712791443,
    0.26027390360832214,
    0.721153736114502,
    0.5595853924751282,
    0.47346925735473633,
    0.5380114912986755,
    0.17834389209747314,
    0.26190465688705444,
    0.16901402175426483,
    0.5688887238502502,
    0.645502507686615,
    0.2075471132993698,
    0.21198150515556335,
    0.31914883852005005,
    0.1971830427646637,
    0.25423723459243774,
    0.6731706857681274,
    0.3066665530204773,
    0.28699544072151184,
    0.4192138612270355,
    0.35019445419311523,
    0.3974357545375824,
    0.16867463290691376,
    0.3389829695224762,
    0.2464454174041748,
    0.4808742105960846,
    0.2426777482032776,
    0.1675977110862732,
    0.5505616068840027,
    0.40191373229026794,
    0.24817509949207306,
    0.26578065752983093,
    0.05925920605659485,
    0.3908045291900635
   ],
   "time": 157.66288319509476,
   "param": [
    {
     "p": 0.08891649544239044,
     "m": 1.0
    },
    {
     "p": 0.06900446861982346,
     "m": 1.0
    },
    {
     "p": 0.08379655331373215,
     "m": 1.0
    },
    {
     "p": 0.07285947352647781,
     "m": 1.0
    },
    {
     "p": 0.06799376010894775,
     "m": 1.0
    },
    {
     "p": 0.05378109589219093,
     "m": 1.0
    },
    {
     "p": 0.07936437427997589,
     "m": 1.0
    },
    {
     "p": 0.0693293958902359,
     "m": 1.0
    },
    {
     "p": 0.05990162119269371,
     "m": 1.0
    },
    {
     "p": 0.07340644299983978,
     "m": 1.0
    },
    {
     "p": 0.0636342465877533,
     "m": 1.0
    },
    {
     "p": 0.08597607165575027,
     "m": 1.0
    },
    {
     "p": 0.06555058807134628,
     "m": 1.0
    },
    {
     "p": 0.0664854422211647,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 96,
   "train_loss": 3.8460848331451416,
   "val_loss": 2.77348256111145,
   "acc": 34.9,
   "f1": [
    0.6943003535270691,
    0.39495787024497986,
    0.2099446803331375,
    0.23225797712802887,
    0.13513506948947906,
    0.2745096981525421,
    0.38271594047546387,
    0.32402223348617554,
    0.38834938406944275,
    0.43049317598342896,
    0.14906825125217438,
    0.2999999225139618,
    0.28048771619796753,
    0.2269502729177475,
    0.20276491343975067,
    0.19999992847442627,
    0.38135582208633423,
    0.5084744691848755,
    0.34977567195892334,
    0.23529404401779175,
    0.5531913042068481,
    0.4727271497249603,
    0.3116881847381592,
    0.527607262134552,
    0.6338796615600586,
    0.19230762124061584,
    0.2007167935371399,
    0.16589856147766113,
    0.4489794969558716,
    0.2834007143974304,
    0.3999999165534973,
    0.3231440484523773,
    0.33333325386047363,
    0.3478259742259979,
    0.3063828945159912,
    0.11976040154695511,
    0.29714274406433105,
    0.17518241703510284,
    0.2181817591190338,
    0.5027320981025696,
    0.33576634526252747,
    0.5588234066963196,
    0.24120594561100006,
    0.30208322405815125,
    0.17112290859222412,
    0.16730032861232758,
    0.22222216427326202,
    0.5022025108337402,
    0.5268816351890564,
    0.3783782720565796,
    0.17460311949253082,
    0.34821417927742004,
    0.5398228764533997,
    0.5688071846961975,
    0.4723246097564697,
    0.1704544872045517,
    0.49999988079071045,
    0.34254133701324463,
    0.3874344527721405,
    0.37130793929100037,
    0.7032965421676636,
    0.39130425453186035,
    0.5057469606399536,
    0.38918909430503845,
    0.0840335562825203,
    0.2528734505176544,
    0.13265299797058105,
    0.28947359323501587,
    0.7298576831817627,
    0.5904760956764221,
    0.4631577730178833,
    0.5655736327171326,
    0.1379309892654419,
    0.3362830877304077,
    0.10859721153974533,
    0.6095237135887146,
    0.6461536884307861,
    0.1914892941713333,
    0.20289847254753113,
    0.31999990344047546,
    0.14285707473754883,
    0.24509796500205994,
    0.6927372813224792,
    0.27322396636009216,
    0.23684203624725342,
    0.4223601520061493,
    0.37499988079071045,
    0.42790690064430237,
    0.180851012468338,
    0.35483860969543457,
    0.29467079043388367,
    0.5312498211860657,
    0.2264150232076645,
    0.23300965130329132,
    0.5310733318328857,
    0.41818171739578247,
    0.26315778493881226,
    0.31304338574409485,
    0.1454544961452484,
    0.378109335899353
   ],
   "time": 158.8125866111368,
   "param": [
    {
     "p": 0.07156584411859512,
     "m": 1.0
    },
    {
     "p": 0.05850239098072052,
     "m": 1.0
    },
    {
     "p": 0.07550391554832458,
     "m": 1.0
    },
    {
     "p": 0.06428401172161102,
     "m": 1.0
    },
    {
     "p": 0.07113390415906906,
     "m": 1.0
    },
    {
     "p": 0.06887669116258621,
     "m": 1.0
    },
    {
     "p": 0.0710839107632637,
     "m": 1.0
    },
    {
     "p": 0.07776503264904022,
     "m": 1.0
    },
    {
     "p": 0.07233644276857376,
     "m": 1.0
    },
    {
     "p": 0.07134781777858734,
     "m": 1.0
    },
    {
     "p": 0.07279083877801895,
     "m": 1.0
    },
    {
     "p": 0.08699215203523636,
     "m": 1.0
    },
    {
     "p": 0.08397021144628525,
     "m": 1.0
    },
    {
     "p": 0.05384676903486252,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 97,
   "train_loss": 4.026156902313232,
   "val_loss": 2.806635856628418,
   "acc": 35.91,
   "f1": [
    0.5691055655479431,
    0.39285704493522644,
    0.26190465688705444,
    0.1864406168460846,
    0.16279064118862152,
    0.28999990224838257,
    0.3318776488304138,
    0.35918357968330383,
    0.31764698028564453,
    0.45405393838882446,
    0.18292675912380219,
    0.20408155024051666,
    0.3517586886882782,
    0.26993855834007263,
    0.2741115987300873,
    0.2404370754957199,
    0.36018943786621094,
    0.5020919442176819,
    0.33333322405815125,
    0.23611104488372803,
    0.5511109828948975,
    0.45421239733695984,
    0.29885047674179077,
    0.577777624130249,
    0.5714284777641296,
    0.22222216427326202,
    0.2647058069705963,
    0.21374039351940155,
    0.41840997338294983,
    0.3370785713195801,
    0.41628947854042053,
    0.36607131361961365,
    0.34042543172836304,
    0.2519684433937073,
    0.2653060257434845,
    0.15384608507156372,
    0.2561982572078705,
    0.15748025476932526,
    0.26041656732559204,
    0.47826072573661804,
    0.3295453190803528,
    0.5579397678375244,
    0.26573416590690613,
    0.3209875822067261,
    0.15686267614364624,
    0.1656804084777832,
    0.2426777482032776,
    0.5156248807907104,
    0.47321414947509766,
    0.3522725999355316,
    0.17117109894752502,
    0.35714274644851685,
    0.5575219988822937,
    0.5555554032325745,
    0.49756085872650146,
    0.1657457947731018,
    0.5258619785308838,
    0.34482747316360474,
    0.4198893904685974,
    0.30392149090766907,
    0.728888750076294,
    0.4942527115345001,
    0.4453440308570862,
    0.40206170082092285,
    0.16593880951404572,
    0.2545453608036041,
    0.20408156514167786,
    0.3431951701641083,
    0.7149757146835327,
    0.577777624130249,
    0.47513800859451294,
    0.5989303588867188,
    0.11111104488372803,
    0.3756905198097229,
    0.1307188868522644,
    0.5990782380104065,
    0.62135910987854,
    0.09999994188547134,
    0.20111726224422455,
    0.320441871881485,
    0.1410255879163742,
    0.30697670578956604,
    0.7005074620246887,
    0.2696628272533417,
    0.2949307858943939,
    0.39688706398010254,
    0.42477864027023315,
    0.4120170772075653,
    0.13533830642700195,
    0.37130793929100037,
    0.2531644403934479,
    0.49411749839782715,
    0.19251330196857452,
    0.21978014707565308,
    0.5786800384521484,
    0.44221094250679016,
    0.34920626878738403,
    0.30046939849853516,
    0.15028895437717438,
    0.3356642425060272
   ],
   "time": 160.85074572544545,
   "param": [
    {
     "p": 0.07563674449920654,
     "m": 1.0
    },
    {
     "p": 0.05767373368144035,
     "m": 1.0
    },
    {
     "p": 0.08066175132989883,
     "m": 1.0
    },
    {
     "p": 0.07117966562509537,
     "m": 1.0
    },
    {
     "p": 0.07594707608222961,
     "m": 1.0
    },
    {
     "p": 0.07242636382579803,
     "m": 1.0
    },
    {
     "p": 0.07756533473730087,
     "m": 1.0
    },
    {
     "p": 0.054012250155210495,
     "m": 1.0
    },
    {
     "p": 0.07629317790269852,
     "m": 1.0
    },
    {
     "p": 0.07175249606370926,
     "m": 1.0
    },
    {
     "p": 0.075492262840271,
     "m": 1.0
    },
    {
     "p": 0.08316664397716522,
     "m": 1.0
    },
    {
     "p": 0.07665717601776123,
     "m": 1.0
    },
    {
     "p": 0.05153536796569824,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 98,
   "train_loss": 4.104917049407959,
   "val_loss": 2.5639448165893555,
   "acc": 35.42,
   "f1": [
    0.6538460850715637,
    0.44554442167282104,
    0.22784805297851562,
    0.21848732233047485,
    0.1485147923231125,
    0.265060156583786,
    0.37373724579811096,
    0.39999985694885254,
    0.3555554449558258,
    0.4533332288265228,
    0.20134222507476807,
    0.20895515382289886,
    0.31764698028564453,
    0.2446807622909546,
    0.15999993681907654,
    0.21556879580020905,
    0.36809808015823364,
    0.5199998617172241,
    0.3037973642349243,
    0.2541435658931732,
    0.5549131631851196,
    0.5240640044212341,
    0.3165466785430908,
    0.5727698802947998,
    0.6160336136817932,
    0.2543351650238037,
    0.28758159279823303,
    0.18713442981243134,
    0.4916200041770935,
    0.3625729978084564,
    0.3714284598827362,
    0.3419688045978546,
    0.29268282651901245,
    0.3692306876182556,
    0.2898550033569336,
    0.15044242143630981,
    0.2727271616458893,
    0.25906726717948914,
    0.2348177433013916,
    0.48936155438423157,
    0.34254133701324463,
    0.5860464572906494,
    0.25116273760795593,
    0.3621397912502289,
    0.15199993550777435,
    0.1868511587381363,
    0.2473117560148239,
    0.44999995827674866,
    0.38461530208587646,
    0.3999998867511749,
    0.14440427720546722,
    0.3383083641529083,
    0.5849055051803589,
    0.5419846177101135,
    0.4976957440376282,
    0.19753079116344452,
    0.5193368792533875,
    0.348314493894577,
    0.42253509163856506,
    0.3184078335762024,
    0.7252746224403381,
    0.5172412991523743,
    0.4489794969558716,
    0.3022221326828003,
    0.16608992218971252,
    0.2127658873796463,
    0.21463409066200256,
    0.28260859847068787,
    0.6984125375747681,
    0.6139533519744873,
    0.47808754444122314,
    0.5833332538604736,
    0.09999994188547134,
    0.38647329807281494,
    0.11764700710773468,
    0.5840706825256348,
    0.6171427369117737,
    0.15894033014774323,
    0.19999994337558746,
    0.3694266378879547,
    0.1360543668270111,
    0.26728102564811707,
    0.6764704585075378,
    0.28368785977363586,
    0.28048771619796753,
    0.42051267623901367,
    0.371900737285614,
    0.43298953771591187,
    0.19587622582912445,
    0.40174663066864014,
    0.28762534260749817,
    0.4818180501461029,
    0.2147650271654129,
    0.20270265638828278,
    0.5217390656471252,
    0.38709673285484314,
    0.22058817744255066,
    0.3370785713195801,
    0.12931029498577118,
    0.38674020767211914
   ],
   "time": 159.77687509730458,
   "param": [
    {
     "p": 0.07936814427375793,
     "m": 1.0
    },
    {
     "p": 0.06780396401882172,
     "m": 1.0
    },
    {
     "p": 0.07468035072088242,
     "m": 1.0
    },
    {
     "p": 0.06510135531425476,
     "m": 1.0
    },
    {
     "p": 0.07511047273874283,
     "m": 1.0
    },
    {
     "p": 0.07742682099342346,
     "m": 1.0
    },
    {
     "p": 0.07088340073823929,
     "m": 1.0
    },
    {
     "p": 0.08111220598220825,
     "m": 1.0
    },
    {
     "p": 0.06973890215158463,
     "m": 1.0
    },
    {
     "p": 0.07639051228761673,
     "m": 1.0
    },
    {
     "p": 0.06903009861707687,
     "m": 1.0
    },
    {
     "p": 0.07744558155536652,
     "m": 1.0
    },
    {
     "p": 0.06847350299358368,
     "m": 1.0
    },
    {
     "p": 0.04743465408682823,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 99,
   "train_loss": 3.911543846130371,
   "val_loss": 2.728975772857666,
   "acc": 36.14,
   "f1": [
    0.6528496146202087,
    0.4056602716445923,
    0.2424241602420807,
    0.13698624074459076,
    0.19417467713356018,
    0.274914026260376,
    0.37558677792549133,
    0.36464083194732666,
    0.3260868787765503,
    0.44554442167282104,
    0.16560502350330353,
    0.2488478720188141,
    0.32291656732559204,
    0.27322396636009216,
    0.1594202220439911,
    0.2021275758743286,
    0.4242422878742218,
    0.45405393838882446,
    0.3720929026603699,
    0.281406968832016,
    0.5199998617172241,
    0.511415421962738,
    0.36144572496414185,
    0.5434780716896057,
    0.6051281094551086,
    0.23529404401779175,
    0.3065692186355591,
    0.15789467096328735,
    0.434782475233078,
    0.3091786503791809,
    0.4210525453090668,
    0.3894736170768738,
    0.3411763310432434,
    0.29245272278785706,
    0.27433618903160095,
    0.11199995130300522,
    0.27218925952911377,
    0.23529402911663055,
    0.2384614795446396,
    0.43786972761154175,
    0.3555554449558258,
    0.5555554032325745,
    0.3274335563182831,
    0.3421051502227783,
    0.18848159909248352,
    0.20809243619441986,
    0.23834188282489777,
    0.47899147868156433,
    0.4766837954521179,
    0.44339612126350403,
    0.2025315761566162,
    0.3576641380786896,
    0.546153724193573,
    0.558139443397522,
    0.535353422164917,
    0.19791658222675323,
    0.5161288380622864,
    0.36714968085289,
    0.4302324652671814,
    0.37614670395851135,
    0.6968324184417725,
    0.4780486822128296,
    0.4607841968536377,
    0.3442622125148773,
    0.15469607710838318,
    0.2175731509923935,
    0.1818181276321411,
    0.3468207120895386,
    0.6949151158332825,
    0.5963301062583923,
    0.47963786125183105,
    0.6200872659683228,
    0.15238089859485626,
    0.3050846457481384,
    0.10370365530252457,
    0.6028706431388855,
    0.5806450843811035,
    0.21782170236110687,
    0.19277101755142212,
    0.29074883460998535,
    0.1081080436706543,
    0.3148147463798523,
    0.6530610918998718,
    0.3431951701641083,
    0.1777777075767517,
    0.4135337173938751,
    0.3980098366737366,
    0.4799998700618744,
    0.152671679854393,
    0.3722943067550659,
    0.24778753519058228,
    0.5217390060424805,
    0.14173223078250885,
    0.179775208234787,
    0.552941083908081,
    0.4382021129131317,
    0.2597401440143585,
    0.31914883852005005,
    0.15322573482990265,
    0.360248327255249
   ],
   "time": 156.15273497998714,
   "param": [
    {
     "p": 0.07113820314407349,
     "m": 1.0
    },
    {
     "p": 0.06238674372434616,
     "m": 1.0
    },
    {
     "p": 0.09325159341096878,
     "m": 1.0
    },
    {
     "p": 0.06717269122600555,
     "m": 1.0
    },
    {
     "p": 0.06266255676746368,
     "m": 1.0
    },
    {
     "p": 0.06316109001636505,
     "m": 1.0
    },
    {
     "p": 0.08423706144094467,
     "m": 1.0
    },
    {
     "p": 0.06979039311408997,
     "m": 1.0
    },
    {
     "p": 0.06847664713859558,
     "m": 1.0
    },
    {
     "p": 0.05601846054196358,
     "m": 1.0
    },
    {
     "p": 0.06084882467985153,
     "m": 1.0
    },
    {
     "p": 0.08395034819841385,
     "m": 1.0
    },
    {
     "p": 0.09421730786561966,
     "m": 1.0
    },
    {
     "p": 0.06268812716007233,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 100,
   "train_loss": 3.3733859062194824,
   "val_loss": 2.5546813011169434,
   "acc": 35.85,
   "f1": [
    0.6473986506462097,
    0.39106133580207825,
    0.256410151720047,
    0.20202013850212097,
    0.12307687103748322,
    0.2389935851097107,
    0.3523315489292145,
    0.3736262619495392,
    0.3697478175163269,
    0.44827571511268616,
    0.1985815018415451,
    0.2403845638036728,
    0.33333319425582886,
    0.17187494039535522,
    0.17708326876163483,
    0.2085307389497757,
    0.38775497674942017,
    0.46999987959861755,
    0.324607253074646,
    0.2653060257434845,
    0.603351891040802,
    0.4979918897151947,
    0.2944784462451935,
    0.5523808598518372,
    0.6666665077209473,
    0.2793295085430145,
    0.29268282651901245,
    0.21917802095413208,
    0.47747737169265747,
    0.2764226496219635,
    0.3636362552642822,
    0.3687942624092102,
    0.33939382433891296,
    0.2816900908946991,
    0.25870639085769653,
    0.15757569670677185,
    0.27173903584480286,
    0.2716048061847687,
    0.23076918721199036,
    0.49999985098838806,
    0.3953487277030945,
    0.5081965923309326,
    0.3653844892978668,
    0.32402223348617554,
    0.19791658222675323,
    0.18478251993656158,
    0.23376615345478058,
    0.4292236268520355,
    0.4502616822719574,
    0.4019606411457062,
    0.1935483068227768,
    0.3184078335762024,
    0.5742572546005249,
    0.5791853666305542,
    0.4924241304397583,
    0.17266181111335754,
    0.49756085872650146,
    0.38150280714035034,
    0.387096643447876,
    0.3240739703178406,
    0.6756755113601685,
    0.4774192273616791,
    0.4855490028858185,
    0.36893191933631897,
    0.14432983100414276,
    0.23529404401779175,
    0.1854303926229477,
    0.3365383446216583,
    0.7363182306289673,
    0.5730335712432861,
    0.44221094250679016,
    0.5882351994514465,
    0.1162789985537529,
    0.41379302740097046,
    0.21333326399326324,
    0.6082947254180908,
    0.6268655061721802,
    0.17808210849761963,
    0.19251330196857452,
    0.3050846755504608,
    0.14765094220638275,
    0.27160486578941345,
    0.6794257164001465,
    0.29940110445022583,
    0.22727267444133759,
    0.4096384346485138,
    0.4111110270023346,
    0.4170211851596832,
    0.18181811273097992,
    0.2964823246002197,
    0.2677823603153229,
    0.49999988079071045,
    0.27884605526924133,
    0.1866666078567505,
    0.5714284777641296,
    0.42512065172195435,
    0.33333325386047363,
    0.25396814942359924,
    0.14772720634937286,
    0.34042543172836304
   ],
   "time": 162.15991439297795,
   "param": [
    {
     "p": 0.08984696120023727,
     "m": 1.0
    },
    {
     "p": 0.05548211559653282,
     "m": 1.0
    },
    {
     "p": 0.08826254308223724,
     "m": 1.0
    },
    {
     "p": 0.060485780239105225,
     "m": 1.0
    },
    {
     "p": 0.0689578577876091,
     "m": 1.0
    },
    {
     "p": 0.07756738364696503,
     "m": 1.0
    },
    {
     "p": 0.07550526410341263,
     "m": 1.0
    },
    {
     "p": 0.07682812958955765,
     "m": 1.0
    },
    {
     "p": 0.07037780433893204,
     "m": 1.0
    },
    {
     "p": 0.07377008348703384,
     "m": 1.0
    },
    {
     "p": 0.0684642642736435,
     "m": 1.0
    },
    {
     "p": 0.06987947225570679,
     "m": 1.0
    },
    {
     "p": 0.08090320229530334,
     "m": 1.0
    },
    {
     "p": 0.043669093400239944,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 101,
   "train_loss": 4.071400165557861,
   "val_loss": 2.653686285018921,
   "acc": 34.73,
   "f1": [
    0.6551722884178162,
    0.3151514232158661,
    0.22666659951210022,
    0.21100911498069763,
    0.17307688295841217,
    0.300884872674942,
    0.36815908551216125,
    0.35443025827407837,
    0.32812491059303284,
    0.42168664932250977,
    0.12949636578559875,
    0.2999999225139618,
    0.362790584564209,
    0.22727267444133759,
    0.1965317279100418,
    0.19078941643238068,
    0.3894736170768738,
    0.42657333612442017,
    0.3431951701641083,
    0.26244333386421204,
    0.5747125148773193,
    0.38888877630233765,
    0.30541861057281494,
    0.6086955070495605,
    0.5970147848129272,
    0.23076917231082916,
    0.24028262495994568,
    0.2065216600894928,
    0.48484838008880615,
    0.2642856538295746,
    0.4279474914073944,
    0.2959640622138977,
    0.34972667694091797,
    0.278026819229126,
    0.28571417927742004,
    0.1635219305753708,
    0.32195112109184265,
    0.2279411107301712,
    0.20264311134815216,
    0.5280897617340088,
    0.3696681261062622,
    0.6021503806114197,
    0.2602229714393616,
    0.3265305459499359,
    0.18749994039535522,
    0.20224712789058685,
    0.2736841142177582,
    0.4919784665107727,
    0.48039206862449646,
    0.411984920501709,
    0.18025743961334229,
    0.331707239151001,
    0.5928853154182434,
    0.5190838575363159,
    0.5140561461448669,
    0.1635219305753708,
    0.5116277933120728,
    0.3850930631160736,
    0.38674020767211914,
    0.2909089922904968,
    0.7174886465072632,
    0.429447740316391,
    0.45595842599868774,
    0.35616424679756165,
    0.08888883143663406,
    0.2214021533727646,
    0.1742737889289856,
    0.31724128127098083,
    0.7093595266342163,
    0.5731706023216248,
    0.4615383744239807,
    0.5681816935539246,
    0.13043473660945892,
    0.2658226788043976,
    0.13973794877529144,
    0.603351891040802,
    0.6305417418479919,
    0.11594197899103165,
    0.1835748255252838,
    0.31775689125061035,
    0.15887843072414398,
    0.2793295085430145,
    0.7241377830505371,
    0.29677411913871765,
    0.23134320974349976,
    0.4186045527458191,
    0.3583814203739166,
    0.44976064562797546,
    0.14705877006053925,
    0.3654821515083313,
    0.26845628023147583,
    0.5483869910240173,
    0.24074065685272217,
    0.1612902730703354,
    0.5376343131065369,
    0.3905324339866638,
    0.38095229864120483,
    0.25688064098358154,
    0.12359543144702911,
    0.31944435834884644
   ],
   "time": 152.5132877845317,
   "param": [
    {
     "p": 0.06799192726612091,
     "m": 1.0
    },
    {
     "p": 0.06699226796627045,
     "m": 1.0
    },
    {
     "p": 0.0947999432682991,
     "m": 1.0
    },
    {
     "p": 0.08079522848129272,
     "m": 1.0
    },
    {
     "p": 0.08076730370521545,
     "m": 1.0
    },
    {
     "p": 0.07128613442182541,
     "m": 1.0
    },
    {
     "p": 0.07504482567310333,
     "m": 1.0
    },
    {
     "p": 0.08514943718910217,
     "m": 1.0
    },
    {
     "p": 0.055053163319826126,
     "m": 1.0
    },
    {
     "p": 0.04983266443014145,
     "m": 1.0
    },
    {
     "p": 0.07955815643072128,
     "m": 1.0
    },
    {
     "p": 0.06577832996845245,
     "m": 1.0
    },
    {
     "p": 0.07887717336416245,
     "m": 1.0
    },
    {
     "p": 0.048073481768369675,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 102,
   "train_loss": 4.471177101135254,
   "val_loss": 2.722745895385742,
   "acc": 35.69,
   "f1": [
    0.6376810669898987,
    0.40552979707717896,
    0.23595495522022247,
    0.18633535504341125,
    0.16853927075862885,
    0.2713567018508911,
    0.3619908392429352,
    0.3478259742259979,
    0.30933326482772827,
    0.48044681549072266,
    0.15116271376609802,
    0.23529404401779175,
    0.31944435834884644,
    0.24390234053134918,
    0.16853927075862885,
    0.2564101815223694,
    0.32704389095306396,
    0.502282977104187,
    0.3537905216217041,
    0.2470587193965912,
    0.5267855525016785,
    0.47169798612594604,
    0.3034482002258301,
    0.5465837121009827,
    0.6428569555282593,
    0.24137921631336212,
    0.22966498136520386,
    0.2333332598209381,
    0.43715834617614746,
    0.40718549489974976,
    0.37288129329681396,
    0.3304346799850464,
    0.31775689125061035,
    0.25675666332244873,
    0.231999933719635,
    0.13414627313613892,
    0.2660943269729614,
    0.2075471132993698,
    0.21100911498069763,
    0.4733726978302002,
    0.3425924777984619,
    0.5771142840385437,
    0.29629620909690857,
    0.3628317713737488,
    0.19393931329250336,
    0.18285706639289856,
    0.24358965456485748,
    0.49773746728897095,
    0.4402983784675598,
    0.3726707398891449,
    0.16091948747634888,
    0.34181809425354004,
    0.5757573843002319,
    0.6044443249702454,
    0.5658535361289978,
    0.13978487253189087,
    0.5158370137214661,
    0.3741934299468994,
    0.42857128381729126,
    0.3428570628166199,
    0.718893826007843,
    0.43979042768478394,
    0.45320188999176025,
    0.2968197166919708,
    0.11612897366285324,
    0.21951214969158173,
    0.16184966266155243,
    0.3314915895462036,
    0.678413987159729,
    0.582914412021637,
    0.48034927248954773,
    0.5840706825256348,
    0.1307188868522644,
    0.34024888277053833,
    0.15873010456562042,
    0.6237622499465942,
    0.6589593291282654,
    0.15469607710838318,
    0.20382159948349,
    0.3232322335243225,
    0.14444437623023987,
    0.2741115987300873,
    0.666666567325592,
    0.3495144844055176,
    0.29139062762260437,
    0.44827574491500854,
    0.40404030680656433,
    0.4046241343021393,
    0.161943256855011,
    0.43999987840652466,
    0.2834007143974304,
    0.5257730484008789,
    0.1938774734735489,
    0.20087330043315887,
    0.562211811542511,
    0.41071420907974243,
    0.3439999520778656,
    0.3024389147758484,
    0.13999994099140167,
    0.37499991059303284
   ],
   "time": 161.64628420118243,
   "param": [
    {
     "p": 0.08525637537240982,
     "m": 1.0
    },
    {
     "p": 0.0717010423541069,
     "m": 1.0
    },
    {
     "p": 0.08321844041347504,
     "m": 1.0
    },
    {
     "p": 0.07213306427001953,
     "m": 1.0
    },
    {
     "p": 0.0703582912683487,
     "m": 1.0
    },
    {
     "p": 0.06661897897720337,
     "m": 1.0
    },
    {
     "p": 0.08098017424345016,
     "m": 1.0
    },
    {
     "p": 0.07494347542524338,
     "m": 1.0
    },
    {
     "p": 0.07676323503255844,
     "m": 1.0
    },
    {
     "p": 0.06193181499838829,
     "m": 1.0
    },
    {
     "p": 0.05733882635831833,
     "m": 1.0
    },
    {
     "p": 0.06978226453065872,
     "m": 1.0
    },
    {
     "p": 0.07004288583993912,
     "m": 1.0
    },
    {
     "p": 0.05893109366297722,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 103,
   "train_loss": 3.6937127113342285,
   "val_loss": 2.787522792816162,
   "acc": 36.11,
   "f1": [
    0.659340500831604,
    0.4112148582935333,
    0.3285713195800781,
    0.2456139326095581,
    0.12658220529556274,
    0.29365071654319763,
    0.3885713219642639,
    0.39999985694885254,
    0.3205574154853821,
    0.4292682111263275,
    0.1142856702208519,
    0.2914571762084961,
    0.35365843772888184,
    0.18518511950969696,
    0.2037036269903183,
    0.16176463663578033,
    0.34482747316360474,
    0.48068660497665405,
    0.32258057594299316,
    0.2702701687812805,
    0.6256982088088989,
    0.46564874053001404,
    0.3402060866355896,
    0.5688887238502502,
    0.6325579881668091,
    0.2553190290927887,
    0.289308100938797,
    0.2173912227153778,
    0.507771909236908,
    0.3837208151817322,
    0.40206170082092285,
    0.3537905216217041,
    0.33333325386047363,
    0.336633563041687,
    0.24999991059303284,
    0.20224712789058685,
    0.28999990224838257,
    0.24210518598556519,
    0.24710416793823242,
    0.4927534759044647,
    0.327868789434433,
    0.5599998831748962,
    0.3304346799850464,
    0.3094339072704315,
    0.119999960064888,
    0.21686740219593048,
    0.2613064646720886,
    0.4999999403953552,
    0.4565216302871704,
    0.3756905198097229,
    0.16753920912742615,
    0.3669723868370056,
    0.5638765096664429,
    0.6288208365440369,
    0.5306121110916138,
    0.1650484949350357,
    0.5180721879005432,
    0.36585354804992676,
    0.39004138112068176,
    0.34343424439430237,
    0.722222089767456,
    0.44036686420440674,
    0.45238080620765686,
    0.38918909430503845,
    0.1357465535402298,
    0.19108274579048157,
    0.19540224969387054,
    0.30769219994544983,
    0.6517856121063232,
    0.6195651292800903,
    0.4903845191001892,
    0.543352484703064,
    0.16267937421798706,
    0.31055888533592224,
    0.14977967739105225,
    0.5641024708747864,
    0.6470587849617004,
    0.1029411256313324,
    0.2065216600894928,
    0.3186812400817871,
    0.17171710729599,
    0.25210076570510864,
    0.7040814757347107,
    0.3510637581348419,
    0.20472434163093567,
    0.3939392864704132,
    0.39111098647117615,
    0.39130425453186035,
    0.18421046435832977,
    0.32601872086524963,
    0.2928869426250458,
    0.4955751299858093,
    0.1775147169828415,
    0.16901402175426483,
    0.5312498807907104,
    0.4292236268520355,
    0.3319500982761383,
    0.2660549581050873,
    0.14583328366279602,
    0.33128824830055237
   ],
   "time": 160.01466270443052,
   "param": [
    {
     "p": 0.08062640577554703,
     "m": 1.0
    },
    {
     "p": 0.07743833214044571,
     "m": 1.0
    },
    {
     "p": 0.08466051518917084,
     "m": 1.0
    },
    {
     "p": 0.0574457161128521,
     "m": 1.0
    },
    {
     "p": 0.07199201732873917,
     "m": 1.0
    },
    {
     "p": 0.053976960480213165,
     "m": 1.0
    },
    {
     "p": 0.06236305087804794,
     "m": 1.0
    },
    {
     "p": 0.08164586871862411,
     "m": 1.0
    },
    {
     "p": 0.06914211064577103,
     "m": 1.0
    },
    {
     "p": 0.07698504626750946,
     "m": 1.0
    },
    {
     "p": 0.07742171734571457,
     "m": 1.0
    },
    {
     "p": 0.07839131355285645,
     "m": 1.0
    },
    {
     "p": 0.07556535303592682,
     "m": 1.0
    },
    {
     "p": 0.052345652133226395,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 104,
   "train_loss": 3.641071319580078,
   "val_loss": 2.478430986404419,
   "acc": 35.72,
   "f1": [
    0.6590906977653503,
    0.28358200192451477,
    0.3314284682273865,
    0.22222213447093964,
    0.14814810454845428,
    0.3295453190803528,
    0.3999998867511749,
    0.3522011637687683,
    0.2758619785308838,
    0.3943660855293274,
    0.14634141325950623,
    0.31088075041770935,
    0.32183900475502014,
    0.26008957624435425,
    0.2211054563522339,
    0.19428564608097076,
    0.38974347710609436,
    0.474226713180542,
    0.34977567195892334,
    0.2694299519062042,
    0.5921786427497864,
    0.49773746728897095,
    0.3024389147758484,
    0.5762709975242615,
    0.5691698789596558,
    0.28019312024116516,
    0.27715346217155457,
    0.18181811273097992,
    0.41592907905578613,
    0.35359105467796326,
    0.4120602011680603,
    0.30588221549987793,
    0.3482586145401001,
    0.2673266530036926,
    0.23661965131759644,
    0.18404902517795563,
    0.29850736260414124,
    0.24161066114902496,
    0.21459220349788666,
    0.5030673146247864,
    0.38043469190597534,
    0.5175436735153198,
    0.32978713512420654,
    0.3246752619743347,
    0.1749999076128006,
    0.1855669468641281,
    0.22818784415721893,
    0.4675323963165283,
    0.5026176571846008,
    0.4385963976383209,
    0.1494252234697342,
    0.37179476022720337,
    0.5321099162101746,
    0.6113536357879639,
    0.49523797631263733,
    0.16666661202907562,
    0.5550238490104675,
    0.38596484065055847,
    0.3736262619495392,
    0.3428570628166199,
    0.728155255317688,
    0.3798881769180298,
    0.4666665494441986,
    0.345177561044693,
    0.14925366640090942,
    0.19178074598312378,
    0.12987005710601807,
    0.27118635177612305,
    0.7219511270523071,
    0.5250964164733887,
    0.5049503445625305,
    0.6030149459838867,
    0.1499999314546585,
    0.3406592309474945,
    0.15686267614364624,
    0.5765764713287354,
    0.6188339591026306,
    0.16107375919818878,
    0.20571422576904297,
    0.35714274644851685,
    0.1401868611574173,
    0.3076922297477722,
    0.6633164882659912,
    0.36448585987091064,
    0.26600977778434753,
    0.4854367673397064,
    0.3981899321079254,
    0.39285704493522644,
    0.1764705330133438,
    0.35748788714408875,
    0.22666659951210022,
    0.5128204226493835,
    0.22222216427326202,
    0.21333327889442444,
    0.49285703897476196,
    0.4142010807991028,
    0.3171805441379547,
    0.30830031633377075,
    0.15228420495986938,
    0.38502663373947144
   ],
   "time": 156.01848448533565,
   "param": [
    {
     "p": 0.07214188575744629,
     "m": 1.0
    },
    {
     "p": 0.07073565572500229,
     "m": 1.0
    },
    {
     "p": 0.07917076349258423,
     "m": 1.0
    },
    {
     "p": 0.08135303109884262,
     "m": 1.0
    },
    {
     "p": 0.065785251557827,
     "m": 1.0
    },
    {
     "p": 0.06578301638364792,
     "m": 1.0
    },
    {
     "p": 0.07572489231824875,
     "m": 1.0
    },
    {
     "p": 0.06846252828836441,
     "m": 1.0
    },
    {
     "p": 0.07165028899908066,
     "m": 1.0
    },
    {
     "p": 0.053072091192007065,
     "m": 1.0
    },
    {
     "p": 0.07101321965456009,
     "m": 1.0
    },
    {
     "p": 0.07618259638547897,
     "m": 1.0
    },
    {
     "p": 0.08756909519433975,
     "m": 1.0
    },
    {
     "p": 0.0613555870950222,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 105,
   "train_loss": 4.125168323516846,
   "val_loss": 2.497344970703125,
   "acc": 35.38,
   "f1": [
    0.6320753693580627,
    0.3744291365146637,
    0.22999992966651917,
    0.2614377737045288,
    0.1596243679523468,
    0.22570528090000153,
    0.3765689730644226,
    0.346666544675827,
    0.31999990344047546,
    0.44554442167282104,
    0.1410255879163742,
    0.251082181930542,
    0.3250882625579834,
    0.14516125619411469,
    0.23595495522022247,
    0.19580411911010742,
    0.3841806650161743,
    0.44628089666366577,
    0.3678159713745117,
    0.2697673439979553,
    0.5537188649177551,
    0.48739489912986755,
    0.3399999141693115,
    0.5026736855506897,
    0.6514284610748291,
    0.24060142040252686,
    0.290502667427063,
    0.16580305993556976,
    0.40624991059303284,
    0.36046499013900757,
    0.3703702688217163,
    0.38888880610466003,
    0.28813549876213074,
    0.28571417927742004,
    0.26136353611946106,
    0.18478251993656158,
    0.24615375697612762,
    0.22727267444133759,
    0.18749994039535522,
    0.45637571811676025,
    0.3463686406612396,
    0.6282721161842346,
    0.3736262619495392,
    0.32919245958328247,
    0.18518511950969696,
    0.20125779509544373,
    0.2208588421344757,
    0.5194804668426514,
    0.4142855703830719,
    0.3934425115585327,
    0.2021275758743286,
    0.36123335361480713,
    0.5650222897529602,
    0.5546217560768127,
    0.5595237016677856,
    0.17525766789913177,
    0.5454543828964233,
    0.3443707227706909,
    0.43438899517059326,
    0.38341957330703735,
    0.6874998807907104,
    0.44970402121543884,
    0.4411763548851013,
    0.35051536560058594,
    0.07812494784593582,
    0.2248995453119278,
    0.16049376130104065,
    0.28268545866012573,
    0.6728971004486084,
    0.6288208365440369,
    0.4431816637516022,
    0.5259258151054382,
    0.16417905688285828,
    0.2749998867511749,
    0.13513506948947906,
    0.5780345797538757,
    0.6310677528381348,
    0.1855669468641281,
    0.20765019953250885,
    0.34554967284202576,
    0.11678826063871384,
    0.2695651352405548,
    0.6422017216682434,
    0.3314915895462036,
    0.17699109017848969,
    0.3948496878147125,
    0.3703702688217163,
    0.43181803822517395,
    0.16326524317264557,
    0.41284388303756714,
    0.28181809186935425,
    0.5199998617172241,
    0.1594202220439911,
    0.15706801414489746,
    0.535353422164917,
    0.4453440308570862,
    0.3135133981704712,
    0.32804223895072937,
    0.15757569670677185,
    0.3979056477546692
   ],
   "time": 157.06285112537444,
   "param": [
    {
     "p": 0.0734143927693367,
     "m": 1.0
    },
    {
     "p": 0.059837985783815384,
     "m": 1.0
    },
    {
     "p": 0.09680076688528061,
     "m": 1.0
    },
    {
     "p": 0.07419057190418243,
     "m": 1.0
    },
    {
     "p": 0.07248404622077942,
     "m": 1.0
    },
    {
     "p": 0.07126573473215103,
     "m": 1.0
    },
    {
     "p": 0.0781138464808464,
     "m": 1.0
    },
    {
     "p": 0.05278007686138153,
     "m": 1.0
    },
    {
     "p": 0.0779617428779602,
     "m": 1.0
    },
    {
     "p": 0.08108524233102798,
     "m": 1.0
    },
    {
     "p": 0.05554605647921562,
     "m": 1.0
    },
    {
     "p": 0.06961430609226227,
     "m": 1.0
    },
    {
     "p": 0.08504212647676468,
     "m": 1.0
    },
    {
     "p": 0.05186309292912483,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 106,
   "train_loss": 4.099629878997803,
   "val_loss": 2.6164045333862305,
   "acc": 35.16,
   "f1": [
    0.6436780691146851,
    0.38918909430503845,
    0.27329182624816895,
    0.19580411911010742,
    0.16243648529052734,
    0.3076922297477722,
    0.4114284813404083,
    0.362790584564209,
    0.3111110329627991,
    0.4331209361553192,
    0.13114747405052185,
    0.27777767181396484,
    0.3508770763874054,
    0.17054256796836853,
    0.21989519894123077,
    0.2444443702697754,
    0.3832334280014038,
    0.474226713180542,
    0.41176459193229675,
    0.27218925952911377,
    0.5803107619285583,
    0.47499990463256836,
    0.3428570628166199,
    0.5026736855506897,
    0.6367712020874023,
    0.20765019953250885,
    0.3225805461406708,
    0.1937715709209442,
    0.40789464116096497,
    0.31818172335624695,
    0.39183664321899414,
    0.3431951701641083,
    0.33720916509628296,
    0.3414633274078369,
    0.2436547577381134,
    0.09032251685857773,
    0.2415093332529068,
    0.16417904198169708,
    0.1775147169828415,
    0.5168538093566895,
    0.30418241024017334,
    0.6214687824249268,
    0.30662015080451965,
    0.32911381125450134,
    0.21395343542099,
    0.2176164984703064,
    0.21428565680980682,
    0.5240174531936646,
    0.4585364758968353,
    0.35365843772888184,
    0.17821775376796722,
    0.3384614586830139,
    0.5454544425010681,
    0.653658390045166,
    0.5549736618995667,
    0.14285707473754883,
    0.49350637197494507,
    0.33939382433891296,
    0.3979056477546692,
    0.3172413110733032,
    0.6938773989677429,
    0.3951611816883087,
    0.4624998867511749,
    0.3440859317779541,
    0.11398956924676895,
    0.2513660192489624,
    0.18978095054626465,
    0.2944784462451935,
    0.7096772789955139,
    0.6031745076179504,
    0.4623654782772064,
    0.5746267437934875,
    0.1081080511212349,
    0.3703702986240387,
    0.11805551499128342,
    0.614718496799469,
    0.6256982088088989,
    0.21524657309055328,
    0.18768325448036194,
    0.3196720480918884,
    0.14371250569820404,
    0.23809516429901123,
    0.6989246010780334,
    0.3365383446216583,
    0.2658226788043976,
    0.446808397769928,
    0.39548009634017944,
    0.4380951225757599,
    0.16666659712791443,
    0.36734679341316223,
    0.28235286474227905,
    0.5146197080612183,
    0.21890540421009064,
    0.16326524317264557,
    0.5434780716896057,
    0.43093910813331604,
    0.25675666332244873,
    0.30952370166778564,
    0.13559316098690033,
    0.33502528071403503
   ],
   "time": 159.06956216599792,
   "param": [
    {
     "p": 0.07060182094573975,
     "m": 1.0
    },
    {
     "p": 0.07311410456895828,
     "m": 1.0
    },
    {
     "p": 0.07975900173187256,
     "m": 1.0
    },
    {
     "p": 0.07906021177768707,
     "m": 1.0
    },
    {
     "p": 0.06323850154876709,
     "m": 1.0
    },
    {
     "p": 0.06585326045751572,
     "m": 1.0
    },
    {
     "p": 0.06732530891895294,
     "m": 1.0
    },
    {
     "p": 0.08158910274505615,
     "m": 1.0
    },
    {
     "p": 0.07007081806659698,
     "m": 1.0
    },
    {
     "p": 0.07026433199644089,
     "m": 1.0
    },
    {
     "p": 0.07061268389225006,
     "m": 1.0
    },
    {
     "p": 0.07267558574676514,
     "m": 1.0
    },
    {
     "p": 0.07692087441682816,
     "m": 1.0
    },
    {
     "p": 0.05891435593366623,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 107,
   "train_loss": 3.725876808166504,
   "val_loss": 2.897459030151367,
   "acc": 36.34,
   "f1": [
    0.6082947254180908,
    0.42168664932250977,
    0.24516120553016663,
    0.24113468825817108,
    0.13114748895168304,
    0.2810809910297394,
    0.4659089744091034,
    0.45581385493278503,
    0.36269423365592957,
    0.4410255253314972,
    0.17610056698322296,
    0.2764226496219635,
    0.3034481704235077,
    0.2599999010562897,
    0.17877088487148285,
    0.23529402911663055,
    0.33755266666412354,
    0.4504503309726715,
    0.3599999248981476,
    0.2784809470176697,
    0.5220882296562195,
    0.4878047704696655,
    0.2842104732990265,
    0.5465114712715149,
    0.6262625455856323,
    0.22545449435710907,
    0.2879376709461212,
    0.20689646899700165,
    0.43181803822517395,
    0.3636362850666046,
    0.3745581805706024,
    0.3694778084754944,
    0.3118278682231903,
    0.3398691415786743,
    0.3076922297477722,
    0.18867920339107513,
    0.3090128004550934,
    0.21319790184497833,
    0.22222214937210083,
    0.4502616822719574,
    0.3287670314311981,
    0.5925924777984619,
    0.31155768036842346,
    0.32941165566444397,
    0.19459453225135803,
    0.193548321723938,
    0.21686740219593048,
    0.445282906293869,
    0.4537035822868347,
    0.29370617866516113,
    0.19444438815116882,
    0.30630621314048767,
    0.47513800859451294,
    0.5564514994621277,
    0.579439103603363,
    0.12658220529556274,
    0.5462554097175598,
    0.3626372814178467,
    0.43093910813331604,
    0.3444443643093109,
    0.7012985944747925,
    0.43902432918548584,
    0.47236168384552,
    0.3648647665977478,
    0.13888882100582123,
    0.239520862698555,
    0.17021268606185913,
    0.29743579030036926,
    0.7264149188995361,
    0.6285713315010071,
    0.43999987840652466,
    0.6231154203414917,
    0.15642453730106354,
    0.31279608607292175,
    0.1655171811580658,
    0.5276594758033752,
    0.62135910987854,
    0.2116401493549347,
    0.20689646899700165,
    0.32291656732559204,
    0.15384609997272491,
    0.2967032194137573,
    0.7173911929130554,
    0.38341957330703735,
    0.2686566412448883,
    0.46551719307899475,
    0.38626599311828613,
    0.41212108731269836,
    0.12422355264425278,
    0.3882782757282257,
    0.2923975884914398,
    0.46025097370147705,
    0.21556879580020905,
    0.20858889818191528,
    0.559321939945221,
    0.4292236268520355,
    0.3636362850666046,
    0.3014705181121826,
    0.15384609997272491,
    0.4095236659049988
   ],
   "time": 158.32387786358595,
   "param": [
    {
     "p": 0.08093634992837906,
     "m": 1.0
    },
    {
     "p": 0.053496938198804855,
     "m": 1.0
    },
    {
     "p": 0.08420248329639435,
     "m": 1.0
    },
    {
     "p": 0.07551462203264236,
     "m": 1.0
    },
    {
     "p": 0.06600514054298401,
     "m": 1.0
    },
    {
     "p": 0.07846773415803909,
     "m": 1.0
    },
    {
     "p": 0.08200998604297638,
     "m": 1.0
    },
    {
     "p": 0.07965700328350067,
     "m": 1.0
    },
    {
     "p": 0.06367479264736176,
     "m": 1.0
    },
    {
     "p": 0.06791990250349045,
     "m": 1.0
    },
    {
     "p": 0.06953025609254837,
     "m": 1.0
    },
    {
     "p": 0.05955923721194267,
     "m": 1.0
    },
    {
     "p": 0.0873759388923645,
     "m": 1.0
    },
    {
     "p": 0.05164974182844162,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 108,
   "train_loss": 3.626675605773926,
   "val_loss": 2.618612766265869,
   "acc": 35.89,
   "f1": [
    0.6697673201560974,
    0.38888877630233765,
    0.28571420907974243,
    0.24472565948963165,
    0.1588447093963623,
    0.31746023893356323,
    0.4153004288673401,
    0.38271594047546387,
    0.3169397711753845,
    0.4278606176376343,
    0.18079088628292084,
    0.2762430012226105,
    0.31818172335624695,
    0.2010049670934677,
    0.17333325743675232,
    0.2376236915588379,
    0.34374991059303284,
    0.46534639596939087,
    0.3577980697154999,
    0.2559240758419037,
    0.5865383148193359,
    0.4867255389690399,
    0.35862061381340027,
    0.5752211213111877,
    0.6478871703147888,
    0.2097901701927185,
    0.31249991059303284,
    0.18604643642902374,
    0.44198882579803467,
    0.2833332419395447,
    0.3999999165534973,
    0.34374991059303284,
    0.33333322405815125,
    0.299999862909317,
    0.2690582275390625,
    0.14012733101844788,
    0.2727271616458893,
    0.21232870221138,
    0.18779337406158447,
    0.48275846242904663,
    0.34615373611450195,
    0.5870645046234131,
    0.3131312429904938,
    0.3394832909107208,
    0.1696968972682953,
    0.19801974296569824,
    0.2475246638059616,
    0.48034927248954773,
    0.44827574491500854,
    0.38709667325019836,
    0.1639343500137329,
    0.3838382363319397,
    0.5370368957519531,
    0.5829595327377319,
    0.5106381177902222,
    0.14285708963871002,
    0.4899998903274536,
    0.3116881847381592,
    0.41711217164993286,
    0.3578946590423584,
    0.7301585674285889,
    0.45454534888267517,
    0.4630540609359741,
    0.34123215079307556,
    0.09333327412605286,
    0.18292675912380219,
    0.15909084677696228,
    0.30999991297721863,
    0.7064219117164612,
    0.5888887047767639,
    0.44705867767333984,
    0.5816324949264526,
    0.17821775376796722,
    0.32222211360931396,
    0.1635219305753708,
    0.5702809691429138,
    0.5313652157783508,
    0.1650484949350357,
    0.24186037480831146,
    0.3022221326828003,
    0.07936502993106842,
    0.2968749403953552,
    0.6695650219917297,
    0.3894736170768738,
    0.22222216427326202,
    0.43749991059303284,
    0.446808397769928,
    0.4566209018230438,
    0.16037730872631073,
    0.36426109075546265,
    0.2991451919078827,
    0.48068660497665405,
    0.22999992966651917,
    0.20895515382289886,
    0.5948716402053833,
    0.4195120930671692,
    0.35627520084381104,
    0.2761903405189514,
    0.10666660219430923,
    0.40206170082092285
   ],
   "time": 159.61321071907878,
   "param": [
    {
     "p": 0.08069594949483871,
     "m": 1.0
    },
    {
     "p": 0.06799178570508957,
     "m": 1.0
    },
    {
     "p": 0.09503797441720963,
     "m": 1.0
    },
    {
     "p": 0.06488088518381119,
     "m": 1.0
    },
    {
     "p": 0.07116345316171646,
     "m": 1.0
    },
    {
     "p": 0.06823155283927917,
     "m": 1.0
    },
    {
     "p": 0.07940502464771271,
     "m": 1.0
    },
    {
     "p": 0.06450647115707397,
     "m": 1.0
    },
    {
     "p": 0.05742625519633293,
     "m": 1.0
    },
    {
     "p": 0.07217736542224884,
     "m": 1.0
    },
    {
     "p": 0.06262551248073578,
     "m": 1.0
    },
    {
     "p": 0.07034922391176224,
     "m": 1.0
    },
    {
     "p": 0.09299562126398087,
     "m": 1.0
    },
    {
     "p": 0.05251293629407883,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 109,
   "train_loss": 3.8005495071411133,
   "val_loss": 2.8825905323028564,
   "acc": 36.08,
   "f1": [
    0.6602869629859924,
    0.41176459193229675,
    0.24896258115768433,
    0.24793381989002228,
    0.15929198265075684,
    0.32558128237724304,
    0.38461530208587646,
    0.39999985694885254,
    0.3636362552642822,
    0.4433496594429016,
    0.23036640882492065,
    0.24875615537166595,
    0.3249998986721039,
    0.2560974657535553,
    0.22707417607307434,
    0.21834053099155426,
    0.3319500982761383,
    0.5339804887771606,
    0.3586955666542053,
    0.25233638286590576,
    0.5714284181594849,
    0.48484838008880615,
    0.35443025827407837,
    0.38888880610466003,
    0.5872339010238647,
    0.20535708963871002,
    0.32820504903793335,
    0.20512813329696655,
    0.44578301906585693,
    0.34615373611450195,
    0.37209296226501465,
    0.35251790285110474,
    0.33962252736091614,
    0.31764698028564453,
    0.24999992549419403,
    0.11920525878667831,
    0.27777767181396484,
    0.23188398778438568,
    0.2094240039587021,
    0.48717936873435974,
    0.34615373611450195,
    0.5391303300857544,
    0.25352105498313904,
    0.2890172600746155,
    0.220779150724411,
    0.1985815018415451,
    0.2443438321352005,
    0.5174128413200378,
    0.5167463421821594,
    0.38674020767211914,
    0.20118334889411926,
    0.3285022974014282,
    0.5739129781723022,
    0.6086955070495605,
    0.56043940782547,
    0.12322267889976501,
    0.5154638290405273,
    0.35582810640335083,
    0.4090908467769623,
    0.32411059737205505,
    0.7523808479309082,
    0.49999988079071045,
    0.4731181561946869,
    0.3344050347805023,
    0.18072283267974854,
    0.2470587193965912,
    0.19469019770622253,
    0.28723397850990295,
    0.7150257229804993,
    0.559321939945221,
    0.4907405972480774,
    0.5982142090797424,
    0.15189866721630096,
    0.3272726535797119,
    0.11055269837379456,
    0.5911328792572021,
    0.635837972164154,
    0.2076922506093979,
    0.24896258115768433,
    0.322274774312973,
    0.13095231354236603,
    0.2992125153541565,
    0.6947367191314697,
    0.3253011107444763,
    0.25104594230651855,
    0.47120407223701477,
    0.3838382363319397,
    0.42528724670410156,
    0.1868511587381363,
    0.34883710741996765,
    0.2983870208263397,
    0.5279186367988586,
    0.24999991059303284,
    0.17241372168064117,
    0.561576247215271,
    0.41269823908805847,
    0.3617020547389984,
    0.34972667694091797,
    0.12941168248653412,
    0.4050631821155548
   ],
   "time": 164.74952615983784,
   "param": [
    {
     "p": 0.09423552453517914,
     "m": 1.0
    },
    {
     "p": 0.06543826311826706,
     "m": 1.0
    },
    {
     "p": 0.07902074605226517,
     "m": 1.0
    },
    {
     "p": 0.06734929978847504,
     "m": 1.0
    },
    {
     "p": 0.06480340659618378,
     "m": 1.0
    },
    {
     "p": 0.06934435665607452,
     "m": 1.0
    },
    {
     "p": 0.07761060446500778,
     "m": 1.0
    },
    {
     "p": 0.07385565340518951,
     "m": 1.0
    },
    {
     "p": 0.0675429180264473,
     "m": 1.0
    },
    {
     "p": 0.07856502383947372,
     "m": 1.0
    },
    {
     "p": 0.06399113684892654,
     "m": 1.0
    },
    {
     "p": 0.06454741954803467,
     "m": 1.0
    },
    {
     "p": 0.07071793079376221,
     "m": 1.0
    },
    {
     "p": 0.0629776194691658,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 110,
   "train_loss": 3.9239377975463867,
   "val_loss": 2.560337781906128,
   "acc": 36.25,
   "f1": [
    0.6418603658676147,
    0.38150280714035034,
    0.26900574564933777,
    0.22680403292179108,
    0.15525108575820923,
    0.29437223076820374,
    0.41052618622779846,
    0.3894736170768738,
    0.3231440484523773,
    0.3999998867511749,
    0.13636358082294464,
    0.2127659022808075,
    0.32911381125450134,
    0.2694299519062042,
    0.22047238051891327,
    0.24509796500205994,
    0.36633655428886414,
    0.47115376591682434,
    0.38541653752326965,
    0.2842104732990265,
    0.48507454991340637,
    0.45454534888267517,
    0.3157893717288971,
    0.490322470664978,
    0.6599999070167542,
    0.22666659951210022,
    0.30337071418762207,
    0.20276491343975067,
    0.45595842599868774,
    0.29437223076820374,
    0.43850257992744446,
    0.32258057594299316,
    0.37185919284820557,
    0.3628317713737488,
    0.2788843810558319,
    0.1877550482749939,
    0.2592591643333435,
    0.23913034796714783,
    0.2037036269903183,
    0.4777776598930359,
    0.3529410660266876,
    0.5929647088050842,
    0.32352930307388306,
    0.3919999301433563,
    0.2605363130569458,
    0.18811874091625214,
    0.2124999314546585,
    0.4886876940727234,
    0.44808733463287354,
    0.3493974804878235,
    0.18633535504341125,
    0.34710732102394104,
    0.5520360469818115,
    0.5645159482955933,
    0.48132768273353577,
    0.1333332657814026,
    0.5023254752159119,
    0.33333325386047363,
    0.3797467350959778,
    0.3508771061897278,
    0.7042252421379089,
    0.4418603479862213,
    0.43362823128700256,
    0.38834938406944275,
    0.1584157794713974,
    0.213483065366745,
    0.19689112901687622,
    0.3441859781742096,
    0.6940637826919556,
    0.6190475225448608,
    0.45197728276252747,
    0.5748986601829529,
    0.1452513188123703,
    0.362790584564209,
    0.1655171811580658,
    0.614718496799469,
    0.6413041353225708,
    0.13043473660945892,
    0.24999991059303284,
    0.33333322405815125,
    0.17511513829231262,
    0.2403845638036728,
    0.6550217270851135,
    0.28461533784866333,
    0.26315781474113464,
    0.4824119210243225,
    0.41414129734039307,
    0.4215245544910431,
    0.13496926426887512,
    0.3406592309474945,
    0.3069306015968323,
    0.47761180996894836,
    0.12987005710601807,
    0.1775147169828415,
    0.6237622499465942,
    0.45360812544822693,
    0.36065563559532166,
    0.31284910440444946,
    0.1481480747461319,
    0.4148934781551361
   ],
   "time": 159.44469039980322,
   "param": [
    {
     "p": 0.07043567299842834,
     "m": 1.0
    },
    {
     "p": 0.07957475632429123,
     "m": 1.0
    },
    {
     "p": 0.07647614926099777,
     "m": 1.0
    },
    {
     "p": 0.05176478996872902,
     "m": 1.0
    },
    {
     "p": 0.07109475880861282,
     "m": 1.0
    },
    {
     "p": 0.0716899186372757,
     "m": 1.0
    },
    {
     "p": 0.05955249443650246,
     "m": 1.0
    },
    {
     "p": 0.0754220187664032,
     "m": 1.0
    },
    {
     "p": 0.06650601327419281,
     "m": 1.0
    },
    {
     "p": 0.0894070416688919,
     "m": 1.0
    },
    {
     "p": 0.07383162528276443,
     "m": 1.0
    },
    {
     "p": 0.07844588905572891,
     "m": 1.0
    },
    {
     "p": 0.07550296187400818,
     "m": 1.0
    },
    {
     "p": 0.06029589846730232,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 111,
   "train_loss": 3.3207764625549316,
   "val_loss": 2.7593016624450684,
   "acc": 36.88,
   "f1": [
    0.7213113307952881,
    0.37426888942718506,
    0.2705881595611572,
    0.22680403292179108,
    0.213483065366745,
    0.30337071418762207,
    0.41884803771972656,
    0.36809808015823364,
    0.34999990463256836,
    0.40191373229026794,
    0.21538454294204712,
    0.26086944341659546,
    0.35616424679756165,
    0.16666661202907562,
    0.19565211236476898,
    0.20202015340328217,
    0.3547168970108032,
    0.5046727657318115,
    0.30769219994544983,
    0.25203242897987366,
    0.6122447848320007,
    0.464419424533844,
    0.3151514232158661,
    0.5422221422195435,
    0.6631014943122864,
    0.23225797712802887,
    0.28318578004837036,
    0.18604643642902374,
    0.5192306637763977,
    0.32748526334762573,
    0.4607841968536377,
    0.3558718264102936,
    0.4155843257904053,
    0.27799221873283386,
    0.3068782389163971,
    0.17391295731067657,
    0.2636655271053314,
    0.21319790184497833,
    0.2099446803331375,
    0.4567900002002716,
    0.38150280714035034,
    0.634730339050293,
    0.35121941566467285,
    0.36101076006889343,
    0.1891891211271286,
    0.18072283267974854,
    0.25270751118659973,
    0.505154550075531,
    0.48453593254089355,
    0.38961026072502136,
    0.15662643313407898,
    0.2641508877277374,
    0.5963301062583923,
    0.5903083086013794,
    0.5188678503036499,
    0.11347512155771255,
    0.5445024967193604,
    0.35643553733825684,
    0.3467741012573242,
    0.35955044627189636,
    0.7564765214920044,
    0.5145629644393921,
    0.47120407223701477,
    0.3389829397201538,
    0.15023468434810638,
    0.13138681650161743,
    0.19626161456108093,
    0.3389829397201538,
    0.7263681292533875,
    0.575916051864624,
    0.49999988079071045,
    0.5806450843811035,
    0.179775208234787,
    0.4227641224861145,
    0.1405404806137085,
    0.5945944786071777,
    0.5447760224342346,
    0.20408156514167786,
    0.24516120553016663,
    0.3617020547389984,
    0.17721512913703918,
    0.2995593845844269,
    0.6730768084526062,
    0.3756905198097229,
    0.239999920129776,
    0.4705881178379059,
    0.40740731358528137,
    0.40999990701675415,
    0.1970442682504654,
    0.36792439222335815,
    0.3265305161476135,
    0.49565204977989197,
    0.24742262065410614,
    0.19905206561088562,
    0.5021275877952576,
    0.4799998700618744,
    0.3529410660266876,
    0.33035704493522644,
    0.12307687103748322,
    0.4489794969558716
   ],
   "time": 158.546128728427,
   "param": [
    {
     "p": 0.06561224907636642,
     "m": 1.0
    },
    {
     "p": 0.07031874358654022,
     "m": 1.0
    },
    {
     "p": 0.06931651383638382,
     "m": 1.0
    },
    {
     "p": 0.08035248517990112,
     "m": 1.0
    },
    {
     "p": 0.07931061834096909,
     "m": 1.0
    },
    {
     "p": 0.058139730244874954,
     "m": 1.0
    },
    {
     "p": 0.07092901319265366,
     "m": 1.0
    },
    {
     "p": 0.07285737991333008,
     "m": 1.0
    },
    {
     "p": 0.07469472289085388,
     "m": 1.0
    },
    {
     "p": 0.0809035375714302,
     "m": 1.0
    },
    {
     "p": 0.060741495341062546,
     "m": 1.0
    },
    {
     "p": 0.07067196816205978,
     "m": 1.0
    },
    {
     "p": 0.0895906612277031,
     "m": 1.0
    },
    {
     "p": 0.0565609373152256,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 112,
   "train_loss": 4.121245384216309,
   "val_loss": 2.7085673809051514,
   "acc": 36.23,
   "f1": [
    0.680412232875824,
    0.37185919284820557,
    0.23728807270526886,
    0.22710618376731873,
    0.18264833092689514,
    0.2879999279975891,
    0.38056668639183044,
    0.4115225076675415,
    0.360248327255249,
    0.4179103374481201,
    0.1379309892654419,
    0.24899591505527496,
    0.29268282651901245,
    0.24637670814990997,
    0.2105262726545334,
    0.2634729743003845,
    0.37558677792549133,
    0.5148513317108154,
    0.3373492956161499,
    0.2745097279548645,
    0.5648146867752075,
    0.5148513317108154,
    0.3253587782382965,
    0.48780474066734314,
    0.6504853367805481,
    0.22666659951210022,
    0.27118635177612305,
    0.194871723651886,
    0.432748407125473,
    0.3370785713195801,
    0.390243798494339,
    0.37320560216903687,
    0.34920626878738403,
    0.2898550033569336,
    0.304526686668396,
    0.1675977110862732,
    0.2999999225139618,
    0.24580998718738556,
    0.23580780625343323,
    0.5095540285110474,
    0.3677128851413727,
    0.5771142840385437,
    0.29268285632133484,
    0.39639630913734436,
    0.2095237374305725,
    0.16560502350330353,
    0.2275448441505432,
    0.48803818225860596,
    0.47236168384552,
    0.3352600038051605,
    0.14666660130023956,
    0.4042551815509796,
    0.6140349507331848,
    0.5882351994514465,
    0.5374448299407959,
    0.1361255943775177,
    0.5238093733787537,
    0.3057323694229126,
    0.4291844367980957,
    0.32183900475502014,
    0.6837605237960815,
    0.4055943191051483,
    0.45714277029037476,
    0.35833320021629333,
    0.1647058129310608,
    0.25510191917419434,
    0.17948710918426514,
    0.2773721516132355,
    0.5984250903129578,
    0.5565216541290283,
    0.40740731358528137,
    0.5974025130271912,
    0.12307685613632202,
    0.35146433115005493,
    0.15172408521175385,
    0.5840706825256348,
    0.6044443249702454,
    0.21857915818691254,
    0.2433861643075943,
    0.3316061198711395,
    0.13513506948947906,
    0.22471901774406433,
    0.6666664481163025,
    0.33333322405815125,
    0.348314493894577,
    0.43049317598342896,
    0.4158414602279663,
    0.39330533146858215,
    0.1866666078567505,
    0.36619704961776733,
    0.23204411566257477,
    0.49382704496383667,
    0.21495321393013,
    0.2272726446390152,
    0.5714284777641296,
    0.4098359942436218,
    0.3135133981704712,
    0.30456843972206116,
    0.15929198265075684,
    0.32624104619026184
   ],
   "time": 158.74866581335664,
   "param": [
    {
     "p": 0.07579715549945831,
     "m": 1.0
    },
    {
     "p": 0.053533028811216354,
     "m": 1.0
    },
    {
     "p": 0.07635079324245453,
     "m": 1.0
    },
    {
     "p": 0.0628100261092186,
     "m": 1.0
    },
    {
     "p": 0.07127214223146439,
     "m": 1.0
    },
    {
     "p": 0.06997372210025787,
     "m": 1.0
    },
    {
     "p": 0.08109806478023529,
     "m": 1.0
    },
    {
     "p": 0.06640934944152832,
     "m": 1.0
    },
    {
     "p": 0.07177340239286423,
     "m": 1.0
    },
    {
     "p": 0.06663689017295837,
     "m": 1.0
    },
    {
     "p": 0.07829350233078003,
     "m": 1.0
    },
    {
     "p": 0.08571682125329971,
     "m": 1.0
    },
    {
     "p": 0.0729157105088234,
     "m": 1.0
    },
    {
     "p": 0.0674193799495697,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 113,
   "train_loss": 3.8491342067718506,
   "val_loss": 2.6469688415527344,
   "acc": 35.8,
   "f1": [
    0.644067645072937,
    0.38271594047546387,
    0.31325289607048035,
    0.25098028779029846,
    0.1891891211271286,
    0.2909089922904968,
    0.4056602716445923,
    0.36559128761291504,
    0.34615373611450195,
    0.4177214205265045,
    0.18072283267974854,
    0.256410151720047,
    0.292035311460495,
    0.2072538137435913,
    0.13235288858413696,
    0.25116273760795593,
    0.33333322405815125,
    0.48484838008880615,
    0.364531934261322,
    0.2553190290927887,
    0.6108372807502747,
    0.5066665410995483,
    0.2909089922904968,
    0.4852069914340973,
    0.5650222897529602,
    0.2783504128456116,
    0.30303019285202026,
    0.17840369045734406,
    0.4044942855834961,
    0.3354036211967468,
    0.36575865745544434,
    0.31186434626579285,
    0.3112839460372925,
    0.31417617201805115,
    0.32183900475502014,
    0.16149060428142548,
    0.28723397850990295,
    0.208791121840477,
    0.18897633254528046,
    0.46376800537109375,
    0.3515150547027588,
    0.5064376592636108,
    0.30107519030570984,
    0.3840578496456146,
    0.17647051811218262,
    0.18292675912380219,
    0.25510191917419434,
    0.5106382369995117,
    0.507771909236908,
    0.3714284896850586,
    0.20430098474025726,
    0.31404948234558105,
    0.5647058486938477,
    0.6010927557945251,
    0.5081079602241516,
    0.1405404806137085,
    0.4615383744239807,
    0.38961026072502136,
    0.4090907871723175,
    0.32335323095321655,
    0.7106597423553467,
    0.41340771317481995,
    0.4729062616825104,
    0.3699999153614044,
    0.12499994039535522,
    0.23655906319618225,
    0.15384609997272491,
    0.30952370166778564,
    0.7093595266342163,
    0.5936071872711182,
    0.4720495045185089,
    0.582089364528656,
    0.1818181276321411,
    0.3636362552642822,
    0.13829779624938965,
    0.6030149459838867,
    0.6815640926361084,
    0.13414627313613892,
    0.2694299519062042,
    0.3168315887451172,
    0.15068486332893372,
    0.26455017924308777,
    0.6744184494018555,
    0.36649200320243835,
    0.2572613060474396,
    0.447368323802948,
    0.43428558111190796,
    0.44943806529045105,
    0.18497103452682495,
    0.3362830877304077,
    0.28054288029670715,
    0.4672130346298218,
    0.25570768117904663,
    0.23036640882492065,
    0.5576921701431274,
    0.47321414947509766,
    0.1857142299413681,
    0.28695645928382874,
    0.145695298910141,
    0.3736262619495392
   ],
   "time": 156.12319960072637,
   "param": [
    {
     "p": 0.08202645182609558,
     "m": 1.0
    },
    {
     "p": 0.07395967841148376,
     "m": 1.0
    },
    {
     "p": 0.08432630449533463,
     "m": 1.0
    },
    {
     "p": 0.06905447691679001,
     "m": 1.0
    },
    {
     "p": 0.05950941890478134,
     "m": 1.0
    },
    {
     "p": 0.07193110883235931,
     "m": 1.0
    },
    {
     "p": 0.049644581973552704,
     "m": 1.0
    },
    {
     "p": 0.08187786489725113,
     "m": 1.0
    },
    {
     "p": 0.07857532054185867,
     "m": 1.0
    },
    {
     "p": 0.07594379782676697,
     "m": 1.0
    },
    {
     "p": 0.07487455755472183,
     "m": 1.0
    },
    {
     "p": 0.05237293615937233,
     "m": 1.0
    },
    {
     "p": 0.08444228768348694,
     "m": 1.0
    },
    {
     "p": 0.061461225152015686,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 114,
   "train_loss": 3.7043423652648926,
   "val_loss": 2.580145835876465,
   "acc": 36.0,
   "f1": [
    0.6444442868232727,
    0.36470577120780945,
    0.28571417927742004,
    0.2105262577533722,
    0.16744180023670197,
    0.27777770161628723,
    0.35862061381340027,
    0.3999999165534973,
    0.3584904372692108,
    0.42780739068984985,
    0.14184391498565674,
    0.26086947321891785,
    0.34920626878738403,
    0.265060156583786,
    0.2444443702697754,
    0.21794864535331726,
    0.4046241343021393,
    0.46280980110168457,
    0.3184078335762024,
    0.2786068916320801,
    0.6146340370178223,
    0.5174128413200378,
    0.2948717176914215,
    0.5603863000869751,
    0.6280191540718079,
    0.21111102402210236,
    0.2887699604034424,
    0.2214285135269165,
    0.4315788447856903,
    0.3409090042114258,
    0.4242422580718994,
    0.31226757168769836,
    0.3043477237224579,
    0.32804223895072937,
    0.23021577298641205,
    0.23003189265727997,
    0.3157894015312195,
    0.22950810194015503,
    0.24908417463302612,
    0.47846877574920654,
    0.39490434527397156,
    0.631578803062439,
    0.34224584698677063,
    0.3552122712135315,
    0.22222214937210083,
    0.22702695429325104,
    0.2430938482284546,
    0.4931505620479584,
    0.4598929286003113,
    0.3435581922531128,
    0.1951218843460083,
    0.3502824008464813,
    0.5563908815383911,
    0.5555554032325745,
    0.5140186548233032,
    0.11049716919660568,
    0.5202310085296631,
    0.39520949125289917,
    0.39090898633003235,
    0.3654821515083313,
    0.7358488440513611,
    0.47787603735923767,
    0.3980098366737366,
    0.3666665554046631,
    0.1333332657814026,
    0.19999992847442627,
    0.21929818391799927,
    0.2954544425010681,
    0.6923075318336487,
    0.5666665434837341,
    0.3356642425060272,
    0.6262625455856323,
    0.17872333526611328,
    0.3999998867511749,
    0.15609751641750336,
    0.6162160634994507,
    0.6349205374717712,
    0.1647058129310608,
    0.21305835247039795,
    0.3240739703178406,
    0.10606054961681366,
    0.2934781610965729,
    0.7228915095329285,
    0.33802807331085205,
    0.26666659116744995,
    0.4656083285808563,
    0.3577980697154999,
    0.4434387683868408,
    0.17757000029087067,
    0.36470577120780945,
    0.26600977778434753,
    0.48309168219566345,
    0.27160486578941345,
    0.19459453225135803,
    0.49612393975257874,
    0.43979042768478394,
    0.2485205978155136,
    0.34999990463256836,
    0.1635219305753708,
    0.35862061381340027
   ],
   "time": 162.85489111207426,
   "param": [
    {
     "p": 0.08356691896915436,
     "m": 1.0
    },
    {
     "p": 0.06320631504058838,
     "m": 1.0
    },
    {
     "p": 0.06855836510658264,
     "m": 1.0
    },
    {
     "p": 0.08610427379608154,
     "m": 1.0
    },
    {
     "p": 0.07373299449682236,
     "m": 1.0
    },
    {
     "p": 0.07167297601699829,
     "m": 1.0
    },
    {
     "p": 0.07355719059705734,
     "m": 1.0
    },
    {
     "p": 0.08174785226583481,
     "m": 1.0
    },
    {
     "p": 0.058037031441926956,
     "m": 1.0
    },
    {
     "p": 0.06594841927289963,
     "m": 1.0
    },
    {
     "p": 0.07634756714105606,
     "m": 1.0
    },
    {
     "p": 0.0686548501253128,
     "m": 1.0
    },
    {
     "p": 0.0794212818145752,
     "m": 1.0
    },
    {
     "p": 0.049443863332271576,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 115,
   "train_loss": 4.2276434898376465,
   "val_loss": 2.717810869216919,
   "acc": 35.39,
   "f1": [
    0.6666665077209473,
    0.38888877630233765,
    0.24924007058143616,
    0.19047611951828003,
    0.15384608507156372,
    0.26046502590179443,
    0.4180789887905121,
    0.38974347710609436,
    0.33962252736091614,
    0.43265292048454285,
    0.21839071810245514,
    0.2121211439371109,
    0.3409090042114258,
    0.22891558706760406,
    0.26244333386421204,
    0.19230762124061584,
    0.34862375259399414,
    0.4912279546260834,
    0.327868789434433,
    0.22748807072639465,
    0.5929647088050842,
    0.49999988079071045,
    0.3069306015968323,
    0.528846025466919,
    0.5800864696502686,
    0.24844713509082794,
    0.26315784454345703,
    0.18009470403194427,
    0.467661589384079,
    0.32989683747291565,
    0.4090907871723175,
    0.32989683747291565,
    0.35675665736198425,
    0.3102039694786072,
    0.22818784415721893,
    0.17117109894752502,
    0.2695651352405548,
    0.2767294645309448,
    0.185653954744339,
    0.5146197080612183,
    0.3583814203739166,
    0.6086955666542053,
    0.32160791754722595,
    0.3248729705810547,
    0.19333328306674957,
    0.23036640882492065,
    0.23076915740966797,
    0.4999999403953552,
    0.4953269362449646,
    0.33720916509628296,
    0.1550387144088745,
    0.3369174897670746,
    0.5567008852958679,
    0.5648146867752075,
    0.5581393837928772,
    0.156133770942688,
    0.5094338655471802,
    0.2934781610965729,
    0.35714277625083923,
    0.29213473200798035,
    0.728155255317688,
    0.4402514398097992,
    0.47393354773521423,
    0.39548009634017944,
    0.0806451216340065,
    0.2576685845851898,
    0.21428565680980682,
    0.28947359323501587,
    0.7150257229804993,
    0.5767440795898438,
    0.4624998867511749,
    0.5523011684417725,
    0.09756092727184296,
    0.38341957330703735,
    0.18106988072395325,
    0.6054052114486694,
    0.6078430414199829,
    0.21576756238937378,
    0.22421517968177795,
    0.34482747316360474,
    0.1401868611574173,
    0.2526314854621887,
    0.6764704585075378,
    0.34920626878738403,
    0.22222214937210083,
    0.41284388303756714,
    0.38190943002700806,
    0.44808733463287354,
    0.20408159494400024,
    0.3582088351249695,
    0.21545664966106415,
    0.46913567185401917,
    0.18867920339107513,
    0.18934904038906097,
    0.5428570508956909,
    0.45685264468193054,
    0.34449753165245056,
    0.2901553809642792,
    0.140350803732872,
    0.39106133580207825
   ],
   "time": 155.4884690521285,
   "param": [
    {
     "p": 0.07378111779689789,
     "m": 1.0
    },
    {
     "p": 0.07956796139478683,
     "m": 1.0
    },
    {
     "p": 0.07146282494068146,
     "m": 1.0
    },
    {
     "p": 0.06512652337551117,
     "m": 1.0
    },
    {
     "p": 0.0698779821395874,
     "m": 1.0
    },
    {
     "p": 0.07292596995830536,
     "m": 1.0
    },
    {
     "p": 0.06071479246020317,
     "m": 1.0
    },
    {
     "p": 0.07704000920057297,
     "m": 1.0
    },
    {
     "p": 0.05765097215771675,
     "m": 1.0
    },
    {
     "p": 0.08626206964254379,
     "m": 1.0
    },
    {
     "p": 0.0658031553030014,
     "m": 1.0
    },
    {
     "p": 0.07069142907857895,
     "m": 1.0
    },
    {
     "p": 0.0793784111738205,
     "m": 1.0
    },
    {
     "p": 0.06971679627895355,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 116,
   "train_loss": 3.768056869506836,
   "val_loss": 2.813716173171997,
   "acc": 34.92,
   "f1": [
    0.6063828468322754,
    0.3684209883213043,
    0.28571420907974243,
    0.21965309977531433,
    0.1891890913248062,
    0.24908417463302612,
    0.36792439222335815,
    0.37288129329681396,
    0.3675675094127655,
    0.46874985098838806,
    0.19875767827033997,
    0.22115376591682434,
    0.32258057594299316,
    0.19767434895038605,
    0.18791939318180084,
    0.2464454174041748,
    0.3295879364013672,
    0.4946235418319702,
    0.34782594442367554,
    0.2797926664352417,
    0.5409834980964661,
    0.47257372736930847,
    0.30065348744392395,
    0.517646849155426,
    0.5207546353340149,
    0.22935770452022552,
    0.23809516429901123,
    0.2090591937303543,
    0.44578301906585693,
    0.32558128237724304,
    0.3754788637161255,
    0.3439999520778656,
    0.2682925760746002,
    0.3170730471611023,
    0.2844826877117157,
    0.1226993277668953,
    0.32075464725494385,
    0.24836592376232147,
    0.20731700956821442,
    0.42857134342193604,
    0.3025209605693817,
    0.6629211902618408,
    0.3034482002258301,
    0.33333322405815125,
    0.1891891211271286,
    0.2127658873796463,
    0.28571417927742004,
    0.4615383744239807,
    0.43925222754478455,
    0.3609755337238312,
    0.18579228222370148,
    0.2692306935787201,
    0.5111110210418701,
    0.5679011344909668,
    0.5120771527290344,
    0.13148783147335052,
    0.47908735275268555,
    0.28368785977363586,
    0.38181808590888977,
    0.3119265139102936,
    0.7079644799232483,
    0.4277455508708954,
    0.4319247901439667,
    0.38095223903656006,
    0.1546391248703003,
    0.17518241703510284,
    0.17721512913703918,
    0.24836592376232147,
    0.6837605237960815,
    0.5482624769210815,
    0.4646463394165039,
    0.5727698802947998,
    0.17073164880275726,
    0.33333322405815125,
    0.156133770942688,
    0.602040708065033,
    0.6436780691146851,
    0.18032780289649963,
    0.22222213447093964,
    0.37777766585350037,
    0.14473678171634674,
    0.2727271616458893,
    0.6696427464485168,
    0.3265305161476135,
    0.206060528755188,
    0.4578312039375305,
    0.36842095851898193,
    0.3999998867511749,
    0.13333328068256378,
    0.3738316595554352,
    0.2922077178955078,
    0.4786323606967926,
    0.14285707473754883,
    0.1789472997188568,
    0.5714284181594849,
    0.4372468888759613,
    0.3295453190803528,
    0.2403845638036728,
    0.14218004047870636,
    0.323943555355072
   ],
   "time": 158.88915700186044,
   "param": [
    {
     "p": 0.07803984731435776,
     "m": 1.0
    },
    {
     "p": 0.07622750848531723,
     "m": 1.0
    },
    {
     "p": 0.07922191172838211,
     "m": 1.0
    },
    {
     "p": 0.07243140786886215,
     "m": 1.0
    },
    {
     "p": 0.06018922105431557,
     "m": 1.0
    },
    {
     "p": 0.05799543485045433,
     "m": 1.0
    },
    {
     "p": 0.06484460085630417,
     "m": 1.0
    },
    {
     "p": 0.077909454703331,
     "m": 1.0
    },
    {
     "p": 0.07896467298269272,
     "m": 1.0
    },
    {
     "p": 0.06699094921350479,
     "m": 1.0
    },
    {
     "p": 0.0743977352976799,
     "m": 1.0
    },
    {
     "p": 0.0652858093380928,
     "m": 1.0
    },
    {
     "p": 0.08466573804616928,
     "m": 1.0
    },
    {
     "p": 0.06283573061227798,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 117,
   "train_loss": 3.766341209411621,
   "val_loss": 2.6931869983673096,
   "acc": 35.6,
   "f1": [
    0.6540283560752869,
    0.3636362552642822,
    0.2909089922904968,
    0.09160300344228745,
    0.17040351033210754,
    0.2922373414039612,
    0.3838382363319397,
    0.3559320867061615,
    0.35820886492729187,
    0.49689429998397827,
    0.13138681650161743,
    0.23448269069194794,
    0.326315701007843,
    0.2526314854621887,
    0.19428564608097076,
    0.22346359491348267,
    0.3394494354724884,
    0.4808742105960846,
    0.3495144844055176,
    0.26341456174850464,
    0.5638765096664429,
    0.47470811009407043,
    0.3299999237060547,
    0.5230767726898193,
    0.566929042339325,
    0.2521738111972809,
    0.281406968832016,
    0.175572469830513,
    0.4311925768852234,
    0.30409345030784607,
    0.36514514684677124,
    0.33333322405815125,
    0.3317534327507019,
    0.2837836742401123,
    0.2686566412448883,
    0.13461533188819885,
    0.23913034796714783,
    0.2436547577381134,
    0.22660093009471893,
    0.48837196826934814,
    0.3522725999355316,
    0.563380241394043,
    0.34394893050193787,
    0.35714277625083923,
    0.19736838340759277,
    0.2236841470003128,
    0.2620086967945099,
    0.4494381248950958,
    0.4772725999355316,
    0.37735840678215027,
    0.18181811273097992,
    0.30275216698646545,
    0.45810040831565857,
    0.5916665196418762,
    0.5666665434837341,
    0.14864858984947205,
    0.5321887135505676,
    0.35365843772888184,
    0.39090898633003235,
    0.33333322405815125,
    0.6388887763023376,
    0.4133332371711731,
    0.4516127407550812,
    0.33497530221939087,
    0.15789468586444855,
    0.22222213447093964,
    0.10596020519733429,
    0.29370617866516113,
    0.678413987159729,
    0.5369648933410645,
    0.5048542022705078,
    0.5217390656471252,
    0.12631572782993317,
    0.37121203541755676,
    0.1742737889289856,
    0.6231154203414917,
    0.6516852378845215,
    0.1395348161458969,
    0.23829780519008636,
    0.34482747316360474,
    0.19138747453689575,
    0.29906532168388367,
    0.5975102186203003,
    0.32835814356803894,
    0.26190465688705444,
    0.4561402499675751,
    0.3908045291900635,
    0.4022987186908722,
    0.19047614932060242,
    0.3694778084754944,
    0.2673795819282532,
    0.47257372736930847,
    0.09022551029920578,
    0.17525766789913177,
    0.5643563270568848,
    0.46153831481933594,
    0.31884050369262695,
    0.2959640622138977,
    0.1379309743642807,
    0.2898549735546112
   ],
   "time": 154.88247854355723,
   "param": [
    {
     "p": 0.0776996985077858,
     "m": 1.0
    },
    {
     "p": 0.07135441899299622,
     "m": 1.0
    },
    {
     "p": 0.0787741169333458,
     "m": 1.0
    },
    {
     "p": 0.07523580640554428,
     "m": 1.0
    },
    {
     "p": 0.057022906839847565,
     "m": 1.0
    },
    {
     "p": 0.07530541718006134,
     "m": 1.0
    },
    {
     "p": 0.07311324030160904,
     "m": 1.0
    },
    {
     "p": 0.07048816233873367,
     "m": 1.0
    },
    {
     "p": 0.06888143718242645,
     "m": 1.0
    },
    {
     "p": 0.07012896239757538,
     "m": 1.0
    },
    {
     "p": 0.07072921842336655,
     "m": 1.0
    },
    {
     "p": 0.08139709383249283,
     "m": 1.0
    },
    {
     "p": 0.06758321821689606,
     "m": 1.0
    },
    {
     "p": 0.06228632852435112,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 118,
   "train_loss": 3.7528953552246094,
   "val_loss": 2.632786750793457,
   "acc": 35.37,
   "f1": [
    0.603351891040802,
    0.39090898633003235,
    0.2634729743003845,
    0.22463762760162354,
    0.17610056698322296,
    0.3269230127334595,
    0.38974347710609436,
    0.37623751163482666,
    0.29629623889923096,
    0.48484838008880615,
    0.13333328068256378,
    0.210526242852211,
    0.3493974804878235,
    0.20987647771835327,
    0.1916166990995407,
    0.236453115940094,
    0.35359105467796326,
    0.39272719621658325,
    0.32160791754722595,
    0.2696628272533417,
    0.5663716197013855,
    0.5120771527290344,
    0.31372541189193726,
    0.5380709171295166,
    0.6806281208992004,
    0.2115383893251419,
    0.3389829397201538,
    0.19209031760692596,
    0.44559577107429504,
    0.31428563594818115,
    0.39795905351638794,
    0.28723397850990295,
    0.29230761528015137,
    0.3141360282897949,
    0.24113468825817108,
    0.17204295098781586,
    0.30270257592201233,
    0.22680403292179108,
    0.18279562890529633,
    0.45106372237205505,
    0.39490434527397156,
    0.6262625455856323,
    0.26190468668937683,
    0.31386852264404297,
    0.22924895584583282,
    0.1682242453098297,
    0.24836592376232147,
    0.467661589384079,
    0.3972124755382538,
    0.4095236659049988,
    0.20430098474025726,
    0.29508185386657715,
    0.5853657722473145,
    0.563380241394043,
    0.5341613292694092,
    0.15859025716781616,
    0.4810125529766083,
    0.30939218401908875,
    0.3684209883213043,
    0.3317534327507019,
    0.6978722214698792,
    0.4507041275501251,
    0.467661589384079,
    0.3157893717288971,
    0.1558440923690796,
    0.22950813174247742,
    0.15909084677696228,
    0.335570365190506,
    0.7090908288955688,
    0.5446807742118835,
    0.4950493574142456,
    0.5656563639640808,
    0.1682242453098297,
    0.27999988198280334,
    0.14207643270492554,
    0.5182480812072754,
    0.6770831346511841,
    0.213483065366745,
    0.20792071521282196,
    0.2482757866382599,
    0.14012733101844788,
    0.23157887160778046,
    0.666666567325592,
    0.3285022974014282,
    0.30769217014312744,
    0.4705881178379059,
    0.43601882457733154,
    0.3703702688217163,
    0.13749992847442627,
    0.3485476076602936,
    0.2653060257434845,
    0.5023254752159119,
    0.23391805589199066,
    0.24390234053134918,
    0.5201792120933533,
    0.43199992179870605,
    0.31034475564956665,
    0.2934781610965729,
    0.12578611075878143,
    0.36842095851898193
   ],
   "time": 156.10547731257975,
   "param": [
    {
     "p": 0.08098836243152618,
     "m": 1.0
    },
    {
     "p": 0.05389769375324249,
     "m": 1.0
    },
    {
     "p": 0.08027844876050949,
     "m": 1.0
    },
    {
     "p": 0.07294227927923203,
     "m": 1.0
    },
    {
     "p": 0.06880120933055878,
     "m": 1.0
    },
    {
     "p": 0.07697329670190811,
     "m": 1.0
    },
    {
     "p": 0.07816918194293976,
     "m": 1.0
    },
    {
     "p": 0.0803891196846962,
     "m": 1.0
    },
    {
     "p": 0.06584849208593369,
     "m": 1.0
    },
    {
     "p": 0.0792037770152092,
     "m": 1.0
    },
    {
     "p": 0.06397398561239243,
     "m": 1.0
    },
    {
     "p": 0.06399274617433548,
     "m": 1.0
    },
    {
     "p": 0.07447092235088348,
     "m": 1.0
    },
    {
     "p": 0.060070496052503586,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 119,
   "train_loss": 3.323709726333618,
   "val_loss": 2.6654276847839355,
   "acc": 35.84,
   "f1": [
    0.6930691599845886,
    0.4081631302833557,
    0.294820636510849,
    0.253807008266449,
    0.16867466270923615,
    0.2941175401210785,
    0.415094256401062,
    0.3578946590423584,
    0.37288129329681396,
    0.491227924823761,
    0.2430938482284546,
    0.23628684878349304,
    0.3383083641529083,
    0.2571427822113037,
    0.23129242658615112,
    0.21698106825351715,
    0.36649200320243835,
    0.4578312039375305,
    0.37426888942718506,
    0.251082181930542,
    0.5714284777641296,
    0.4758363366127014,
    0.3157894015312195,
    0.5505616068840027,
    0.6027396321296692,
    0.26086944341659546,
    0.2745097279548645,
    0.188888818025589,
    0.4158414602279663,
    0.31884050369262695,
    0.4214874804019928,
    0.3523315489292145,
    0.36458322405815125,
    0.23602473735809326,
    0.27385884523391724,
    0.16091948747634888,
    0.291139155626297,
    0.21582730114459991,
    0.20833326876163483,
    0.47674402594566345,
    0.3041473925113678,
    0.5658535361289978,
    0.29813653230667114,
    0.36893191933631897,
    0.20238088071346283,
    0.19480513036251068,
    0.228571355342865,
    0.4864863455295563,
    0.4357975721359253,
    0.39495787024497986,
    0.22093015909194946,
    0.2991451919078827,
    0.5634918808937073,
    0.5892114639282227,
    0.5230767726898193,
    0.14906825125217438,
    0.5142855644226074,
    0.3736262619495392,
    0.4432988464832306,
    0.2810809910297394,
    0.7314813137054443,
    0.44444432854652405,
    0.4659089744091034,
    0.3425924777984619,
    0.15277770161628723,
    0.25870639085769653,
    0.20111726224422455,
    0.3367346227169037,
    0.735293984413147,
    0.6146787405014038,
    0.3285713195800781,
    0.5943394899368286,
    0.15789467096328735,
    0.324607253074646,
    0.06711404025554657,
    0.562211811542511,
    0.662983238697052,
    0.1672726720571518,
    0.18300646543502808,
    0.37999987602233887,
    0.11764699220657349,
    0.22485199570655823,
    0.6923075318336487,
    0.3351350426673889,
    0.23913034796714783,
    0.4090908467769623,
    0.3999998867511749,
    0.4180789887905121,
    0.16666659712791443,
    0.34306561946868896,
    0.2792791724205017,
    0.5185183882713318,
    0.18779337406158447,
    0.19108274579048157,
    0.5632182359695435,
    0.3999999165534973,
    0.33333322405815125,
    0.300884872674942,
    0.13017743825912476,
    0.358024537563324
   ],
   "time": 155.70681811869144,
   "param": [
    {
     "p": 0.0807139128446579,
     "m": 1.0
    },
    {
     "p": 0.06322203576564789,
     "m": 1.0
    },
    {
     "p": 0.07418757677078247,
     "m": 1.0
    },
    {
     "p": 0.05996939539909363,
     "m": 1.0
    },
    {
     "p": 0.06815865635871887,
     "m": 1.0
    },
    {
     "p": 0.0672994926571846,
     "m": 1.0
    },
    {
     "p": 0.07429160177707672,
     "m": 1.0
    },
    {
     "p": 0.06098358705639839,
     "m": 1.0
    },
    {
     "p": 0.0759400725364685,
     "m": 1.0
    },
    {
     "p": 0.07859323173761368,
     "m": 1.0
    },
    {
     "p": 0.06503927707672119,
     "m": 1.0
    },
    {
     "p": 0.08077734708786011,
     "m": 1.0
    },
    {
     "p": 0.08947885781526566,
     "m": 1.0
    },
    {
     "p": 0.061344850808382034,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 120,
   "train_loss": 3.430572271347046,
   "val_loss": 2.778547763824463,
   "acc": 36.05,
   "f1": [
    0.639269232749939,
    0.33802807331085205,
    0.27083322405815125,
    0.22471904754638672,
    0.18848159909248352,
    0.26666656136512756,
    0.3731342554092407,
    0.36633655428886414,
    0.37320560216903687,
    0.43999987840652466,
    0.1635219305753708,
    0.20238088071346283,
    0.348314493894577,
    0.21111102402210236,
    0.26244333386421204,
    0.22222217917442322,
    0.4230768084526062,
    0.40935659408569336,
    0.3290042281150818,
    0.2374998927116394,
    0.5333332419395447,
    0.4484303891658783,
    0.3300969898700714,
    0.5333331823348999,
    0.6203702688217163,
    0.2116401493549347,
    0.2705313265323639,
    0.24210518598556519,
    0.45833322405815125,
    0.291139155626297,
    0.4485980272293091,
    0.32432422041893005,
    0.2821575999259949,
    0.31034475564956665,
    0.3069306015968323,
    0.1764705330133438,
    0.2719297707080841,
    0.2547169029712677,
    0.2695034444332123,
    0.47398826479911804,
    0.3203882575035095,
    0.5675674080848694,
    0.291139155626297,
    0.40178558230400085,
    0.19101116061210632,
    0.22360241413116455,
    0.2389935851097107,
    0.4864863455295563,
    0.47115376591682434,
    0.32214754819869995,
    0.11920525878667831,
    0.3529410660266876,
    0.5999999046325684,
    0.5399999022483826,
    0.5057469606399536,
    0.1647058129310608,
    0.5070421695709229,
    0.33816415071487427,
    0.42051267623901367,
    0.33962252736091614,
    0.7015705108642578,
    0.4588233530521393,
    0.4081631302833557,
    0.38666656613349915,
    0.13432830572128296,
    0.2580644488334656,
    0.2256409376859665,
    0.3179486393928528,
    0.7042252421379089,
    0.5787232518196106,
    0.5026176571846008,
    0.5905510783195496,
    0.15469607710838318,
    0.36082467436790466,
    0.11392398923635483,
    0.5714284777641296,
    0.6019416451454163,
    0.16915416717529297,
    0.23045262694358826,
    0.3119265139102936,
    0.1839999407529831,
    0.24778753519058228,
    0.5900381803512573,
    0.33962252736091614,
    0.28048771619796753,
    0.4630540609359741,
    0.39004138112068176,
    0.3537414073944092,
    0.17573215067386627,
    0.3855420649051666,
    0.27306264638900757,
    0.5199998617172241,
    0.2010049670934677,
    0.22352932393550873,
    0.5855854153633118,
    0.44725728034973145,
    0.34745752811431885,
    0.36956506967544556,
    0.16243648529052734,
    0.419999897480011
   ],
   "time": 156.53421648126096,
   "param": [
    {
     "p": 0.07760083675384521,
     "m": 1.0
    },
    {
     "p": 0.07462164014577866,
     "m": 1.0
    },
    {
     "p": 0.08329109847545624,
     "m": 1.0
    },
    {
     "p": 0.07134215533733368,
     "m": 1.0
    },
    {
     "p": 0.060264501720666885,
     "m": 1.0
    },
    {
     "p": 0.07488527148962021,
     "m": 1.0
    },
    {
     "p": 0.060299571603536606,
     "m": 1.0
    },
    {
     "p": 0.0750681459903717,
     "m": 1.0
    },
    {
     "p": 0.0765170231461525,
     "m": 1.0
    },
    {
     "p": 0.07073955237865448,
     "m": 1.0
    },
    {
     "p": 0.0618840791285038,
     "m": 1.0
    },
    {
     "p": 0.0785614550113678,
     "m": 1.0
    },
    {
     "p": 0.08056044578552246,
     "m": 1.0
    },
    {
     "p": 0.05436426401138306,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 121,
   "train_loss": 3.9938125610351562,
   "val_loss": 2.7954978942871094,
   "acc": 35.63,
   "f1": [
    0.6349205374717712,
    0.4306218922138214,
    0.18749991059303284,
    0.14598533511161804,
    0.1556885540485382,
    0.2731706500053406,
    0.40999990701675415,
    0.44776105880737305,
    0.29787227511405945,
    0.4698793888092041,
    0.1866666078567505,
    0.26455017924308777,
    0.35102033615112305,
    0.22222216427326202,
    0.22748807072639465,
    0.22105254232883453,
    0.36464083194732666,
    0.48453593254089355,
    0.3068782389163971,
    0.2236841470003128,
    0.6304346323013306,
    0.4905658960342407,
    0.33333325386047363,
    0.554216742515564,
    0.702702522277832,
    0.20571422576904297,
    0.21167877316474915,
    0.16494840383529663,
    0.49999988079071045,
    0.2775118350982666,
    0.4509802758693695,
    0.3841806650161743,
    0.31632643938064575,
    0.251082181930542,
    0.2783504128456116,
    0.15789468586444855,
    0.2443729192018509,
    0.19209031760692596,
    0.1862744390964508,
    0.49261072278022766,
    0.40394076704978943,
    0.6249998807907104,
    0.30697670578956604,
    0.33333325386047363,
    0.20487797260284424,
    0.18791939318180084,
    0.2833332419395447,
    0.48387083411216736,
    0.4745761454105377,
    0.3794870972633362,
    0.1844659447669983,
    0.3431951701641083,
    0.5736433863639832,
    0.625640869140625,
    0.4720495045185089,
    0.16666661202907562,
    0.542713463306427,
    0.33502528071403503,
    0.35643553733825684,
    0.3373492956161499,
    0.7120417356491089,
    0.4799998700618744,
    0.46242761611938477,
    0.3764704465866089,
    0.09876536577939987,
    0.15384608507156372,
    0.15384609997272491,
    0.3431951701641083,
    0.6826921701431274,
    0.5405403971672058,
    0.5128204226493835,
    0.559054970741272,
    0.14473678171634674,
    0.3743841052055359,
    0.1550801694393158,
    0.5840706825256348,
    0.6508874893188477,
    0.18181811273097992,
    0.21359217166900635,
    0.3203882575035095,
    0.13888882100582123,
    0.29319363832473755,
    0.6330273747444153,
    0.38341957330703735,
    0.2739725410938263,
    0.43999990820884705,
    0.38392844796180725,
    0.45595842599868774,
    0.16853927075862885,
    0.35251790285110474,
    0.2621358335018158,
    0.5025123953819275,
    0.2127658873796463,
    0.22127652168273926,
    0.5820105075836182,
    0.48421040177345276,
    0.2629106938838959,
    0.2794759273529053,
    0.1559632420539856,
    0.3858267068862915
   ],
   "time": 159.6449987720698,
   "param": [
    {
     "p": 0.08337246626615524,
     "m": 1.0
    },
    {
     "p": 0.062388449907302856,
     "m": 1.0
    },
    {
     "p": 0.07739131897687912,
     "m": 1.0
    },
    {
     "p": 0.07082969695329666,
     "m": 1.0
    },
    {
     "p": 0.06994837522506714,
     "m": 1.0
    },
    {
     "p": 0.07889223098754883,
     "m": 1.0
    },
    {
     "p": 0.06241997703909874,
     "m": 1.0
    },
    {
     "p": 0.08205302804708481,
     "m": 1.0
    },
    {
     "p": 0.0636976808309555,
     "m": 1.0
    },
    {
     "p": 0.06380337476730347,
     "m": 1.0
    },
    {
     "p": 0.0662141740322113,
     "m": 1.0
    },
    {
     "p": 0.07763463258743286,
     "m": 1.0
    },
    {
     "p": 0.08357515931129456,
     "m": 1.0
    },
    {
     "p": 0.0577794685959816,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 122,
   "train_loss": 3.575794219970703,
   "val_loss": 2.979320764541626,
   "acc": 36.17,
   "f1": [
    0.6595743298530579,
    0.40394076704978943,
    0.2761903405189514,
    0.21428564190864563,
    0.17142851650714874,
    0.3121950626373291,
    0.3699420988559723,
    0.3858267068862915,
    0.3693692684173584,
    0.40935659408569336,
    0.19318175315856934,
    0.265060156583786,
    0.3276835083961487,
    0.21621614694595337,
    0.23214277625083923,
    0.2255638688802719,
    0.38341957330703735,
    0.45901623368263245,
    0.35714274644851685,
    0.23129244148731232,
    0.562211811542511,
    0.4927534759044647,
    0.3352600038051605,
    0.5561496019363403,
    0.684491753578186,
    0.22399991750717163,
    0.31901830434799194,
    0.1360543668270111,
    0.44311365485191345,
    0.33684200048446655,
    0.3894736170768738,
    0.35121941566467285,
    0.3091786503791809,
    0.29268285632133484,
    0.32432422041893005,
    0.11612897366285324,
    0.3195875287055969,
    0.24580998718738556,
    0.2010049670934677,
    0.4741378724575043,
    0.2805754244327545,
    0.5254236459732056,
    0.293436199426651,
    0.41048023104667664,
    0.18181809782981873,
    0.15277770161628723,
    0.2702701687812805,
    0.50862056016922,
    0.46445485949516296,
    0.4232803285121918,
    0.18947362899780273,
    0.26909083127975464,
    0.47798728942871094,
    0.5959182381629944,
    0.4811319410800934,
    0.1333332657814026,
    0.4959348142147064,
    0.3076922297477722,
    0.38251355290412903,
    0.28571420907974243,
    0.6826921701431274,
    0.4939757287502289,
    0.446808397769928,
    0.3783782720565796,
    0.14432983100414276,
    0.28712859749794006,
    0.19565211236476898,
    0.2976189851760864,
    0.7199999094009399,
    0.5866665840148926,
    0.44791656732559204,
    0.6027396321296692,
    0.09150320291519165,
    0.3778800964355469,
    0.1647058129310608,
    0.5981307029724121,
    0.6439023613929749,
    0.1818181276321411,
    0.17760612070560455,
    0.31428563594818115,
    0.16170208156108856,
    0.33333319425582886,
    0.6730768084526062,
    0.3319500982761383,
    0.23036640882492065,
    0.45535701513290405,
    0.4153004288673401,
    0.4699452221393585,
    0.16107375919818878,
    0.39153432846069336,
    0.29292917251586914,
    0.5199998617172241,
    0.2256409376859665,
    0.2741115987300873,
    0.5439329743385315,
    0.4705881178379059,
    0.37944653630256653,
    0.3196346163749695,
    0.16494840383529663,
    0.3555554449558258
   ],
   "time": 152.6195916356519,
   "param": [
    {
     "p": 0.07695955783128738,
     "m": 1.0
    },
    {
     "p": 0.06936819851398468,
     "m": 1.0
    },
    {
     "p": 0.07658619433641434,
     "m": 1.0
    },
    {
     "p": 0.06301920861005783,
     "m": 1.0
    },
    {
     "p": 0.07351004332304001,
     "m": 1.0
    },
    {
     "p": 0.07659609615802765,
     "m": 1.0
    },
    {
     "p": 0.06533864885568619,
     "m": 1.0
    },
    {
     "p": 0.06656431406736374,
     "m": 1.0
    },
    {
     "p": 0.07391858100891113,
     "m": 1.0
    },
    {
     "p": 0.07411717623472214,
     "m": 1.0
    },
    {
     "p": 0.0784958079457283,
     "m": 1.0
    },
    {
     "p": 0.08074229210615158,
     "m": 1.0
    },
    {
     "p": 0.06882154941558838,
     "m": 1.0
    },
    {
     "p": 0.05596231669187546,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 123,
   "train_loss": 3.754199504852295,
   "val_loss": 2.7275986671447754,
   "acc": 36.05,
   "f1": [
    0.6767675280570984,
    0.35748788714408875,
    0.29107969999313354,
    0.14689259231090546,
    0.1877550482749939,
    0.256410151720047,
    0.40789464116096497,
    0.3936169147491455,
    0.32820504903793335,
    0.425531804561615,
    0.1675977110862732,
    0.2091502547264099,
    0.3487178385257721,
    0.24999991059303284,
    0.23655906319618225,
    0.19999992847442627,
    0.37158459424972534,
    0.5019919276237488,
    0.3295453190803528,
    0.2812499403953552,
    0.5948716402053833,
    0.4533332288265228,
    0.34254133701324463,
    0.5070421695709229,
    0.6594592928886414,
    0.2560974657535553,
    0.26190465688705444,
    0.24902716279029846,
    0.43835610151290894,
    0.30392149090766907,
    0.4154588282108307,
    0.35443025827407837,
    0.2793295085430145,
    0.2898550033569336,
    0.26244333386421204,
    0.12422355264425278,
    0.2999999225139618,
    0.251082181930542,
    0.1576354056596756,
    0.5108694434165955,
    0.3644067049026489,
    0.5063290596008301,
    0.26959243416786194,
    0.36448585987091064,
    0.2094240039587021,
    0.22916659712791443,
    0.2541435658931732,
    0.49999988079071045,
    0.4593299925327301,
    0.4145076870918274,
    0.1798941045999527,
    0.3009403645992279,
    0.5948274731636047,
    0.5957446098327637,
    0.5249998569488525,
    0.1258740872144699,
    0.522222101688385,
    0.3435581922531128,
    0.4022345542907715,
    0.3487178385257721,
    0.6696427464485168,
    0.43786972761154175,
    0.44444435834884644,
    0.3823528587818146,
    0.18999992311000824,
    0.2488037496805191,
    0.18497103452682495,
    0.31999990344047546,
    0.6603772640228271,
    0.5575219988822937,
    0.49261072278022766,
    0.6058090329170227,
    0.1325300633907318,
    0.329268217086792,
    0.17679551243782043,
    0.5726140141487122,
    0.6116504073143005,
    0.1481480747461319,
    0.1989527940750122,
    0.3453236222267151,
    0.16931210458278656,
    0.3287670314311981,
    0.6445496082305908,
    0.29677411913871765,
    0.25352105498313904,
    0.3878786563873291,
    0.3979056477546692,
    0.4112902283668518,
    0.1612902730703354,
    0.30578503012657166,
    0.2692306935787201,
    0.5252523422241211,
    0.19875767827033997,
    0.19883033633232117,
    0.5454544425010681,
    0.4416665732860565,
    0.3981480300426483,
    0.28352484107017517,
    0.14012733101844788,
    0.3980098366737366
   ],
   "time": 157.9074535407126,
   "param": [
    {
     "p": 0.07145010679960251,
     "m": 1.0
    },
    {
     "p": 0.07532402127981186,
     "m": 1.0
    },
    {
     "p": 0.0764717385172844,
     "m": 1.0
    },
    {
     "p": 0.07842301577329636,
     "m": 1.0
    },
    {
     "p": 0.06306721270084381,
     "m": 1.0
    },
    {
     "p": 0.07398129254579544,
     "m": 1.0
    },
    {
     "p": 0.06458017975091934,
     "m": 1.0
    },
    {
     "p": 0.08245346695184708,
     "m": 1.0
    },
    {
     "p": 0.05528612062335014,
     "m": 1.0
    },
    {
     "p": 0.07462668418884277,
     "m": 1.0
    },
    {
     "p": 0.07793711125850677,
     "m": 1.0
    },
    {
     "p": 0.05549832060933113,
     "m": 1.0
    },
    {
     "p": 0.08210441470146179,
     "m": 1.0
    },
    {
     "p": 0.06879641115665436,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 124,
   "train_loss": 3.6774938106536865,
   "val_loss": 2.7556474208831787,
   "acc": 35.81,
   "f1": [
    0.6293102502822876,
    0.3804876506328583,
    0.2550334632396698,
    0.1971830427646637,
    0.19905206561088562,
    0.28220847249031067,
    0.38251355290412903,
    0.37962955236434937,
    0.30662015080451965,
    0.3999999165534973,
    0.07692302018404007,
    0.2456139326095581,
    0.3225805461406708,
    0.15517237782478333,
    0.2340424805879593,
    0.1914892941713333,
    0.33333322405815125,
    0.46351921558380127,
    0.321428507566452,
    0.32432422041893005,
    0.5603863000869751,
    0.4980236291885376,
    0.3383083641529083,
    0.5454544425010681,
    0.6761903762817383,
    0.25961530208587646,
    0.281406968832016,
    0.1368420422077179,
    0.48314592242240906,
    0.30674833059310913,
    0.4114284813404083,
    0.3249998986721039,
    0.35897424817085266,
    0.2739725410938263,
    0.3050846755504608,
    0.17391300201416016,
    0.2844826877117157,
    0.21705421805381775,
    0.22784805297851562,
    0.46153831481933594,
    0.4210525155067444,
    0.5876287817955017,
    0.32432422041893005,
    0.32666662335395813,
    0.21568621695041656,
    0.19277101755142212,
    0.21468918025493622,
    0.51666659116745,
    0.4489794969558716,
    0.38022807240486145,
    0.19999992847442627,
    0.36111101508140564,
    0.5541123747825623,
    0.5862067937850952,
    0.5028570294380188,
    0.1497325599193573,
    0.47916653752326965,
    0.36046499013900757,
    0.37563440203666687,
    0.3763439953327179,
    0.7272725701332092,
    0.4472048580646515,
    0.4545453190803528,
    0.3376622498035431,
    0.12748998403549194,
    0.2165604531764984,
    0.19095470011234283,
    0.30857133865356445,
    0.7317072153091431,
    0.5740739107131958,
    0.4387753903865814,
    0.5573769211769104,
    0.13636358082294464,
    0.32558128237724304,
    0.13017743825912476,
    0.5988698601722717,
    0.5853657722473145,
    0.11111105233430862,
    0.21686740219593048,
    0.3179915249347687,
    0.16528919339179993,
    0.33502528071403503,
    0.6543776988983154,
    0.34343424439430237,
    0.25165554881095886,
    0.47524741291999817,
    0.43171796202659607,
    0.423912912607193,
    0.18867918848991394,
    0.36633655428886414,
    0.2898550033569336,
    0.517857015132904,
    0.18378373980522156,
    0.20320846140384674,
    0.5791853666305542,
    0.4615383744239807,
    0.3276835083961487,
    0.30578503012657166,
    0.1675977110862732,
    0.37623751163482666
   ],
   "time": 156.77229469362646,
   "param": [
    {
     "p": 0.07635591924190521,
     "m": 1.0
    },
    {
     "p": 0.058099180459976196,
     "m": 1.0
    },
    {
     "p": 0.07781335711479187,
     "m": 1.0
    },
    {
     "p": 0.06471230089664459,
     "m": 1.0
    },
    {
     "p": 0.061349790543317795,
     "m": 1.0
    },
    {
     "p": 0.0674487054347992,
     "m": 1.0
    },
    {
     "p": 0.06616716831922531,
     "m": 1.0
    },
    {
     "p": 0.0775957852602005,
     "m": 1.0
    },
    {
     "p": 0.06765051186084747,
     "m": 1.0
    },
    {
     "p": 0.06844280660152435,
     "m": 1.0
    },
    {
     "p": 0.0809478908777237,
     "m": 1.0
    },
    {
     "p": 0.08445237576961517,
     "m": 1.0
    },
    {
     "p": 0.07732142508029938,
     "m": 1.0
    },
    {
     "p": 0.07164285331964493,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 125,
   "train_loss": 3.3661370277404785,
   "val_loss": 2.6894161701202393,
   "acc": 35.2,
   "f1": [
    0.6473986506462097,
    0.3980098366737366,
    0.23963125050067902,
    0.2094240039587021,
    0.16560502350330353,
    0.2526315152645111,
    0.38144323229789734,
    0.38190943002700806,
    0.31531521677970886,
    0.41052618622779846,
    0.13432830572128296,
    0.22857137024402618,
    0.3344708979129791,
    0.20645155012607574,
    0.20487797260284424,
    0.23280414938926697,
    0.3111110329627991,
    0.44776105880737305,
    0.32624104619026184,
    0.2673266530036926,
    0.5423727631568909,
    0.5023254752159119,
    0.3195875287055969,
    0.48979583382606506,
    0.6141077876091003,
    0.22058817744255066,
    0.2948717176914215,
    0.21333326399326324,
    0.46242761611938477,
    0.3043477535247803,
    0.389104962348938,
    0.3763439953327179,
    0.3394494354724884,
    0.3406592309474945,
    0.2955664098262787,
    0.10144922137260437,
    0.30051806569099426,
    0.2177649885416031,
    0.2543858587741852,
    0.4999998211860657,
    0.3134327530860901,
    0.6145250201225281,
    0.3286384046077728,
    0.40404030680656433,
    0.12345672398805618,
    0.16107375919818878,
    0.2559240758419037,
    0.4972374439239502,
    0.4214874804019928,
    0.3999998867511749,
    0.22222214937210083,
    0.31896543502807617,
    0.5771142840385437,
    0.5478259921073914,
    0.49773746728897095,
    0.17518241703510284,
    0.4549018442630768,
    0.3648647665977478,
    0.36206886172294617,
    0.2844826877117157,
    0.7024388909339905,
    0.44198882579803467,
    0.4347825050354004,
    0.41212108731269836,
    0.12499994784593582,
    0.2333332747220993,
    0.19138747453689575,
    0.29268282651901245,
    0.6972475647926331,
    0.573839545249939,
    0.4622640609741211,
    0.5846152901649475,
    0.10404618829488754,
    0.35748788714408875,
    0.12121205776929855,
    0.5925924181938171,
    0.6565654873847961,
    0.1965317279100418,
    0.19393931329250336,
    0.24203814566135406,
    0.140350803732872,
    0.2727271616458893,
    0.6111109852790833,
    0.32941165566444397,
    0.1768706887960434,
    0.39106133580207825,
    0.3312101364135742,
    0.37992820143699646,
    0.17435890436172485,
    0.34999993443489075,
    0.25490185618400574,
    0.4335663318634033,
    0.22485199570655823,
    0.17948710918426514,
    0.49689429998397827,
    0.4401912987232208,
    0.34736835956573486,
    0.3116881847381592,
    0.19047613441944122,
    0.33802807331085205
   ],
   "time": 159.58270436432213,
   "param": [
    {
     "p": 0.07615258544683456,
     "m": 1.0
    },
    {
     "p": 0.07005837559700012,
     "m": 1.0
    },
    {
     "p": 0.07276573032140732,
     "m": 1.0
    },
    {
     "p": 0.061581823974847794,
     "m": 1.0
    },
    {
     "p": 0.05703436955809593,
     "m": 1.0
    },
    {
     "p": 0.07124888896942139,
     "m": 1.0
    },
    {
     "p": 0.07933970540761948,
     "m": 1.0
    },
    {
     "p": 0.08598192036151886,
     "m": 1.0
    },
    {
     "p": 0.06661590188741684,
     "m": 1.0
    },
    {
     "p": 0.0709361806511879,
     "m": 1.0
    },
    {
     "p": 0.0663825049996376,
     "m": 1.0
    },
    {
     "p": 0.0722787156701088,
     "m": 1.0
    },
    {
     "p": 0.08332402259111404,
     "m": 1.0
    },
    {
     "p": 0.06629924476146698,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 126,
   "train_loss": 4.066250801086426,
   "val_loss": 2.8662569522857666,
   "acc": 36.35,
   "f1": [
    0.680412232875824,
    0.3756905198097229,
    0.2514968812465668,
    0.20645155012607574,
    0.15999993681907654,
    0.28571420907974243,
    0.3826086223125458,
    0.38918909430503845,
    0.38144323229789734,
    0.40394076704978943,
    0.21118006110191345,
    0.2614840269088745,
    0.3534882664680481,
    0.2714284658432007,
    0.2264150232076645,
    0.20238088071346283,
    0.37125736474990845,
    0.4659089744091034,
    0.2647058069705963,
    0.2883720099925995,
    0.5294116735458374,
    0.4919354021549225,
    0.3118278682231903,
    0.5425531268119812,
    0.5679998993873596,
    0.23923437297344208,
    0.24701185524463654,
    0.22222214937210083,
    0.4236452281475067,
    0.3374998867511749,
    0.3999998867511749,
    0.3220972716808319,
    0.2819671332836151,
    0.3211008310317993,
    0.2681563198566437,
    0.17346931993961334,
    0.32888880372047424,
    0.23170723021030426,
    0.2481202334165573,
    0.4999998211860657,
    0.3421051502227783,
    0.5520360469818115,
    0.2872926890850067,
    0.37499985098838806,
    0.23595495522022247,
    0.2165604531764984,
    0.24719089269638062,
    0.487499862909317,
    0.5045870542526245,
    0.4179103374481201,
    0.23350247740745544,
    0.34599146246910095,
    0.61478590965271,
    0.6188339591026306,
    0.5193797945976257,
    0.17307688295841217,
    0.5454543828964233,
    0.33816415071487427,
    0.3953487277030945,
    0.3265305161476135,
    0.7177032232284546,
    0.46242761611938477,
    0.5340908169746399,
    0.3692306876182556,
    0.1219511553645134,
    0.19108274579048157,
    0.19626161456108093,
    0.27999988198280334,
    0.7150257229804993,
    0.5898616909980774,
    0.4675323963165283,
    0.5951218605041504,
    0.0970873162150383,
    0.36144569516181946,
    0.12021850794553757,
    0.5762710571289062,
    0.6489360928535461,
    0.15172408521175385,
    0.22115376591682434,
    0.31168824434280396,
    0.1648350954055786,
    0.309859037399292,
    0.736263632774353,
    0.32124343514442444,
    0.2647058069705963,
    0.422641396522522,
    0.39252325892448425,
    0.4599998891353607,
    0.11299428343772888,
    0.40394076704978943,
    0.2697673439979553,
    0.5125626921653748,
    0.1629629135131836,
    0.1799999475479126,
    0.5596328973770142,
    0.43781083822250366,
    0.36123335361480713,
    0.300884872674942,
    0.1242937222123146,
    0.3289472758769989
   ],
   "time": 155.9128140322864,
   "param": [
    {
     "p": 0.07355120033025742,
     "m": 1.0
    },
    {
     "p": 0.06795591861009598,
     "m": 1.0
    },
    {
     "p": 0.07999812066555023,
     "m": 1.0
    },
    {
     "p": 0.0705309584736824,
     "m": 1.0
    },
    {
     "p": 0.06851591169834137,
     "m": 1.0
    },
    {
     "p": 0.07483840733766556,
     "m": 1.0
    },
    {
     "p": 0.07317686080932617,
     "m": 1.0
    },
    {
     "p": 0.07264836132526398,
     "m": 1.0
    },
    {
     "p": 0.06130199506878853,
     "m": 1.0
    },
    {
     "p": 0.0663512572646141,
     "m": 1.0
    },
    {
     "p": 0.07131479680538177,
     "m": 1.0
    },
    {
     "p": 0.07879641652107239,
     "m": 1.0
    },
    {
     "p": 0.07654911279678345,
     "m": 1.0
    },
    {
     "p": 0.06447065621614456,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 127,
   "train_loss": 4.251420021057129,
   "val_loss": 2.665984630584717,
   "acc": 36.46,
   "f1": [
    0.6451612114906311,
    0.38647329807281494,
    0.21518979966640472,
    0.29508185386657715,
    0.1749999076128006,
    0.3094339072704315,
    0.34042543172836304,
    0.38461530208587646,
    0.3793102502822876,
    0.46739116311073303,
    0.14084501564502716,
    0.253807008266449,
    0.3654821515083313,
    0.2597402036190033,
    0.22222213447093964,
    0.20242910087108612,
    0.38095229864120483,
    0.45756447315216064,
    0.37563440203666687,
    0.26881712675094604,
    0.6116504073143005,
    0.5090908408164978,
    0.32402223348617554,
    0.5167463421821594,
    0.6222221255302429,
    0.24324317276477814,
    0.30456843972206116,
    0.20689646899700165,
    0.4434387683868408,
    0.29319363832473755,
    0.3778800964355469,
    0.33976826071739197,
    0.30769219994544983,
    0.309278279542923,
    0.2888887822628021,
    0.16981124877929688,
    0.28571417927742004,
    0.21686740219593048,
    0.2243901938199997,
    0.5263156294822693,
    0.40277767181396484,
    0.6041665077209473,
    0.29508185386657715,
    0.3369174897670746,
    0.18848159909248352,
    0.23287664353847504,
    0.22598862648010254,
    0.4705881178379059,
    0.49765241146087646,
    0.37499991059303284,
    0.17567561566829681,
    0.3478259742259979,
    0.5714285373687744,
    0.5765764713287354,
    0.4615383744239807,
    0.13541659712791443,
    0.5405403971672058,
    0.33939382433891296,
    0.37179476022720337,
    0.32352936267852783,
    0.7129628658294678,
    0.5052630305290222,
    0.4262293577194214,
    0.3653844892978668,
    0.17857135832309723,
    0.21645015478134155,
    0.12121205776929855,
    0.3225805461406708,
    0.6559998393058777,
    0.5919281840324402,
    0.4795917272567749,
    0.5685278177261353,
    0.16999994218349457,
    0.34579432010650635,
    0.1748633086681366,
    0.6283184885978699,
    0.6111109852790833,
    0.1450776606798172,
    0.21343867480754852,
    0.31489354372024536,
    0.1775147169828415,
    0.32195112109184265,
    0.6938773989677429,
    0.35532984137535095,
    0.22222216427326202,
    0.4296874403953552,
    0.35365843772888184,
    0.3943661153316498,
    0.16600783169269562,
    0.3861384987831116,
    0.30851057171821594,
    0.4827585518360138,
    0.2682925760746002,
    0.19767434895038605,
    0.5632652044296265,
    0.4615383446216583,
    0.29940110445022583,
    0.31901830434799194,
    0.13829779624938965,
    0.3625729978084564
   ],
   "time": 158.3406228693202,
   "param": [
    {
     "p": 0.06962470710277557,
     "m": 1.0
    },
    {
     "p": 0.0729791447520256,
     "m": 1.0
    },
    {
     "p": 0.06991289556026459,
     "m": 1.0
    },
    {
     "p": 0.06393271684646606,
     "m": 1.0
    },
    {
     "p": 0.07741670310497284,
     "m": 1.0
    },
    {
     "p": 0.06977035850286484,
     "m": 1.0
    },
    {
     "p": 0.05977487564086914,
     "m": 1.0
    },
    {
     "p": 0.07721252739429474,
     "m": 1.0
    },
    {
     "p": 0.08006120473146439,
     "m": 1.0
    },
    {
     "p": 0.07914940267801285,
     "m": 1.0
    },
    {
     "p": 0.05487382784485817,
     "m": 1.0
    },
    {
     "p": 0.07993895560503006,
     "m": 1.0
    },
    {
     "p": 0.07216760516166687,
     "m": 1.0
    },
    {
     "p": 0.07318508625030518,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 128,
   "train_loss": 3.218810796737671,
   "val_loss": 2.5202434062957764,
   "acc": 36.06,
   "f1": [
    0.6354165077209473,
    0.39810416102409363,
    0.21714277565479279,
    0.2576685845851898,
    0.13461533188819885,
    0.3169810175895691,
    0.37349388003349304,
    0.3657141625881195,
    0.37558677792549133,
    0.4210525155067444,
    0.15642453730106354,
    0.26666659116744995,
    0.35573115944862366,
    0.19047614932060242,
    0.19875767827033997,
    0.26086950302124023,
    0.36904752254486084,
    0.4857141971588135,
    0.36633655428886414,
    0.217391237616539,
    0.6224488615989685,
    0.47169798612594604,
    0.29959505796432495,
    0.5988022685050964,
    0.6108372807502747,
    0.2771083414554596,
    0.31249991059303284,
    0.15384609997272491,
    0.44791656732559204,
    0.3443707227706909,
    0.38974347710609436,
    0.3314284682273865,
    0.2687499225139618,
    0.31632643938064575,
    0.26845628023147583,
    0.17708326876163483,
    0.31914883852005005,
    0.22053225338459015,
    0.21714277565479279,
    0.46428558230400085,
    0.32365134358406067,
    0.5925924777984619,
    0.3478259742259979,
    0.382978618144989,
    0.17647051811218262,
    0.17441853880882263,
    0.21989519894123077,
    0.3943661153316498,
    0.46511611342430115,
    0.4278606176376343,
    0.213483065366745,
    0.2959640622138977,
    0.591999888420105,
    0.6146340370178223,
    0.5018725991249084,
    0.14379079639911652,
    0.550898015499115,
    0.3783782720565796,
    0.35833320021629333,
    0.364531934261322,
    0.6944442987442017,
    0.43786972761154175,
    0.45197728276252747,
    0.4174756109714508,
    0.15189866721630096,
    0.2702701687812805,
    0.14634139835834503,
    0.3351954519748688,
    0.7149757146835327,
    0.5863873362541199,
    0.4640882611274719,
    0.598360538482666,
    0.12380944937467575,
    0.38281238079071045,
    0.14285707473754883,
    0.5670101642608643,
    0.6415093541145325,
    0.1775147169828415,
    0.1647058129310608,
    0.30588221549987793,
    0.1648350954055786,
    0.2888887822628021,
    0.6576575636863708,
    0.34579432010650635,
    0.239436537027359,
    0.45263150334358215,
    0.3408070504665375,
    0.46445485949516296,
    0.13756607472896576,
    0.4333331882953644,
    0.2959640622138977,
    0.4946235418319702,
    0.1931033730506897,
    0.228571355342865,
    0.6349205374717712,
    0.46082934737205505,
    0.35146433115005493,
    0.3370785713195801,
    0.1194029152393341,
    0.3394494354724884
   ],
   "time": 156.67753073666245,
   "param": [
    {
     "p": 0.08157029747962952,
     "m": 1.0
    },
    {
     "p": 0.06728986650705338,
     "m": 1.0
    },
    {
     "p": 0.0808388739824295,
     "m": 1.0
    },
    {
     "p": 0.06217154860496521,
     "m": 1.0
    },
    {
     "p": 0.06269100308418274,
     "m": 1.0
    },
    {
     "p": 0.06564390659332275,
     "m": 1.0
    },
    {
     "p": 0.06924621015787125,
     "m": 1.0
    },
    {
     "p": 0.08242207020521164,
     "m": 1.0
    },
    {
     "p": 0.0716264620423317,
     "m": 1.0
    },
    {
     "p": 0.062411002814769745,
     "m": 1.0
    },
    {
     "p": 0.07388434559106827,
     "m": 1.0
    },
    {
     "p": 0.06613003462553024,
     "m": 1.0
    },
    {
     "p": 0.0908730998635292,
     "m": 1.0
    },
    {
     "p": 0.06320130079984665,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 129,
   "train_loss": 3.7337019443511963,
   "val_loss": 2.6241183280944824,
   "acc": 35.96,
   "f1": [
    0.6779659986495972,
    0.42162150144577026,
    0.2314814031124115,
    0.18064509332180023,
    0.19475649297237396,
    0.26666659116744995,
    0.40217384696006775,
    0.3999999165534973,
    0.3703702688217163,
    0.46874985098838806,
    0.07812494784593582,
    0.23684203624725342,
    0.34224584698677063,
    0.23602473735809326,
    0.19767434895038605,
    0.2653060257434845,
    0.432748407125473,
    0.4854367673397064,
    0.35748788714408875,
    0.23853203654289246,
    0.6041665077209473,
    0.4792625606060028,
    0.3186812400817871,
    0.5405403971672058,
    0.7014216780662537,
    0.18713442981243134,
    0.2959640622138977,
    0.14765094220638275,
    0.44351452589035034,
    0.3111110329627991,
    0.434782475233078,
    0.34343424439430237,
    0.3151514232158661,
    0.3351350426673889,
    0.3157893717288971,
    0.11458326876163483,
    0.2794759273529053,
    0.2682925760746002,
    0.2100839763879776,
    0.554216742515564,
    0.336633563041687,
    0.5922329425811768,
    0.31638407707214355,
    0.2879999279975891,
    0.255999892950058,
    0.2165604531764984,
    0.24271836876869202,
    0.4576270282268524,
    0.4549761712551117,
    0.38775497674942017,
    0.16161610186100006,
    0.35897424817085266,
    0.5846152901649475,
    0.613065242767334,
    0.48803818225860596,
    0.15624994039535522,
    0.5555554628372192,
    0.40476179122924805,
    0.39130425453186035,
    0.31034475564956665,
    0.6701029539108276,
    0.447368323802948,
    0.4685713052749634,
    0.32950183749198914,
    0.15116271376609802,
    0.2775118350982666,
    0.18050536513328552,
    0.32584258913993835,
    0.6836733222007751,
    0.579439103603363,
    0.47115376591682434,
    0.5648854374885559,
    0.15706801414489746,
    0.3707316219806671,
    0.12941168248653412,
    0.4244031608104706,
    0.5791853666305542,
    0.20430098474025726,
    0.2276422381401062,
    0.36585354804992676,
    0.12941168248653412,
    0.239520862698555,
    0.7076921463012695,
    0.3764704465866089,
    0.19548864662647247,
    0.45263150334358215,
    0.3880595862865448,
    0.44444429874420166,
    0.17674411833286285,
    0.34265726804733276,
    0.284671425819397,
    0.4949493706226349,
    0.18867920339107513,
    0.18497103452682495,
    0.5818180441856384,
    0.44791656732559204,
    0.283950537443161,
    0.3265305161476135,
    0.13065321743488312,
    0.3783782124519348
   ],
   "time": 162.7939352383837,
   "param": [
    {
     "p": 0.0792987123131752,
     "m": 1.0
    },
    {
     "p": 0.07200416922569275,
     "m": 1.0
    },
    {
     "p": 0.08246631175279617,
     "m": 1.0
    },
    {
     "p": 0.07082733511924744,
     "m": 1.0
    },
    {
     "p": 0.052407655864953995,
     "m": 1.0
    },
    {
     "p": 0.07245918363332748,
     "m": 1.0
    },
    {
     "p": 0.06818723678588867,
     "m": 1.0
    },
    {
     "p": 0.08794262260198593,
     "m": 1.0
    },
    {
     "p": 0.06327735632658005,
     "m": 1.0
    },
    {
     "p": 0.06275345385074615,
     "m": 1.0
    },
    {
     "p": 0.06396631896495819,
     "m": 1.0
    },
    {
     "p": 0.0860036313533783,
     "m": 1.0
    },
    {
     "p": 0.07677672058343887,
     "m": 1.0
    },
    {
     "p": 0.0616292878985405,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 130,
   "train_loss": 3.7411272525787354,
   "val_loss": 2.8248844146728516,
   "acc": 35.8,
   "f1": [
    0.653465211391449,
    0.3878786563873291,
    0.2797201871871948,
    0.19999992847442627,
    0.15909084677696228,
    0.31050220131874084,
    0.3855420649051666,
    0.33802807331085205,
    0.2914979159832001,
    0.4565216302871704,
    0.17333325743675232,
    0.2550334632396698,
    0.3320156931877136,
    0.16107375919818878,
    0.22535204887390137,
    0.1914892941713333,
    0.3703702688217163,
    0.5026176571846008,
    0.3798881769180298,
    0.2533332407474518,
    0.5673075914382935,
    0.4615383446216583,
    0.34482747316360474,
    0.49999988079071045,
    0.6168223023414612,
    0.21428565680980682,
    0.3068782389163971,
    0.1657457947731018,
    0.4454975128173828,
    0.3157893717288971,
    0.4153004288673401,
    0.37696322798728943,
    0.3249998986721039,
    0.35051536560058594,
    0.23448267579078674,
    0.19379839301109314,
    0.31372541189193726,
    0.2677823603153229,
    0.165217325091362,
    0.5662649273872375,
    0.38636353611946106,
    0.5596328973770142,
    0.3522725999355316,
    0.37373724579811096,
    0.16049376130104065,
    0.1951218843460083,
    0.27777770161628723,
    0.49777767062187195,
    0.4484303891658783,
    0.3882351815700531,
    0.1818181276321411,
    0.29166656732559204,
    0.5308055877685547,
    0.5608464479446411,
    0.5263157486915588,
    0.1792452037334442,
    0.5185183882713318,
    0.3456788659095764,
    0.3801651895046234,
    0.343283474445343,
    0.6948355436325073,
    0.4418603479862213,
    0.46391740441322327,
    0.333333283662796,
    0.1339712291955948,
    0.2614377737045288,
    0.19827578961849213,
    0.32402223348617554,
    0.6781114935874939,
    0.5806450843811035,
    0.42168664932250977,
    0.5898616909980774,
    0.15217386186122894,
    0.37121203541755676,
    0.15111105144023895,
    0.5727270841598511,
    0.6338796615600586,
    0.23893800377845764,
    0.21596238017082214,
    0.35344812273979187,
    0.14285708963871002,
    0.2999998927116394,
    0.6857141852378845,
    0.36904752254486084,
    0.2621358335018158,
    0.3707316219806671,
    0.41711217164993286,
    0.4195120930671692,
    0.15909084677696228,
    0.34931498765945435,
    0.31355923414230347,
    0.47619035840034485,
    0.24844713509082794,
    0.18264833092689514,
    0.5555554628372192,
    0.4631577730178833,
    0.30769217014312744,
    0.31818172335624695,
    0.14130428433418274,
    0.3443707227706909
   ],
   "time": 161.08204933814704,
   "param": [
    {
     "p": 0.08393778651952744,
     "m": 1.0
    },
    {
     "p": 0.06893661618232727,
     "m": 1.0
    },
    {
     "p": 0.0817381963133812,
     "m": 1.0
    },
    {
     "p": 0.06931503117084503,
     "m": 1.0
    },
    {
     "p": 0.06032487750053406,
     "m": 1.0
    },
    {
     "p": 0.06111164391040802,
     "m": 1.0
    },
    {
     "p": 0.05776777118444443,
     "m": 1.0
    },
    {
     "p": 0.062452323734760284,
     "m": 1.0
    },
    {
     "p": 0.07859684526920319,
     "m": 1.0
    },
    {
     "p": 0.06051686033606529,
     "m": 1.0
    },
    {
     "p": 0.07801620662212372,
     "m": 1.0
    },
    {
     "p": 0.09611420333385468,
     "m": 1.0
    },
    {
     "p": 0.07884494960308075,
     "m": 1.0
    },
    {
     "p": 0.06232668459415436,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 131,
   "train_loss": 4.300534725189209,
   "val_loss": 2.7441492080688477,
   "acc": 35.54,
   "f1": [
    0.6635069251060486,
    0.3653844892978668,
    0.20689649879932404,
    0.19672125577926636,
    0.14746539294719696,
    0.30051806569099426,
    0.33333325386047363,
    0.35294109582901,
    0.36111101508140564,
    0.4640882611274719,
    0.16883111000061035,
    0.25961530208587646,
    0.3369564116001129,
    0.18292675912380219,
    0.22222213447093964,
    0.2234041839838028,
    0.38150280714035034,
    0.5070421695709229,
    0.3801651895046234,
    0.28947359323501587,
    0.5925924777984619,
    0.4615383744239807,
    0.2948717176914215,
    0.559139609336853,
    0.666666567325592,
    0.2176869958639145,
    0.23923437297344208,
    0.22857138514518738,
    0.46511611342430115,
    0.2870369255542755,
    0.4489794969558716,
    0.3636362552642822,
    0.34554967284202576,
    0.3152172863483429,
    0.26666656136512756,
    0.11111105233430862,
    0.300884872674942,
    0.26519328355789185,
    0.18719203770160675,
    0.5133689045906067,
    0.37894728779792786,
    0.5700481534004211,
    0.2867923676967621,
    0.3424123525619507,
    0.17679551243782043,
    0.2124999314546585,
    0.22784802317619324,
    0.5272725820541382,
    0.44827571511268616,
    0.3897057771682739,
    0.13541659712791443,
    0.306122362613678,
    0.577946662902832,
    0.5726870894432068,
    0.5567008852958679,
    0.14545448124408722,
    0.5024153590202332,
    0.3157894015312195,
    0.37885454297065735,
    0.3487178385257721,
    0.6956520080566406,
    0.47916653752326965,
    0.4190475046634674,
    0.39622631669044495,
    0.11042939126491547,
    0.19753079116344452,
    0.15957440435886383,
    0.3386242389678955,
    0.706976592540741,
    0.5980390906333923,
    0.3999998867511749,
    0.5741626024246216,
    0.1365852952003479,
    0.3555554449558258,
    0.1645020991563797,
    0.5875704884529114,
    0.6310158967971802,
    0.1758241057395935,
    0.20430098474025726,
    0.25352105498313904,
    0.12435225397348404,
    0.26282042264938354,
    0.6831682324409485,
    0.34821417927742004,
    0.2444443702697754,
    0.41935470700263977,
    0.35483863949775696,
    0.3999998867511749,
    0.1257142275571823,
    0.35897427797317505,
    0.25490185618400574,
    0.5443785786628723,
    0.13173647224903107,
    0.20134222507476807,
    0.5304347276687622,
    0.46511611342430115,
    0.2485205978155136,
    0.27177694439888,
    0.14782603085041046,
    0.36144572496414185
   ],
   "time": 158.20015557762235,
   "param": [
    {
     "p": 0.07452423125505447,
     "m": 1.0
    },
    {
     "p": 0.07906198501586914,
     "m": 1.0
    },
    {
     "p": 0.09711030125617981,
     "m": 1.0
    },
    {
     "p": 0.06400014460086823,
     "m": 1.0
    },
    {
     "p": 0.06177351996302605,
     "m": 1.0
    },
    {
     "p": 0.07339499890804291,
     "m": 1.0
    },
    {
     "p": 0.06556519120931625,
     "m": 1.0
    },
    {
     "p": 0.06300608068704605,
     "m": 1.0
    },
    {
     "p": 0.053383197635412216,
     "m": 1.0
    },
    {
     "p": 0.07020564377307892,
     "m": 1.0
    },
    {
     "p": 0.07472719252109528,
     "m": 1.0
    },
    {
     "p": 0.07131115347146988,
     "m": 1.0
    },
    {
     "p": 0.07897577434778214,
     "m": 1.0
    },
    {
     "p": 0.0729604959487915,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 132,
   "train_loss": 4.129971027374268,
   "val_loss": 2.7934303283691406,
   "acc": 35.91,
   "f1": [
    0.6559138894081116,
    0.37130793929100037,
    0.2731706500053406,
    0.14864858984947205,
    0.15662643313407898,
    0.24472565948963165,
    0.34254133701324463,
    0.3946187198162079,
    0.36809808015823364,
    0.4861876964569092,
    0.15189866721630096,
    0.2176164984703064,
    0.31034475564956665,
    0.19277101755142212,
    0.22666659951210022,
    0.23611101508140564,
    0.390243798494339,
    0.45887434482574463,
    0.3295453190803528,
    0.26666659116744995,
    0.568720281124115,
    0.488262802362442,
    0.3050846457481384,
    0.48587560653686523,
    0.644067645072937,
    0.2514968812465668,
    0.30588221549987793,
    0.2275448441505432,
    0.4565216302871704,
    0.33333325386047363,
    0.4093022048473358,
    0.32911381125450134,
    0.314606636762619,
    0.30350184440612793,
    0.3179486393928528,
    0.15833325684070587,
    0.2944161295890808,
    0.22999992966651917,
    0.18749994039535522,
    0.46774181723594666,
    0.367346853017807,
    0.5809522867202759,
    0.3111110329627991,
    0.32989683747291565,
    0.21118006110191345,
    0.2262442708015442,
    0.25870639085769653,
    0.49999988079071045,
    0.4947367310523987,
    0.3775508999824524,
    0.2018347978591919,
    0.3303302824497223,
    0.5396824479103088,
    0.6179773807525635,
    0.5271317362785339,
    0.15517236292362213,
    0.5022420287132263,
    0.329268217086792,
    0.3628317713737488,
    0.34101372957229614,
    0.7230044603347778,
    0.5076140761375427,
    0.4410255253314972,
    0.40935659408569336,
    0.14285708963871002,
    0.20118334889411926,
    0.21621613204479218,
    0.34999990463256836,
    0.6760562062263489,
    0.5953487157821655,
    0.45685264468193054,
    0.592920184135437,
    0.1379309743642807,
    0.3248729705810547,
    0.14925366640090942,
    0.629441499710083,
    0.6363635063171387,
    0.14583328366279602,
    0.2234041839838028,
    0.31249991059303284,
    0.15384608507156372,
    0.27138638496398926,
    0.6918917894363403,
    0.3964756429195404,
    0.20987647771835327,
    0.4033612310886383,
    0.4044942855834961,
    0.38636353611946106,
    0.15384609997272491,
    0.3493449091911316,
    0.2723003923892975,
    0.5297296643257141,
    0.20689648389816284,
    0.18947362899780273,
    0.5436891913414001,
    0.45918354392051697,
    0.20689649879932404,
    0.34999990463256836,
    0.16149060428142548,
    0.40624988079071045
   ],
   "time": 154.64512445870787,
   "param": [
    {
     "p": 0.06580697745084763,
     "m": 1.0
    },
    {
     "p": 0.0738888680934906,
     "m": 1.0
    },
    {
     "p": 0.08421196788549423,
     "m": 1.0
    },
    {
     "p": 0.06279470771551132,
     "m": 1.0
    },
    {
     "p": 0.07554739713668823,
     "m": 1.0
    },
    {
     "p": 0.052919454872608185,
     "m": 1.0
    },
    {
     "p": 0.07593066990375519,
     "m": 1.0
    },
    {
     "p": 0.08220458775758743,
     "m": 1.0
    },
    {
     "p": 0.06959860771894455,
     "m": 1.0
    },
    {
     "p": 0.06695236265659332,
     "m": 1.0
    },
    {
     "p": 0.06041565537452698,
     "m": 1.0
    },
    {
     "p": 0.08350314944982529,
     "m": 1.0
    },
    {
     "p": 0.0808776244521141,
     "m": 1.0
    },
    {
     "p": 0.06534794718027115,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 133,
   "train_loss": 3.784059524536133,
   "val_loss": 2.690650701522827,
   "acc": 36.06,
   "f1": [
    0.6532661318778992,
    0.37125736474990845,
    0.26573416590690613,
    0.1990049034357071,
    0.1754385381937027,
    0.20547938346862793,
    0.42051267623901367,
    0.4260353744029999,
    0.3295879364013672,
    0.4018690288066864,
    0.10666660219430923,
    0.2758620083332062,
    0.36607131361961365,
    0.2533332407474518,
    0.20454540848731995,
    0.2647058069705963,
    0.4142010807991028,
    0.48167529702186584,
    0.36082467436790466,
    0.28571417927742004,
    0.5619046092033386,
    0.4933919608592987,
    0.31372541189193726,
    0.5084744095802307,
    0.663461446762085,
    0.24418595433235168,
    0.27096763253211975,
    0.18253962695598602,
    0.48076915740966797,
    0.31627896428108215,
    0.37010666728019714,
    0.3755101263523102,
    0.2941175401210785,
    0.30278873443603516,
    0.28758159279823303,
    0.11976040154695511,
    0.29319363832473755,
    0.2545453906059265,
    0.22009563446044922,
    0.5026736855506897,
    0.33476385474205017,
    0.6039602756500244,
    0.3232322335243225,
    0.3493449091911316,
    0.23350247740745544,
    0.21857915818691254,
    0.2430938482284546,
    0.5026176571846008,
    0.447368323802948,
    0.3653844892978668,
    0.19780214130878448,
    0.3278687596321106,
    0.5714284181594849,
    0.590908944606781,
    0.5560973882675171,
    0.12422355264425278,
    0.49999988079071045,
    0.3300969898700714,
    0.34224584698677063,
    0.34920623898506165,
    0.6999998688697815,
    0.5365853309631348,
    0.4666665494441986,
    0.37668150663375854,
    0.16216211020946503,
    0.20689648389816284,
    0.17560969293117523,
    0.3508771061897278,
    0.728155255317688,
    0.5658535361289978,
    0.45405393838882446,
    0.5641024708747864,
    0.18072283267974854,
    0.2251655012369156,
    0.1648350954055786,
    0.4924241304397583,
    0.5999999046325684,
    0.21621613204479218,
    0.20930227637290955,
    0.29940110445022583,
    0.14193542301654816,
    0.3300969898700714,
    0.6826921701431274,
    0.3428570628166199,
    0.28260859847068787,
    0.4086020588874817,
    0.41739121079444885,
    0.39215680956840515,
    0.13483139872550964,
    0.3535352647304535,
    0.2658226788043976,
    0.48760321736335754,
    0.24242417514324188,
    0.20909084379673004,
    0.5846152901649475,
    0.4044942855834961,
    0.28571420907974243,
    0.3231440484523773,
    0.18072283267974854,
    0.37433144450187683
   ],
   "time": 155.7952200146392,
   "param": [
    {
     "p": 0.07746004313230515,
     "m": 1.0
    },
    {
     "p": 0.07653916627168655,
     "m": 1.0
    },
    {
     "p": 0.07574880868196487,
     "m": 1.0
    },
    {
     "p": 0.07183831185102463,
     "m": 1.0
    },
    {
     "p": 0.06464032083749771,
     "m": 1.0
    },
    {
     "p": 0.06612960994243622,
     "m": 1.0
    },
    {
     "p": 0.0730016827583313,
     "m": 1.0
    },
    {
     "p": 0.0731152594089508,
     "m": 1.0
    },
    {
     "p": 0.060841020196676254,
     "m": 1.0
    },
    {
     "p": 0.06686849892139435,
     "m": 1.0
    },
    {
     "p": 0.055303070694208145,
     "m": 1.0
    },
    {
     "p": 0.08465117961168289,
     "m": 1.0
    },
    {
     "p": 0.08560629934072495,
     "m": 1.0
    },
    {
     "p": 0.06825672090053558,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 134,
   "train_loss": 3.550705671310425,
   "val_loss": 2.863629102706909,
   "acc": 36.84,
   "f1": [
    0.6598983407020569,
    0.39810416102409363,
    0.2784809172153473,
    0.2021275758743286,
    0.11111106723546982,
    0.30125513672828674,
    0.4069766402244568,
    0.38983041048049927,
    0.3862067759037018,
    0.4499998986721039,
    0.1696968972682953,
    0.24590153992176056,
    0.35294109582901,
    0.23157887160778046,
    0.22619038820266724,
    0.20553353428840637,
    0.3733331859111786,
    0.53465336561203,
    0.38775497674942017,
    0.24603168666362762,
    0.5527637004852295,
    0.4841269254684448,
    0.2824857831001282,
    0.5487803816795349,
    0.6923075318336487,
    0.27083322405815125,
    0.29629620909690857,
    0.1959458887577057,
    0.5164833664894104,
    0.3196346163749695,
    0.4387753903865814,
    0.3046357035636902,
    0.3487178385257721,
    0.28225794434547424,
    0.33333322405815125,
    0.1142856702208519,
    0.31932762265205383,
    0.1656804084777832,
    0.22222216427326202,
    0.5319147706031799,
    0.4352940320968628,
    0.596858561038971,
    0.3364485204219818,
    0.35820886492729187,
    0.2436547577381134,
    0.21192045509815216,
    0.1654134839773178,
    0.5384615063667297,
    0.4949493706226349,
    0.36585354804992676,
    0.21989519894123077,
    0.3286712169647217,
    0.573584794998169,
    0.6055043935775757,
    0.5347592234611511,
    0.16346149146556854,
    0.49792519211769104,
    0.3529410660266876,
    0.38427940011024475,
    0.33333325386047363,
    0.7330315113067627,
    0.48484838008880615,
    0.4823527932167053,
    0.3931623101234436,
    0.16774186491966248,
    0.2208588421344757,
    0.17829450964927673,
    0.32124343514442444,
    0.6991149187088013,
    0.5677964687347412,
    0.4945053458213806,
    0.596858561038971,
    0.11249993741512299,
    0.37246954441070557,
    0.15624994039535522,
    0.6074764728546143,
    0.6860463619232178,
    0.1449274718761444,
    0.20779214799404144,
    0.364531934261322,
    0.13235288858413696,
    0.27722764015197754,
    0.6989246010780334,
    0.36529669165611267,
    0.2580644488334656,
    0.44554442167282104,
    0.4081631302833557,
    0.4226802885532379,
    0.17040351033210754,
    0.34817805886268616,
    0.2702701687812805,
    0.5062239766120911,
    0.22317588329315186,
    0.22222216427326202,
    0.5656563639640808,
    0.42931926250457764,
    0.2576685845851898,
    0.31088075041770935,
    0.16853927075862885,
    0.3999998867511749
   ],
   "time": 163.14229153376073,
   "param": [
    {
     "p": 0.07247993350028992,
     "m": 1.0
    },
    {
     "p": 0.0761001706123352,
     "m": 1.0
    },
    {
     "p": 0.07691308110952377,
     "m": 1.0
    },
    {
     "p": 0.08289945870637894,
     "m": 1.0
    },
    {
     "p": 0.05950295180082321,
     "m": 1.0
    },
    {
     "p": 0.07856454700231552,
     "m": 1.0
    },
    {
     "p": 0.058472082018852234,
     "m": 1.0
    },
    {
     "p": 0.07797762751579285,
     "m": 1.0
    },
    {
     "p": 0.07543256133794785,
     "m": 1.0
    },
    {
     "p": 0.05969059094786644,
     "m": 1.0
    },
    {
     "p": 0.06142937391996384,
     "m": 1.0
    },
    {
     "p": 0.07992484420537949,
     "m": 1.0
    },
    {
     "p": 0.06952325254678726,
     "m": 1.0
    },
    {
     "p": 0.07108940929174423,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 135,
   "train_loss": 3.7822818756103516,
   "val_loss": 2.9965262413024902,
   "acc": 35.27,
   "f1": [
    0.5829958915710449,
    0.4041449725627899,
    0.2526314854621887,
    0.24050623178482056,
    0.15189866721630096,
    0.2922373414039612,
    0.4041449725627899,
    0.37864065170288086,
    0.3373492956161499,
    0.43636354804039,
    0.19108274579048157,
    0.23115570843219757,
    0.3387977182865143,
    0.18867920339107513,
    0.19318175315856934,
    0.2695034444332123,
    0.3771928548812866,
    0.4322580099105835,
    0.34999990463256836,
    0.30337071418762207,
    0.5320196151733398,
    0.46534639596939087,
    0.3013697862625122,
    0.5054942965507507,
    0.6407765746116638,
    0.22999992966651917,
    0.23529405891895294,
    0.17872333526611328,
    0.3708608150482178,
    0.2761903405189514,
    0.3937007188796997,
    0.3195875287055969,
    0.37373724579811096,
    0.3157893717288971,
    0.2526314854621887,
    0.0869564637541771,
    0.2923975884914398,
    0.21538454294204712,
    0.20814472436904907,
    0.5192306637763977,
    0.36529669165611267,
    0.6236557960510254,
    0.30909082293510437,
    0.31088075041770935,
    0.22399993240833282,
    0.2095237374305725,
    0.22680403292179108,
    0.4816325008869171,
    0.47004595398902893,
    0.37599989771842957,
    0.09599995613098145,
    0.300429105758667,
    0.5545453429222107,
    0.559321939945221,
    0.4975123405456543,
    0.15999993681907654,
    0.4811319410800934,
    0.3583814203739166,
    0.38862547278404236,
    0.3417084515094757,
    0.7094016075134277,
    0.4577113389968872,
    0.4545453190803528,
    0.34265726804733276,
    0.09395967423915863,
    0.210526242852211,
    0.13281244039535522,
    0.31088075041770935,
    0.688372015953064,
    0.5898616909980774,
    0.403755784034729,
    0.5925924777984619,
    0.140350803732872,
    0.24390234053134918,
    0.15277770161628723,
    0.5316454768180847,
    0.6060605049133301,
    0.15458931028842926,
    0.20392151176929474,
    0.35359105467796326,
    0.20289847254753113,
    0.303703635931015,
    0.6903551816940308,
    0.28048771619796753,
    0.17910441756248474,
    0.4347825050354004,
    0.3934425115585327,
    0.4140968322753906,
    0.12173908948898315,
    0.36820071935653687,
    0.2991451919078827,
    0.511627733707428,
    0.19999992847442627,
    0.2404370754957199,
    0.5917158722877502,
    0.42452818155288696,
    0.2456139326095581,
    0.3473052978515625,
    0.15081962943077087,
    0.38961026072502136
   ],
   "time": 159.71586486604065,
   "param": [
    {
     "p": 0.08074108511209488,
     "m": 1.0
    },
    {
     "p": 0.06575502455234528,
     "m": 1.0
    },
    {
     "p": 0.07763408124446869,
     "m": 1.0
    },
    {
     "p": 0.07253225892782211,
     "m": 1.0
    },
    {
     "p": 0.07515248656272888,
     "m": 1.0
    },
    {
     "p": 0.05998564139008522,
     "m": 1.0
    },
    {
     "p": 0.0675058588385582,
     "m": 1.0
    },
    {
     "p": 0.07232878357172012,
     "m": 1.0
    },
    {
     "p": 0.06561340391635895,
     "m": 1.0
    },
    {
     "p": 0.06596177071332932,
     "m": 1.0
    },
    {
     "p": 0.06451214849948883,
     "m": 1.0
    },
    {
     "p": 0.0837843269109726,
     "m": 1.0
    },
    {
     "p": 0.07090537250041962,
     "m": 1.0
    },
    {
     "p": 0.07758766412734985,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 136,
   "train_loss": 3.8645856380462646,
   "val_loss": 2.7312207221984863,
   "acc": 36.22,
   "f1": [
    0.6700506210327148,
    0.3980098366737366,
    0.29702961444854736,
    0.13513506948947906,
    0.19626161456108093,
    0.3091786503791809,
    0.3584904372692108,
    0.33333319425582886,
    0.3470318615436554,
    0.4343433380126953,
    0.19230762124061584,
    0.22222214937210083,
    0.35714274644851685,
    0.17283941805362701,
    0.23076915740966797,
    0.22429899871349335,
    0.3765689730644226,
    0.4293783903121948,
    0.3720929026603699,
    0.28925609588623047,
    0.49372372031211853,
    0.4265401363372803,
    0.31067952513694763,
    0.524590015411377,
    0.6559138894081116,
    0.24675315618515015,
    0.27649760246276855,
    0.19736838340759277,
    0.4705881178379059,
    0.32432422041893005,
    0.3885713219642639,
    0.3699420988559723,
    0.37125736474990845,
    0.3179486393928528,
    0.26046502590179443,
    0.13333328068256378,
    0.27777770161628723,
    0.21660645306110382,
    0.21343867480754852,
    0.5145629644393921,
    0.3319500982761383,
    0.5504586100578308,
    0.3440859317779541,
    0.3269230127334595,
    0.20689648389816284,
    0.20689648389816284,
    0.21794864535331726,
    0.5273630023002625,
    0.47004595398902893,
    0.3529410660266876,
    0.16176463663578033,
    0.3422052562236786,
    0.5814977288246155,
    0.5887095332145691,
    0.5242717266082764,
    0.15555550158023834,
    0.5213673710823059,
    0.309859037399292,
    0.368663489818573,
    0.35978829860687256,
    0.6999998688697815,
    0.46153831481933594,
    0.40975597500801086,
    0.3557691276073456,
    0.11695900559425354,
    0.25906726717948914,
    0.1793721318244934,
    0.3619908392429352,
    0.6889951229095459,
    0.562211811542511,
    0.44943806529045105,
    0.6278025507926941,
    0.1258740872144699,
    0.3167419731616974,
    0.14516125619411469,
    0.5650222897529602,
    0.6325579881668091,
    0.17073164880275726,
    0.1879698783159256,
    0.3389829397201538,
    0.15789467096328735,
    0.3372548520565033,
    0.6577776670455933,
    0.32978713512420654,
    0.27428561449050903,
    0.43428558111190796,
    0.4120602011680603,
    0.42162150144577026,
    0.21192045509815216,
    0.3436122238636017,
    0.3076922297477722,
    0.5291004180908203,
    0.2061854749917984,
    0.22702695429325104,
    0.5528453588485718,
    0.43555545806884766,
    0.3232322335243225,
    0.34883710741996765,
    0.1481480896472931,
    0.41048023104667664
   ],
   "time": 154.81461857631803,
   "param": [
    {
     "p": 0.08017600327730179,
     "m": 1.0
    },
    {
     "p": 0.07235629111528397,
     "m": 1.0
    },
    {
     "p": 0.06985954195261002,
     "m": 1.0
    },
    {
     "p": 0.07354802638292313,
     "m": 1.0
    },
    {
     "p": 0.0712253525853157,
     "m": 1.0
    },
    {
     "p": 0.0644925907254219,
     "m": 1.0
    },
    {
     "p": 0.06932595372200012,
     "m": 1.0
    },
    {
     "p": 0.06427549570798874,
     "m": 1.0
    },
    {
     "p": 0.07496388256549835,
     "m": 1.0
    },
    {
     "p": 0.07225717604160309,
     "m": 1.0
    },
    {
     "p": 0.06593511998653412,
     "m": 1.0
    },
    {
     "p": 0.07727742195129395,
     "m": 1.0
    },
    {
     "p": 0.08345399051904678,
     "m": 1.0
    },
    {
     "p": 0.0608530268073082,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 137,
   "train_loss": 3.647324323654175,
   "val_loss": 2.7521963119506836,
   "acc": 35.41,
   "f1": [
    0.6799998879432678,
    0.35121941566467285,
    0.28742504119873047,
    0.2256409376859665,
    0.16243648529052734,
    0.3170730471611023,
    0.36649200320243835,
    0.4090908467769623,
    0.3465345501899719,
    0.4183005392551422,
    0.18309852480888367,
    0.262711763381958,
    0.4075828194618225,
    0.2561575770378113,
    0.23684203624725342,
    0.21904754638671875,
    0.3934425115585327,
    0.47321414947509766,
    0.29166656732559204,
    0.26046502590179443,
    0.5652172565460205,
    0.43199992179870605,
    0.34883710741996765,
    0.4949493706226349,
    0.6568626165390015,
    0.2749998867511749,
    0.2909089922904968,
    0.2248995453119278,
    0.4401912987232208,
    0.3068180978298187,
    0.39495787024497986,
    0.34640514850616455,
    0.30674833059310913,
    0.2798353135585785,
    0.2208588421344757,
    0.16326524317264557,
    0.2941175401210785,
    0.23853203654289246,
    0.22459883987903595,
    0.4733726978302002,
    0.42352932691574097,
    0.5937498807907104,
    0.2938774824142456,
    0.38497641682624817,
    0.12280696630477905,
    0.16417904198169708,
    0.2771083414554596,
    0.5065500736236572,
    0.43349742889404297,
    0.3292180299758911,
    0.1596243679523468,
    0.3285022974014282,
    0.5217390656471252,
    0.579710066318512,
    0.4939757287502289,
    0.1749999076128006,
    0.47236168384552,
    0.3314915895462036,
    0.3939392864704132,
    0.29694315791130066,
    0.7196259498596191,
    0.48167529702186584,
    0.41414129734039307,
    0.3376622498035431,
    0.20765019953250885,
    0.21459220349788666,
    0.17801040410995483,
    0.3431371748447418,
    0.6912441253662109,
    0.5978259444236755,
    0.44137921929359436,
    0.5919281840324402,
    0.1449274867773056,
    0.2576685845851898,
    0.15384607017040253,
    0.602040708065033,
    0.6382977366447449,
    0.12162157148122787,
    0.22831043601036072,
    0.3478259742259979,
    0.15209119021892548,
    0.3102039694786072,
    0.6229506731033325,
    0.2793295085430145,
    0.18309852480888367,
    0.47169798612594604,
    0.3878786563873291,
    0.4042551815509796,
    0.16828471422195435,
    0.33460068702697754,
    0.2430938482284546,
    0.49999988079071045,
    0.1909089982509613,
    0.2272726446390152,
    0.5567008852958679,
    0.4108526110649109,
    0.29906532168388367,
    0.29292917251586914,
    0.1485147923231125,
    0.3977271616458893
   ],
   "time": 156.51130572520196,
   "param": [
    {
     "p": 0.0720861405134201,
     "m": 1.0
    },
    {
     "p": 0.06251434236764908,
     "m": 1.0
    },
    {
     "p": 0.07777342200279236,
     "m": 1.0
    },
    {
     "p": 0.06890945136547089,
     "m": 1.0
    },
    {
     "p": 0.0740017369389534,
     "m": 1.0
    },
    {
     "p": 0.06351249665021896,
     "m": 1.0
    },
    {
     "p": 0.07312043011188507,
     "m": 1.0
    },
    {
     "p": 0.07436662167310715,
     "m": 1.0
    },
    {
     "p": 0.07606180757284164,
     "m": 1.0
    },
    {
     "p": 0.07440642267465591,
     "m": 1.0
    },
    {
     "p": 0.06237400323152542,
     "m": 1.0
    },
    {
     "p": 0.07342679798603058,
     "m": 1.0
    },
    {
     "p": 0.0854700580239296,
     "m": 1.0
    },
    {
     "p": 0.06197628378868103,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 138,
   "train_loss": 3.8348965644836426,
   "val_loss": 2.7233057022094727,
   "acc": 36.07,
   "f1": [
    0.6489360928535461,
    0.38578668236732483,
    0.2603549063205719,
    0.13223135471343994,
    0.1559632420539856,
    0.2541435658931732,
    0.3711339235305786,
    0.3764704465866089,
    0.3122362196445465,
    0.4402514398097992,
    0.16279064118862152,
    0.253807008266449,
    0.3135133981704712,
    0.22093015909194946,
    0.2456139624118805,
    0.24999989569187164,
    0.3636362850666046,
    0.5296802520751953,
    0.3287670612335205,
    0.2524271011352539,
    0.5816324949264526,
    0.42909082770347595,
    0.3083699643611908,
    0.5257141590118408,
    0.7142855525016785,
    0.19480513036251068,
    0.2957197427749634,
    0.161943256855011,
    0.4485980272293091,
    0.29824554920196533,
    0.38271594047546387,
    0.34999990463256836,
    0.3657141625881195,
    0.28368785977363586,
    0.31055888533592224,
    0.16666659712791443,
    0.27322396636009216,
    0.26724129915237427,
    0.23255807161331177,
    0.48421040177345276,
    0.413043349981308,
    0.6108372807502747,
    0.32402223348617554,
    0.3665337860584259,
    0.1970442682504654,
    0.20430098474025726,
    0.253807008266449,
    0.5151513814926147,
    0.46551719307899475,
    0.42727261781692505,
    0.2485874742269516,
    0.28925609588623047,
    0.5934958457946777,
    0.5870645046234131,
    0.4851484000682831,
    0.1530611664056778,
    0.5384615063667297,
    0.37499991059303284,
    0.36714968085289,
    0.3118278682231903,
    0.6915886998176575,
    0.4749998450279236,
    0.4615383446216583,
    0.35398221015930176,
    0.15920390188694,
    0.17567561566829681,
    0.16748763620853424,
    0.32124343514442444,
    0.729999840259552,
    0.5737703442573547,
    0.4493390619754791,
    0.5670497417449951,
    0.11023616790771484,
    0.38345855474472046,
    0.15525108575820923,
    0.49999988079071045,
    0.6458331942558289,
    0.20118334889411926,
    0.1909089982509613,
    0.32222211360931396,
    0.145695298910141,
    0.239520862698555,
    0.6999998688697815,
    0.32989683747291565,
    0.19696961343288422,
    0.436893105506897,
    0.42477864027023315,
    0.41249990463256836,
    0.16666659712791443,
    0.3591548204421997,
    0.2741115987300873,
    0.534031331539154,
    0.18905465304851532,
    0.1862744390964508,
    0.5812807083129883,
    0.4414413571357727,
    0.3267325758934021,
    0.2976189851760864,
    0.17171710729599,
    0.3982299864292145
   ],
   "time": 159.6252019284293,
   "param": [
    {
     "p": 0.0784495621919632,
     "m": 1.0
    },
    {
     "p": 0.06693366169929504,
     "m": 1.0
    },
    {
     "p": 0.0703841894865036,
     "m": 1.0
    },
    {
     "p": 0.07828013598918915,
     "m": 1.0
    },
    {
     "p": 0.054100558161735535,
     "m": 1.0
    },
    {
     "p": 0.08609242737293243,
     "m": 1.0
    },
    {
     "p": 0.0690317302942276,
     "m": 1.0
    },
    {
     "p": 0.06829670071601868,
     "m": 1.0
    },
    {
     "p": 0.07473930716514587,
     "m": 1.0
    },
    {
     "p": 0.07353183627128601,
     "m": 1.0
    },
    {
     "p": 0.06668578833341599,
     "m": 1.0
    },
    {
     "p": 0.05927840247750282,
     "m": 1.0
    },
    {
     "p": 0.08690963685512543,
     "m": 1.0
    },
    {
     "p": 0.06728612631559372,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 139,
   "train_loss": 3.8233518600463867,
   "val_loss": 2.9129021167755127,
   "acc": 35.32,
   "f1": [
    0.6009388566017151,
    0.3703702688217163,
    0.26415085792541504,
    0.15950913727283478,
    0.13197962939739227,
    0.3101603388786316,
    0.36448585987091064,
    0.3999999165534973,
    0.3636362552642822,
    0.44554442167282104,
    0.10606056451797485,
    0.2532750070095062,
    0.3552630543708801,
    0.24390237033367157,
    0.2622949779033661,
    0.2212388664484024,
    0.3575417995452881,
    0.4675323963165283,
    0.32432422041893005,
    0.23636355996131897,
    0.5254236459732056,
    0.5140186548233032,
    0.3414633274078369,
    0.5057469606399536,
    0.6568626165390015,
    0.2345678210258484,
    0.28193822503089905,
    0.12658220529556274,
    0.44444432854652405,
    0.28571420907974243,
    0.37647050619125366,
    0.281406968832016,
    0.34482747316360474,
    0.3013697862625122,
    0.3016759157180786,
    0.1078430786728859,
    0.2702701985836029,
    0.21343867480754852,
    0.23853203654289246,
    0.547485888004303,
    0.29906532168388367,
    0.4025558531284332,
    0.2673266530036926,
    0.34389129281044006,
    0.21800939738750458,
    0.16417904198169708,
    0.2838708758354187,
    0.5096152424812317,
    0.507771909236908,
    0.4454544484615326,
    0.1333332657814026,
    0.26136359572410583,
    0.5677964687347412,
    0.5394189953804016,
    0.5026176571846008,
    0.1509433388710022,
    0.5465114712715149,
    0.331707239151001,
    0.351144939661026,
    0.34615373611450195,
    0.7465436458587646,
    0.47953203320503235,
    0.4292236268520355,
    0.362790584564209,
    0.07608690112829208,
    0.28025469183921814,
    0.18823520839214325,
    0.28712859749794006,
    0.6695650219917297,
    0.5989303588867188,
    0.4588233530521393,
    0.5918366312980652,
    0.1333332657814026,
    0.2547769844532013,
    0.15476183593273163,
    0.6378377079963684,
    0.6597937345504761,
    0.18269222974777222,
    0.21138204634189606,
    0.32291656732559204,
    0.12087904661893845,
    0.2251655012369156,
    0.6596857309341431,
    0.35602086782455444,
    0.2424241602420807,
    0.47120407223701477,
    0.4019606411457062,
    0.41071420907974243,
    0.17877088487148285,
    0.3675675094127655,
    0.2580644488334656,
    0.5217390656471252,
    0.2399999350309372,
    0.17460310459136963,
    0.5544553399085999,
    0.4090908467769623,
    0.322274774312973,
    0.3211008310317993,
    0.08403357863426208,
    0.40404030680656433
   ],
   "time": 159.17788574751467,
   "param": [
    {
     "p": 0.0662948489189148,
     "m": 1.0
    },
    {
     "p": 0.07647830247879028,
     "m": 1.0
    },
    {
     "p": 0.07238462567329407,
     "m": 1.0
    },
    {
     "p": 0.06341926753520966,
     "m": 1.0
    },
    {
     "p": 0.07328018546104431,
     "m": 1.0
    },
    {
     "p": 0.06520722806453705,
     "m": 1.0
    },
    {
     "p": 0.07472167909145355,
     "m": 1.0
    },
    {
     "p": 0.07483971118927002,
     "m": 1.0
    },
    {
     "p": 0.07421544194221497,
     "m": 1.0
    },
    {
     "p": 0.0768510177731514,
     "m": 1.0
    },
    {
     "p": 0.06414341926574707,
     "m": 1.0
    },
    {
     "p": 0.07314049452543259,
     "m": 1.0
    },
    {
     "p": 0.07720786333084106,
     "m": 1.0
    },
    {
     "p": 0.067815862596035,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 140,
   "train_loss": 3.9679720401763916,
   "val_loss": 2.793789863586426,
   "acc": 36.19,
   "f1": [
    0.6633164882659912,
    0.37288129329681396,
    0.3157893717288971,
    0.19742482900619507,
    0.16867463290691376,
    0.2705313265323639,
    0.35532984137535095,
    0.3711339235305786,
    0.37777766585350037,
    0.4265401363372803,
    0.22459883987903595,
    0.25274714827537537,
    0.35294109582901,
    0.2564101815223694,
    0.280898779630661,
    0.22222216427326202,
    0.38216549158096313,
    0.46017688512802124,
    0.32704389095306396,
    0.23417715728282928,
    0.49438196420669556,
    0.4372468888759613,
    0.3411763310432434,
    0.5302324295043945,
    0.653465211391449,
    0.25125616788864136,
    0.24999994039535522,
    0.17021268606185913,
    0.4705881178379059,
    0.3186812400817871,
    0.3882351815700531,
    0.3147207200527191,
    0.28915655612945557,
    0.30303022265434265,
    0.2923975884914398,
    0.16249993443489075,
    0.3285022974014282,
    0.24580998718738556,
    0.24844713509082794,
    0.5394735932350159,
    0.3636362552642822,
    0.633333146572113,
    0.27999991178512573,
    0.2713567018508911,
    0.21917803585529327,
    0.17948710918426514,
    0.2660549581050873,
    0.506912350654602,
    0.5243901014328003,
    0.43216070532798767,
    0.18848159909248352,
    0.33476385474205017,
    0.6065572500228882,
    0.5943394899368286,
    0.5263157486915588,
    0.1546391248703003,
    0.5434780716896057,
    0.3459458649158478,
    0.3817426860332489,
    0.331707239151001,
    0.7319586277008057,
    0.505154550075531,
    0.4214874804019928,
    0.4301074147224426,
    0.16243648529052734,
    0.2705881595611572,
    0.1612902730703354,
    0.3157894015312195,
    0.6695277690887451,
    0.5892856121063232,
    0.4685713052749634,
    0.6027396321296692,
    0.1081080436706543,
    0.3269230127334595,
    0.1749999225139618,
    0.602040708065033,
    0.6363635063171387,
    0.206060528755188,
    0.2251655012369156,
    0.3625729978084564,
    0.13829779624938965,
    0.18791939318180084,
    0.6488887667655945,
    0.37305691838264465,
    0.228571355342865,
    0.4215245544910431,
    0.40394076704978943,
    0.4148934781551361,
    0.18181809782981873,
    0.3367696702480316,
    0.24844713509082794,
    0.5581393837928772,
    0.19999992847442627,
    0.1654134839773178,
    0.5610858201980591,
    0.42253509163856506,
    0.3113771378993988,
    0.29743579030036926,
    0.1658536046743393,
    0.4050631821155548
   ],
   "time": 154.2597014941275,
   "param": [
    {
     "p": 0.06484396755695343,
     "m": 1.0
    },
    {
     "p": 0.062269698828458786,
     "m": 1.0
    },
    {
     "p": 0.0818505585193634,
     "m": 1.0
    },
    {
     "p": 0.07600659877061844,
     "m": 1.0
    },
    {
     "p": 0.07075081020593643,
     "m": 1.0
    },
    {
     "p": 0.07245970517396927,
     "m": 1.0
    },
    {
     "p": 0.07217036187648773,
     "m": 1.0
    },
    {
     "p": 0.07261420786380768,
     "m": 1.0
    },
    {
     "p": 0.08535750955343246,
     "m": 1.0
    },
    {
     "p": 0.05886949971318245,
     "m": 1.0
    },
    {
     "p": 0.0673462375998497,
     "m": 1.0
    },
    {
     "p": 0.06304143369197845,
     "m": 1.0
    },
    {
     "p": 0.08062101155519485,
     "m": 1.0
    },
    {
     "p": 0.07179845869541168,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 141,
   "train_loss": 3.622016191482544,
   "val_loss": 2.667234182357788,
   "acc": 36.16,
   "f1": [
    0.679245114326477,
    0.39325833320617676,
    0.3096773326396942,
    0.2512076497077942,
    0.17391297221183777,
    0.26395928859710693,
    0.3707864284515381,
    0.3417084515094757,
    0.37894728779792786,
    0.4745761454105377,
    0.17877088487148285,
    0.253807008266449,
    0.3508771061897278,
    0.22680403292179108,
    0.26086947321891785,
    0.22598862648010254,
    0.3878786563873291,
    0.49999988079071045,
    0.38095229864120483,
    0.292035311460495,
    0.5507245063781738,
    0.48936155438423157,
    0.34449753165245056,
    0.5645932555198669,
    0.6153844594955444,
    0.22891558706760406,
    0.30864188075065613,
    0.1798941045999527,
    0.4946235418319702,
    0.31901830434799194,
    0.4217686057090759,
    0.3344946801662445,
    0.33720916509628296,
    0.2895926535129547,
    0.2601625323295593,
    0.14977967739105225,
    0.29850736260414124,
    0.25870639085769653,
    0.20833326876163483,
    0.4502163529396057,
    0.4203820824623108,
    0.6066349744796753,
    0.2797926664352417,
    0.29803910851478577,
    0.18253962695598602,
    0.1990049034357071,
    0.26751580834388733,
    0.47963786125183105,
    0.4615383446216583,
    0.3670884966850281,
    0.21495321393013,
    0.3049326539039612,
    0.5615383386611938,
    0.5901638269424438,
    0.5180721879005432,
    0.17391297221183777,
    0.5531913042068481,
    0.3232322335243225,
    0.3428570628166199,
    0.32978713512420654,
    0.6747965812683105,
    0.45901623368263245,
    0.45976996421813965,
    0.40764322876930237,
    0.12030069530010223,
    0.25396814942359924,
    0.1839999407529831,
    0.3069306015968323,
    0.6874998807907104,
    0.5702809691429138,
    0.45121943950653076,
    0.5638296604156494,
    0.1604277491569519,
    0.38095226883888245,
    0.11764698475599289,
    0.5359999537467957,
    0.6524062752723694,
    0.21192045509815216,
    0.20388342440128326,
    0.35897424817085266,
    0.1612902730703354,
    0.2527880370616913,
    0.6697246432304382,
    0.39560428261756897,
    0.2378377616405487,
    0.40637436509132385,
    0.3934425115585327,
    0.4042551815509796,
    0.19277101755142212,
    0.31756746768951416,
    0.31858399510383606,
    0.48401811718940735,
    0.25116273760795593,
    0.23809516429901123,
    0.5775399804115295,
    0.4418603479862213,
    0.28235283493995667,
    0.299465149641037,
    0.12765949964523315,
    0.37804868817329407
   ],
   "time": 156.39084747806191,
   "param": [
    {
     "p": 0.06917043775320053,
     "m": 1.0
    },
    {
     "p": 0.06151876226067543,
     "m": 1.0
    },
    {
     "p": 0.080339215695858,
     "m": 1.0
    },
    {
     "p": 0.06883148103952408,
     "m": 1.0
    },
    {
     "p": 0.07575241476297379,
     "m": 1.0
    },
    {
     "p": 0.06720251590013504,
     "m": 1.0
    },
    {
     "p": 0.0750032514333725,
     "m": 1.0
    },
    {
     "p": 0.07712636142969131,
     "m": 1.0
    },
    {
     "p": 0.0723533108830452,
     "m": 1.0
    },
    {
     "p": 0.07603921741247177,
     "m": 1.0
    },
    {
     "p": 0.0613413080573082,
     "m": 1.0
    },
    {
     "p": 0.07584570348262787,
     "m": 1.0
    },
    {
     "p": 0.07174266874790192,
     "m": 1.0
    },
    {
     "p": 0.0677332654595375,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 142,
   "train_loss": 3.6674463748931885,
   "val_loss": 2.742780923843384,
   "acc": 36.37,
   "f1": [
    0.6701029539108276,
    0.37004393339157104,
    0.3065692186355591,
    0.18055549263954163,
    0.17307688295841217,
    0.3157894015312195,
    0.4150942265987396,
    0.3999999463558197,
    0.3459458649158478,
    0.3926939368247986,
    0.1558440923690796,
    0.2762430012226105,
    0.38222211599349976,
    0.2264150232076645,
    0.23788540065288544,
    0.24864855408668518,
    0.37894728779792786,
    0.5586591362953186,
    0.33333322405815125,
    0.31627896428108215,
    0.5656563639640808,
    0.5263156294822693,
    0.3636362850666046,
    0.5531913042068481,
    0.6261681318283081,
    0.23318377137184143,
    0.33333319425582886,
    0.21993118524551392,
    0.44221094250679016,
    0.2941175699234009,
    0.45263150334358215,
    0.36051490902900696,
    0.30069923400878906,
    0.28855711221694946,
    0.29268282651901245,
    0.0491802878677845,
    0.2843136191368103,
    0.24324318766593933,
    0.21463409066200256,
    0.49999988079071045,
    0.2977098226547241,
    0.5541123747825623,
    0.3276835083961487,
    0.3384614586830139,
    0.1768706887960434,
    0.17142851650714874,
    0.24630534648895264,
    0.5067872405052185,
    0.5084744095802307,
    0.40404030680656433,
    0.20224712789058685,
    0.31872501969337463,
    0.5344826579093933,
    0.5560164451599121,
    0.5071768760681152,
    0.1481480747461319,
    0.49372372031211853,
    0.3483870029449463,
    0.403755784034729,
    0.3217390477657318,
    0.7052630186080933,
    0.4923075735569,
    0.4777776598930359,
    0.366812139749527,
    0.1015227735042572,
    0.2264150232076645,
    0.1438848376274109,
    0.30567678809165955,
    0.7009344696998596,
    0.5675674080848694,
    0.47474732995033264,
    0.5916665196418762,
    0.1556885540485382,
    0.31249991059303284,
    0.17272719740867615,
    0.6169153451919556,
    0.6299998760223389,
    0.19742482900619507,
    0.2415093332529068,
    0.3352600038051605,
    0.1559632420539856,
    0.2569831311702728,
    0.6815640926361084,
    0.37158459424972534,
    0.2193547636270523,
    0.4615383744239807,
    0.4052862524986267,
    0.43902426958084106,
    0.1965317279100418,
    0.3592231869697571,
    0.2541435658931732,
    0.47346925735473633,
    0.2348177433013916,
    0.18421046435832977,
    0.5592415928840637,
    0.4504503309726715,
    0.3101603388786316,
    0.3167419731616974,
    0.1509433388710022,
    0.3711339235305786
   ],
   "time": 157.1116987047717,
   "param": [
    {
     "p": 0.07615101337432861,
     "m": 1.0
    },
    {
     "p": 0.07442452013492584,
     "m": 1.0
    },
    {
     "p": 0.06379096955060959,
     "m": 1.0
    },
    {
     "p": 0.06251206994056702,
     "m": 1.0
    },
    {
     "p": 0.0704798623919487,
     "m": 1.0
    },
    {
     "p": 0.0755234807729721,
     "m": 1.0
    },
    {
     "p": 0.07119518518447876,
     "m": 1.0
    },
    {
     "p": 0.07707599550485611,
     "m": 1.0
    },
    {
     "p": 0.07287690788507462,
     "m": 1.0
    },
    {
     "p": 0.0714598149061203,
     "m": 1.0
    },
    {
     "p": 0.06662363559007645,
     "m": 1.0
    },
    {
     "p": 0.07056473940610886,
     "m": 1.0
    },
    {
     "p": 0.07927709072828293,
     "m": 1.0
    },
    {
     "p": 0.06804470717906952,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 143,
   "train_loss": 2.9089245796203613,
   "val_loss": 2.759631872177124,
   "acc": 35.98,
   "f1": [
    0.6557375192642212,
    0.36585354804992676,
    0.2564101815223694,
    0.15189866721630096,
    0.16236156225204468,
    0.28571420907974243,
    0.3841058313846588,
    0.4292236268520355,
    0.3228345811367035,
    0.39330533146858215,
    0.20689648389816284,
    0.21428565680980682,
    0.38251355290412903,
    0.23225797712802887,
    0.23595495522022247,
    0.2658958435058594,
    0.38053086400032043,
    0.4836064279079437,
    0.3473052978515625,
    0.30456843972206116,
    0.5743588209152222,
    0.4367087781429291,
    0.32748526334762573,
    0.5113635063171387,
    0.623255729675293,
    0.21014487743377686,
    0.32231393456459045,
    0.14473678171634674,
    0.4623654782772064,
    0.3066665530204773,
    0.3999999463558197,
    0.30278873443603516,
    0.3803679943084717,
    0.2938387989997864,
    0.331707239151001,
    0.15730330348014832,
    0.30331745743751526,
    0.2488888055086136,
    0.21111102402210236,
    0.5268816351890564,
    0.43055543303489685,
    0.613756537437439,
    0.31914883852005005,
    0.36158180236816406,
    0.19428564608097076,
    0.25373128056526184,
    0.18713442981243134,
    0.5024629235267639,
    0.5189187526702881,
    0.38095229864120483,
    0.19631893932819366,
    0.3050846457481384,
    0.5962262749671936,
    0.5714284777641296,
    0.574585497379303,
    0.17391297221183777,
    0.511415421962738,
    0.3521125614643097,
    0.3707316219806671,
    0.33884286880493164,
    0.666666567325592,
    0.4731181561946869,
    0.4170615077018738,
    0.31541210412979126,
    0.13131305575370789,
    0.23076917231082916,
    0.14545448124408722,
    0.3121950626373291,
    0.727272629737854,
    0.5427508354187012,
    0.46242761611938477,
    0.5555554628372192,
    0.1194029375910759,
    0.3675212860107422,
    0.20134222507476807,
    0.5803107619285583,
    0.6161136031150818,
    0.1725887656211853,
    0.2099999338388443,
    0.3314915895462036,
    0.15189866721630096,
    0.282828152179718,
    0.649214506149292,
    0.33333322405815125,
    0.2066115140914917,
    0.4666665494441986,
    0.38914018869400024,
    0.40540531277656555,
    0.15555550158023834,
    0.3551400303840637,
    0.2935778796672821,
    0.5531913042068481,
    0.2105262577533722,
    0.2446807622909546,
    0.5799998641014099,
    0.45569613575935364,
    0.22222214937210083,
    0.34177201986312866,
    0.1506848782300949,
    0.4260353744029999
   ],
   "time": 162.23621940705925,
   "param": [
    {
     "p": 0.08305660635232925,
     "m": 1.0
    },
    {
     "p": 0.06905616074800491,
     "m": 1.0
    },
    {
     "p": 0.07414290308952332,
     "m": 1.0
    },
    {
     "p": 0.06176004931330681,
     "m": 1.0
    },
    {
     "p": 0.07978373020887375,
     "m": 1.0
    },
    {
     "p": 0.06782291829586029,
     "m": 1.0
    },
    {
     "p": 0.07524215430021286,
     "m": 1.0
    },
    {
     "p": 0.058025676757097244,
     "m": 1.0
    },
    {
     "p": 0.0763261690735817,
     "m": 1.0
    },
    {
     "p": 0.05965413898229599,
     "m": 1.0
    },
    {
     "p": 0.061253469437360764,
     "m": 1.0
    },
    {
     "p": 0.08069789409637451,
     "m": 1.0
    },
    {
     "p": 0.07885997742414474,
     "m": 1.0
    },
    {
     "p": 0.07431819289922714,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 144,
   "train_loss": 3.9796383380889893,
   "val_loss": 2.861701011657715,
   "acc": 35.72,
   "f1": [
    0.6141077876091003,
    0.4177776873111725,
    0.2837836742401123,
    0.20155030488967896,
    0.16267937421798706,
    0.321428507566452,
    0.38043469190597534,
    0.346666544675827,
    0.33720916509628296,
    0.4410255253314972,
    0.10687018185853958,
    0.26341456174850464,
    0.3406112492084503,
    0.21686740219593048,
    0.17073164880275726,
    0.25125616788864136,
    0.31627896428108215,
    0.47999992966651917,
    0.3846152722835541,
    0.27433618903160095,
    0.5688071846961975,
    0.4474884569644928,
    0.32258057594299316,
    0.4487178325653076,
    0.6396394968032837,
    0.24844713509082794,
    0.2837836742401123,
    0.18579228222370148,
    0.4248703718185425,
    0.2941175401210785,
    0.3736262619495392,
    0.29299360513687134,
    0.36529669165611267,
    0.30337071418762207,
    0.2944784462451935,
    0.13636359572410583,
    0.29126206040382385,
    0.18633535504341125,
    0.19801974296569824,
    0.5227271318435669,
    0.30666661262512207,
    0.5575219988822937,
    0.32124343514442444,
    0.3693692684173584,
    0.19999992847442627,
    0.20134222507476807,
    0.19736838340759277,
    0.5071768760681152,
    0.5233643651008606,
    0.38775497674942017,
    0.15950913727283478,
    0.30996301770210266,
    0.5494504570960999,
    0.585152804851532,
    0.487499862909317,
    0.16666659712791443,
    0.48132768273353577,
    0.3157894015312195,
    0.3636362850666046,
    0.32941165566444397,
    0.6640624403953552,
    0.49729716777801514,
    0.4942527115345001,
    0.3885713219642639,
    0.07894731312990189,
    0.23589736223220825,
    0.18811874091625214,
    0.21192045509815216,
    0.6666665077209473,
    0.5560536980628967,
    0.46445485949516296,
    0.583690881729126,
    0.1162789985537529,
    0.3428570628166199,
    0.18536579608917236,
    0.5603446960449219,
    0.6310677528381348,
    0.19587622582912445,
    0.21505369246006012,
    0.32142847776412964,
    0.12999993562698364,
    0.31372541189193726,
    0.7052022218704224,
    0.3763439953327179,
    0.23414628207683563,
    0.3917524814605713,
    0.4083768427371979,
    0.42156851291656494,
    0.16374263167381287,
    0.34862375259399414,
    0.2999999523162842,
    0.5022420287132263,
    0.1951218843460083,
    0.22966498136520386,
    0.5624998807907104,
    0.38626599311828613,
    0.29213473200798035,
    0.2992125153541565,
    0.0806451216340065,
    0.40999990701675415
   ],
   "time": 162.81805098056793,
   "param": [
    {
     "p": 0.08169394731521606,
     "m": 1.0
    },
    {
     "p": 0.07926837354898453,
     "m": 1.0
    },
    {
     "p": 0.0602542944252491,
     "m": 1.0
    },
    {
     "p": 0.0687839537858963,
     "m": 1.0
    },
    {
     "p": 0.06539002805948257,
     "m": 1.0
    },
    {
     "p": 0.0822097435593605,
     "m": 1.0
    },
    {
     "p": 0.06737159192562103,
     "m": 1.0
    },
    {
     "p": 0.0788162499666214,
     "m": 1.0
    },
    {
     "p": 0.06888090074062347,
     "m": 1.0
    },
    {
     "p": 0.06701056659221649,
     "m": 1.0
    },
    {
     "p": 0.06933768093585968,
     "m": 1.0
    },
    {
     "p": 0.07446201890707016,
     "m": 1.0
    },
    {
     "p": 0.07054251432418823,
     "m": 1.0
    },
    {
     "p": 0.0659782886505127,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 145,
   "train_loss": 3.8096530437469482,
   "val_loss": 2.7764463424682617,
   "acc": 35.24,
   "f1": [
    0.6244342923164368,
    0.38392844796180725,
    0.2731706500053406,
    0.1749999225139618,
    0.13899610936641693,
    0.3141360282897949,
    0.3711339235305786,
    0.33962252736091614,
    0.31999990344047546,
    0.44791656732559204,
    0.18390797078609467,
    0.30857133865356445,
    0.3118278682231903,
    0.2580644190311432,
    0.13138681650161743,
    0.2521738111972809,
    0.3842363655567169,
    0.45976996421813965,
    0.3440859317779541,
    0.264317125082016,
    0.6276593804359436,
    0.4860556721687317,
    0.37499991059303284,
    0.49999988079071045,
    0.5865383148193359,
    0.24864855408668518,
    0.26136353611946106,
    0.210526242852211,
    0.3999998867511749,
    0.2999999225139618,
    0.41314542293548584,
    0.29702961444854736,
    0.3478259742259979,
    0.32456132769584656,
    0.29166659712791443,
    0.13636356592178345,
    0.35023030638694763,
    0.26728102564811707,
    0.24786315858364105,
    0.492890864610672,
    0.35964900255203247,
    0.5683058500289917,
    0.2660549581050873,
    0.2944784462451935,
    0.18292675912380219,
    0.19266046583652496,
    0.21505369246006012,
    0.5121949315071106,
    0.434782475233078,
    0.37305691838264465,
    0.2371133416891098,
    0.320441871881485,
    0.5693429112434387,
    0.5191488265991211,
    0.5505616068840027,
    0.1379309743642807,
    0.529999852180481,
    0.32432422041893005,
    0.3636362850666046,
    0.34449753165245056,
    0.6306304931640625,
    0.4550263583660126,
    0.40540531277656555,
    0.3723403513431549,
    0.14084503054618835,
    0.2603549063205719,
    0.1656804084777832,
    0.3069306015968323,
    0.6818180680274963,
    0.5116277933120728,
    0.419580340385437,
    0.5447760224342346,
    0.07246371358633041,
    0.34374991059303284,
    0.14285707473754883,
    0.5826086401939392,
    0.583690881729126,
    0.1612902730703354,
    0.19209031760692596,
    0.36815908551216125,
    0.1704544872045517,
    0.2366863340139389,
    0.6969695687294006,
    0.3314915895462036,
    0.2457626312971115,
    0.44943806529045105,
    0.40609124302864075,
    0.3821137547492981,
    0.14201176166534424,
    0.3195265531539917,
    0.23030294477939606,
    0.5188678503036499,
    0.210526242852211,
    0.16149060428142548,
    0.5846152901649475,
    0.4221104085445404,
    0.25945934653282166,
    0.2661289572715759,
    0.1546391248703003,
    0.30418241024017334
   ],
   "time": 161.92286167480052,
   "param": [
    {
     "p": 0.06896086037158966,
     "m": 1.0
    },
    {
     "p": 0.0834125354886055,
     "m": 1.0
    },
    {
     "p": 0.08635281771421432,
     "m": 1.0
    },
    {
     "p": 0.07412085682153702,
     "m": 1.0
    },
    {
     "p": 0.07095132023096085,
     "m": 1.0
    },
    {
     "p": 0.07015708088874817,
     "m": 1.0
    },
    {
     "p": 0.06533869355916977,
     "m": 1.0
    },
    {
     "p": 0.07699618488550186,
     "m": 1.0
    },
    {
     "p": 0.05993657559156418,
     "m": 1.0
    },
    {
     "p": 0.0641549676656723,
     "m": 1.0
    },
    {
     "p": 0.0708632543683052,
     "m": 1.0
    },
    {
     "p": 0.07209377735853195,
     "m": 1.0
    },
    {
     "p": 0.0683039203286171,
     "m": 1.0
    },
    {
     "p": 0.06835708767175674,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 146,
   "train_loss": 3.653445243835449,
   "val_loss": 3.046992540359497,
   "acc": 35.61,
   "f1": [
    0.6363635063171387,
    0.3653844892978668,
    0.2702701687812805,
    0.2264150083065033,
    0.17821775376796722,
    0.3050846457481384,
    0.38775497674942017,
    0.3407406508922577,
    0.33502528071403503,
    0.46242761611938477,
    0.17333325743675232,
    0.21965309977531433,
    0.3023254871368408,
    0.23280414938926697,
    0.2322096824645996,
    0.28220847249031067,
    0.36607131361961365,
    0.486772358417511,
    0.3874998986721039,
    0.2751321792602539,
    0.5955054759979248,
    0.4579438269138336,
    0.31896543502807617,
    0.5308055877685547,
    0.6186439990997314,
    0.2588233947753906,
    0.26277363300323486,
    0.1764705330133438,
    0.4519229531288147,
    0.2968749403953552,
    0.4302324652671814,
    0.32031241059303284,
    0.3771427571773529,
    0.283950537443161,
    0.21874991059303284,
    0.18181809782981873,
    0.3118278682231903,
    0.24390237033367157,
    0.20571422576904297,
    0.5054942965507507,
    0.31535258889198303,
    0.6122447848320007,
    0.29166659712791443,
    0.3076922297477722,
    0.1635219305753708,
    0.17021270096302032,
    0.188888818025589,
    0.4119402766227722,
    0.5111110210418701,
    0.3982299864292145,
    0.18378373980522156,
    0.31226757168769836,
    0.5395347476005554,
    0.5112780332565308,
    0.5230767726898193,
    0.15706801414489746,
    0.49261072278022766,
    0.3764704465866089,
    0.3594468832015991,
    0.28723397850990295,
    0.6502462029457092,
    0.4578312039375305,
    0.4365480840206146,
    0.3348415493965149,
    0.179775208234787,
    0.291139155626297,
    0.15957440435886383,
    0.31325289607048035,
    0.6393440365791321,
    0.5354329943656921,
    0.43243229389190674,
    0.575999915599823,
    0.14583328366279602,
    0.3195875287055969,
    0.1584157794713974,
    0.6063828468322754,
    0.5865383148193359,
    0.1162789985537529,
    0.193548321723938,
    0.3999999165534973,
    0.17391300201416016,
    0.25870639085769653,
    0.6666665077209473,
    0.35532984137535095,
    0.19393931329250336,
    0.42682915925979614,
    0.37815114855766296,
    0.3981480300426483,
    0.13714279234409332,
    0.4046691358089447,
    0.2796609401702881,
    0.5527637004852295,
    0.17112290859222412,
    0.2371133416891098,
    0.5764191746711731,
    0.4727271497249603,
    0.2765956223011017,
    0.3228698670864105,
    0.13861380517482758,
    0.3793102502822876
   ],
   "time": 155.38420966174453,
   "param": [
    {
     "p": 0.07037387043237686,
     "m": 1.0
    },
    {
     "p": 0.060967862606048584,
     "m": 1.0
    },
    {
     "p": 0.060458749532699585,
     "m": 1.0
    },
    {
     "p": 0.07010018825531006,
     "m": 1.0
    },
    {
     "p": 0.07494770735502243,
     "m": 1.0
    },
    {
     "p": 0.06097720190882683,
     "m": 1.0
    },
    {
     "p": 0.07918954640626907,
     "m": 1.0
    },
    {
     "p": 0.08085174858570099,
     "m": 1.0
    },
    {
     "p": 0.07778943330049515,
     "m": 1.0
    },
    {
     "p": 0.0683378130197525,
     "m": 1.0
    },
    {
     "p": 0.06316609680652618,
     "m": 1.0
    },
    {
     "p": 0.07652734965085983,
     "m": 1.0
    },
    {
     "p": 0.07908450812101364,
     "m": 1.0
    },
    {
     "p": 0.07722790539264679,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 147,
   "train_loss": 3.8529443740844727,
   "val_loss": 2.705364465713501,
   "acc": 35.97,
   "f1": [
    0.6478871703147888,
    0.37373724579811096,
    0.2658958435058594,
    0.24074065685272217,
    0.1530611664056778,
    0.32116779685020447,
    0.37305691838264465,
    0.37499991059303284,
    0.3599999248981476,
    0.44578301906585693,
    0.16901402175426483,
    0.28444433212280273,
    0.36111101508140564,
    0.22222214937210083,
    0.19999992847442627,
    0.2095237374305725,
    0.38647329807281494,
    0.5089284181594849,
    0.37777766585350037,
    0.26315778493881226,
    0.5821594595909119,
    0.4999999403953552,
    0.35051536560058594,
    0.511627733707428,
    0.6796115040779114,
    0.210526242852211,
    0.28220847249031067,
    0.2508710026741028,
    0.4278606176376343,
    0.36809808015823364,
    0.36601296067237854,
    0.34615373611450195,
    0.4022987186908722,
    0.2553190290927887,
    0.2660943269729614,
    0.13698624074459076,
    0.33497530221939087,
    0.21333326399326324,
    0.24675315618515015,
    0.5425531268119812,
    0.362790584564209,
    0.5281383991241455,
    0.3111110329627991,
    0.3389829695224762,
    0.18181811273097992,
    0.15151509642601013,
    0.24137921631336212,
    0.49999988079071045,
    0.4623654782772064,
    0.3943660855293274,
    0.1647058129310608,
    0.31229227781295776,
    0.4873095452785492,
    0.5853657722473145,
    0.5573769211769104,
    0.13999994099140167,
    0.4701753556728363,
    0.33333322405815125,
    0.4145076870918274,
    0.3167419731616974,
    0.7196259498596191,
    0.4402514398097992,
    0.4245808720588684,
    0.3979056477546692,
    0.15300540626049042,
    0.1971830427646637,
    0.19827578961849213,
    0.32402223348617554,
    0.6952379941940308,
    0.5702478289604187,
    0.45555540919303894,
    0.5867767333984375,
    0.07894731312990189,
    0.35193121433258057,
    0.12851400673389435,
    0.5979380011558533,
    0.619999885559082,
    0.177215114235878,
    0.17721512913703918,
    0.30674833059310913,
    0.13259662687778473,
    0.30630621314048767,
    0.6283184885978699,
    0.32558128237724304,
    0.23030294477939606,
    0.46601933240890503,
    0.3779526650905609,
    0.43956032395362854,
    0.18884113430976868,
    0.38766512274742126,
    0.24117639660835266,
    0.5048542022705078,
    0.10071936994791031,
    0.15476183593273163,
    0.5689654350280762,
    0.4377681314945221,
    0.28723397850990295,
    0.2737641930580139,
    0.1656804084777832,
    0.42580634355545044
   ],
   "time": 157.5068987077102,
   "param": [
    {
     "p": 0.07306315749883652,
     "m": 1.0
    },
    {
     "p": 0.07978995144367218,
     "m": 1.0
    },
    {
     "p": 0.08009965717792511,
     "m": 1.0
    },
    {
     "p": 0.07169720530509949,
     "m": 1.0
    },
    {
     "p": 0.0785922259092331,
     "m": 1.0
    },
    {
     "p": 0.07571233808994293,
     "m": 1.0
    },
    {
     "p": 0.07455094158649445,
     "m": 1.0
    },
    {
     "p": 0.05913345143198967,
     "m": 1.0
    },
    {
     "p": 0.058724235743284225,
     "m": 1.0
    },
    {
     "p": 0.06519922614097595,
     "m": 1.0
    },
    {
     "p": 0.04438716545701027,
     "m": 1.0
    },
    {
     "p": 0.07214485108852386,
     "m": 1.0
    },
    {
     "p": 0.08596432209014893,
     "m": 1.0
    },
    {
     "p": 0.08094141632318497,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 148,
   "train_loss": 4.112461090087891,
   "val_loss": 2.952986717224121,
   "acc": 35.99,
   "f1": [
    0.6413041353225708,
    0.3594468832015991,
    0.26086944341659546,
    0.24870456755161285,
    0.17525766789913177,
    0.30578503012657166,
    0.35443025827407837,
    0.32124343514442444,
    0.33333325386047363,
    0.4678361415863037,
    0.24691346287727356,
    0.20600852370262146,
    0.3248729705810547,
    0.2433861643075943,
    0.16783210635185242,
    0.22413785755634308,
    0.3861384987831116,
    0.4999999403953552,
    0.3797467052936554,
    0.23809516429901123,
    0.5572138428688049,
    0.43720918893814087,
    0.33128824830055237,
    0.48809507489204407,
    0.6311109066009521,
    0.23529404401779175,
    0.3351350426673889,
    0.23166018724441528,
    0.4699452221393585,
    0.31764698028564453,
    0.44670039415359497,
    0.35019445419311523,
    0.35532984137535095,
    0.3317534327507019,
    0.28897330164909363,
    0.1494252234697342,
    0.31914883852005005,
    0.23589736223220825,
    0.2094240039587021,
    0.47560960054397583,
    0.37885454297065735,
    0.6086955666542053,
    0.31249991059303284,
    0.3348415493965149,
    0.2100839763879776,
    0.15999993681907654,
    0.23636355996131897,
    0.517857015132904,
    0.48958322405815125,
    0.39325833320617676,
    0.2275448441505432,
    0.28235283493995667,
    0.5572138428688049,
    0.5624998807907104,
    0.5560973882675171,
    0.12871280312538147,
    0.5399999022483826,
    0.32061055302619934,
    0.4050631821155548,
    0.3018867075443268,
    0.7179485559463501,
    0.5146197080612183,
    0.40740731358528137,
    0.36521732807159424,
    0.14876028895378113,
    0.20809243619441986,
    0.19905206561088562,
    0.30952370166778564,
    0.7551018595695496,
    0.6116504073143005,
    0.45685264468193054,
    0.5726494193077087,
    0.07947013527154922,
    0.3121386468410492,
    0.14606735110282898,
    0.5560973882675171,
    0.6560845375061035,
    0.18025743961334229,
    0.23770485818386078,
    0.31325289607048035,
    0.20487797260284424,
    0.29959505796432495,
    0.6732671856880188,
    0.35051536560058594,
    0.22352932393550873,
    0.4162435233592987,
    0.432748407125473,
    0.4684683382511139,
    0.1846153289079666,
    0.3924526870250702,
    0.28846150636672974,
    0.4562736749649048,
    0.23529404401779175,
    0.21904754638671875,
    0.5371427536010742,
    0.43548381328582764,
    0.2891565263271332,
    0.33333325386047363,
    0.13131305575370789,
    0.34554967284202576
   ],
   "time": 156.59635238163173,
   "param": [
    {
     "p": 0.07331903278827667,
     "m": 1.0
    },
    {
     "p": 0.06929861754179001,
     "m": 1.0
    },
    {
     "p": 0.06435520946979523,
     "m": 1.0
    },
    {
     "p": 0.07646913826465607,
     "m": 1.0
    },
    {
     "p": 0.07967764884233475,
     "m": 1.0
    },
    {
     "p": 0.07791703194379807,
     "m": 1.0
    },
    {
     "p": 0.07665050029754639,
     "m": 1.0
    },
    {
     "p": 0.06631791591644287,
     "m": 1.0
    },
    {
     "p": 0.06570134311914444,
     "m": 1.0
    },
    {
     "p": 0.07327662408351898,
     "m": 1.0
    },
    {
     "p": 0.055726807564496994,
     "m": 1.0
    },
    {
     "p": 0.06707531213760376,
     "m": 1.0
    },
    {
     "p": 0.07992997020483017,
     "m": 1.0
    },
    {
     "p": 0.07428479939699173,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 149,
   "train_loss": 3.311544418334961,
   "val_loss": 2.7612483501434326,
   "acc": 36.21,
   "f1": [
    0.6380951404571533,
    0.3417084515094757,
    0.2741115987300873,
    0.21590900421142578,
    0.17877088487148285,
    0.27118638157844543,
    0.3364485204219818,
    0.3386242389678955,
    0.32432422041893005,
    0.4278606176376343,
    0.19138747453689575,
    0.2256409376859665,
    0.36815908551216125,
    0.22119809687137604,
    0.21621616184711456,
    0.2547769844532013,
    0.36904752254486084,
    0.5130888819694519,
    0.3402060866355896,
    0.2658958435058594,
    0.5508472919464111,
    0.49261072278022766,
    0.3050846457481384,
    0.5683058500289917,
    0.6729856729507446,
    0.24999988079071045,
    0.30555543303489685,
    0.16304342448711395,
    0.4519229531288147,
    0.36046499013900757,
    0.4177776873111725,
    0.3478259742259979,
    0.33913031220436096,
    0.3387977182865143,
    0.31730762124061584,
    0.16346149146556854,
    0.293436199426651,
    0.21319790184497833,
    0.19138747453689575,
    0.487046480178833,
    0.3783782720565796,
    0.5495494604110718,
    0.32704389095306396,
    0.39106133580207825,
    0.24899591505527496,
    0.20987647771835327,
    0.18749994039535522,
    0.48780474066734314,
    0.4692735970020294,
    0.41474640369415283,
    0.22222213447093964,
    0.26415085792541504,
    0.5185183882713318,
    0.5899998545646667,
    0.4836064279079437,
    0.17391295731067657,
    0.49107134342193604,
    0.32402223348617554,
    0.38888880610466003,
    0.33606547117233276,
    0.6970952749252319,
    0.4946235418319702,
    0.43786972761154175,
    0.34980979561805725,
    0.10714280605316162,
    0.2574256360530853,
    0.19417467713356018,
    0.29319363832473755,
    0.6697246432304382,
    0.6183573603630066,
    0.4507041275501251,
    0.6153845191001892,
    0.07692302018404007,
    0.32888880372047424,
    0.15469607710838318,
    0.619999885559082,
    0.6057690978050232,
    0.210526242852211,
    0.22857137024402618,
    0.33333322405815125,
    0.14583328366279602,
    0.30270257592201233,
    0.666666567325592,
    0.37696322798728943,
    0.21238930523395538,
    0.4598929286003113,
    0.42285704612731934,
    0.41106709837913513,
    0.211055189371109,
    0.3586955666542053,
    0.300884872674942,
    0.5140186548233032,
    0.19883033633232117,
    0.1759258508682251,
    0.5338644981384277,
    0.4307691156864166,
    0.320441871881485,
    0.28571420907974243,
    0.13636359572410583,
    0.38834938406944275
   ],
   "time": 156.1703709550202,
   "param": [
    {
     "p": 0.082515187561512,
     "m": 1.0
    },
    {
     "p": 0.05689266324043274,
     "m": 1.0
    },
    {
     "p": 0.07159627228975296,
     "m": 1.0
    },
    {
     "p": 0.07210753113031387,
     "m": 1.0
    },
    {
     "p": 0.05901867896318436,
     "m": 1.0
    },
    {
     "p": 0.07918639481067657,
     "m": 1.0
    },
    {
     "p": 0.0696980431675911,
     "m": 1.0
    },
    {
     "p": 0.0717008039355278,
     "m": 1.0
    },
    {
     "p": 0.06292694061994553,
     "m": 1.0
    },
    {
     "p": 0.07493917644023895,
     "m": 1.0
    },
    {
     "p": 0.07051291316747665,
     "m": 1.0
    },
    {
     "p": 0.07924794405698776,
     "m": 1.0
    },
    {
     "p": 0.07996650040149689,
     "m": 1.0
    },
    {
     "p": 0.06969089806079865,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 150,
   "train_loss": 4.244506359100342,
   "val_loss": 2.8918349742889404,
   "acc": 36.0,
   "f1": [
    0.6730768084526062,
    0.3738316595554352,
    0.2954544425010681,
    0.23204411566257477,
    0.1655171811580658,
    0.29967421293258667,
    0.3756905198097229,
    0.37426888942718506,
    0.28571417927742004,
    0.4432988464832306,
    0.20765019953250885,
    0.21794864535331726,
    0.32539674639701843,
    0.23529402911663055,
    0.24509796500205994,
    0.26086947321891785,
    0.34599146246910095,
    0.5368419289588928,
    0.37446799874305725,
    0.24166658520698547,
    0.6051281094551086,
    0.4521738290786743,
    0.30526304244995117,
    0.4780486822128296,
    0.6666665077209473,
    0.2762430012226105,
    0.28571420907974243,
    0.24603168666362762,
    0.43349742889404297,
    0.33939382433891296,
    0.41573023796081543,
    0.3843136429786682,
    0.3976607024669647,
    0.29319363832473755,
    0.28426387906074524,
    0.09655166417360306,
    0.3135133981704712,
    0.22222213447093964,
    0.24390237033367157,
    0.47368407249450684,
    0.3626372814178467,
    0.6235292553901672,
    0.2820512056350708,
    0.3456788957118988,
    0.2117646485567093,
    0.2256409376859665,
    0.20547938346862793,
    0.5073169469833374,
    0.4733726978302002,
    0.33918121457099915,
    0.17266181111335754,
    0.3076922297477722,
    0.4976075291633606,
    0.5428570508956909,
    0.5339804887771606,
    0.17112290859222412,
    0.48888880014419556,
    0.3090128004550934,
    0.4179103374481201,
    0.32307684421539307,
    0.7038625478744507,
    0.4266665279865265,
    0.46728962659835815,
    0.3786981403827667,
    0.19999992847442627,
    0.2659573554992676,
    0.13402055203914642,
    0.31088075041770935,
    0.6443513035774231,
    0.5671641230583191,
    0.45810040831565857,
    0.5529952645301819,
    0.10204074531793594,
    0.35918357968330383,
    0.1445782482624054,
    0.5497629642486572,
    0.5932202339172363,
    0.12499994784593582,
    0.24083760380744934,
    0.34615373611450195,
    0.18410035967826843,
    0.28099164366722107,
    0.6285713315010071,
    0.3482586145401001,
    0.2345678210258484,
    0.44444435834884644,
    0.36559128761291504,
    0.41052618622779846,
    0.18025743961334229,
    0.37735840678215027,
    0.30830031633377075,
    0.5022420287132263,
    0.179775208234787,
    0.23958325386047363,
    0.4817517399787903,
    0.4056602716445923,
    0.2999999225139618,
    0.32222211360931396,
    0.11042939126491547,
    0.4200912117958069
   ],
   "time": 157.75983879715204,
   "param": [
    {
     "p": 0.07080479711294174,
     "m": 1.0
    },
    {
     "p": 0.0669989064335823,
     "m": 1.0
    },
    {
     "p": 0.07679014652967453,
     "m": 1.0
    },
    {
     "p": 0.07758912444114685,
     "m": 1.0
    },
    {
     "p": 0.05834135413169861,
     "m": 1.0
    },
    {
     "p": 0.06375341862440109,
     "m": 1.0
    },
    {
     "p": 0.07629384100437164,
     "m": 1.0
    },
    {
     "p": 0.07036174088716507,
     "m": 1.0
    },
    {
     "p": 0.07663097977638245,
     "m": 1.0
    },
    {
     "p": 0.07353653013706207,
     "m": 1.0
    },
    {
     "p": 0.055876657366752625,
     "m": 1.0
    },
    {
     "p": 0.07773508876562119,
     "m": 1.0
    },
    {
     "p": 0.08544089645147324,
     "m": 1.0
    },
    {
     "p": 0.06984655559062958,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 151,
   "train_loss": 4.044491767883301,
   "val_loss": 2.6632423400878906,
   "acc": 35.95,
   "f1": [
    0.6436780691146851,
    0.3474177420139313,
    0.26262614130973816,
    0.1494252234697342,
    0.18079088628292084,
    0.30522075295448303,
    0.3516482412815094,
    0.3196346163749695,
    0.2999998927116394,
    0.4210525155067444,
    0.239520862698555,
    0.2097901701927185,
    0.3723403513431549,
    0.2371133416891098,
    0.21621613204479218,
    0.20408156514167786,
    0.3924049437046051,
    0.5167463421821594,
    0.3592813014984131,
    0.2906976044178009,
    0.6274508833885193,
    0.46491214632987976,
    0.31304338574409485,
    0.5365853309631348,
    0.6521738171577454,
    0.2165604531764984,
    0.2949307858943939,
    0.17808210849761963,
    0.47619032859802246,
    0.3151514232158661,
    0.39252325892448425,
    0.3619908392429352,
    0.3575417995452881,
    0.2904563546180725,
    0.2843136191368103,
    0.14906825125217438,
    0.28915655612945557,
    0.21978017687797546,
    0.2564101815223694,
    0.4810125231742859,
    0.3522725999355316,
    0.6030149459838867,
    0.3008129298686981,
    0.3428570628166199,
    0.20437948405742645,
    0.2091502547264099,
    0.24175815284252167,
    0.5096152424812317,
    0.4279474914073944,
    0.3846152722835541,
    0.19393931329250336,
    0.31896543502807617,
    0.637450098991394,
    0.6210525035858154,
    0.49999988079071045,
    0.185653954744339,
    0.4255318343639374,
    0.33333325386047363,
    0.39631327986717224,
    0.31284910440444946,
    0.7512193918228149,
    0.44303786754608154,
    0.4916200041770935,
    0.3275861144065857,
    0.1682242453098297,
    0.24630534648895264,
    0.18518511950969696,
    0.3373492956161499,
    0.727272629737854,
    0.5603863000869751,
    0.46999987959861755,
    0.5979380011558533,
    0.1548386514186859,
    0.3565216362476349,
    0.10071936994791031,
    0.596858561038971,
    0.6697246432304382,
    0.1509433388710022,
    0.18604643642902374,
    0.38647329807281494,
    0.12631572782993317,
    0.26399993896484375,
    0.6731706857681274,
    0.3441859781742096,
    0.17647051811218262,
    0.43298953771591187,
    0.40609124302864075,
    0.4516127407550812,
    0.17006796598434448,
    0.3739129900932312,
    0.2723403573036194,
    0.5110130310058594,
    0.1891891211271286,
    0.20111726224422455,
    0.5671641230583191,
    0.4278606176376343,
    0.3121950626373291,
    0.29464277625083923,
    0.1497325599193573,
    0.3084576427936554
   ],
   "time": 156.12096728384495,
   "param": [
    {
     "p": 0.08044113218784332,
     "m": 1.0
    },
    {
     "p": 0.07122927159070969,
     "m": 1.0
    },
    {
     "p": 0.08611946552991867,
     "m": 1.0
    },
    {
     "p": 0.06217227503657341,
     "m": 1.0
    },
    {
     "p": 0.06345067918300629,
     "m": 1.0
    },
    {
     "p": 0.0629076361656189,
     "m": 1.0
    },
    {
     "p": 0.07317159324884415,
     "m": 1.0
    },
    {
     "p": 0.07691458612680435,
     "m": 1.0
    },
    {
     "p": 0.05743549391627312,
     "m": 1.0
    },
    {
     "p": 0.07032932341098785,
     "m": 1.0
    },
    {
     "p": 0.06263715028762817,
     "m": 1.0
    },
    {
     "p": 0.06015140190720558,
     "m": 1.0
    },
    {
     "p": 0.08898098021745682,
     "m": 1.0
    },
    {
     "p": 0.08405895531177521,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 152,
   "train_loss": 3.2649850845336914,
   "val_loss": 2.906200408935547,
   "acc": 35.82,
   "f1": [
    0.613756537437439,
    0.34389129281044006,
    0.2873562276363373,
    0.21468918025493622,
    0.16249993443489075,
    0.28753986954689026,
    0.3468207120895386,
    0.2891565263271332,
    0.3636362552642822,
    0.4186045527458191,
    0.20134222507476807,
    0.21256029605865479,
    0.3376622498035431,
    0.2371133416891098,
    0.23396219313144684,
    0.21576756238937378,
    0.40999990701675415,
    0.4824119210243225,
    0.3874998986721039,
    0.23387089371681213,
    0.5236050486564636,
    0.48076915740966797,
    0.3170730471611023,
    0.5497629642486572,
    0.6133331656455994,
    0.2473117560148239,
    0.28571417927742004,
    0.12121205776929855,
    0.4623654782772064,
    0.3287670612335205,
    0.39106133580207825,
    0.35398221015930176,
    0.35483860969543457,
    0.30065348744392395,
    0.265060156583786,
    0.11340199410915375,
    0.31034475564956665,
    0.2181817591190338,
    0.25423723459243774,
    0.48913031816482544,
    0.34343424439430237,
    0.5628139972686768,
    0.28571420907974243,
    0.3583061397075653,
    0.27199992537498474,
    0.25157222151756287,
    0.22317588329315186,
    0.5365853309631348,
    0.4259258210659027,
    0.37499988079071045,
    0.22891558706760406,
    0.32624104619026184,
    0.583690881729126,
    0.5526314973831177,
    0.5470084547996521,
    0.12631572782993317,
    0.529999852180481,
    0.3152172863483429,
    0.4221104085445404,
    0.34482747316360474,
    0.7301585674285889,
    0.4606059193611145,
    0.4550263583660126,
    0.3867923319339752,
    0.11173177510499954,
    0.15662643313407898,
    0.19787980616092682,
    0.3352600038051605,
    0.7070705890655518,
    0.5741626024246216,
    0.4688993990421295,
    0.5567008852958679,
    0.14444437623023987,
    0.33480167388916016,
    0.13846148550510406,
    0.546153724193573,
    0.6458331942558289,
    0.1706160604953766,
    0.2105262726545334,
    0.36559128761291504,
    0.13186806440353394,
    0.24742262065410614,
    0.6769229769706726,
    0.3169397711753845,
    0.26190465688705444,
    0.46242761611938477,
    0.38399991393089294,
    0.47398826479911804,
    0.1307188868522644,
    0.38095229864120483,
    0.30935242772102356,
    0.4933919608592987,
    0.13422814011573792,
    0.228260800242424,
    0.5373133420944214,
    0.44444435834884644,
    0.2944784462451935,
    0.3090128004550934,
    0.12121205031871796,
    0.41284388303756714
   ],
   "time": 159.9366600997746,
   "param": [
    {
     "p": 0.06616032123565674,
     "m": 1.0
    },
    {
     "p": 0.06518721580505371,
     "m": 1.0
    },
    {
     "p": 0.07658962905406952,
     "m": 1.0
    },
    {
     "p": 0.0734771117568016,
     "m": 1.0
    },
    {
     "p": 0.0751071646809578,
     "m": 1.0
    },
    {
     "p": 0.058972690254449844,
     "m": 1.0
    },
    {
     "p": 0.08050351589918137,
     "m": 1.0
    },
    {
     "p": 0.0687064677476883,
     "m": 1.0
    },
    {
     "p": 0.0655352994799614,
     "m": 1.0
    },
    {
     "p": 0.06772489845752716,
     "m": 1.0
    },
    {
     "p": 0.07150894403457642,
     "m": 1.0
    },
    {
     "p": 0.0654640942811966,
     "m": 1.0
    },
    {
     "p": 0.0841265618801117,
     "m": 1.0
    },
    {
     "p": 0.08093608915805817,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 153,
   "train_loss": 3.8071959018707275,
   "val_loss": 2.6774959564208984,
   "acc": 35.4,
   "f1": [
    0.6263735294342041,
    0.3703702688217163,
    0.2621358335018158,
    0.193548321723938,
    0.19847321510314941,
    0.2456139326095581,
    0.3803679943084717,
    0.35294109582901,
    0.30714282393455505,
    0.44221094250679016,
    0.16774186491966248,
    0.26728102564811707,
    0.3406592309474945,
    0.21118006110191345,
    0.2105262577533722,
    0.20571422576904297,
    0.3838382363319397,
    0.48510628938674927,
    0.3936169147491455,
    0.3139533996582031,
    0.5566036701202393,
    0.48301875591278076,
    0.3314915895462036,
    0.4819276034832001,
    0.6631014943122864,
    0.23287664353847504,
    0.29166659712791443,
    0.22119809687137604,
    0.45405393838882446,
    0.3018867075443268,
    0.45581385493278503,
    0.3703702688217163,
    0.34177201986312866,
    0.3282441794872284,
    0.27884605526924133,
    0.1682242453098297,
    0.26890748739242554,
    0.23115570843219757,
    0.20192298293113708,
    0.4864863455295563,
    0.37426888942718506,
    0.6187844276428223,
    0.2983870208263397,
    0.284122496843338,
    0.16774186491966248,
    0.14857135713100433,
    0.23076915740966797,
    0.5212765336036682,
    0.4615383744239807,
    0.3878786563873291,
    0.17021268606185913,
    0.3364485204219818,
    0.5814977288246155,
    0.5752211213111877,
    0.5146197080612183,
    0.14468081295490265,
    0.46696019172668457,
    0.3398691415786743,
    0.39090898633003235,
    0.3111110329627991,
    0.6590906977653503,
    0.5230767726898193,
    0.39090898633003235,
    0.42857131361961365,
    0.15642453730106354,
    0.2603549063205719,
    0.17346931993961334,
    0.30621999502182007,
    0.7772018909454346,
    0.5816324949264526,
    0.47190994024276733,
    0.5573769211769104,
    0.13664589822292328,
    0.3369564116001129,
    0.1438848376274109,
    0.5816324949264526,
    0.5775861144065857,
    0.11510787159204483,
    0.23015865683555603,
    0.32820504903793335,
    0.1376146376132965,
    0.2887699604034424,
    0.5823754072189331,
    0.32520318031311035,
    0.22608689963817596,
    0.4070795178413391,
    0.39682528376579285,
    0.4324323236942291,
    0.14285707473754883,
    0.38095229864120483,
    0.24418595433235168,
    0.49999988079071045,
    0.20202013850212097,
    0.2256409376859665,
    0.4936169385910034,
    0.4161849021911621,
    0.2937852144241333,
    0.33548372983932495,
    0.10191076993942261,
    0.3798881769180298
   ],
   "time": 164.25239441078156,
   "param": [
    {
     "p": 0.06918902695178986,
     "m": 1.0
    },
    {
     "p": 0.06688576191663742,
     "m": 1.0
    },
    {
     "p": 0.07629186660051346,
     "m": 1.0
    },
    {
     "p": 0.07377494126558304,
     "m": 1.0
    },
    {
     "p": 0.0895703136920929,
     "m": 1.0
    },
    {
     "p": 0.07150997221469879,
     "m": 1.0
    },
    {
     "p": 0.07448716461658478,
     "m": 1.0
    },
    {
     "p": 0.07854977250099182,
     "m": 1.0
    },
    {
     "p": 0.07088036090135574,
     "m": 1.0
    },
    {
     "p": 0.0584375374019146,
     "m": 1.0
    },
    {
     "p": 0.07375766336917877,
     "m": 1.0
    },
    {
     "p": 0.07413387298583984,
     "m": 1.0
    },
    {
     "p": 0.05913987010717392,
     "m": 1.0
    },
    {
     "p": 0.06339175999164581,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 154,
   "train_loss": 3.755727529525757,
   "val_loss": 2.5711042881011963,
   "acc": 35.84,
   "f1": [
    0.6831682324409485,
    0.3636362552642822,
    0.23448269069194794,
    0.20494693517684937,
    0.20382159948349,
    0.26315781474113464,
    0.34224584698677063,
    0.3786981403827667,
    0.3071894645690918,
    0.43269219994544983,
    0.1449274718761444,
    0.23529402911663055,
    0.3350784480571747,
    0.265060156583786,
    0.24999991059303284,
    0.20454540848731995,
    0.40624988079071045,
    0.45887434482574463,
    0.390243798494339,
    0.2406638264656067,
    0.5727698802947998,
    0.4814813435077667,
    0.3068782389163971,
    0.5463916063308716,
    0.5748030543327332,
    0.23280414938926697,
    0.30057793855667114,
    0.1989527940750122,
    0.48305076360702515,
    0.3186812400817871,
    0.39325833320617676,
    0.3157894015312195,
    0.3478260338306427,
    0.24324317276477814,
    0.2832617461681366,
    0.08450698852539062,
    0.2830187678337097,
    0.16666659712791443,
    0.23312875628471375,
    0.517646849155426,
    0.40764322876930237,
    0.6105261445045471,
    0.29677411913871765,
    0.3851850926876068,
    0.1774192750453949,
    0.1594202220439911,
    0.2433861643075943,
    0.45833322405815125,
    0.5071768760681152,
    0.36649200320243835,
    0.18652844429016113,
    0.33992087841033936,
    0.5725805163383484,
    0.5767440795898438,
    0.5056177973747253,
    0.15384608507156372,
    0.5368419289588928,
    0.29166659712791443,
    0.4077668786048889,
    0.30208322405815125,
    0.7096772789955139,
    0.4599998891353607,
    0.4766837954521179,
    0.35156238079071045,
    0.1379309892654419,
    0.239520862698555,
    0.17964066565036774,
    0.3578946590423584,
    0.6940637826919556,
    0.541176438331604,
    0.48756206035614014,
    0.5872339010238647,
    0.14678892493247986,
    0.27428561449050903,
    0.15384607017040253,
    0.5355647206306458,
    0.604255199432373,
    0.18333326280117035,
    0.2212388664484024,
    0.32258057594299316,
    0.20105813443660736,
    0.13333328068256378,
    0.653658390045166,
    0.29189181327819824,
    0.2433861643075943,
    0.3856208324432373,
    0.4411763548851013,
    0.40476179122924805,
    0.16379304230213165,
    0.39999985694885254,
    0.2843136191368103,
    0.4727271497249603,
    0.19480513036251068,
    0.2208588421344757,
    0.5470084547996521,
    0.4315788447856903,
    0.3260868787765503,
    0.31901830434799194,
    0.14473678171634674,
    0.38356155157089233
   ],
   "time": 157.74477264564484,
   "param": [
    {
     "p": 0.07178761065006256,
     "m": 1.0
    },
    {
     "p": 0.07573232054710388,
     "m": 1.0
    },
    {
     "p": 0.0825156718492508,
     "m": 1.0
    },
    {
     "p": 0.07815742492675781,
     "m": 1.0
    },
    {
     "p": 0.06480683386325836,
     "m": 1.0
    },
    {
     "p": 0.07767824083566666,
     "m": 1.0
    },
    {
     "p": 0.08075389266014099,
     "m": 1.0
    },
    {
     "p": 0.07441753149032593,
     "m": 1.0
    },
    {
     "p": 0.04863927140831947,
     "m": 1.0
    },
    {
     "p": 0.06468279659748077,
     "m": 1.0
    },
    {
     "p": 0.06680358201265335,
     "m": 1.0
    },
    {
     "p": 0.06889697164297104,
     "m": 1.0
    },
    {
     "p": 0.06551467627286911,
     "m": 1.0
    },
    {
     "p": 0.07961323857307434,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 155,
   "train_loss": 4.007205009460449,
   "val_loss": 2.926464319229126,
   "acc": 35.98,
   "f1": [
    0.6767675280570984,
    0.3999999165534973,
    0.2705313265323639,
    0.10218973457813263,
    0.17712169885635376,
    0.2796609401702881,
    0.37373724579811096,
    0.368663489818573,
    0.37305691838264465,
    0.4179103374481201,
    0.13422814011573792,
    0.20689648389816284,
    0.3905324339866638,
    0.2136751413345337,
    0.25125616788864136,
    0.2475246638059616,
    0.368663489818573,
    0.47619038820266724,
    0.35064926743507385,
    0.2181817591190338,
    0.6145831942558289,
    0.4770641028881073,
    0.33962252736091614,
    0.5189187526702881,
    0.6451612114906311,
    0.24999992549419403,
    0.2758619785308838,
    0.22591355443000793,
    0.39285701513290405,
    0.3272726535797119,
    0.3775508999824524,
    0.3170730471611023,
    0.35820886492729187,
    0.2895926535129547,
    0.2531644403934479,
    0.15238089859485626,
    0.2959182858467102,
    0.19631893932819366,
    0.22727267444133759,
    0.49729716777801514,
    0.3384614884853363,
    0.5740739107131958,
    0.33532923460006714,
    0.3551400303840637,
    0.18848159909248352,
    0.19428564608097076,
    0.2094240039587021,
    0.5181816816329956,
    0.5581393837928772,
    0.3508770763874054,
    0.16184966266155243,
    0.2784809172153473,
    0.592920184135437,
    0.5972849726676941,
    0.5084744095802307,
    0.10778438299894333,
    0.5388599634170532,
    0.3443707227706909,
    0.37777766585350037,
    0.37373724579811096,
    0.7135677337646484,
    0.4145076870918274,
    0.4382021129131317,
    0.32950183749198914,
    0.06349202245473862,
    0.2559240758419037,
    0.19689112901687622,
    0.3587442934513092,
    0.6874998211860657,
    0.5545453429222107,
    0.5023254752159119,
    0.591999888420105,
    0.1639343500137329,
    0.3131312429904938,
    0.15384607017040253,
    0.5381525158882141,
    0.6570047736167908,
    0.17616572976112366,
    0.2561575770378113,
    0.3084111213684082,
    0.13513506948947906,
    0.3119265139102936,
    0.6806281208992004,
    0.4019606411457062,
    0.2514968812465668,
    0.48756206035614014,
    0.45555540919303894,
    0.43523305654525757,
    0.14765094220638275,
    0.3411763310432434,
    0.25999993085861206,
    0.5024153590202332,
    0.1639343500137329,
    0.208791121840477,
    0.5825241804122925,
    0.4215245544910431,
    0.2983424663543701,
    0.3508770763874054,
    0.11538457125425339,
    0.4081631302833557
   ],
   "time": 158.51247468590736,
   "param": [
    {
     "p": 0.072377510368824,
     "m": 1.0
    },
    {
     "p": 0.06883765012025833,
     "m": 1.0
    },
    {
     "p": 0.07284977287054062,
     "m": 1.0
    },
    {
     "p": 0.07330718636512756,
     "m": 1.0
    },
    {
     "p": 0.07473302632570267,
     "m": 1.0
    },
    {
     "p": 0.07388714700937271,
     "m": 1.0
    },
    {
     "p": 0.07172694802284241,
     "m": 1.0
    },
    {
     "p": 0.07538914680480957,
     "m": 1.0
    },
    {
     "p": 0.07055747509002686,
     "m": 1.0
    },
    {
     "p": 0.061083391308784485,
     "m": 1.0
    },
    {
     "p": 0.06459856778383255,
     "m": 1.0
    },
    {
     "p": 0.07535509020090103,
     "m": 1.0
    },
    {
     "p": 0.07878983020782471,
     "m": 1.0
    },
    {
     "p": 0.06650719046592712,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 156,
   "train_loss": 4.187953472137451,
   "val_loss": 2.963710069656372,
   "acc": 35.79,
   "f1": [
    0.5999999046325684,
    0.3931623101234436,
    0.26666656136512756,
    0.22549012303352356,
    0.14606735110282898,
    0.24603168666362762,
    0.378109335899353,
    0.33121007680892944,
    0.34554967284202576,
    0.44444429874420166,
    0.19867542386054993,
    0.24580998718738556,
    0.3351954519748688,
    0.25333327054977417,
    0.18791939318180084,
    0.2739725112915039,
    0.3669723868370056,
    0.5090908408164978,
    0.35897424817085266,
    0.27380943298339844,
    0.5816324949264526,
    0.4485980272293091,
    0.3351350426673889,
    0.5120771527290344,
    0.6702701449394226,
    0.2368420511484146,
    0.28426387906074524,
    0.21830980479717255,
    0.4509802758693695,
    0.29629620909690857,
    0.42162150144577026,
    0.3594468832015991,
    0.38596484065055847,
    0.3024389147758484,
    0.2962961792945862,
    0.14339616894721985,
    0.329670250415802,
    0.2243901938199997,
    0.20512813329696655,
    0.5054942965507507,
    0.3529410660266876,
    0.5198236703872681,
    0.2810809910297394,
    0.3675212860107422,
    0.2064056247472763,
    0.20779214799404144,
    0.24999991059303284,
    0.48401811718940735,
    0.43715834617614746,
    0.39795905351638794,
    0.17391297221183777,
    0.3114185929298401,
    0.5563908815383911,
    0.6122447848320007,
    0.5155554413795471,
    0.14166660606861115,
    0.535353422164917,
    0.3636362850666046,
    0.40740731358528137,
    0.25301194190979004,
    0.7171715497970581,
    0.49261072278022766,
    0.4530385434627533,
    0.376623272895813,
    0.14285707473754883,
    0.2175731509923935,
    0.1229049563407898,
    0.32704389095306396,
    0.6756755113601685,
    0.5461253523826599,
    0.4401912987232208,
    0.5636362433433533,
    0.11392398923635483,
    0.3690035939216614,
    0.1379309892654419,
    0.5221238136291504,
    0.6349205374717712,
    0.1548386514186859,
    0.25668442249298096,
    0.36619704961776733,
    0.16560502350330353,
    0.2699999213218689,
    0.685082733631134,
    0.3979056477546692,
    0.22784802317619324,
    0.43564343452453613,
    0.39090898633003235,
    0.36363622546195984,
    0.17435890436172485,
    0.40358731150627136,
    0.30578503012657166,
    0.4705880880355835,
    0.21649475395679474,
    0.17105256021022797,
    0.5948716402053833,
    0.4756755530834198,
    0.2597401440143585,
    0.31155768036842346,
    0.1081080436706543,
    0.396135151386261
   ],
   "time": 162.01631299220026,
   "param": [
    {
     "p": 0.0632459968328476,
     "m": 1.0
    },
    {
     "p": 0.08381159603595734,
     "m": 1.0
    },
    {
     "p": 0.0808856338262558,
     "m": 1.0
    },
    {
     "p": 0.07582353055477142,
     "m": 1.0
    },
    {
     "p": 0.05504188686609268,
     "m": 1.0
    },
    {
     "p": 0.06267628818750381,
     "m": 1.0
    },
    {
     "p": 0.06435686349868774,
     "m": 1.0
    },
    {
     "p": 0.07315239310264587,
     "m": 1.0
    },
    {
     "p": 0.07792351394891739,
     "m": 1.0
    },
    {
     "p": 0.08524524420499802,
     "m": 1.0
    },
    {
     "p": 0.07262979447841644,
     "m": 1.0
    },
    {
     "p": 0.07143490761518478,
     "m": 1.0
    },
    {
     "p": 0.051793843507766724,
     "m": 1.0
    },
    {
     "p": 0.08197851479053497,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 157,
   "train_loss": 4.166713237762451,
   "val_loss": 2.949925661087036,
   "acc": 36.06,
   "f1": [
    0.666666567325592,
    0.33179715275764465,
    0.26455017924308777,
    0.21468918025493622,
    0.1748633086681366,
    0.3317534327507019,
    0.3820223808288574,
    0.37499985098838806,
    0.382978618144989,
    0.4174756109714508,
    0.15950913727283478,
    0.23129244148731232,
    0.3557691276073456,
    0.1777777075767517,
    0.21993118524551392,
    0.2705313265323639,
    0.37373724579811096,
    0.5344128608703613,
    0.3706895411014557,
    0.2699999213218689,
    0.5560536980628967,
    0.4782607853412628,
    0.3428570628166199,
    0.5365852117538452,
    0.6118720173835754,
    0.2181817591190338,
    0.26666656136512756,
    0.21596238017082214,
    0.48803818225860596,
    0.29473677277565,
    0.33333325386047363,
    0.33333322405815125,
    0.37499991059303284,
    0.2762430012226105,
    0.24999991059303284,
    0.13877545297145844,
    0.3168315887451172,
    0.2236841470003128,
    0.20134222507476807,
    0.48913031816482544,
    0.35294109582901,
    0.6327682137489319,
    0.28025469183921814,
    0.3696681261062622,
    0.19047611951828003,
    0.19323663413524628,
    0.2444443702697754,
    0.5045044422149658,
    0.4834122061729431,
    0.4313724637031555,
    0.16455689072608948,
    0.29803910851478577,
    0.5847455859184265,
    0.5572138428688049,
    0.47470811009407043,
    0.14583328366279602,
    0.5076140761375427,
    0.319248765707016,
    0.3736262619495392,
    0.3111110329627991,
    0.7238093614578247,
    0.4105958938598633,
    0.42790690064430237,
    0.41340771317481995,
    0.13402055203914642,
    0.19999994337558746,
    0.18181811273097992,
    0.3037973642349243,
    0.7238093614578247,
    0.5520360469818115,
    0.43518510460853577,
    0.5737050771713257,
    0.14876028895378113,
    0.38139525055885315,
    0.14379078149795532,
    0.5381165146827698,
    0.6502462029457092,
    0.2519684433937073,
    0.2612243890762329,
    0.3178293704986572,
    0.18497103452682495,
    0.2256409376859665,
    0.6442306041717529,
    0.32051271200180054,
    0.23204411566257477,
    0.5106381177902222,
    0.4561401903629303,
    0.3258785307407379,
    0.19928821921348572,
    0.3406592309474945,
    0.25777769088745117,
    0.5543476939201355,
    0.193548321723938,
    0.25777769088745117,
    0.5263156890869141,
    0.40160635113716125,
    0.2815532982349396,
    0.3499998450279236,
    0.15384607017040253,
    0.45320188999176025
   ],
   "time": 153.94527389202267,
   "param": [
    {
     "p": 0.07936416566371918,
     "m": 1.0
    },
    {
     "p": 0.08135341107845306,
     "m": 1.0
    },
    {
     "p": 0.0563940666615963,
     "m": 1.0
    },
    {
     "p": 0.0733243077993393,
     "m": 1.0
    },
    {
     "p": 0.07059962302446365,
     "m": 1.0
    },
    {
     "p": 0.08373474329710007,
     "m": 1.0
    },
    {
     "p": 0.06363297253847122,
     "m": 1.0
    },
    {
     "p": 0.06278102099895477,
     "m": 1.0
    },
    {
     "p": 0.06803474575281143,
     "m": 1.0
    },
    {
     "p": 0.06670314818620682,
     "m": 1.0
    },
    {
     "p": 0.07311580330133438,
     "m": 1.0
    },
    {
     "p": 0.0777755081653595,
     "m": 1.0
    },
    {
     "p": 0.06618766486644745,
     "m": 1.0
    },
    {
     "p": 0.07699880003929138,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 158,
   "train_loss": 3.952972888946533,
   "val_loss": 2.51963472366333,
   "acc": 35.97,
   "f1": [
    0.6698563694953918,
    0.38341957330703735,
    0.29585790634155273,
    0.1935483068227768,
    0.1762113720178604,
    0.2843136191368103,
    0.3508770763874054,
    0.38834938406944275,
    0.3707864284515381,
    0.44311365485191345,
    0.1194029375910759,
    0.2601625323295593,
    0.3617020547389984,
    0.18300646543502808,
    0.17948710918426514,
    0.2790696620941162,
    0.3367346227169037,
    0.4858298599720001,
    0.33962252736091614,
    0.2796609401702881,
    0.5714284777641296,
    0.47933873534202576,
    0.33333325386047363,
    0.5169490575790405,
    0.6697673201560974,
    0.2399999350309372,
    0.2658226788043976,
    0.16888882219791412,
    0.45555540919303894,
    0.29940110445022583,
    0.42051267623901367,
    0.3348415493965149,
    0.3837208151817322,
    0.3169810175895691,
    0.31088075041770935,
    0.15999992191791534,
    0.2764226496219635,
    0.25668442249298096,
    0.23859642446041107,
    0.47826072573661804,
    0.3703702688217163,
    0.5781989693641663,
    0.30555543303489685,
    0.37885454297065735,
    0.17796602845191956,
    0.2094240039587021,
    0.2193547636270523,
    0.49019595980644226,
    0.43601882457733154,
    0.37185919284820557,
    0.20909084379673004,
    0.30769219994544983,
    0.5496687889099121,
    0.5660375952720642,
    0.4799998700618744,
    0.1290322244167328,
    0.48927029967308044,
    0.3351350426673889,
    0.3940885663032532,
    0.3060108423233032,
    0.7203789353370667,
    0.46601933240890503,
    0.4623654782772064,
    0.4260353744029999,
    0.13978487253189087,
    0.2127658873796463,
    0.20202013850212097,
    0.3111110329627991,
    0.7348835468292236,
    0.5933012366294861,
    0.4873095452785492,
    0.5951218605041504,
    0.12499994784593582,
    0.35193121433258057,
    0.1576354056596756,
    0.5428570508956909,
    0.6404492855072021,
    0.20408155024051666,
    0.2525251507759094,
    0.31304338574409485,
    0.15853650867938995,
    0.28136876225471497,
    0.6966290473937988,
    0.33333325386047363,
    0.1985815018415451,
    0.4599998891353607,
    0.3946187198162079,
    0.4022345542907715,
    0.14723920822143555,
    0.3675212860107422,
    0.33816415071487427,
    0.4178081452846527,
    0.1835748255252838,
    0.2099999338388443,
    0.5899998545646667,
    0.44230756163597107,
    0.19047611951828003,
    0.29665064811706543,
    0.12222215533256531,
    0.40718549489974976
   ],
   "time": 159.4651939049363,
   "param": [
    {
     "p": 0.0739431232213974,
     "m": 1.0
    },
    {
     "p": 0.07002685219049454,
     "m": 1.0
    },
    {
     "p": 0.07758954167366028,
     "m": 1.0
    },
    {
     "p": 0.0625714436173439,
     "m": 1.0
    },
    {
     "p": 0.055941756814718246,
     "m": 1.0
    },
    {
     "p": 0.08710213750600815,
     "m": 1.0
    },
    {
     "p": 0.06908897310495377,
     "m": 1.0
    },
    {
     "p": 0.08302357792854309,
     "m": 1.0
    },
    {
     "p": 0.06106278672814369,
     "m": 1.0
    },
    {
     "p": 0.06772617250680923,
     "m": 1.0
    },
    {
     "p": 0.06826954334974289,
     "m": 1.0
    },
    {
     "p": 0.06645887345075607,
     "m": 1.0
    },
    {
     "p": 0.07574967294931412,
     "m": 1.0
    },
    {
     "p": 0.08144546300172806,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 159,
   "train_loss": 3.778757333755493,
   "val_loss": 2.6665830612182617,
   "acc": 36.19,
   "f1": [
    0.5934958457946777,
    0.3720929026603699,
    0.31645557284355164,
    0.2386830598115921,
    0.1951218843460083,
    0.2918454110622406,
    0.3885713219642639,
    0.3771427571773529,
    0.3831774890422821,
    0.45833322405815125,
    0.17808210849761963,
    0.22222216427326202,
    0.3980098366737366,
    0.154929518699646,
    0.2906976044178009,
    0.2645913362503052,
    0.3798881769180298,
    0.5101213455200195,
    0.43181803822517395,
    0.27799221873283386,
    0.5921786427497864,
    0.48623839020729065,
    0.2938774824142456,
    0.4967319071292877,
    0.6097559332847595,
    0.24113468825817108,
    0.3720929026603699,
    0.23204411566257477,
    0.43999987840652466,
    0.3076922297477722,
    0.3522011637687683,
    0.3257574439048767,
    0.3384614586830139,
    0.35071080923080444,
    0.29464277625083923,
    0.12162157148122787,
    0.299465149641037,
    0.15151509642601013,
    0.2366863340139389,
    0.47368407249450684,
    0.3421051502227783,
    0.6448085904121399,
    0.31050220131874084,
    0.3468207120895386,
    0.16853927075862885,
    0.19999994337558746,
    0.1729728877544403,
    0.49372372031211853,
    0.4918031394481659,
    0.3523315489292145,
    0.1896551102399826,
    0.32222211360931396,
    0.5648146867752075,
    0.5499998927116394,
    0.5333332419395447,
    0.14782603085041046,
    0.563380241394043,
    0.31325289607048035,
    0.3456788659095764,
    0.31155768036842346,
    0.7099998593330383,
    0.4223601520061493,
    0.4265401363372803,
    0.4170615077018738,
    0.12941168248653412,
    0.2705313265323639,
    0.21596238017082214,
    0.32748526334762573,
    0.7024388909339905,
    0.5243444442749023,
    0.510416567325592,
    0.5887095332145691,
    0.1494252234697342,
    0.3827749788761139,
    0.1391940712928772,
    0.5903083086013794,
    0.6341462135314941,
    0.18947362899780273,
    0.23232315480709076,
    0.33684200048446655,
    0.13978487253189087,
    0.3146066665649414,
    0.7089946269989014,
    0.37158459424972534,
    0.17054256796836853,
    0.4059404730796814,
    0.4226802885532379,
    0.4170615077018738,
    0.16580304503440857,
    0.3675212860107422,
    0.2702701985836029,
    0.5023254752159119,
    0.20388342440128326,
    0.23111103475093842,
    0.5490195155143738,
    0.4120170772075653,
    0.3076922297477722,
    0.280373752117157,
    0.13468009233474731,
    0.43575406074523926
   ],
   "time": 158.71756582520902,
   "param": [
    {
     "p": 0.0752049908041954,
     "m": 1.0
    },
    {
     "p": 0.07733532786369324,
     "m": 1.0
    },
    {
     "p": 0.07400310039520264,
     "m": 1.0
    },
    {
     "p": 0.08090174198150635,
     "m": 1.0
    },
    {
     "p": 0.07064352184534073,
     "m": 1.0
    },
    {
     "p": 0.07478399574756622,
     "m": 1.0
    },
    {
     "p": 0.0660204365849495,
     "m": 1.0
    },
    {
     "p": 0.07442844659090042,
     "m": 1.0
    },
    {
     "p": 0.06994104385375977,
     "m": 1.0
    },
    {
     "p": 0.05041900649666786,
     "m": 1.0
    },
    {
     "p": 0.06451578438282013,
     "m": 1.0
    },
    {
     "p": 0.07407473027706146,
     "m": 1.0
    },
    {
     "p": 0.07162687182426453,
     "m": 1.0
    },
    {
     "p": 0.07610100507736206,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 160,
   "train_loss": 3.5751278400421143,
   "val_loss": 2.9840636253356934,
   "acc": 35.71,
   "f1": [
    0.6599999070167542,
    0.3832334280014038,
    0.27777767181396484,
    0.21621613204479218,
    0.18264833092689514,
    0.3003951609134674,
    0.38775497674942017,
    0.35602086782455444,
    0.3763439953327179,
    0.47798728942871094,
    0.18072283267974854,
    0.26455017924308777,
    0.31081071496009827,
    0.23809516429901123,
    0.2541435658931732,
    0.23030294477939606,
    0.35964900255203247,
    0.5436891913414001,
    0.42051267623901367,
    0.29189181327819824,
    0.5714284777641296,
    0.4719099998474121,
    0.32258057594299316,
    0.4810125231742859,
    0.6454544067382812,
    0.24657529592514038,
    0.2753622233867645,
    0.19393931329250336,
    0.4785274565219879,
    0.3195875287055969,
    0.3951611816883087,
    0.3249998688697815,
    0.3678159713745117,
    0.3206750154495239,
    0.23428566753864288,
    0.1896551102399826,
    0.2530611455440521,
    0.2622949779033661,
    0.19452883303165436,
    0.49333325028419495,
    0.3739129900932312,
    0.6041665077209473,
    0.28440356254577637,
    0.3092104494571686,
    0.19393931329250336,
    0.17877088487148285,
    0.2345678210258484,
    0.49999988079071045,
    0.4946235418319702,
    0.3636362552642822,
    0.15662643313407898,
    0.3047617971897125,
    0.6076922416687012,
    0.5814977288246155,
    0.5121949315071106,
    0.1229049563407898,
    0.5656563639640808,
    0.3091786503791809,
    0.3592813014984131,
    0.35416656732559204,
    0.735751211643219,
    0.43269219994544983,
    0.3560605049133301,
    0.3699999153614044,
    0.13043470680713654,
    0.24539868533611298,
    0.14371250569820404,
    0.322274774312973,
    0.6929823160171509,
    0.580357015132904,
    0.44444432854652405,
    0.5714284777641296,
    0.1393938958644867,
    0.3084576427936554,
    0.15909084677696228,
    0.5485230684280396,
    0.6244342923164368,
    0.09090903401374817,
    0.2258063703775406,
    0.33816415071487427,
    0.09195395559072495,
    0.2193547636270523,
    0.7015705108642578,
    0.38144323229789734,
    0.19672125577926636,
    0.43956032395362854,
    0.41095879673957825,
    0.4585364758968353,
    0.15277770161628723,
    0.3344946801662445,
    0.2949307858943939,
    0.49999988079071045,
    0.10112354159355164,
    0.14864858984947205,
    0.5388126373291016,
    0.42639580368995667,
    0.35416656732559204,
    0.36269423365592957,
    0.08917191624641418,
    0.38095223903656006
   ],
   "time": 155.74289807118475,
   "param": [
    {
     "p": 0.07189974188804626,
     "m": 1.0
    },
    {
     "p": 0.0714886486530304,
     "m": 1.0
    },
    {
     "p": 0.06649617105722427,
     "m": 1.0
    },
    {
     "p": 0.0773143395781517,
     "m": 1.0
    },
    {
     "p": 0.06327348947525024,
     "m": 1.0
    },
    {
     "p": 0.08182445168495178,
     "m": 1.0
    },
    {
     "p": 0.08063217997550964,
     "m": 1.0
    },
    {
     "p": 0.07155726104974747,
     "m": 1.0
    },
    {
     "p": 0.07364226132631302,
     "m": 1.0
    },
    {
     "p": 0.05112036317586899,
     "m": 1.0
    },
    {
     "p": 0.06709685176610947,
     "m": 1.0
    },
    {
     "p": 0.08014222234487534,
     "m": 1.0
    },
    {
     "p": 0.07553093135356903,
     "m": 1.0
    },
    {
     "p": 0.06798107177019119,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 161,
   "train_loss": 3.946563720703125,
   "val_loss": 2.6944940090179443,
   "acc": 35.27,
   "f1": [
    0.6560845375061035,
    0.331707239151001,
    0.26666656136512756,
    0.1989527940750122,
    0.16374263167381287,
    0.3179486393928528,
    0.3529410660266876,
    0.39784935116767883,
    0.324607253074646,
    0.48780474066734314,
    0.19689112901687622,
    0.22966498136520386,
    0.3575417995452881,
    0.1854303926229477,
    0.22966498136520386,
    0.25274714827537537,
    0.38888877630233765,
    0.4541061818599701,
    0.40476179122924805,
    0.28444433212280273,
    0.5666665434837341,
    0.44210511445999146,
    0.2887699604034424,
    0.53987717628479,
    0.6458331942558289,
    0.2762430012226105,
    0.30769217014312744,
    0.2419928014278412,
    0.4947367310523987,
    0.31632643938064575,
    0.3999999463558197,
    0.33976826071739197,
    0.322274774312973,
    0.31441038846969604,
    0.30357134342193604,
    0.17361107468605042,
    0.3043477535247803,
    0.2601625323295593,
    0.24390237033367157,
    0.5081079602241516,
    0.45595842599868774,
    0.5989846587181091,
    0.3315507173538208,
    0.3716813027858734,
    0.20571422576904297,
    0.1869158148765564,
    0.22818784415721893,
    0.4561402499675751,
    0.41935470700263977,
    0.3519999384880066,
    0.2547769844532013,
    0.27385884523391724,
    0.5201464295387268,
    0.5809127688407898,
    0.5209301114082336,
    0.15228420495986938,
    0.49777767062187195,
    0.32051271200180054,
    0.3462896943092346,
    0.3555554449558258,
    0.6866952180862427,
    0.39473676681518555,
    0.44559577107429504,
    0.38271594047546387,
    0.12935318052768707,
    0.2010049670934677,
    0.18656711280345917,
    0.3203882575035095,
    0.6721990704536438,
    0.6036034822463989,
    0.4204544126987457,
    0.5344826579093933,
    0.15384608507156372,
    0.38461530208587646,
    0.09230764210224152,
    0.5921786427497864,
    0.634730339050293,
    0.05594400689005852,
    0.24999988079071045,
    0.3195875287055969,
    0.14285708963871002,
    0.2574256360530853,
    0.6030533313751221,
    0.3522011637687683,
    0.24509796500205994,
    0.3783782124519348,
    0.3831774890422821,
    0.38738730549812317,
    0.1868131160736084,
    0.2984126806259155,
    0.27433618903160095,
    0.47236168384552,
    0.179775208234787,
    0.17283941805362701,
    0.5664739012718201,
    0.4186045527458191,
    0.2014387845993042,
    0.2754489779472351,
    0.13131305575370789,
    0.31428563594818115
   ],
   "time": 162.38570337649435,
   "param": [
    {
     "p": 0.08360357582569122,
     "m": 1.0
    },
    {
     "p": 0.06480512022972107,
     "m": 1.0
    },
    {
     "p": 0.08618476241827011,
     "m": 1.0
    },
    {
     "p": 0.06880773603916168,
     "m": 1.0
    },
    {
     "p": 0.06408695876598358,
     "m": 1.0
    },
    {
     "p": 0.07059918344020844,
     "m": 1.0
    },
    {
     "p": 0.07540339976549149,
     "m": 1.0
    },
    {
     "p": 0.0758734717965126,
     "m": 1.0
    },
    {
     "p": 0.06527556478977203,
     "m": 1.0
    },
    {
     "p": 0.06933815777301788,
     "m": 1.0
    },
    {
     "p": 0.06960150599479675,
     "m": 1.0
    },
    {
     "p": 0.06625580042600632,
     "m": 1.0
    },
    {
     "p": 0.0721278265118599,
     "m": 1.0
    },
    {
     "p": 0.06803689152002335,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 162,
   "train_loss": 3.5433731079101562,
   "val_loss": 2.7900946140289307,
   "acc": 35.87,
   "f1": [
    0.6567163467407227,
    0.4230768084526062,
    0.24390234053134918,
    0.21518979966640472,
    0.15894033014774323,
    0.3121950626373291,
    0.3917524814605713,
    0.38095223903656006,
    0.38139525055885315,
    0.4120602011680603,
    0.1365852952003479,
    0.24870456755161285,
    0.35714274644851685,
    0.20134222507476807,
    0.22988496720790863,
    0.1962263286113739,
    0.34389129281044006,
    0.5164318084716797,
    0.3552630543708801,
    0.23157887160778046,
    0.5699998736381531,
    0.4647301733493805,
    0.28260859847068787,
    0.5308055877685547,
    0.6705880761146545,
    0.23809516429901123,
    0.3465345501899719,
    0.23041465878486633,
    0.4774192273616791,
    0.28846150636672974,
    0.39285704493522644,
    0.34615376591682434,
    0.34999990463256836,
    0.28749987483024597,
    0.31535258889198303,
    0.16455689072608948,
    0.34999990463256836,
    0.22459883987903595,
    0.2403845638036728,
    0.5111110210418701,
    0.3971630334854126,
    0.6195651292800903,
    0.27999991178512573,
    0.33466124534606934,
    0.1656804084777832,
    0.19847320020198822,
    0.22346359491348267,
    0.5092591643333435,
    0.48076915740966797,
    0.3939392864704132,
    0.2095237374305725,
    0.2832617461681366,
    0.5488370656967163,
    0.6169153451919556,
    0.5098037719726562,
    0.18939387798309326,
    0.5221673846244812,
    0.3411763310432434,
    0.36842095851898193,
    0.32075464725494385,
    0.7204300165176392,
    0.4489794969558716,
    0.46739116311073303,
    0.364531934261322,
    0.1885245442390442,
    0.18536579608917236,
    0.11695900559425354,
    0.37777766585350037,
    0.7448978424072266,
    0.5783131718635559,
    0.4401543438434601,
    0.5454544425010681,
    0.15384607017040253,
    0.3208555281162262,
    0.1648350954055786,
    0.5632182359695435,
    0.5892856121063232,
    0.1194029375910759,
    0.20987647771835327,
    0.28947359323501587,
    0.12499994039535522,
    0.26855117082595825,
    0.6979165077209473,
    0.36842095851898193,
    0.2456139624118805,
    0.42857128381729126,
    0.43298953771591187,
    0.42914968729019165,
    0.17490488290786743,
    0.3362067937850952,
    0.29508185386657715,
    0.507771909236908,
    0.17857135832309723,
    0.23696675896644592,
    0.5363634824752808,
    0.4410255253314972,
    0.36815908551216125,
    0.2564101815223694,
    0.15277770161628723,
    0.3874998986721039
   ],
   "time": 153.6823927955702,
   "param": [
    {
     "p": 0.07567613571882248,
     "m": 1.0
    },
    {
     "p": 0.06756189465522766,
     "m": 1.0
    },
    {
     "p": 0.07399109750986099,
     "m": 1.0
    },
    {
     "p": 0.07886820286512375,
     "m": 1.0
    },
    {
     "p": 0.07257115840911865,
     "m": 1.0
    },
    {
     "p": 0.0777294710278511,
     "m": 1.0
    },
    {
     "p": 0.07733364403247833,
     "m": 1.0
    },
    {
     "p": 0.0811639204621315,
     "m": 1.0
    },
    {
     "p": 0.06887143105268478,
     "m": 1.0
    },
    {
     "p": 0.06963342428207397,
     "m": 1.0
    },
    {
     "p": 0.06900347024202347,
     "m": 1.0
    },
    {
     "p": 0.06488840281963348,
     "m": 1.0
    },
    {
     "p": 0.06257039308547974,
     "m": 1.0
    },
    {
     "p": 0.06013743206858635,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 163,
   "train_loss": 4.205379486083984,
   "val_loss": 2.893674612045288,
   "acc": 35.57,
   "f1": [
    0.6597937345504761,
    0.385650098323822,
    0.25945934653282166,
    0.19459453225135803,
    0.1612902730703354,
    0.2707422971725464,
    0.37433144450187683,
    0.396135151386261,
    0.3939392864704132,
    0.4624998867511749,
    0.18633535504341125,
    0.22929932177066803,
    0.33333322405815125,
    0.2233501821756363,
    0.246575266122818,
    0.20731700956821442,
    0.358024537563324,
    0.5339804887771606,
    0.34920626878738403,
    0.23913034796714783,
    0.5775399804115295,
    0.4705880880355835,
    0.2914571762084961,
    0.5257141590118408,
    0.662983238697052,
    0.22413784265518188,
    0.30526304244995117,
    0.18404902517795563,
    0.4291844367980957,
    0.31746023893356323,
    0.38626599311828613,
    0.31275710463523865,
    0.3428570628166199,
    0.2762430012226105,
    0.3272726237773895,
    0.10322573781013489,
    0.2956520915031433,
    0.22459883987903595,
    0.22950810194015503,
    0.49999988079071045,
    0.40277767181396484,
    0.5671641230583191,
    0.31088075041770935,
    0.3102492690086365,
    0.13008125126361847,
    0.22093015909194946,
    0.20087330043315887,
    0.4622220993041992,
    0.45522376894950867,
    0.4018690288066864,
    0.2173912227153778,
    0.3025209605693817,
    0.5727270841598511,
    0.5898616909980774,
    0.5333331823348999,
    0.13333328068256378,
    0.5410627126693726,
    0.29197070002555847,
    0.34482747316360474,
    0.3408070504665375,
    0.7074234485626221,
    0.4897957742214203,
    0.48913031816482544,
    0.37777766585350037,
    0.09523802250623703,
    0.20491798222064972,
    0.1635219305753708,
    0.3265305161476135,
    0.738461434841156,
    0.5666665434837341,
    0.4688993990421295,
    0.5764191746711731,
    0.1524663120508194,
    0.33962252736091614,
    0.13749992847442627,
    0.5296802520751953,
    0.6376810669898987,
    0.1789882481098175,
    0.23529404401779175,
    0.28571420907974243,
    0.0980391651391983,
    0.2797926664352417,
    0.6607928276062012,
    0.32820504903793335,
    0.24285705387592316,
    0.42352932691574097,
    0.39378228783607483,
    0.4153004288673401,
    0.21238930523395538,
    0.3659573495388031,
    0.26890748739242554,
    0.5021644234657288,
    0.19999992847442627,
    0.2095237374305725,
    0.5060240030288696,
    0.4347825050354004,
    0.33333322405815125,
    0.26666656136512756,
    0.18110232055187225,
    0.3648647665977478
   ],
   "time": 153.29377802554518,
   "param": [
    {
     "p": 0.06646738201379776,
     "m": 1.0
    },
    {
     "p": 0.07068774849176407,
     "m": 1.0
    },
    {
     "p": 0.07278604805469513,
     "m": 1.0
    },
    {
     "p": 0.06909848004579544,
     "m": 1.0
    },
    {
     "p": 0.07272116094827652,
     "m": 1.0
    },
    {
     "p": 0.07276424020528793,
     "m": 1.0
    },
    {
     "p": 0.06844841688871384,
     "m": 1.0
    },
    {
     "p": 0.07628577947616577,
     "m": 1.0
    },
    {
     "p": 0.06058375537395477,
     "m": 1.0
    },
    {
     "p": 0.06911483407020569,
     "m": 1.0
    },
    {
     "p": 0.0760006457567215,
     "m": 1.0
    },
    {
     "p": 0.08216515183448792,
     "m": 1.0
    },
    {
     "p": 0.08352196216583252,
     "m": 1.0
    },
    {
     "p": 0.05935443937778473,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 164,
   "train_loss": 3.360736846923828,
   "val_loss": 2.8776161670684814,
   "acc": 35.54,
   "f1": [
    0.6428569555282593,
    0.3699999153614044,
    0.23076917231082916,
    0.22222216427326202,
    0.15189866721630096,
    0.2949307858943939,
    0.36464083194732666,
    0.32222211360931396,
    0.35294109582901,
    0.4226802885532379,
    0.18300646543502808,
    0.20731700956821442,
    0.30769217014312744,
    0.2085307389497757,
    0.27551010251045227,
    0.22388052940368652,
    0.33333325386047363,
    0.4495411515235901,
    0.37894728779792786,
    0.239999920129776,
    0.5445543527603149,
    0.4609052240848541,
    0.33333322405815125,
    0.5754715800285339,
    0.610878586769104,
    0.21126753091812134,
    0.2949307858943939,
    0.193548321723938,
    0.42528724670410156,
    0.3352600038051605,
    0.45976996421813965,
    0.3478259742259979,
    0.35359105467796326,
    0.36842095851898193,
    0.2616821527481079,
    0.13471496105194092,
    0.33128824830055237,
    0.22364212572574615,
    0.21556879580020905,
    0.48068660497665405,
    0.41717782616615295,
    0.6179773807525635,
    0.28469744324684143,
    0.3517586886882782,
    0.15217386186122894,
    0.21468918025493622,
    0.2739725410938263,
    0.5118482112884521,
    0.474452406167984,
    0.36018943786621094,
    0.18536579608917236,
    0.33480167388916016,
    0.5963301062583923,
    0.5410627126693726,
    0.43749988079071045,
    0.1395348161458969,
    0.447552353143692,
    0.36046499013900757,
    0.33777767419815063,
    0.3474177420139313,
    0.7363182306289673,
    0.45320188999176025,
    0.4150942265987396,
    0.4111110270023346,
    0.11483246088027954,
    0.20731700956821442,
    0.14012733101844788,
    0.327868789434433,
    0.7162789106369019,
    0.6183573603630066,
    0.3827749788761139,
    0.5256409049034119,
    0.14634139835834503,
    0.2906976044178009,
    0.17525766789913177,
    0.6178008913993835,
    0.6836733222007751,
    0.13636356592178345,
    0.24299058318138123,
    0.3148147463798523,
    0.1762113720178604,
    0.28671321272850037,
    0.6854459643363953,
    0.34579432010650635,
    0.20289847254753113,
    0.42780739068984985,
    0.42639580368995667,
    0.4685713052749634,
    0.18848159909248352,
    0.34666651487350464,
    0.251428484916687,
    0.5049503445625305,
    0.19263452291488647,
    0.25233638286590576,
    0.5497629642486572,
    0.48205116391181946,
    0.2929935157299042,
    0.2816900908946991,
    0.10144922137260437,
    0.3592813014984131
   ],
   "time": 156.65775911603123,
   "param": [
    {
     "p": 0.07408119738101959,
     "m": 1.0
    },
    {
     "p": 0.07450192421674728,
     "m": 1.0
    },
    {
     "p": 0.06792531162500381,
     "m": 1.0
    },
    {
     "p": 0.07669991999864578,
     "m": 1.0
    },
    {
     "p": 0.059529270976781845,
     "m": 1.0
    },
    {
     "p": 0.06468261778354645,
     "m": 1.0
    },
    {
     "p": 0.07033374160528183,
     "m": 1.0
    },
    {
     "p": 0.06774037331342697,
     "m": 1.0
    },
    {
     "p": 0.0653410404920578,
     "m": 1.0
    },
    {
     "p": 0.0682372972369194,
     "m": 1.0
    },
    {
     "p": 0.07475419342517853,
     "m": 1.0
    },
    {
     "p": 0.07973090559244156,
     "m": 1.0
    },
    {
     "p": 0.07087686657905579,
     "m": 1.0
    },
    {
     "p": 0.08556537330150604,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 165,
   "train_loss": 3.800328016281128,
   "val_loss": 2.8870205879211426,
   "acc": 35.64,
   "f1": [
    0.6382977366447449,
    0.364531934261322,
    0.2470587193965912,
    0.20261435210704803,
    0.16030527651309967,
    0.30150744318962097,
    0.39130425453186035,
    0.3917524814605713,
    0.3239435851573944,
    0.43093910813331604,
    0.19047611951828003,
    0.2127658873796463,
    0.3904760777950287,
    0.22099439799785614,
    0.24892695248126984,
    0.25125616788864136,
    0.38666656613349915,
    0.50862056016922,
    0.3904760777950287,
    0.2525251507759094,
    0.589371919631958,
    0.46413490176200867,
    0.331707239151001,
    0.5269460082054138,
    0.619999885559082,
    0.2569831311702728,
    0.2882882058620453,
    0.23232315480709076,
    0.44303786754608154,
    0.2886596620082855,
    0.3905324339866638,
    0.3846152722835541,
    0.3599999248981476,
    0.3478260338306427,
    0.2707422971725464,
    0.1103447824716568,
    0.30674833059310913,
    0.24999992549419403,
    0.1818181276321411,
    0.45555540919303894,
    0.40490788221359253,
    0.6122447848320007,
    0.3084111213684082,
    0.2771083414554596,
    0.17073164880275726,
    0.239999920129776,
    0.22881349921226501,
    0.5136610269546509,
    0.46534639596939087,
    0.4021162986755371,
    0.12765952944755554,
    0.31939154863357544,
    0.6244724988937378,
    0.5555554032325745,
    0.5446008443832397,
    0.13496926426887512,
    0.5154638290405273,
    0.28723397850990295,
    0.3609755337238312,
    0.29906532168388367,
    0.7317072153091431,
    0.41891881823539734,
    0.47190994024276733,
    0.3837208151817322,
    0.14788727462291718,
    0.2208588421344757,
    0.1658536046743393,
    0.35897424817085266,
    0.7012985944747925,
    0.5461845993995667,
    0.4519229531288147,
    0.5671641230583191,
    0.18009470403194427,
    0.3578946590423584,
    0.1481480896472931,
    0.5740739107131958,
    0.6382977366447449,
    0.15384608507156372,
    0.21782170236110687,
    0.309859037399292,
    0.14723920822143555,
    0.29523801803588867,
    0.6794257164001465,
    0.30588221549987793,
    0.2560974657535553,
    0.41840997338294983,
    0.4114284813404083,
    0.4278606176376343,
    0.16600783169269562,
    0.3061888813972473,
    0.2913385033607483,
    0.5177663564682007,
    0.24999991059303284,
    0.18719203770160675,
    0.6091952323913574,
    0.43925222754478455,
    0.3276835083961487,
    0.29875513911247253,
    0.14285707473754883,
    0.33576634526252747
   ],
   "time": 159.7000445825979,
   "param": [
    {
     "p": 0.07647810131311417,
     "m": 1.0
    },
    {
     "p": 0.06519079208374023,
     "m": 1.0
    },
    {
     "p": 0.06903441250324249,
     "m": 1.0
    },
    {
     "p": 0.07643195241689682,
     "m": 1.0
    },
    {
     "p": 0.053111035376787186,
     "m": 1.0
    },
    {
     "p": 0.0646151751279831,
     "m": 1.0
    },
    {
     "p": 0.0773666724562645,
     "m": 1.0
    },
    {
     "p": 0.07198040187358856,
     "m": 1.0
    },
    {
     "p": 0.06572211533784866,
     "m": 1.0
    },
    {
     "p": 0.08418194204568863,
     "m": 1.0
    },
    {
     "p": 0.07073044031858444,
     "m": 1.0
    },
    {
     "p": 0.06961764395236969,
     "m": 1.0
    },
    {
     "p": 0.08136310428380966,
     "m": 1.0
    },
    {
     "p": 0.07417619973421097,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 166,
   "train_loss": 3.614316701889038,
   "val_loss": 2.923781633377075,
   "acc": 35.36,
   "f1": [
    0.6071427464485168,
    0.36649200320243835,
    0.2176869958639145,
    0.20202015340328217,
    0.15899574756622314,
    0.2816900908946991,
    0.38341957330703735,
    0.35643553733825684,
    0.3899998664855957,
    0.4489794969558716,
    0.12068961560726166,
    0.28571420907974243,
    0.3460206687450409,
    0.1931033730506897,
    0.2333332598209381,
    0.22499993443489075,
    0.37499991059303284,
    0.5428570508956909,
    0.38578668236732483,
    0.30999991297721863,
    0.5469387173652649,
    0.47470811009407043,
    0.3286384046077728,
    0.4914284646511078,
    0.6293102502822876,
    0.22485199570655823,
    0.29813653230667114,
    0.17283941805362701,
    0.48421040177345276,
    0.31249991059303284,
    0.372413694858551,
    0.27173903584480286,
    0.3121386468410492,
    0.33128824830055237,
    0.30630621314048767,
    0.13725484907627106,
    0.29268282651901245,
    0.2797926664352417,
    0.19999991357326508,
    0.5207098722457886,
    0.3936169147491455,
    0.5821594595909119,
    0.25862061977386475,
    0.31152641773223877,
    0.1734103411436081,
    0.16580304503440857,
    0.21621613204479218,
    0.4924621880054474,
    0.5291004180908203,
    0.3880595862865448,
    0.18884113430976868,
    0.2675158381462097,
    0.5758754014968872,
    0.5546873807907104,
    0.5310733318328857,
    0.1485147923231125,
    0.5096152424812317,
    0.30270257592201233,
    0.38993698358535767,
    0.25675666332244873,
    0.7264149188995361,
    0.4487178325653076,
    0.44444435834884644,
    0.41340771317481995,
    0.12987008690834045,
    0.20320846140384674,
    0.15662643313407898,
    0.34523800015449524,
    0.6666665077209473,
    0.5999999046325684,
    0.4598929286003113,
    0.6009851098060608,
    0.14545448124408722,
    0.2774565517902374,
    0.12698407471179962,
    0.5685278177261353,
    0.6735749840736389,
    0.14765094220638275,
    0.19999991357326508,
    0.32183900475502014,
    0.10752681642770767,
    0.277310848236084,
    0.6739128828048706,
    0.3376622498035431,
    0.2193547636270523,
    0.3707864284515381,
    0.3443707823753357,
    0.4069766402244568,
    0.13402055203914642,
    0.36507928371429443,
    0.30051806569099426,
    0.4978164732456207,
    0.19101116061210632,
    0.2288556545972824,
    0.5714284777641296,
    0.4271843731403351,
    0.3441859781742096,
    0.21862342953681946,
    0.13924044370651245,
    0.390243798494339
   ],
   "time": 158.15807743556798,
   "param": [
    {
     "p": 0.07271482795476913,
     "m": 1.0
    },
    {
     "p": 0.07394924759864807,
     "m": 1.0
    },
    {
     "p": 0.0793859139084816,
     "m": 1.0
    },
    {
     "p": 0.07782067358493805,
     "m": 1.0
    },
    {
     "p": 0.06313998997211456,
     "m": 1.0
    },
    {
     "p": 0.07271793484687805,
     "m": 1.0
    },
    {
     "p": 0.0701984390616417,
     "m": 1.0
    },
    {
     "p": 0.06888740509748459,
     "m": 1.0
    },
    {
     "p": 0.07331515848636627,
     "m": 1.0
    },
    {
     "p": 0.07508477568626404,
     "m": 1.0
    },
    {
     "p": 0.060548510402441025,
     "m": 1.0
    },
    {
     "p": 0.06999450922012329,
     "m": 1.0
    },
    {
     "p": 0.06935929507017136,
     "m": 1.0
    },
    {
     "p": 0.07288342714309692,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 167,
   "train_loss": 3.823521137237549,
   "val_loss": 2.587144136428833,
   "acc": 35.85,
   "f1": [
    0.6454544067382812,
    0.38341957330703735,
    0.24074065685272217,
    0.22346359491348267,
    0.1619046926498413,
    0.2723403573036194,
    0.39106133580207825,
    0.33333319425582886,
    0.34309613704681396,
    0.4698793888092041,
    0.18181811273097992,
    0.28846150636672974,
    0.33783775568008423,
    0.26666656136512756,
    0.20454540848731995,
    0.2681158781051636,
    0.3398057222366333,
    0.47389549016952515,
    0.3599999248981476,
    0.30150744318962097,
    0.5544553399085999,
    0.44705870747566223,
    0.3152708411216736,
    0.5685278177261353,
    0.6418603658676147,
    0.2541435658931732,
    0.2727271616458893,
    0.20175431668758392,
    0.4338623583316803,
    0.34394893050193787,
    0.4088887572288513,
    0.3577980697154999,
    0.33502528071403503,
    0.3402060866355896,
    0.2526314854621887,
    0.12716756761074066,
    0.30909082293510437,
    0.23728805780410767,
    0.22105254232883453,
    0.5027931928634644,
    0.3636362850666046,
    0.5470851063728333,
    0.3147207200527191,
    0.41148313879966736,
    0.15189866721630096,
    0.19095470011234283,
    0.239436537027359,
    0.4741378724575043,
    0.4705881178379059,
    0.4016392230987549,
    0.18478251993656158,
    0.2901234030723572,
    0.5901638269424438,
    0.5360823273658752,
    0.5283017754554749,
    0.13114747405052185,
    0.5181816816329956,
    0.3314284682273865,
    0.37158459424972534,
    0.2844826877117157,
    0.6588233709335327,
    0.48598119616508484,
    0.41758227348327637,
    0.36206886172294617,
    0.12785382568836212,
    0.21568621695041656,
    0.1675977110862732,
    0.3249998986721039,
    0.6636362671852112,
    0.577777624130249,
    0.4705880880355835,
    0.5492226481437683,
    0.194871723651886,
    0.29268285632133484,
    0.13888882100582123,
    0.6082472205162048,
    0.6387433409690857,
    0.20080316066741943,
    0.21621613204479218,
    0.2758620083332062,
    0.15204671025276184,
    0.2576685845851898,
    0.6764704585075378,
    0.3453814387321472,
    0.2543351650238037,
    0.46874985098838806,
    0.36956506967544556,
    0.446808397769928,
    0.22784802317619324,
    0.35398221015930176,
    0.23890776932239532,
    0.4824119210243225,
    0.17142851650714874,
    0.24324318766593933,
    0.5641024112701416,
    0.3953487277030945,
    0.32222211360931396,
    0.32748526334762573,
    0.15686269104480743,
    0.2748090922832489
   ],
   "time": 161.0450261933729,
   "param": [
    {
     "p": 0.06099165976047516,
     "m": 1.0
    },
    {
     "p": 0.07603970170021057,
     "m": 1.0
    },
    {
     "p": 0.07201515883207321,
     "m": 1.0
    },
    {
     "p": 0.07427819818258286,
     "m": 1.0
    },
    {
     "p": 0.06398821622133255,
     "m": 1.0
    },
    {
     "p": 0.0686270073056221,
     "m": 1.0
    },
    {
     "p": 0.06207844614982605,
     "m": 1.0
    },
    {
     "p": 0.0788668543100357,
     "m": 1.0
    },
    {
     "p": 0.06606271117925644,
     "m": 1.0
    },
    {
     "p": 0.06742465496063232,
     "m": 1.0
    },
    {
     "p": 0.06590963155031204,
     "m": 1.0
    },
    {
     "p": 0.07625708729028702,
     "m": 1.0
    },
    {
     "p": 0.08352137356996536,
     "m": 1.0
    },
    {
     "p": 0.08393934369087219,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 168,
   "train_loss": 3.635857343673706,
   "val_loss": 2.8133718967437744,
   "acc": 35.62,
   "f1": [
    0.6560845375061035,
    0.4077668786048889,
    0.24598921835422516,
    0.19999991357326508,
    0.1657457947731018,
    0.27705615758895874,
    0.36129021644592285,
    0.3793102502822876,
    0.32941165566444397,
    0.3974357545375824,
    0.16774186491966248,
    0.2099446803331375,
    0.33333325386047363,
    0.23602473735809326,
    0.20689649879932404,
    0.23966935276985168,
    0.38461530208587646,
    0.49999988079071045,
    0.3625729978084564,
    0.2561575770378113,
    0.5495494604110718,
    0.45344120264053345,
    0.2944161295890808,
    0.5113635063171387,
    0.6249998807907104,
    0.26548662781715393,
    0.3313608467578888,
    0.22105254232883453,
    0.4192138612270355,
    0.3529410660266876,
    0.37499988079071045,
    0.32075464725494385,
    0.3699420988559723,
    0.259109228849411,
    0.2967032194137573,
    0.0869564488530159,
    0.3206750154495239,
    0.2064056247472763,
    0.213483065366745,
    0.5108694434165955,
    0.3348415493965149,
    0.6549705862998962,
    0.3402060866355896,
    0.3846152722835541,
    0.22222214937210083,
    0.2105262726545334,
    0.20224712789058685,
    0.4608694612979889,
    0.4623654782772064,
    0.3675212860107422,
    0.19736838340759277,
    0.3071160316467285,
    0.5762710571289062,
    0.5894736051559448,
    0.49999988079071045,
    0.13749992847442627,
    0.5158370137214661,
    0.318471223115921,
    0.3469386696815491,
    0.29885047674179077,
    0.6836733222007751,
    0.4624998867511749,
    0.43678146600723267,
    0.35897424817085266,
    0.15833325684070587,
    0.23809516429901123,
    0.15950913727283478,
    0.326315701007843,
    0.5766422748565674,
    0.5570775270462036,
    0.4210525155067444,
    0.5587043762207031,
    0.1325300633907318,
    0.4266665577888489,
    0.17449656128883362,
    0.42514967918395996,
    0.6249998807907104,
    0.1896551102399826,
    0.23300965130329132,
    0.3315507173538208,
    0.10937494784593582,
    0.25777769088745117,
    0.6943003535270691,
    0.3470318615436554,
    0.1866666078567505,
    0.4678361415863037,
    0.3797467052936554,
    0.3478260040283203,
    0.1899440735578537,
    0.4347825050354004,
    0.29629620909690857,
    0.5087717771530151,
    0.23255807161331177,
    0.19631893932819366,
    0.570175290107727,
    0.47368407249450684,
    0.291139155626297,
    0.2871793806552887,
    0.11999993026256561,
    0.36686381697654724
   ],
   "time": 162.05037914123386,
   "param": [
    {
     "p": 0.08678974956274033,
     "m": 1.0
    },
    {
     "p": 0.07292511314153671,
     "m": 1.0
    },
    {
     "p": 0.06506632268428802,
     "m": 1.0
    },
    {
     "p": 0.08082776516675949,
     "m": 1.0
    },
    {
     "p": 0.05693097040057182,
     "m": 1.0
    },
    {
     "p": 0.0825728252530098,
     "m": 1.0
    },
    {
     "p": 0.06088360399007797,
     "m": 1.0
    },
    {
     "p": 0.07498838007450104,
     "m": 1.0
    },
    {
     "p": 0.07176657021045685,
     "m": 1.0
    },
    {
     "p": 0.08147231489419937,
     "m": 1.0
    },
    {
     "p": 0.06781699508428574,
     "m": 1.0
    },
    {
     "p": 0.0769549310207367,
     "m": 1.0
    },
    {
     "p": 0.05852819234132767,
     "m": 1.0
    },
    {
     "p": 0.0624762661755085,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 169,
   "train_loss": 3.4774084091186523,
   "val_loss": 2.7010858058929443,
   "acc": 35.61,
   "f1": [
    0.6703295111656189,
    0.33939382433891296,
    0.2769230008125305,
    0.23463678359985352,
    0.1809954047203064,
    0.27436816692352295,
    0.3977271616458893,
    0.346666544675827,
    0.3578946590423584,
    0.4090908467769623,
    0.1558440923690796,
    0.22784802317619324,
    0.3370785713195801,
    0.23350247740745544,
    0.28813549876213074,
    0.22456136345863342,
    0.3786981403827667,
    0.5357142090797424,
    0.3841806650161743,
    0.24489790201187134,
    0.5121950507164001,
    0.4249998927116394,
    0.33497530221939087,
    0.5396823883056641,
    0.6878305077552795,
    0.21518979966640472,
    0.2677823603153229,
    0.21989519894123077,
    0.4086955785751343,
    0.32051271200180054,
    0.4081631302833557,
    0.3376622200012207,
    0.3720929026603699,
    0.2127659022808075,
    0.23744283616542816,
    0.11224482953548431,
    0.3088802397251129,
    0.2643677294254303,
    0.19626161456108093,
    0.5222928524017334,
    0.3387977182865143,
    0.6077346205711365,
    0.3566878139972687,
    0.3582088351249695,
    0.2164178341627121,
    0.19531244039535522,
    0.21890540421009064,
    0.5020919442176819,
    0.487046480178833,
    0.3975153863430023,
    0.2094240039587021,
    0.31304338574409485,
    0.5657369494438171,
    0.5258963108062744,
    0.5136610269546509,
    0.1704544872045517,
    0.5365853309631348,
    0.3487178385257721,
    0.32941165566444397,
    0.28571417927742004,
    0.6948355436325073,
    0.4745761454105377,
    0.47513800859451294,
    0.3934425115585327,
    0.13973794877529144,
    0.24034328758716583,
    0.11111106723546982,
    0.2972972095012665,
    0.7227722406387329,
    0.5812807083129883,
    0.47916653752326965,
    0.610878586769104,
    0.12499993294477463,
    0.3644443452358246,
    0.20224712789058685,
    0.4750956892967224,
    0.6399998664855957,
    0.1725887656211853,
    0.24761897325515747,
    0.3076922297477722,
    0.15384608507156372,
    0.3228345811367035,
    0.683937668800354,
    0.3482586145401001,
    0.210526242852211,
    0.4417177140712738,
    0.3970036506652832,
    0.4155843257904053,
    0.18934904038906097,
    0.39378228783607483,
    0.26615965366363525,
    0.47899147868156433,
    0.1938774734735489,
    0.20359273254871368,
    0.5595853924751282,
    0.4183672070503235,
    0.3118278682231903,
    0.30697670578956604,
    0.1461537927389145,
    0.39520949125289917
   ],
   "time": 157.00657521560788,
   "param": [
    {
     "p": 0.06527768075466156,
     "m": 1.0
    },
    {
     "p": 0.07276486605405807,
     "m": 1.0
    },
    {
     "p": 0.06994641572237015,
     "m": 1.0
    },
    {
     "p": 0.06325478851795197,
     "m": 1.0
    },
    {
     "p": 0.07244239002466202,
     "m": 1.0
    },
    {
     "p": 0.08393865823745728,
     "m": 1.0
    },
    {
     "p": 0.07080013304948807,
     "m": 1.0
    },
    {
     "p": 0.07611653208732605,
     "m": 1.0
    },
    {
     "p": 0.07224184274673462,
     "m": 1.0
    },
    {
     "p": 0.05217847600579262,
     "m": 1.0
    },
    {
     "p": 0.07307226955890656,
     "m": 1.0
    },
    {
     "p": 0.07723361998796463,
     "m": 1.0
    },
    {
     "p": 0.07084598392248154,
     "m": 1.0
    },
    {
     "p": 0.07988633960485458,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 170,
   "train_loss": 3.172269821166992,
   "val_loss": 2.791550636291504,
   "acc": 36.04,
   "f1": [
    0.6041665077209473,
    0.3515150547027588,
    0.2741115987300873,
    0.12307687103748322,
    0.13725484907627106,
    0.2749999165534973,
    0.33532923460006714,
    0.36649200320243835,
    0.3231440484523773,
    0.45901623368263245,
    0.18478251993656158,
    0.23232315480709076,
    0.3287670314311981,
    0.2569831311702728,
    0.24390234053134918,
    0.2751321792602539,
    0.35955044627189636,
    0.49372372031211853,
    0.4102562665939331,
    0.28426387906074524,
    0.5913977026939392,
    0.5060240030288696,
    0.33333322405815125,
    0.5698322653770447,
    0.6285713315010071,
    0.27488142251968384,
    0.27551010251045227,
    0.18772555887699127,
    0.47715723514556885,
    0.31638407707214355,
    0.37185919284820557,
    0.358024537563324,
    0.3726707398891449,
    0.34862375259399414,
    0.29189181327819824,
    0.1594202220439911,
    0.3157893717288971,
    0.23728805780410767,
    0.21138204634189606,
    0.5199998617172241,
    0.37914684414863586,
    0.6276593804359436,
    0.320441871881485,
    0.3385826051235199,
    0.16793888807296753,
    0.19178076088428497,
    0.2659573554992676,
    0.4860556721687317,
    0.49999988079071045,
    0.41269823908805847,
    0.20276491343975067,
    0.32124343514442444,
    0.5550238490104675,
    0.5589519143104553,
    0.5314008593559265,
    0.13592226803302765,
    0.49792519211769104,
    0.32298123836517334,
    0.3678159713745117,
    0.31818172335624695,
    0.7005074620246887,
    0.4780486822128296,
    0.47619032859802246,
    0.37681150436401367,
    0.15757569670677185,
    0.2099446803331375,
    0.16867463290691376,
    0.35359105467796326,
    0.6877826452255249,
    0.5990782380104065,
    0.43438899517059326,
    0.6218487024307251,
    0.14746539294719696,
    0.3568463623523712,
    0.13749992847442627,
    0.5333333015441895,
    0.6733667254447937,
    0.16748763620853424,
    0.2430938482284546,
    0.28571417927742004,
    0.12422355264425278,
    0.278026819229126,
    0.6956520080566406,
    0.33480167388916016,
    0.20359273254871368,
    0.44444435834884644,
    0.3744291365146637,
    0.4365480840206146,
    0.17525766789913177,
    0.35335680842399597,
    0.28318578004837036,
    0.49999988079071045,
    0.1854303926229477,
    0.20454540848731995,
    0.5393257141113281,
    0.45685264468193054,
    0.2550334632396698,
    0.28787872195243835,
    0.16267937421798706,
    0.32183900475502014
   ],
   "time": 158.2922232542187,
   "param": [
    {
     "p": 0.07660548388957977,
     "m": 1.0
    },
    {
     "p": 0.07427901774644852,
     "m": 1.0
    },
    {
     "p": 0.07713789492845535,
     "m": 1.0
    },
    {
     "p": 0.06810784339904785,
     "m": 1.0
    },
    {
     "p": 0.07186412811279297,
     "m": 1.0
    },
    {
     "p": 0.08230779320001602,
     "m": 1.0
    },
    {
     "p": 0.06717517971992493,
     "m": 1.0
    },
    {
     "p": 0.07983462512493134,
     "m": 1.0
    },
    {
     "p": 0.07921403646469116,
     "m": 1.0
    },
    {
     "p": 0.0662384182214737,
     "m": 1.0
    },
    {
     "p": 0.06719497591257095,
     "m": 1.0
    },
    {
     "p": 0.07389649003744125,
     "m": 1.0
    },
    {
     "p": 0.04277671501040459,
     "m": 1.0
    },
    {
     "p": 0.07336734235286713,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 171,
   "train_loss": 3.6313672065734863,
   "val_loss": 2.8056280612945557,
   "acc": 36.19,
   "f1": [
    0.5819671154022217,
    0.333333283662796,
    0.26666656136512756,
    0.2258063703775406,
    0.14285707473754883,
    0.2528734803199768,
    0.4153004288673401,
    0.3846152722835541,
    0.3529410660266876,
    0.40579700469970703,
    0.13846148550510406,
    0.2558138370513916,
    0.36649200320243835,
    0.2206895798444748,
    0.24472565948963165,
    0.28260859847068787,
    0.35121941566467285,
    0.45569607615470886,
    0.33744847774505615,
    0.23770485818386078,
    0.6081869602203369,
    0.47517725825309753,
    0.3880595862865448,
    0.5232066512107849,
    0.6141077876091003,
    0.30337071418762207,
    0.3118278682231903,
    0.19323663413524628,
    0.4950493574142456,
    0.30674833059310913,
    0.4056602716445923,
    0.3261801600456238,
    0.33333322405815125,
    0.329268217086792,
    0.2524271011352539,
    0.13749992847442627,
    0.26984119415283203,
    0.23809516429901123,
    0.19318175315856934,
    0.517646849155426,
    0.3428570628166199,
    0.568720281124115,
    0.3352600038051605,
    0.3617020547389984,
    0.23655906319618225,
    0.1940297782421112,
    0.23423415422439575,
    0.4915253520011902,
    0.488262802362442,
    0.36649200320243835,
    0.22105254232883453,
    0.28054288029670715,
    0.5566036701202393,
    0.5447153449058533,
    0.5333331823348999,
    0.16744180023670197,
    0.5599998831748962,
    0.31788066029548645,
    0.39325833320617676,
    0.28220847249031067,
    0.6824643611907959,
    0.4311376214027405,
    0.4331796169281006,
    0.3555554449558258,
    0.07462681084871292,
    0.25185176730155945,
    0.2121211439371109,
    0.33333322405815125,
    0.6907215118408203,
    0.5121106505393982,
    0.4785274565219879,
    0.6160336136817932,
    0.17391300201416016,
    0.3157893717288971,
    0.19444438815116882,
    0.6108372807502747,
    0.6411482095718384,
    0.21256029605865479,
    0.22471901774406433,
    0.3046356737613678,
    0.1438848376274109,
    0.2872926890850067,
    0.6951870322227478,
    0.3267325758934021,
    0.19209031760692596,
    0.46428558230400085,
    0.35193121433258057,
    0.4114284813404083,
    0.1398600935935974,
    0.42857128381729126,
    0.26785707473754883,
    0.44715434312820435,
    0.25210076570510864,
    0.2181817591190338,
    0.5550238490104675,
    0.4112148582935333,
    0.2597401440143585,
    0.34042540192604065,
    0.16748763620853424,
    0.43428558111190796
   ],
   "time": 157.3358167828992,
   "param": [
    {
     "p": 0.06759872287511826,
     "m": 1.0
    },
    {
     "p": 0.06503108143806458,
     "m": 1.0
    },
    {
     "p": 0.06572351604700089,
     "m": 1.0
    },
    {
     "p": 0.06554152816534042,
     "m": 1.0
    },
    {
     "p": 0.07069900631904602,
     "m": 1.0
    },
    {
     "p": 0.08905164897441864,
     "m": 1.0
    },
    {
     "p": 0.07783301919698715,
     "m": 1.0
    },
    {
     "p": 0.06999508291482925,
     "m": 1.0
    },
    {
     "p": 0.06234728917479515,
     "m": 1.0
    },
    {
     "p": 0.07165636867284775,
     "m": 1.0
    },
    {
     "p": 0.0626143366098404,
     "m": 1.0
    },
    {
     "p": 0.0803070068359375,
     "m": 1.0
    },
    {
     "p": 0.07747505605220795,
     "m": 1.0
    },
    {
     "p": 0.07412634789943695,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 172,
   "train_loss": 3.6000657081604004,
   "val_loss": 2.7187204360961914,
   "acc": 36.2,
   "f1": [
    0.653465211391449,
    0.3759397566318512,
    0.29896897077560425,
    0.16774186491966248,
    0.1368420422077179,
    0.3467741012573242,
    0.4022987186908722,
    0.3419688045978546,
    0.3827749788761139,
    0.4466018080711365,
    0.18072283267974854,
    0.25316447019577026,
    0.38834938406944275,
    0.16216209530830383,
    0.21495321393013,
    0.2901553809642792,
    0.4025973081588745,
    0.509505569934845,
    0.37185919284820557,
    0.21965309977531433,
    0.5979380011558533,
    0.4306567907333374,
    0.3025209605693817,
    0.46728962659835815,
    0.6493505239486694,
    0.23188398778438568,
    0.27777770161628723,
    0.23958325386047363,
    0.45595842599868774,
    0.33548372983932495,
    0.3670884966850281,
    0.33333325386047363,
    0.336633563041687,
    0.29940110445022583,
    0.2536872625350952,
    0.17021268606185913,
    0.2723734676837921,
    0.18404902517795563,
    0.1909089982509613,
    0.5517240166664124,
    0.3696681261062622,
    0.5863873362541199,
    0.2837836742401123,
    0.35573115944862366,
    0.20765019953250885,
    0.22666659951210022,
    0.24418595433235168,
    0.5152837038040161,
    0.4315788447856903,
    0.38834938406944275,
    0.23529404401779175,
    0.35443025827407837,
    0.5168538093566895,
    0.5779815316200256,
    0.5988698601722717,
    0.16927896440029144,
    0.5142855644226074,
    0.35359105467796326,
    0.37864065170288086,
    0.3659573495388031,
    0.6994534134864807,
    0.43216070532798767,
    0.4075828194618225,
    0.3577980697154999,
    0.12643671035766602,
    0.23376615345478058,
    0.2099446803331375,
    0.30303019285202026,
    0.6808509230613708,
    0.579439103603363,
    0.45918354392051697,
    0.6072872877120972,
    0.17204295098781586,
    0.35335680842399597,
    0.15894033014774323,
    0.5700481534004211,
    0.6557375192642212,
    0.193548321723938,
    0.1866666078567505,
    0.2953019142150879,
    0.14285707473754883,
    0.3025829493999481,
    0.6636770367622375,
    0.3351954519748688,
    0.22352932393550873,
    0.3874344527721405,
    0.4190475046634674,
    0.42708319425582886,
    0.13008125126361847,
    0.33793097734451294,
    0.28482964634895325,
    0.5064376592636108,
    0.13235288858413696,
    0.1951218843460083,
    0.5304347276687622,
    0.4210525155067444,
    0.30487796664237976,
    0.324607253074646,
    0.11904755234718323,
    0.4232803285121918
   ],
   "time": 156.8831106023863,
   "param": [
    {
     "p": 0.07887393236160278,
     "m": 1.0
    },
    {
     "p": 0.07953601330518723,
     "m": 1.0
    },
    {
     "p": 0.07384888082742691,
     "m": 1.0
    },
    {
     "p": 0.07326770573854446,
     "m": 1.0
    },
    {
     "p": 0.06563116610050201,
     "m": 1.0
    },
    {
     "p": 0.08156780898571014,
     "m": 1.0
    },
    {
     "p": 0.0721721276640892,
     "m": 1.0
    },
    {
     "p": 0.07081618160009384,
     "m": 1.0
    },
    {
     "p": 0.07553410530090332,
     "m": 1.0
    },
    {
     "p": 0.04234505444765091,
     "m": 1.0
    },
    {
     "p": 0.06746406853199005,
     "m": 1.0
    },
    {
     "p": 0.07395528256893158,
     "m": 1.0
    },
    {
     "p": 0.07596786320209503,
     "m": 1.0
    },
    {
     "p": 0.06901983916759491,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 173,
   "train_loss": 3.7131874561309814,
   "val_loss": 2.781873941421509,
   "acc": 36.06,
   "f1": [
    0.649214506149292,
    0.3419688045978546,
    0.2584269046783447,
    0.1916166990995407,
    0.13888882100582123,
    0.2824857831001282,
    0.40935659408569336,
    0.36082467436790466,
    0.29433953762054443,
    0.40552979707717896,
    0.12765952944755554,
    0.238805890083313,
    0.4090908467769623,
    0.21978014707565308,
    0.23076915740966797,
    0.29292917251586914,
    0.35897424817085266,
    0.5273630023002625,
    0.3838382363319397,
    0.2488037496805191,
    0.5560973882675171,
    0.4307691156864166,
    0.35359105467796326,
    0.5247523188591003,
    0.6540283560752869,
    0.265682578086853,
    0.20437948405742645,
    0.21989519894123077,
    0.42639580368995667,
    0.3076922297477722,
    0.4257424473762512,
    0.34999990463256836,
    0.3406592309474945,
    0.2804426848888397,
    0.3290042281150818,
    0.13571421802043915,
    0.2599999010562897,
    0.22093015909194946,
    0.19444438815116882,
    0.5368419289588928,
    0.32183897495269775,
    0.5658535361289978,
    0.3299999237060547,
    0.387096643447876,
    0.14893612265586853,
    0.20134222507476807,
    0.22222214937210083,
    0.49999988079071045,
    0.474226713180542,
    0.41935470700263977,
    0.20430098474025726,
    0.3257574439048767,
    0.6167399883270264,
    0.5572138428688049,
    0.48927029967308044,
    0.18947362899780273,
    0.528846025466919,
    0.3206750154495239,
    0.40490788221359253,
    0.30952370166778564,
    0.7363182306289673,
    0.4923075735569,
    0.4210525155067444,
    0.39285704493522644,
    0.07999993860721588,
    0.1898733526468277,
    0.22222214937210083,
    0.33333325386047363,
    0.6230767965316772,
    0.583690881729126,
    0.40350866317749023,
    0.6153845191001892,
    0.1029411256313324,
    0.3493449091911316,
    0.16560502350330353,
    0.5771142840385437,
    0.6008967757225037,
    0.2231075018644333,
    0.21794864535331726,
    0.3797467052936554,
    0.12499994039535522,
    0.29179325699806213,
    0.688171923160553,
    0.3406112492084503,
    0.22421517968177795,
    0.4363635182380676,
    0.43720918893814087,
    0.4338623583316803,
    0.18713442981243134,
    0.3736262619495392,
    0.2774565517902374,
    0.48453593254089355,
    0.18497103452682495,
    0.10852707922458649,
    0.5510202646255493,
    0.4530385434627533,
    0.35532984137535095,
    0.3267325758934021,
    0.15609751641750336,
    0.3783782720565796
   ],
   "time": 159.76873154658824,
   "param": [
    {
     "p": 0.06871401518583298,
     "m": 1.0
    },
    {
     "p": 0.06477199494838715,
     "m": 1.0
    },
    {
     "p": 0.07377366721630096,
     "m": 1.0
    },
    {
     "p": 0.0700148344039917,
     "m": 1.0
    },
    {
     "p": 0.06913648545742035,
     "m": 1.0
    },
    {
     "p": 0.08303405344486237,
     "m": 1.0
    },
    {
     "p": 0.06848125904798508,
     "m": 1.0
    },
    {
     "p": 0.0728042870759964,
     "m": 1.0
    },
    {
     "p": 0.07245666533708572,
     "m": 1.0
    },
    {
     "p": 0.07742297649383545,
     "m": 1.0
    },
    {
     "p": 0.07336212694644928,
     "m": 1.0
    },
    {
     "p": 0.06433459371328354,
     "m": 1.0
    },
    {
     "p": 0.061761870980262756,
     "m": 1.0
    },
    {
     "p": 0.07993117719888687,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 174,
   "train_loss": 4.102282524108887,
   "val_loss": 2.8285272121429443,
   "acc": 35.69,
   "f1": [
    0.6216214895248413,
    0.3436122238636017,
    0.28571417927742004,
    0.20359273254871368,
    0.1704544872045517,
    0.3024054169654846,
    0.4245808720588684,
    0.40975597500801086,
    0.3024389147758484,
    0.4090908467769623,
    0.15909084677696228,
    0.2046510875225067,
    0.3999998867511749,
    0.217391237616539,
    0.18404902517795563,
    0.2844826877117157,
    0.35897424817085266,
    0.5296802520751953,
    0.38541653752326965,
    0.20571422576904297,
    0.5869563817977905,
    0.48535552620887756,
    0.35532984137535095,
    0.5284972786903381,
    0.6283184885978699,
    0.26373615860939026,
    0.2674417495727539,
    0.24154582619667053,
    0.3981899321079254,
    0.2870812714099884,
    0.3936169147491455,
    0.317689448595047,
    0.24999989569187164,
    0.32160791754722595,
    0.30522075295448303,
    0.20588228106498718,
    0.2756182849407196,
    0.2046510875225067,
    0.24083760380744934,
    0.5249998569488525,
    0.3453814387321472,
    0.6178008913993835,
    0.28444433212280273,
    0.30588221549987793,
    0.15151509642601013,
    0.1749999076128006,
    0.17808213829994202,
    0.47916659712791443,
    0.4476189613342285,
    0.4162435233592987,
    0.2576685845851898,
    0.329670250415802,
    0.5676854848861694,
    0.538461446762085,
    0.5248867273330688,
    0.15668198466300964,
    0.4905658960342407,
    0.32704389095306396,
    0.34101372957229614,
    0.32258057594299316,
    0.7399998903274536,
    0.47674402594566345,
    0.4499998688697815,
    0.34309613704681396,
    0.17120616137981415,
    0.20437948405742645,
    0.20408158004283905,
    0.3157894015312195,
    0.722222089767456,
    0.5543476939201355,
    0.4148934781551361,
    0.6082947254180908,
    0.15023468434810638,
    0.278787761926651,
    0.15909084677696228,
    0.5537188649177551,
    0.6060605049133301,
    0.15300540626049042,
    0.22666659951210022,
    0.33532923460006714,
    0.12080531567335129,
    0.26136353611946106,
    0.6989246010780334,
    0.32432422041893005,
    0.2727271616458893,
    0.3855420649051666,
    0.39784935116767883,
    0.44198882579803467,
    0.1971830427646637,
    0.37914684414863586,
    0.3266931176185608,
    0.43685999512672424,
    0.1290322095155716,
    0.1704544872045517,
    0.5818180441856384,
    0.4622220993041992,
    0.2721087336540222,
    0.3046356737613678,
    0.12307685613632202,
    0.3708608150482178
   ],
   "time": 155.23948839027435,
   "param": [
    {
     "p": 0.08025247603654861,
     "m": 1.0
    },
    {
     "p": 0.07577893882989883,
     "m": 1.0
    },
    {
     "p": 0.08675513416528702,
     "m": 1.0
    },
    {
     "p": 0.05955338478088379,
     "m": 1.0
    },
    {
     "p": 0.05111728981137276,
     "m": 1.0
    },
    {
     "p": 0.08681071549654007,
     "m": 1.0
    },
    {
     "p": 0.07033102214336395,
     "m": 1.0
    },
    {
     "p": 0.06690429896116257,
     "m": 1.0
    },
    {
     "p": 0.06458567082881927,
     "m": 1.0
    },
    {
     "p": 0.061254192143678665,
     "m": 1.0
    },
    {
     "p": 0.06728318333625793,
     "m": 1.0
    },
    {
     "p": 0.07229816913604736,
     "m": 1.0
    },
    {
     "p": 0.06997689604759216,
     "m": 1.0
    },
    {
     "p": 0.08709865063428879,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 175,
   "train_loss": 4.12757682800293,
   "val_loss": 2.781299352645874,
   "acc": 35.64,
   "f1": [
    0.6058090329170227,
    0.38461530208587646,
    0.2914571762084961,
    0.1759999543428421,
    0.18257255852222443,
    0.300884872674942,
    0.3522011637687683,
    0.3644443452358246,
    0.39153432846069336,
    0.4239630401134491,
    0.17218534648418427,
    0.193548321723938,
    0.3478259742259979,
    0.21839071810245514,
    0.28272244334220886,
    0.24701185524463654,
    0.32231393456459045,
    0.48275846242904663,
    0.3259258270263672,
    0.2700421214103699,
    0.5714284181594849,
    0.4622640609741211,
    0.3157894015312195,
    0.5199998617172241,
    0.6016947627067566,
    0.289308100938797,
    0.26666659116744995,
    0.17616572976112366,
    0.44554442167282104,
    0.275229275226593,
    0.3950616121292114,
    0.2941175699234009,
    0.360248327255249,
    0.26881715655326843,
    0.3362067937850952,
    0.15706801414489746,
    0.28925609588623047,
    0.2062779664993286,
    0.23966935276985168,
    0.49214646220207214,
    0.3516482412815094,
    0.5566036701202393,
    0.3529410660266876,
    0.35643553733825684,
    0.22459883987903595,
    0.2048192024230957,
    0.206060528755188,
    0.4408600926399231,
    0.47577083110809326,
    0.4186045527458191,
    0.2099446803331375,
    0.3068180978298187,
    0.6111109852790833,
    0.5422221422195435,
    0.5238093733787537,
    0.14285708963871002,
    0.5274723768234253,
    0.2812499403953552,
    0.3841806650161743,
    0.3428570628166199,
    0.704545259475708,
    0.4814813435077667,
    0.4729062616825104,
    0.3756905198097229,
    0.11392398923635483,
    0.17283941805362701,
    0.20161284506320953,
    0.34374991059303284,
    0.6869564056396484,
    0.583690881729126,
    0.4772725999355316,
    0.5925924181938171,
    0.1325300633907318,
    0.3157893717288971,
    0.14285707473754883,
    0.5876287817955017,
    0.5991188287734985,
    0.15277770161628723,
    0.2025315761566162,
    0.362499862909317,
    0.11827950179576874,
    0.32352936267852783,
    0.6376810669898987,
    0.3118278682231903,
    0.23076917231082916,
    0.4189721941947937,
    0.36082467436790466,
    0.4338623583316803,
    0.14545448124408722,
    0.3574143946170807,
    0.3152708411216736,
    0.5555554628372192,
    0.2105262726545334,
    0.22598862648010254,
    0.4557822048664093,
    0.3999999165534973,
    0.27096763253211975,
    0.3016759157180786,
    0.15950913727283478,
    0.37158459424972534
   ],
   "time": 153.82453358359635,
   "param": [
    {
     "p": 0.07012728601694107,
     "m": 1.0
    },
    {
     "p": 0.06063392385840416,
     "m": 1.0
    },
    {
     "p": 0.06949357688426971,
     "m": 1.0
    },
    {
     "p": 0.0657472014427185,
     "m": 1.0
    },
    {
     "p": 0.07701795548200607,
     "m": 1.0
    },
    {
     "p": 0.0812416672706604,
     "m": 1.0
    },
    {
     "p": 0.08741497248411179,
     "m": 1.0
    },
    {
     "p": 0.06794688105583191,
     "m": 1.0
    },
    {
     "p": 0.05622851103544235,
     "m": 1.0
    },
    {
     "p": 0.0683470219373703,
     "m": 1.0
    },
    {
     "p": 0.07442504167556763,
     "m": 1.0
    },
    {
     "p": 0.0683763176202774,
     "m": 1.0
    },
    {
     "p": 0.06828107684850693,
     "m": 1.0
    },
    {
     "p": 0.08471854031085968,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 176,
   "train_loss": 3.649150848388672,
   "val_loss": 2.828629732131958,
   "acc": 35.68,
   "f1": [
    0.6310158967971802,
    0.3669723868370056,
    0.2944784462451935,
    0.20238088071346283,
    0.19999992847442627,
    0.280898779630661,
    0.3831774890422821,
    0.35897424817085266,
    0.3474177420139313,
    0.45128190517425537,
    0.16058386862277985,
    0.18652844429016113,
    0.37499991059303284,
    0.2376236915588379,
    0.17021268606185913,
    0.2561982572078705,
    0.35467973351478577,
    0.5084744095802307,
    0.4083768427371979,
    0.25233638286590576,
    0.5617976188659668,
    0.44912275671958923,
    0.29906532168388367,
    0.5326085686683655,
    0.653658390045166,
    0.28571417927742004,
    0.2653060257434845,
    0.17511513829231262,
    0.43846145272254944,
    0.2794759273529053,
    0.34883710741996765,
    0.31012651324272156,
    0.28571417927742004,
    0.3636362552642822,
    0.2697673439979553,
    0.20799992978572845,
    0.27385884523391724,
    0.22950810194015503,
    0.24083760380744934,
    0.5048542022705078,
    0.3862067759037018,
    0.5846152901649475,
    0.3350784480571747,
    0.35294109582901,
    0.17391295731067657,
    0.21495321393013,
    0.208791121840477,
    0.4949493706226349,
    0.44239622354507446,
    0.41935470700263977,
    0.24358965456485748,
    0.30864188075065613,
    0.5991188287734985,
    0.5760868191719055,
    0.5113635063171387,
    0.12080531567335129,
    0.5572138428688049,
    0.35714277625083923,
    0.37288129329681396,
    0.3387095630168915,
    0.7199998497962952,
    0.4947367310523987,
    0.45454537868499756,
    0.38918909430503845,
    0.1164020448923111,
    0.1258740872144699,
    0.1655171811580658,
    0.32183900475502014,
    0.7255812287330627,
    0.6039602756500244,
    0.4945053458213806,
    0.6091369390487671,
    0.15384607017040253,
    0.2722512185573578,
    0.1497325599193573,
    0.5275589823722839,
    0.6169153451919556,
    0.17679551243782043,
    0.24892695248126984,
    0.32584258913993835,
    0.1395348161458969,
    0.2749999165534973,
    0.6564101576805115,
    0.3568074107170105,
    0.2685184180736542,
    0.4507041275501251,
    0.3794870972633362,
    0.34083589911460876,
    0.1752987504005432,
    0.35714277625083923,
    0.2617800235748291,
    0.5164833664894104,
    0.20765019953250885,
    0.19767434895038605,
    0.524590015411377,
    0.3985506594181061,
    0.2721087336540222,
    0.2949639558792114,
    0.10869558900594711,
    0.3529410660266876
   ],
   "time": 161.1755006313324,
   "param": [
    {
     "p": 0.08367897570133209,
     "m": 1.0
    },
    {
     "p": 0.07208036631345749,
     "m": 1.0
    },
    {
     "p": 0.0731322318315506,
     "m": 1.0
    },
    {
     "p": 0.06976137310266495,
     "m": 1.0
    },
    {
     "p": 0.0660439282655716,
     "m": 1.0
    },
    {
     "p": 0.07181819528341293,
     "m": 1.0
    },
    {
     "p": 0.060529887676239014,
     "m": 1.0
    },
    {
     "p": 0.06536437571048737,
     "m": 1.0
    },
    {
     "p": 0.07741649448871613,
     "m": 1.0
    },
    {
     "p": 0.08201902359724045,
     "m": 1.0
    },
    {
     "p": 0.06684548407793045,
     "m": 1.0
    },
    {
     "p": 0.059754129499197006,
     "m": 1.0
    },
    {
     "p": 0.06666627526283264,
     "m": 1.0
    },
    {
     "p": 0.08488922566175461,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 177,
   "train_loss": 3.572324514389038,
   "val_loss": 2.509274482727051,
   "acc": 36.26,
   "f1": [
    0.6729856729507446,
    0.3478260338306427,
    0.2556390166282654,
    0.18181811273097992,
    0.12149526178836823,
    0.22485199570655823,
    0.4226802885532379,
    0.3516482412815094,
    0.3977271616458893,
    0.46534639596939087,
    0.17283941805362701,
    0.21989519894123077,
    0.4044942855834961,
    0.19867542386054993,
    0.2470587193965912,
    0.27083322405815125,
    0.38709667325019836,
    0.49999988079071045,
    0.364531934261322,
    0.239520862698555,
    0.568720281124115,
    0.4210525155067444,
    0.323809415102005,
    0.5507245063781738,
    0.6777776479721069,
    0.2722512185573578,
    0.2959182858467102,
    0.22304826974868774,
    0.5368419289588928,
    0.3387977182865143,
    0.43298953771591187,
    0.36134445667266846,
    0.336633563041687,
    0.2999999225139618,
    0.3149605393409729,
    0.15139436721801758,
    0.2692306935787201,
    0.19417467713356018,
    0.21774189174175262,
    0.5164833664894104,
    0.37433144450187683,
    0.5899998545646667,
    0.2723003923892975,
    0.3272726535797119,
    0.2014387845993042,
    0.228260800242424,
    0.22702695429325104,
    0.5111110210418701,
    0.45312491059303284,
    0.39810416102409363,
    0.18536579608917236,
    0.3282441794872284,
    0.5799998641014099,
    0.595959484577179,
    0.5549736618995667,
    0.15767627954483032,
    0.5333331823348999,
    0.34042540192604065,
    0.3736262619495392,
    0.35135123133659363,
    0.732673168182373,
    0.44303786754608154,
    0.5111110210418701,
    0.36458322405815125,
    0.1242937222123146,
    0.23841053247451782,
    0.1862347573041916,
    0.3771427571773529,
    0.7142855525016785,
    0.5800864696502686,
    0.44976064562797546,
    0.6146340370178223,
    0.14130428433418274,
    0.3523808717727661,
    0.14765094220638275,
    0.6382977366447449,
    0.696132481098175,
    0.18713442981243134,
    0.23589736223220825,
    0.35294109582901,
    0.1481480896472931,
    0.26315781474113464,
    0.6774192452430725,
    0.35193121433258057,
    0.23913034796714783,
    0.44311365485191345,
    0.38888877630233765,
    0.41711217164993286,
    0.14479632675647736,
    0.3175964951515198,
    0.33333322405815125,
    0.5360823273658752,
    0.193548321723938,
    0.17142851650714874,
    0.528846025466919,
    0.45901623368263245,
    0.32835814356803894,
    0.3058822751045227,
    0.15310998260974884,
    0.39999985694885254
   ],
   "time": 157.74647091981024,
   "param": [
    {
     "p": 0.05478612333536148,
     "m": 1.0
    },
    {
     "p": 0.07988022267818451,
     "m": 1.0
    },
    {
     "p": 0.0890667587518692,
     "m": 1.0
    },
    {
     "p": 0.06924273818731308,
     "m": 1.0
    },
    {
     "p": 0.07702133804559708,
     "m": 1.0
    },
    {
     "p": 0.0694977343082428,
     "m": 1.0
    },
    {
     "p": 0.07231216877698898,
     "m": 1.0
    },
    {
     "p": 0.07836243510246277,
     "m": 1.0
    },
    {
     "p": 0.05635001137852669,
     "m": 1.0
    },
    {
     "p": 0.07292351126670837,
     "m": 1.0
    },
    {
     "p": 0.06859107315540314,
     "m": 1.0
    },
    {
     "p": 0.06145509332418442,
     "m": 1.0
    },
    {
     "p": 0.07601495087146759,
     "m": 1.0
    },
    {
     "p": 0.0744958221912384,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 178,
   "train_loss": 4.142708778381348,
   "val_loss": 2.803058385848999,
   "acc": 35.97,
   "f1": [
    0.6346153020858765,
    0.382978618144989,
    0.21834053099155426,
    0.2376236915588379,
    0.1866665780544281,
    0.26315778493881226,
    0.4081631302833557,
    0.36501890420913696,
    0.3666665554046631,
    0.45405393838882446,
    0.19047611951828003,
    0.22105254232883453,
    0.38961026072502136,
    0.18320602178573608,
    0.24545449018478394,
    0.23529402911663055,
    0.33333322405815125,
    0.5412842631340027,
    0.3592813014984131,
    0.2674417495727539,
    0.6030149459838867,
    0.4140126705169678,
    0.3057323694229126,
    0.5550238490104675,
    0.6454544067382812,
    0.22972965240478516,
    0.30337071418762207,
    0.16304342448711395,
    0.44303786754608154,
    0.2944784462451935,
    0.4200912117958069,
    0.2820512056350708,
    0.3151514232158661,
    0.32820504903793335,
    0.27551010251045227,
    0.1156068742275238,
    0.22935770452022552,
    0.24675315618515015,
    0.25688064098358154,
    0.5172412991523743,
    0.3418802320957184,
    0.4710423946380615,
    0.28025469183921814,
    0.3318384885787964,
    0.15789468586444855,
    0.23463678359985352,
    0.23529402911663055,
    0.5544553399085999,
    0.4574466943740845,
    0.4083768427371979,
    0.2314814031124115,
    0.3406112492084503,
    0.5523808598518372,
    0.5686272978782654,
    0.5209301114082336,
    0.14432983100414276,
    0.5399999022483826,
    0.28712859749794006,
    0.348314493894577,
    0.34343424439430237,
    0.6899998784065247,
    0.44444429874420166,
    0.45283007621765137,
    0.3627450466156006,
    0.1844659447669983,
    0.24418595433235168,
    0.23255810141563416,
    0.2553190588951111,
    0.704761803150177,
    0.5569619536399841,
    0.3984062969684601,
    0.5955554842948914,
    0.12765952944755554,
    0.31386852264404297,
    0.1307188868522644,
    0.5454544425010681,
    0.6094419956207275,
    0.20454540848731995,
    0.2181817591190338,
    0.3289472758769989,
    0.17801040410995483,
    0.304526686668396,
    0.6874998807907104,
    0.3846152722835541,
    0.2673266530036926,
    0.4606740176677704,
    0.3999998867511749,
    0.4170211851596832,
    0.19555547833442688,
    0.4018690288066864,
    0.26415085792541504,
    0.44202888011932373,
    0.12499994784593582,
    0.211055189371109,
    0.5137613415718079,
    0.42931926250457764,
    0.3502824008464813,
    0.3047617971897125,
    0.14285708963871002,
    0.43269219994544983
   ],
   "time": 161.28565528057516,
   "param": [
    {
     "p": 0.07883347570896149,
     "m": 1.0
    },
    {
     "p": 0.06973285973072052,
     "m": 1.0
    },
    {
     "p": 0.07036729156970978,
     "m": 1.0
    },
    {
     "p": 0.07522401213645935,
     "m": 1.0
    },
    {
     "p": 0.06870432943105698,
     "m": 1.0
    },
    {
     "p": 0.06890600174665451,
     "m": 1.0
    },
    {
     "p": 0.06609461456537247,
     "m": 1.0
    },
    {
     "p": 0.06663073599338531,
     "m": 1.0
    },
    {
     "p": 0.06600721180438995,
     "m": 1.0
    },
    {
     "p": 0.0769369974732399,
     "m": 1.0
    },
    {
     "p": 0.07176171988248825,
     "m": 1.0
    },
    {
     "p": 0.07911957800388336,
     "m": 1.0
    },
    {
     "p": 0.06508614122867584,
     "m": 1.0
    },
    {
     "p": 0.07659497857093811,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 179,
   "train_loss": 3.8272876739501953,
   "val_loss": 2.8117828369140625,
   "acc": 35.99,
   "f1": [
    0.6050419211387634,
    0.35051536560058594,
    0.31055888533592224,
    0.23232315480709076,
    0.21857915818691254,
    0.28571420907974243,
    0.38095223903656006,
    0.403755784034729,
    0.32291656732559204,
    0.4414413571357727,
    0.19753079116344452,
    0.21319790184497833,
    0.36956506967544556,
    0.24528293311595917,
    0.239999920129776,
    0.21186435222625732,
    0.36585354804992676,
    0.5555554032325745,
    0.351351261138916,
    0.22393816709518433,
    0.5700481534004211,
    0.44776105880737305,
    0.2976189851760864,
    0.5027320981025696,
    0.639269232749939,
    0.22499993443489075,
    0.2682925760746002,
    0.19883033633232117,
    0.49710968136787415,
    0.3370785713195801,
    0.37450188398361206,
    0.3106059730052948,
    0.3253587782382965,
    0.35833320021629333,
    0.29032251238822937,
    0.10144922137260437,
    0.29813653230667114,
    0.210526242852211,
    0.23655906319618225,
    0.5058822631835938,
    0.39325833320617676,
    0.5631066560745239,
    0.3034482002258301,
    0.3493449091911316,
    0.1891891211271286,
    0.18633535504341125,
    0.25906726717948914,
    0.48760321736335754,
    0.47715723514556885,
    0.41935470700263977,
    0.23076915740966797,
    0.29268282651901245,
    0.5668014883995056,
    0.5701355934143066,
    0.5576921701431274,
    0.13407814502716064,
    0.5297296643257141,
    0.33333325386047363,
    0.3820223808288574,
    0.2810809910297394,
    0.778846025466919,
    0.5073169469833374,
    0.4413144290447235,
    0.3999999165534973,
    0.12048187851905823,
    0.24210518598556519,
    0.11111105233430862,
    0.3275861144065857,
    0.6801617741584778,
    0.5938863754272461,
    0.4324323236942291,
    0.6124400496482849,
    0.16740082204341888,
    0.27722764015197754,
    0.13636356592178345,
    0.5714284777641296,
    0.6237622499465942,
    0.1799999624490738,
    0.21097040176391602,
    0.314606636762619,
    0.15384608507156372,
    0.3166022300720215,
    0.6355138421058655,
    0.34482747316360474,
    0.22485199570655823,
    0.44559577107429504,
    0.387096643447876,
    0.41441428661346436,
    0.194871723651886,
    0.3549782335758209,
    0.3208954334259033,
    0.5425531268119812,
    0.16049376130104065,
    0.20095685124397278,
    0.5350876450538635,
    0.42528724670410156,
    0.2127659022808075,
    0.3186812400817871,
    0.16374263167381287,
    0.3882351815700531
   ],
   "time": 158.6763150030747,
   "param": [
    {
     "p": 0.07527118921279907,
     "m": 1.0
    },
    {
     "p": 0.07112513482570648,
     "m": 1.0
    },
    {
     "p": 0.07855428755283356,
     "m": 1.0
    },
    {
     "p": 0.06716353446245193,
     "m": 1.0
    },
    {
     "p": 0.07097479701042175,
     "m": 1.0
    },
    {
     "p": 0.06941837072372437,
     "m": 1.0
    },
    {
     "p": 0.06982231885194778,
     "m": 1.0
    },
    {
     "p": 0.07657545059919357,
     "m": 1.0
    },
    {
     "p": 0.06980600953102112,
     "m": 1.0
    },
    {
     "p": 0.06800484657287598,
     "m": 1.0
    },
    {
     "p": 0.0738520473241806,
     "m": 1.0
    },
    {
     "p": 0.07174830883741379,
     "m": 1.0
    },
    {
     "p": 0.05892546474933624,
     "m": 1.0
    },
    {
     "p": 0.07875824719667435,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 180,
   "train_loss": 4.143954277038574,
   "val_loss": 2.7245683670043945,
   "acc": 35.9,
   "f1": [
    0.6195651292800903,
    0.4041449725627899,
    0.2629106938838959,
    0.14062495529651642,
    0.16867463290691376,
    0.2893615961074829,
    0.30125513672828674,
    0.33333322405815125,
    0.3384614884853363,
    0.41340771317481995,
    0.1503758728504181,
    0.24161066114902496,
    0.35390937328338623,
    0.25906726717948914,
    0.2541435658931732,
    0.22881349921226501,
    0.38541653752326965,
    0.46416378021240234,
    0.38938042521476746,
    0.2553190290927887,
    0.5446427464485168,
    0.44230756163597107,
    0.30107519030570984,
    0.5258214473724365,
    0.6601940989494324,
    0.24083760380744934,
    0.2676055133342743,
    0.16184966266155243,
    0.48076915740966797,
    0.329268217086792,
    0.3771928548812866,
    0.3553718030452728,
    0.3736262619495392,
    0.3542855978012085,
    0.280373752117157,
    0.13559316098690033,
    0.3016759157180786,
    0.18867918848991394,
    0.21359217166900635,
    0.45414838194847107,
    0.32539674639701843,
    0.6187844276428223,
    0.29473677277565,
    0.3706895411014557,
    0.18803411722183228,
    0.21111102402210236,
    0.25373128056526184,
    0.47619032859802246,
    0.45454534888267517,
    0.40394076704978943,
    0.19417467713356018,
    0.309859037399292,
    0.6196077466011047,
    0.5882351398468018,
    0.4550897181034088,
    0.13636356592178345,
    0.5070421695709229,
    0.329268217086792,
    0.3636362552642822,
    0.32298123836517334,
    0.7106597423553467,
    0.4670049846172333,
    0.436893105506897,
    0.4204544126987457,
    0.10975604504346848,
    0.24218744039535522,
    0.16814152896404266,
    0.33918121457099915,
    0.7128711342811584,
    0.5948716402053833,
    0.4577113389968872,
    0.5806450843811035,
    0.15189866721630096,
    0.3549782335758209,
    0.1405404806137085,
    0.5241934061050415,
    0.6338796615600586,
    0.17708326876163483,
    0.23744283616542816,
    0.3636362850666046,
    0.1793721318244934,
    0.2446807622909546,
    0.6476188898086548,
    0.3456788659095764,
    0.20454540848731995,
    0.46874985098838806,
    0.3707316219806671,
    0.41314542293548584,
    0.1855669468641281,
    0.3431371748447418,
    0.31535258889198303,
    0.46096643805503845,
    0.21599994599819183,
    0.21965309977531433,
    0.5612244009971619,
    0.4731181561946869,
    0.2676055133342743,
    0.3317534327507019,
    0.14193542301654816,
    0.3763439953327179
   ],
   "time": 155.84861928410828,
   "param": [
    {
     "p": 0.07121863216161728,
     "m": 1.0
    },
    {
     "p": 0.0748501569032669,
     "m": 1.0
    },
    {
     "p": 0.06723067909479141,
     "m": 1.0
    },
    {
     "p": 0.08636465668678284,
     "m": 1.0
    },
    {
     "p": 0.05967509001493454,
     "m": 1.0
    },
    {
     "p": 0.07099847495555878,
     "m": 1.0
    },
    {
     "p": 0.06341437250375748,
     "m": 1.0
    },
    {
     "p": 0.07517838478088379,
     "m": 1.0
    },
    {
     "p": 0.07865430414676666,
     "m": 1.0
    },
    {
     "p": 0.06837701797485352,
     "m": 1.0
    },
    {
     "p": 0.06307698786258698,
     "m": 1.0
    },
    {
     "p": 0.0735490694642067,
     "m": 1.0
    },
    {
     "p": 0.06604554504156113,
     "m": 1.0
    },
    {
     "p": 0.081366628408432,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 181,
   "train_loss": 3.8993544578552246,
   "val_loss": 2.9129607677459717,
   "acc": 35.98,
   "f1": [
    0.6540283560752869,
    0.3414632976055145,
    0.31168824434280396,
    0.228571355342865,
    0.18749992549419403,
    0.31884047389030457,
    0.38888877630233765,
    0.3351954519748688,
    0.3669723868370056,
    0.43715834617614746,
    0.10218973457813263,
    0.24999994039535522,
    0.3846152722835541,
    0.20270265638828278,
    0.17021270096302032,
    0.2403845638036728,
    0.3354036211967468,
    0.5321099162101746,
    0.3594468832015991,
    0.24299058318138123,
    0.5315313935279846,
    0.4773661196231842,
    0.36470577120780945,
    0.5291004180908203,
    0.6700506210327148,
    0.2674417495727539,
    0.3316582143306732,
    0.22680403292179108,
    0.5139663219451904,
    0.32584258913993835,
    0.39111098647117615,
    0.32950183749198914,
    0.31730762124061584,
    0.32335323095321655,
    0.27530357241630554,
    0.20761239528656006,
    0.2636362612247467,
    0.2528734505176544,
    0.2173912227153778,
    0.48453593254089355,
    0.36559128761291504,
    0.5405403971672058,
    0.3315507173538208,
    0.3250882625579834,
    0.13664589822292328,
    0.19047611951828003,
    0.18934904038906097,
    0.4835163354873657,
    0.4299064576625824,
    0.36792439222335815,
    0.21857915818691254,
    0.2749998867511749,
    0.5845069289207458,
    0.62135910987854,
    0.44444432854652405,
    0.1696968972682953,
    0.49327346682548523,
    0.3354036211967468,
    0.3440859317779541,
    0.23376615345478058,
    0.6627905368804932,
    0.44311365485191345,
    0.4499998986721039,
    0.3926379084587097,
    0.18374551832675934,
    0.1991700679063797,
    0.206060528755188,
    0.3636362552642822,
    0.7309643626213074,
    0.6009851098060608,
    0.48167529702186584,
    0.5680932998657227,
    0.08219172805547714,
    0.3179486393928528,
    0.16666659712791443,
    0.5206610560417175,
    0.6249998807907104,
    0.19178074598312378,
    0.25203242897987366,
    0.30769217014312744,
    0.15517236292362213,
    0.23863628506660461,
    0.6384975910186768,
    0.3317534327507019,
    0.2784809172153473,
    0.41935470700263977,
    0.4189721941947937,
    0.44791656732559204,
    0.12422355264425278,
    0.3919999301433563,
    0.33962252736091614,
    0.5284972786903381,
    0.2436547577381134,
    0.24489788711071014,
    0.5727698802947998,
    0.4585364758968353,
    0.23225797712802887,
    0.2872926890850067,
    0.14606735110282898,
    0.39069753885269165
   ],
   "time": 157.62986237648875,
   "param": [
    {
     "p": 0.06645354628562927,
     "m": 1.0
    },
    {
     "p": 0.07032172381877899,
     "m": 1.0
    },
    {
     "p": 0.07639927417039871,
     "m": 1.0
    },
    {
     "p": 0.0728626474738121,
     "m": 1.0
    },
    {
     "p": 0.05634928494691849,
     "m": 1.0
    },
    {
     "p": 0.07520034164190292,
     "m": 1.0
    },
    {
     "p": 0.07111809402704239,
     "m": 1.0
    },
    {
     "p": 0.08321977406740189,
     "m": 1.0
    },
    {
     "p": 0.07016613334417343,
     "m": 1.0
    },
    {
     "p": 0.05762355774641037,
     "m": 1.0
    },
    {
     "p": 0.06458381563425064,
     "m": 1.0
    },
    {
     "p": 0.0762876346707344,
     "m": 1.0
    },
    {
     "p": 0.07522847503423691,
     "m": 1.0
    },
    {
     "p": 0.08418561518192291,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 182,
   "train_loss": 3.598217725753784,
   "val_loss": 2.82631778717041,
   "acc": 35.59,
   "f1": [
    0.5974025130271912,
    0.35602086782455444,
    0.2097901701927185,
    0.1734103411436081,
    0.15584410727024078,
    0.31999990344047546,
    0.393063485622406,
    0.28368785977363586,
    0.33492809534072876,
    0.4177776873111725,
    0.15476183593273163,
    0.24413138628005981,
    0.38139525055885315,
    0.22222214937210083,
    0.23958325386047363,
    0.21548815071582794,
    0.4099377691745758,
    0.5092591643333435,
    0.38341957330703735,
    0.2682925760746002,
    0.5882351994514465,
    0.4341636300086975,
    0.3157893717288971,
    0.522612988948822,
    0.6311109066009521,
    0.23469379544258118,
    0.28048771619796753,
    0.18536579608917236,
    0.4634144902229309,
    0.31818172335624695,
    0.4221104085445404,
    0.3134327530860901,
    0.35359105467796326,
    0.2953585684299469,
    0.26785707473754883,
    0.13861380517482758,
    0.306122362613678,
    0.19999994337558746,
    0.18421046435832977,
    0.5310733318328857,
    0.323809415102005,
    0.620320737361908,
    0.3088234066963196,
    0.3385826051235199,
    0.24999991059303284,
    0.20512813329696655,
    0.2037036269903183,
    0.4692735970020294,
    0.4530385434627533,
    0.42790690064430237,
    0.20105813443660736,
    0.293436199426651,
    0.5445024967193604,
    0.5685278177261353,
    0.4670049846172333,
    0.13698624074459076,
    0.5257730484008789,
    0.37894728779792786,
    0.4043714702129364,
    0.30833324790000916,
    0.7474745512008667,
    0.4729062616825104,
    0.4239630401134491,
    0.3579765260219574,
    0.06849309802055359,
    0.188888818025589,
    0.2116401493549347,
    0.390243798494339,
    0.6816141605377197,
    0.5426355600357056,
    0.4222221076488495,
    0.5612244009971619,
    0.15384607017040253,
    0.36134445667266846,
    0.15999993681907654,
    0.5367964506149292,
    0.6568626165390015,
    0.1748633086681366,
    0.25730982422828674,
    0.3317534327507019,
    0.13749992847442627,
    0.2812499403953552,
    0.6476188898086548,
    0.3636362552642822,
    0.19444438815116882,
    0.3892616331577301,
    0.37614670395851135,
    0.41666656732559204,
    0.20588228106498718,
    0.35714274644851685,
    0.33333322405815125,
    0.522222101688385,
    0.2062779664993286,
    0.22950810194015503,
    0.5306121706962585,
    0.44047608971595764,
    0.29787227511405945,
    0.27199992537498474,
    0.12987008690834045,
    0.38834938406944275
   ],
   "time": 160.47124553006142,
   "param": [
    {
     "p": 0.06736120581626892,
     "m": 1.0
    },
    {
     "p": 0.07687900960445404,
     "m": 1.0
    },
    {
     "p": 0.07551193982362747,
     "m": 1.0
    },
    {
     "p": 0.06995920091867447,
     "m": 1.0
    },
    {
     "p": 0.07570689916610718,
     "m": 1.0
    },
    {
     "p": 0.07208097726106644,
     "m": 1.0
    },
    {
     "p": 0.0715409591794014,
     "m": 1.0
    },
    {
     "p": 0.07269582897424698,
     "m": 1.0
    },
    {
     "p": 0.06120476871728897,
     "m": 1.0
    },
    {
     "p": 0.07365413755178452,
     "m": 1.0
    },
    {
     "p": 0.06687413156032562,
     "m": 1.0
    },
    {
     "p": 0.0657527968287468,
     "m": 1.0
    },
    {
     "p": 0.06823663413524628,
     "m": 1.0
    },
    {
     "p": 0.08254152536392212,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 183,
   "train_loss": 4.313701152801514,
   "val_loss": 2.6998605728149414,
   "acc": 35.86,
   "f1": [
    0.6033056974411011,
    0.32291656732559204,
    0.22988496720790863,
    0.1759258508682251,
    0.18404902517795563,
    0.31896543502807617,
    0.3399999141693115,
    0.32941165566444397,
    0.34123215079307556,
    0.43362823128700256,
    0.13846148550510406,
    0.2705881595611572,
    0.404958575963974,
    0.26751580834388733,
    0.2444443702697754,
    0.21989519894123077,
    0.3636362552642822,
    0.5023695826530457,
    0.390243798494339,
    0.22972965240478516,
    0.5812807083129883,
    0.4562736749649048,
    0.30578503012657166,
    0.5863873362541199,
    0.6031744480133057,
    0.2564101815223694,
    0.2430938482284546,
    0.1657457947731018,
    0.45714274048805237,
    0.3502824008464813,
    0.42727261781692505,
    0.36585354804992676,
    0.36809808015823364,
    0.2673795819282532,
    0.30303022265434265,
    0.1481480747461319,
    0.24413138628005981,
    0.24999991059303284,
    0.2131146788597107,
    0.497175008058548,
    0.33179715275764465,
    0.5942855477333069,
    0.3248729705810547,
    0.33210325241088867,
    0.11510787159204483,
    0.18257255852222443,
    0.18390797078609467,
    0.48387083411216736,
    0.42790690064430237,
    0.3778800964355469,
    0.1818181276321411,
    0.3775508999824524,
    0.5547444224357605,
    0.5863873362541199,
    0.5081079602241516,
    0.11249993741512299,
    0.5306121110916138,
    0.34482747316360474,
    0.43564343452453613,
    0.3076922297477722,
    0.7015705108642578,
    0.41666656732559204,
    0.4733726978302002,
    0.38181808590888977,
    0.11956514418125153,
    0.16184966266155243,
    0.17197448015213013,
    0.36018943786621094,
    0.7169809341430664,
    0.5818180441856384,
    0.4607328474521637,
    0.5936071872711182,
    0.13017743825912476,
    0.32195112109184265,
    0.1696968972682953,
    0.5837318897247314,
    0.6341462135314941,
    0.2121211439371109,
    0.21118006110191345,
    0.3361343741416931,
    0.11428564786911011,
    0.28440356254577637,
    0.657534122467041,
    0.34736835956573486,
    0.2165604531764984,
    0.39784935116767883,
    0.418032705783844,
    0.42512065172195435,
    0.18497103452682495,
    0.3076922297477722,
    0.28444433212280273,
    0.48167529702186584,
    0.2561575770378113,
    0.20408158004283905,
    0.5714285373687744,
    0.4499998986721039,
    0.3147207200527191,
    0.29906532168388367,
    0.15686269104480743,
    0.35359105467796326
   ],
   "time": 156.7313635153696,
   "param": [
    {
     "p": 0.05472623184323311,
     "m": 1.0
    },
    {
     "p": 0.07387189567089081,
     "m": 1.0
    },
    {
     "p": 0.07702242583036423,
     "m": 1.0
    },
    {
     "p": 0.07616323232650757,
     "m": 1.0
    },
    {
     "p": 0.07556533813476562,
     "m": 1.0
    },
    {
     "p": 0.07762064784765244,
     "m": 1.0
    },
    {
     "p": 0.07538771629333496,
     "m": 1.0
    },
    {
     "p": 0.06051623448729515,
     "m": 1.0
    },
    {
     "p": 0.06108125299215317,
     "m": 1.0
    },
    {
     "p": 0.08435381948947906,
     "m": 1.0
    },
    {
     "p": 0.07189146429300308,
     "m": 1.0
    },
    {
     "p": 0.06311646848917007,
     "m": 1.0
    },
    {
     "p": 0.08054555207490921,
     "m": 1.0
    },
    {
     "p": 0.06813768297433853,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 184,
   "train_loss": 3.824589490890503,
   "val_loss": 2.717075824737549,
   "acc": 35.32,
   "f1": [
    0.6703295111656189,
    0.32352936267852783,
    0.21428565680980682,
    0.2541435658931732,
    0.1567397564649582,
    0.28571420907974243,
    0.35344812273979187,
    0.33333319425582886,
    0.3454544246196747,
    0.47953203320503235,
    0.21714277565479279,
    0.2790696620941162,
    0.39795905351638794,
    0.19047611951828003,
    0.22598862648010254,
    0.22463762760162354,
    0.34736835956573486,
    0.49792519211769104,
    0.3720929026603699,
    0.24528293311595917,
    0.5714284181594849,
    0.4615383744239807,
    0.3096233606338501,
    0.5485712885856628,
    0.653658390045166,
    0.2790696620941162,
    0.2783504128456116,
    0.16494840383529663,
    0.5291004180908203,
    0.33333322405815125,
    0.42857128381729126,
    0.323809415102005,
    0.32812488079071045,
    0.31724128127098083,
    0.267147958278656,
    0.15476183593273163,
    0.3016759157180786,
    0.21714277565479279,
    0.1909089982509613,
    0.5614033341407776,
    0.3577980697154999,
    0.5277776718139648,
    0.33939382433891296,
    0.3420073091983795,
    0.14864858984947205,
    0.19999994337558746,
    0.24719089269638062,
    0.47430822253227234,
    0.4432430863380432,
    0.38251355290412903,
    0.22727267444133759,
    0.265682578086853,
    0.5811964869499207,
    0.568720281124115,
    0.5314008593559265,
    0.15023468434810638,
    0.4816325008869171,
    0.37426888942718506,
    0.34686335921287537,
    0.33816415071487427,
    0.7058822512626648,
    0.3855420649051666,
    0.43678146600723267,
    0.36686381697654724,
    0.11049716919660568,
    0.19889496266841888,
    0.19801974296569824,
    0.37179476022720337,
    0.7129628658294678,
    0.6048778891563416,
    0.438709557056427,
    0.6046510338783264,
    0.08275856822729111,
    0.2758619785308838,
    0.14925366640090942,
    0.5943394899368286,
    0.619289219379425,
    0.1914892941713333,
    0.23036640882492065,
    0.3609755337238312,
    0.1694914698600769,
    0.2796609401702881,
    0.6239315271377563,
    0.35897424817085266,
    0.2117646485567093,
    0.3923443853855133,
    0.38251355290412903,
    0.38367336988449097,
    0.17431186139583588,
    0.32128506898880005,
    0.3043477237224579,
    0.48430484533309937,
    0.2181817591190338,
    0.21989519894123077,
    0.5388126373291016,
    0.3756905198097229,
    0.2634729743003845,
    0.23323608934879303,
    0.1452513188123703,
    0.3515150547027588
   ],
   "time": 154.904005038552,
   "param": [
    {
     "p": 0.07119490951299667,
     "m": 1.0
    },
    {
     "p": 0.07133607566356659,
     "m": 1.0
    },
    {
     "p": 0.07341969013214111,
     "m": 1.0
    },
    {
     "p": 0.07465663552284241,
     "m": 1.0
    },
    {
     "p": 0.06018776819109917,
     "m": 1.0
    },
    {
     "p": 0.08280184119939804,
     "m": 1.0
    },
    {
     "p": 0.0643685832619667,
     "m": 1.0
    },
    {
     "p": 0.08437394350767136,
     "m": 1.0
    },
    {
     "p": 0.06991936266422272,
     "m": 1.0
    },
    {
     "p": 0.07050181925296783,
     "m": 1.0
    },
    {
     "p": 0.051913030445575714,
     "m": 1.0
    },
    {
     "p": 0.06816286593675613,
     "m": 1.0
    },
    {
     "p": 0.07001447677612305,
     "m": 1.0
    },
    {
     "p": 0.08714890480041504,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 185,
   "train_loss": 3.970874309539795,
   "val_loss": 2.822500705718994,
   "acc": 35.38,
   "f1": [
    0.6167399883270264,
    0.3599999248981476,
    0.22471904754638672,
    0.17391297221183777,
    0.11428564786911011,
    0.30952370166778564,
    0.348314493894577,
    0.38461530208587646,
    0.35955044627189636,
    0.43428558111190796,
    0.17518241703510284,
    0.27083322405815125,
    0.35714274644851685,
    0.23376615345478058,
    0.2737641930580139,
    0.24999991059303284,
    0.3292180299758911,
    0.44805192947387695,
    0.3783782720565796,
    0.23463678359985352,
    0.5784311890602112,
    0.4402983784675598,
    0.3316061198711395,
    0.5172412395477295,
    0.6473428606987,
    0.26315778493881226,
    0.29508185386657715,
    0.20105813443660736,
    0.45360812544822693,
    0.33962252736091614,
    0.4236452281475067,
    0.3040539622306824,
    0.3398691415786743,
    0.31531521677970886,
    0.26086950302124023,
    0.07812494784593582,
    0.2700421214103699,
    0.2091502547264099,
    0.21576756238937378,
    0.5153372287750244,
    0.39130425453186035,
    0.5922329425811768,
    0.3248729705810547,
    0.2764227092266083,
    0.21590900421142578,
    0.14765094220638275,
    0.19607838988304138,
    0.5123152136802673,
    0.43850257992744446,
    0.3510637581348419,
    0.18749994039535522,
    0.31818172335624695,
    0.591999888420105,
    0.5882351398468018,
    0.535353422164917,
    0.1635219305753708,
    0.5416665077209473,
    0.3764704465866089,
    0.3699420988559723,
    0.33333322405815125,
    0.7628865242004395,
    0.49710968136787415,
    0.4824119210243225,
    0.35714274644851685,
    0.1167108416557312,
    0.211055189371109,
    0.14207643270492554,
    0.3493974804878235,
    0.7070705890655518,
    0.6060605049133301,
    0.4081631600856781,
    0.5856351852416992,
    0.1226993277668953,
    0.3523315489292145,
    0.1226993277668953,
    0.5809522867202759,
    0.6336632370948792,
    0.16304342448711395,
    0.2843601107597351,
    0.35532984137535095,
    0.13043473660945892,
    0.2870369255542755,
    0.6358972787857056,
    0.37864065170288086,
    0.22535203397274017,
    0.4365480840206146,
    0.4223601520061493,
    0.4075828194618225,
    0.13483139872550964,
    0.3216782510280609,
    0.2674417495727539,
    0.47008538246154785,
    0.1914892941713333,
    0.21917803585529327,
    0.5108694434165955,
    0.40490788221359253,
    0.2886596620082855,
    0.28813549876213074,
    0.17679551243782043,
    0.3921567499637604
   ],
   "time": 153.5242726225406,
   "param": [
    {
     "p": 0.06941499561071396,
     "m": 1.0
    },
    {
     "p": 0.07010887563228607,
     "m": 1.0
    },
    {
     "p": 0.06816872209310532,
     "m": 1.0
    },
    {
     "p": 0.0817929357290268,
     "m": 1.0
    },
    {
     "p": 0.041952766478061676,
     "m": 1.0
    },
    {
     "p": 0.08116164803504944,
     "m": 1.0
    },
    {
     "p": 0.08487097173929214,
     "m": 1.0
    },
    {
     "p": 0.0637107864022255,
     "m": 1.0
    },
    {
     "p": 0.06424135714769363,
     "m": 1.0
    },
    {
     "p": 0.065855972468853,
     "m": 1.0
    },
    {
     "p": 0.0809897780418396,
     "m": 1.0
    },
    {
     "p": 0.06672761589288712,
     "m": 1.0
    },
    {
     "p": 0.07556430250406265,
     "m": 1.0
    },
    {
     "p": 0.0854393020272255,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 186,
   "train_loss": 3.3693718910217285,
   "val_loss": 2.654897451400757,
   "acc": 35.88,
   "f1": [
    0.5853657126426697,
    0.364531934261322,
    0.26086950302124023,
    0.24074065685272217,
    0.17218534648418427,
    0.2955664098262787,
    0.38918909430503845,
    0.3435581922531128,
    0.35467973351478577,
    0.44444429874420166,
    0.1866666078567505,
    0.22972965240478516,
    0.36704114079475403,
    0.2403845638036728,
    0.2436547577381134,
    0.22966498136520386,
    0.3586955666542053,
    0.50862056016922,
    0.3504272401332855,
    0.23107562959194183,
    0.5641024112701416,
    0.5142855644226074,
    0.3316582143306732,
    0.4756755530834198,
    0.6407765746116638,
    0.26794248819351196,
    0.24454142153263092,
    0.20895515382289886,
    0.4886362552642822,
    0.329670250415802,
    0.3975902497768402,
    0.31155768036842346,
    0.30769219994544983,
    0.35416656732559204,
    0.2922373414039612,
    0.13043473660945892,
    0.3119999170303345,
    0.22702695429325104,
    0.23728807270526886,
    0.47004595398902893,
    0.3738316595554352,
    0.5333332419395447,
    0.3592813014984131,
    0.31050220131874084,
    0.15476183593273163,
    0.1735159158706665,
    0.23204411566257477,
    0.5098037719726562,
    0.4320986270904541,
    0.4125559628009796,
    0.213483065366745,
    0.30357134342193604,
    0.5690376162528992,
    0.5530301928520203,
    0.5042734146118164,
    0.1481480896472931,
    0.5096152424812317,
    0.30939218401908875,
    0.3741934299468994,
    0.32704389095306396,
    0.732673168182373,
    0.43999987840652466,
    0.4149376451969147,
    0.4269661605358124,
    0.13173647224903107,
    0.19101116061210632,
    0.2340424805879593,
    0.36464083194732666,
    0.6976743340492249,
    0.6124400496482849,
    0.4031619727611542,
    0.5812807083129883,
    0.16666659712791443,
    0.36714968085289,
    0.14184391498565674,
    0.5686272978782654,
    0.6325579881668091,
    0.19811314344406128,
    0.1965317279100418,
    0.36649200320243835,
    0.12499994039535522,
    0.2918454110622406,
    0.688171923160553,
    0.3083699643611908,
    0.24074065685272217,
    0.3765689730644226,
    0.40174663066864014,
    0.4086019992828369,
    0.13095231354236603,
    0.35390937328338623,
    0.29850736260414124,
    0.4946235418319702,
    0.07999995350837708,
    0.19565211236476898,
    0.5627704858779907,
    0.43181803822517395,
    0.3196720480918884,
    0.2972972095012665,
    0.15310998260974884,
    0.4278606176376343
   ],
   "time": 155.39644902944565,
   "param": [
    {
     "p": 0.07650730013847351,
     "m": 1.0
    },
    {
     "p": 0.06350547075271606,
     "m": 1.0
    },
    {
     "p": 0.06063156947493553,
     "m": 1.0
    },
    {
     "p": 0.08100111037492752,
     "m": 1.0
    },
    {
     "p": 0.06692873686552048,
     "m": 1.0
    },
    {
     "p": 0.08214551210403442,
     "m": 1.0
    },
    {
     "p": 0.08026742935180664,
     "m": 1.0
    },
    {
     "p": 0.07876238971948624,
     "m": 1.0
    },
    {
     "p": 0.07006805390119553,
     "m": 1.0
    },
    {
     "p": 0.05139685422182083,
     "m": 1.0
    },
    {
     "p": 0.07374831289052963,
     "m": 1.0
    },
    {
     "p": 0.06727412343025208,
     "m": 1.0
    },
    {
     "p": 0.057472169399261475,
     "m": 1.0
    },
    {
     "p": 0.09029095619916916,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 187,
   "train_loss": 3.4848275184631348,
   "val_loss": 2.838405132293701,
   "acc": 35.4,
   "f1": [
    0.6598983407020569,
    0.3577980697154999,
    0.2762430012226105,
    0.14857135713100433,
    0.12621353566646576,
    0.28571417927742004,
    0.36585354804992676,
    0.36180898547172546,
    0.34042543172836304,
    0.40935659408569336,
    0.1696968972682953,
    0.239999920129776,
    0.3827749788761139,
    0.23214277625083923,
    0.16058386862277985,
    0.18823520839214325,
    0.42168664932250977,
    0.5277776718139648,
    0.3882351815700531,
    0.23616227507591248,
    0.602040708065033,
    0.43598607182502747,
    0.3253011107444763,
    0.4605261981487274,
    0.6132074594497681,
    0.23469379544258118,
    0.28571420907974243,
    0.20064722001552582,
    0.45398759841918945,
    0.31372541189193726,
    0.37735840678215027,
    0.31304338574409485,
    0.36158180236816406,
    0.2634729743003845,
    0.30158719420433044,
    0.13580238819122314,
    0.3118278682231903,
    0.20765019953250885,
    0.2191780060529709,
    0.5473682880401611,
    0.40677958726882935,
    0.6413041353225708,
    0.38666656613349915,
    0.3794870972633362,
    0.1683167666196823,
    0.2054053246974945,
    0.19883033633232117,
    0.5240640044212341,
    0.44670039415359497,
    0.38190943002700806,
    0.2333332598209381,
    0.33035704493522644,
    0.5488720536231995,
    0.5378149747848511,
    0.4978164732456207,
    0.11458326876163483,
    0.5347592234611511,
    0.29032251238822937,
    0.35071080923080444,
    0.30468741059303284,
    0.6861923336982727,
    0.43523305654525757,
    0.4239630401134491,
    0.37668150663375854,
    0.1395348161458969,
    0.22325573861598969,
    0.10687018185853958,
    0.32599109411239624,
    0.7149757146835327,
    0.6249998807907104,
    0.4311925768852234,
    0.5399238467216492,
    0.1126759946346283,
    0.30909082293510437,
    0.16249993443489075,
    0.507692277431488,
    0.6707315444946289,
    0.1868131160736084,
    0.22499993443489075,
    0.32456132769584656,
    0.1524663120508194,
    0.28571420907974243,
    0.6285713315010071,
    0.3016759157180786,
    0.2444443702697754,
    0.4242422580718994,
    0.38095229864120483,
    0.44067782163619995,
    0.1648350954055786,
    0.3627450466156006,
    0.27118638157844543,
    0.48039206862449646,
    0.16438350081443787,
    0.24615377187728882,
    0.5789472460746765,
    0.42290738224983215,
    0.345177561044693,
    0.29896897077560425,
    0.15652167797088623,
    0.36792439222335815
   ],
   "time": 162.23487719986588,
   "param": [
    {
     "p": 0.06682340055704117,
     "m": 1.0
    },
    {
     "p": 0.06210813298821449,
     "m": 1.0
    },
    {
     "p": 0.07109667360782623,
     "m": 1.0
    },
    {
     "p": 0.06497450172901154,
     "m": 1.0
    },
    {
     "p": 0.07771676033735275,
     "m": 1.0
    },
    {
     "p": 0.07333299517631531,
     "m": 1.0
    },
    {
     "p": 0.07118925452232361,
     "m": 1.0
    },
    {
     "p": 0.07941526919603348,
     "m": 1.0
    },
    {
     "p": 0.052888233214616776,
     "m": 1.0
    },
    {
     "p": 0.07256224751472473,
     "m": 1.0
    },
    {
     "p": 0.07693526893854141,
     "m": 1.0
    },
    {
     "p": 0.07515112310647964,
     "m": 1.0
    },
    {
     "p": 0.07164796441793442,
     "m": 1.0
    },
    {
     "p": 0.08415819704532623,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 188,
   "train_loss": 3.3025784492492676,
   "val_loss": 2.540663957595825,
   "acc": 36.01,
   "f1": [
    0.6407765746116638,
    0.38775497674942017,
    0.23589736223220825,
    0.24615377187728882,
    0.15662643313407898,
    0.2602229714393616,
    0.33492809534072876,
    0.3609755337238312,
    0.3522725999355316,
    0.44554442167282104,
    0.1916666179895401,
    0.23913034796714783,
    0.364531934261322,
    0.2251655012369156,
    0.23391805589199066,
    0.22325573861598969,
    0.38961026072502136,
    0.5081079602241516,
    0.3809523284435272,
    0.18867920339107513,
    0.6090908050537109,
    0.4504503309726715,
    0.3314915895462036,
    0.5781989693641663,
    0.5960782766342163,
    0.2571427524089813,
    0.27083322405815125,
    0.2710621953010559,
    0.47916653752326965,
    0.29665064811706543,
    0.40579700469970703,
    0.3271027207374573,
    0.39325833320617676,
    0.2967032194137573,
    0.3179486393928528,
    0.16793888807296753,
    0.2782607972621918,
    0.2559240758419037,
    0.2124999314546585,
    0.48205116391181946,
    0.3369564116001129,
    0.6063828468322754,
    0.28749987483024597,
    0.3793102204799652,
    0.15920390188694,
    0.19209031760692596,
    0.2105262726545334,
    0.520408034324646,
    0.43979042768478394,
    0.41052618622779846,
    0.1793721318244934,
    0.28571417927742004,
    0.6033056974411011,
    0.5485230684280396,
    0.5128204226493835,
    0.15819202363491058,
    0.572916567325592,
    0.32352936267852783,
    0.4052862524986267,
    0.3677128851413727,
    0.742267906665802,
    0.4615383446216583,
    0.48275846242904663,
    0.4123710095882416,
    0.15887843072414398,
    0.2389935851097107,
    0.18713442981243134,
    0.3367346227169037,
    0.6437767148017883,
    0.5654449462890625,
    0.4320986270904541,
    0.5981307029724121,
    0.09999993443489075,
    0.3157893717288971,
    0.1789472997188568,
    0.5358850359916687,
    0.5781249403953552,
    0.1545064002275467,
    0.21428564190864563,
    0.3269230127334595,
    0.12999993562698364,
    0.2577318847179413,
    0.6570047736167908,
    0.3367346227169037,
    0.22222214937210083,
    0.43349742889404297,
    0.38497641682624817,
    0.41095879673957825,
    0.15028895437717438,
    0.37692299485206604,
    0.24999991059303284,
    0.49261072278022766,
    0.2021275758743286,
    0.12987005710601807,
    0.6116504073143005,
    0.43786972761154175,
    0.3311257064342499,
    0.33502528071403503,
    0.148837149143219,
    0.4596272110939026
   ],
   "time": 154.59844898618758,
   "param": [
    {
     "p": 0.06052744388580322,
     "m": 1.0
    },
    {
     "p": 0.07182489335536957,
     "m": 1.0
    },
    {
     "p": 0.06831072270870209,
     "m": 1.0
    },
    {
     "p": 0.07781577855348587,
     "m": 1.0
    },
    {
     "p": 0.06011216342449188,
     "m": 1.0
    },
    {
     "p": 0.07641857862472534,
     "m": 1.0
    },
    {
     "p": 0.07533129304647446,
     "m": 1.0
    },
    {
     "p": 0.08869381994009018,
     "m": 1.0
    },
    {
     "p": 0.058773163706064224,
     "m": 1.0
    },
    {
     "p": 0.07721349596977234,
     "m": 1.0
    },
    {
     "p": 0.05847269669175148,
     "m": 1.0
    },
    {
     "p": 0.07077253609895706,
     "m": 1.0
    },
    {
     "p": 0.07285908609628677,
     "m": 1.0
    },
    {
     "p": 0.0828743427991867,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 189,
   "train_loss": 3.4471094608306885,
   "val_loss": 2.791658878326416,
   "acc": 35.84,
   "f1": [
    0.5754715800285339,
    0.3414633274078369,
    0.26415085792541504,
    0.20320846140384674,
    0.16184966266155243,
    0.24277448654174805,
    0.3487178385257721,
    0.39130425453186035,
    0.37499991059303284,
    0.43428558111190796,
    0.1655171811580658,
    0.2673266530036926,
    0.367346853017807,
    0.20408155024051666,
    0.1916166990995407,
    0.1971830427646637,
    0.38961026072502136,
    0.5570775270462036,
    0.3669723868370056,
    0.2485874742269516,
    0.5673075914382935,
    0.5066665410995483,
    0.36619704961776733,
    0.3945577144622803,
    0.6310677528381348,
    0.3299999237060547,
    0.2815532982349396,
    0.21232870221138,
    0.46540868282318115,
    0.3314284682273865,
    0.36805543303489685,
    0.3394494354724884,
    0.4099377691745758,
    0.32888880372047424,
    0.30769217014312744,
    0.15789468586444855,
    0.2693876624107361,
    0.23529404401779175,
    0.23904375731945038,
    0.4734298884868622,
    0.3319837152957916,
    0.5870645046234131,
    0.28685250878334045,
    0.2901553809642792,
    0.15873010456562042,
    0.20588228106498718,
    0.24870456755161285,
    0.5494503974914551,
    0.4550897181034088,
    0.4232803285121918,
    0.20833326876163483,
    0.30522075295448303,
    0.5724905729293823,
    0.5585584044456482,
    0.529999852180481,
    0.12435225397348404,
    0.5161288380622864,
    0.3316582143306732,
    0.36559128761291504,
    0.3400808572769165,
    0.7272725701332092,
    0.4202897548675537,
    0.40517228841781616,
    0.3384614884853363,
    0.16037730872631073,
    0.2528734505176544,
    0.19047613441944122,
    0.2938387989997864,
    0.7184464335441589,
    0.6206895112991333,
    0.4615383744239807,
    0.5785122513771057,
    0.14084503054618835,
    0.32258057594299316,
    0.1694914698600769,
    0.5541123747825623,
    0.6146340370178223,
    0.21576756238937378,
    0.20809243619441986,
    0.3166666030883789,
    0.17112290859222412,
    0.2844826877117157,
    0.6926827430725098,
    0.3468207120895386,
    0.2485874742269516,
    0.418803334236145,
    0.3884296715259552,
    0.41095879673957825,
    0.17142851650714874,
    0.3999998867511749,
    0.28782278299331665,
    0.4837207794189453,
    0.19999994337558746,
    0.1647058129310608,
    0.5527637004852295,
    0.3874344527721405,
    0.2767294645309448,
    0.2690582275390625,
    0.13888882100582123,
    0.4174756109714508
   ],
   "time": 164.30079390481114,
   "param": [
    {
     "p": 0.08536793291568756,
     "m": 1.0
    },
    {
     "p": 0.0713936910033226,
     "m": 1.0
    },
    {
     "p": 0.07194458693265915,
     "m": 1.0
    },
    {
     "p": 0.06907090544700623,
     "m": 1.0
    },
    {
     "p": 0.059117719531059265,
     "m": 1.0
    },
    {
     "p": 0.08099343627691269,
     "m": 1.0
    },
    {
     "p": 0.07237299531698227,
     "m": 1.0
    },
    {
     "p": 0.07425692677497864,
     "m": 1.0
    },
    {
     "p": 0.06288918852806091,
     "m": 1.0
    },
    {
     "p": 0.08080574870109558,
     "m": 1.0
    },
    {
     "p": 0.061279624700546265,
     "m": 1.0
    },
    {
     "p": 0.07043248414993286,
     "m": 1.0
    },
    {
     "p": 0.06162392348051071,
     "m": 1.0
    },
    {
     "p": 0.07845091074705124,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 190,
   "train_loss": 3.880228042602539,
   "val_loss": 2.9260094165802,
   "acc": 35.72,
   "f1": [
    0.6399998664855957,
    0.35833320021629333,
    0.2837836742401123,
    0.2018347978591919,
    0.13008125126361847,
    0.30456843972206116,
    0.33962252736091614,
    0.3568463623523712,
    0.3453236222267151,
    0.4242422878742218,
    0.11392398923635483,
    0.2735848128795624,
    0.4114284813404083,
    0.24489787220954895,
    0.23318377137184143,
    0.2333332598209381,
    0.345177561044693,
    0.49756085872650146,
    0.3783782124519348,
    0.23280414938926697,
    0.5375493168830872,
    0.47899147868156433,
    0.3041473925113678,
    0.5517240166664124,
    0.6862744092941284,
    0.2771083414554596,
    0.25510191917419434,
    0.19230762124061584,
    0.4615383446216583,
    0.33333319425582886,
    0.4140968322753906,
    0.3169397711753845,
    0.3756905198097229,
    0.2694299519062042,
    0.26855117082595825,
    0.15028895437717438,
    0.2812499403953552,
    0.23376615345478058,
    0.21649475395679474,
    0.5384613871574402,
    0.36046499013900757,
    0.6282721161842346,
    0.291139155626297,
    0.34385955333709717,
    0.20245395600795746,
    0.20779214799404144,
    0.2643677294254303,
    0.48510628938674927,
    0.4854367673397064,
    0.40394076704978943,
    0.22929932177066803,
    0.33333322405815125,
    0.6068375110626221,
    0.594594419002533,
    0.48039206862449646,
    0.13333329558372498,
    0.5347592234611511,
    0.3489931523799896,
    0.4226802885532379,
    0.37696322798728943,
    0.7487682700157166,
    0.4799998700618744,
    0.4574466943740845,
    0.31468522548675537,
    0.1257142275571823,
    0.2054053246974945,
    0.19101116061210632,
    0.38461530208587646,
    0.7208120226860046,
    0.5506072044372559,
    0.45918354392051697,
    0.5744680166244507,
    0.1509433388710022,
    0.25730982422828674,
    0.12021850794553757,
    0.5276594758033752,
    0.6489360928535461,
    0.1748633086681366,
    0.21505369246006012,
    0.2929935157299042,
    0.11450377106666565,
    0.29078006744384766,
    0.6601940989494324,
    0.33532923460006714,
    0.24580998718738556,
    0.3707316219806671,
    0.39548009634017944,
    0.4248703718185425,
    0.1749999076128006,
    0.37614670395851135,
    0.3169013261795044,
    0.42290738224983215,
    0.22660093009471893,
    0.18404902517795563,
    0.5120771527290344,
    0.4431816637516022,
    0.3314915895462036,
    0.23974758386611938,
    0.11494245380163193,
    0.4222221076488495
   ],
   "time": 161.9734293790534,
   "param": [
    {
     "p": 0.06546308100223541,
     "m": 1.0
    },
    {
     "p": 0.06710407137870789,
     "m": 1.0
    },
    {
     "p": 0.07746601849794388,
     "m": 1.0
    },
    {
     "p": 0.07349084317684174,
     "m": 1.0
    },
    {
     "p": 0.07078586518764496,
     "m": 1.0
    },
    {
     "p": 0.08354902267456055,
     "m": 1.0
    },
    {
     "p": 0.07648063451051712,
     "m": 1.0
    },
    {
     "p": 0.06552808731794357,
     "m": 1.0
    },
    {
     "p": 0.07291989773511887,
     "m": 1.0
    },
    {
     "p": 0.06987342983484268,
     "m": 1.0
    },
    {
     "p": 0.06705444306135178,
     "m": 1.0
    },
    {
     "p": 0.0726509615778923,
     "m": 1.0
    },
    {
     "p": 0.07014115154743195,
     "m": 1.0
    },
    {
     "p": 0.0674925148487091,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 191,
   "train_loss": 3.380971670150757,
   "val_loss": 2.994645833969116,
   "acc": 35.86,
   "f1": [
    0.7005074620246887,
    0.3923443853855133,
    0.2681158781051636,
    0.20487797260284424,
    0.14736837148666382,
    0.26415085792541504,
    0.37158459424972534,
    0.3833332657814026,
    0.3195875287055969,
    0.47619035840034485,
    0.20125779509544373,
    0.2560974657535553,
    0.4347825050354004,
    0.25945934653282166,
    0.17266181111335754,
    0.2378377616405487,
    0.37288129329681396,
    0.4920634329319,
    0.35359105467796326,
    0.25116273760795593,
    0.6009388566017151,
    0.48333320021629333,
    0.3351954519748688,
    0.509316623210907,
    0.6602869629859924,
    0.28571420907974243,
    0.2598869204521179,
    0.19047613441944122,
    0.497175008058548,
    0.3135133981704712,
    0.4021162986755371,
    0.36649200320243835,
    0.4090908467769623,
    0.2798353135585785,
    0.2872926890850067,
    0.11464963108301163,
    0.28571417927742004,
    0.17283941805362701,
    0.19209031760692596,
    0.49756085872650146,
    0.37768232822418213,
    0.5643563270568848,
    0.2897526025772095,
    0.33457237482070923,
    0.16326524317264557,
    0.21857915818691254,
    0.2366863340139389,
    0.48888880014419556,
    0.4433496594429016,
    0.35955044627189636,
    0.18749991059303284,
    0.2758619785308838,
    0.5643563270568848,
    0.5911328792572021,
    0.4837207794189453,
    0.1656804084777832,
    0.49999988079071045,
    0.3502824008464813,
    0.3771928548812866,
    0.32812491059303284,
    0.6854459643363953,
    0.46540868282318115,
    0.5108694434165955,
    0.30303022265434265,
    0.09230764210224152,
    0.20833326876163483,
    0.17708326876163483,
    0.30208322405815125,
    0.7272725701332092,
    0.5378149747848511,
    0.46913567185401917,
    0.5670497417449951,
    0.13559316098690033,
    0.36619704961776733,
    0.14953264594078064,
    0.5217390656471252,
    0.6344084739685059,
    0.17435890436172485,
    0.23350247740745544,
    0.31645557284355164,
    0.16666659712791443,
    0.32352930307388306,
    0.6731706857681274,
    0.30409345030784607,
    0.22222214937210083,
    0.4182508587837219,
    0.35616424679756165,
    0.43601882457733154,
    0.16346149146556854,
    0.36206886172294617,
    0.29268285632133484,
    0.48167529702186584,
    0.15827332437038422,
    0.2066115140914917,
    0.5714284777641296,
    0.4372468888759613,
    0.289308100938797,
    0.3076922297477722,
    0.11695900559425354,
    0.35897424817085266
   ],
   "time": 161.30672838445753,
   "param": [
    {
     "p": 0.0715353786945343,
     "m": 1.0
    },
    {
     "p": 0.06857924163341522,
     "m": 1.0
    },
    {
     "p": 0.08191557973623276,
     "m": 1.0
    },
    {
     "p": 0.07268235832452774,
     "m": 1.0
    },
    {
     "p": 0.07261450588703156,
     "m": 1.0
    },
    {
     "p": 0.0725540965795517,
     "m": 1.0
    },
    {
     "p": 0.07509633153676987,
     "m": 1.0
    },
    {
     "p": 0.07702094316482544,
     "m": 1.0
    },
    {
     "p": 0.07253117114305496,
     "m": 1.0
    },
    {
     "p": 0.0663868710398674,
     "m": 1.0
    },
    {
     "p": 0.06136651337146759,
     "m": 1.0
    },
    {
     "p": 0.06624969840049744,
     "m": 1.0
    },
    {
     "p": 0.07025112956762314,
     "m": 1.0
    },
    {
     "p": 0.07121630012989044,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 192,
   "train_loss": 4.005899429321289,
   "val_loss": 2.8455216884613037,
   "acc": 36.15,
   "f1": [
    0.6324785351753235,
    0.3046356737613678,
    0.29268282651901245,
    0.1809523105621338,
    0.16304342448711395,
    0.2473117560148239,
    0.3523808717727661,
    0.3311257064342499,
    0.3703702688217163,
    0.43979042768478394,
    0.1694914698600769,
    0.24580998718738556,
    0.3522725999355316,
    0.26315781474113464,
    0.27428561449050903,
    0.24107137322425842,
    0.38578668236732483,
    0.5128204226493835,
    0.3723403513431549,
    0.2575106620788574,
    0.5645932555198669,
    0.4717947542667389,
    0.324607253074646,
    0.5044246912002563,
    0.6255142092704773,
    0.282828152179718,
    0.2906976044178009,
    0.19266046583652496,
    0.44670039415359497,
    0.3657141625881195,
    0.4678361415863037,
    0.3206750154495239,
    0.40935659408569336,
    0.2959182858467102,
    0.28571420907974243,
    0.18677033483982086,
    0.27530357241630554,
    0.23529402911663055,
    0.22929932177066803,
    0.5347592234611511,
    0.3706895411014557,
    0.6145250201225281,
    0.32978713512420654,
    0.35627520084381104,
    0.20535708963871002,
    0.206060528755188,
    0.2075471132993698,
    0.49999988079071045,
    0.45283007621765137,
    0.3627450466156006,
    0.18749992549419403,
    0.28402355313301086,
    0.6017698049545288,
    0.5514401793479919,
    0.5274723768234253,
    0.11607135832309723,
    0.5161289572715759,
    0.32258057594299316,
    0.4259258210659027,
    0.30939218401908875,
    0.6666665077209473,
    0.47513800859451294,
    0.44047608971595764,
    0.39999985694885254,
    0.09734506905078888,
    0.25352105498313904,
    0.1655171811580658,
    0.3703702688217163,
    0.6695650219917297,
    0.5519999265670776,
    0.4588233530521393,
    0.5531913638114929,
    0.1810344010591507,
    0.3362830877304077,
    0.15116271376609802,
    0.5948716402053833,
    0.6098653674125671,
    0.19672124087810516,
    0.239999920129776,
    0.30057793855667114,
    0.15151509642601013,
    0.24836592376232147,
    0.6334840059280396,
    0.3152172863483429,
    0.22352932393550873,
    0.4454975128173828,
    0.4221104085445404,
    0.40358731150627136,
    0.12030069530010223,
    0.38427940011024475,
    0.2956520915031433,
    0.5411763787269592,
    0.23863628506660461,
    0.24516120553016663,
    0.5544553399085999,
    0.42857131361961365,
    0.36046499013900757,
    0.28999990224838257,
    0.1257142275571823,
    0.4204544126987457
   ],
   "time": 158.54900081455708,
   "param": [
    {
     "p": 0.07109156996011734,
     "m": 1.0
    },
    {
     "p": 0.07347449660301208,
     "m": 1.0
    },
    {
     "p": 0.0760255828499794,
     "m": 1.0
    },
    {
     "p": 0.08382004499435425,
     "m": 1.0
    },
    {
     "p": 0.05431833118200302,
     "m": 1.0
    },
    {
     "p": 0.07044194638729095,
     "m": 1.0
    },
    {
     "p": 0.06847535818815231,
     "m": 1.0
    },
    {
     "p": 0.08482226729393005,
     "m": 1.0
    },
    {
     "p": 0.06502652168273926,
     "m": 1.0
    },
    {
     "p": 0.06937956809997559,
     "m": 1.0
    },
    {
     "p": 0.06881911307573318,
     "m": 1.0
    },
    {
     "p": 0.07548005878925323,
     "m": 1.0
    },
    {
     "p": 0.05039527639746666,
     "m": 1.0
    },
    {
     "p": 0.08842982351779938,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 193,
   "train_loss": 3.690368890762329,
   "val_loss": 2.81461238861084,
   "acc": 35.93,
   "f1": [
    0.6802029013633728,
    0.3760683238506317,
    0.27722764015197754,
    0.21839071810245514,
    0.19491519033908844,
    0.3118278682231903,
    0.3720929026603699,
    0.3583814203739166,
    0.3669723868370056,
    0.44585973024368286,
    0.14285707473754883,
    0.22966498136520386,
    0.39301300048828125,
    0.2531644403934479,
    0.27083322405815125,
    0.23140490055084229,
    0.39195966720581055,
    0.49350637197494507,
    0.3557691276073456,
    0.25270751118659973,
    0.6206895112991333,
    0.44599294662475586,
    0.3186812400817871,
    0.5485712885856628,
    0.6836733222007751,
    0.28749987483024597,
    0.27218925952911377,
    0.2034883350133896,
    0.43093910813331604,
    0.3208555281162262,
    0.37499988079071045,
    0.2589927613735199,
    0.3936169147491455,
    0.2906976044178009,
    0.2727271318435669,
    0.1103447824716568,
    0.3369564116001129,
    0.20430098474025726,
    0.20814472436904907,
    0.5142855644226074,
    0.37894728779792786,
    0.5904760956764221,
    0.32335323095321655,
    0.3999999165534973,
    0.20740734040737152,
    0.2048192024230957,
    0.19999991357326508,
    0.48039206862449646,
    0.5064376592636108,
    0.3842363655567169,
    0.206060528755188,
    0.3173430860042572,
    0.5769229531288147,
    0.5660375952720642,
    0.5247523188591003,
    0.13861380517482758,
    0.5252523422241211,
    0.3764704465866089,
    0.37681150436401367,
    0.2991451919078827,
    0.7307690382003784,
    0.43093910813331604,
    0.44444429874420166,
    0.39999985694885254,
    0.11403502523899078,
    0.19289332628250122,
    0.19230763614177704,
    0.3487178385257721,
    0.6874998211860657,
    0.6010361909866333,
    0.4358973503112793,
    0.607594907283783,
    0.15384609997272491,
    0.3118278682231903,
    0.1554403454065323,
    0.5511109828948975,
    0.6545453071594238,
    0.15294109284877777,
    0.19209031760692596,
    0.3775508999824524,
    0.13836471736431122,
    0.29245272278785706,
    0.680412232875824,
    0.28947359323501587,
    0.18181811273097992,
    0.33522719144821167,
    0.3884296715259552,
    0.4022345542907715,
    0.1951218843460083,
    0.34024888277053833,
    0.2508959472179413,
    0.49999988079071045,
    0.23589736223220825,
    0.15151509642601013,
    0.5487803816795349,
    0.4190475046634674,
    0.2550334632396698,
    0.30952370166778564,
    0.10778438299894333,
    0.38993698358535767
   ],
   "time": 161.176930103451,
   "param": [
    {
     "p": 0.08859431743621826,
     "m": 1.0
    },
    {
     "p": 0.07321444153785706,
     "m": 1.0
    },
    {
     "p": 0.07589030265808105,
     "m": 1.0
    },
    {
     "p": 0.07799971848726273,
     "m": 1.0
    },
    {
     "p": 0.06616416573524475,
     "m": 1.0
    },
    {
     "p": 0.07630616426467896,
     "m": 1.0
    },
    {
     "p": 0.07014594227075577,
     "m": 1.0
    },
    {
     "p": 0.0824919119477272,
     "m": 1.0
    },
    {
     "p": 0.06150677427649498,
     "m": 1.0
    },
    {
     "p": 0.06627948582172394,
     "m": 1.0
    },
    {
     "p": 0.06606058776378632,
     "m": 1.0
    },
    {
     "p": 0.06364962458610535,
     "m": 1.0
    },
    {
     "p": 0.05393640324473381,
     "m": 1.0
    },
    {
     "p": 0.07776012271642685,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 194,
   "train_loss": 3.308086633682251,
   "val_loss": 2.8738160133361816,
   "acc": 35.23,
   "f1": [
    0.645502507686615,
    0.33333325386047363,
    0.2621358335018158,
    0.1654134839773178,
    0.1799999475479126,
    0.26315778493881226,
    0.33548372983932495,
    0.36190465092658997,
    0.31756746768951416,
    0.4320986270904541,
    0.20105813443660736,
    0.21256029605865479,
    0.39548009634017944,
    0.22093015909194946,
    0.17218534648418427,
    0.24087584018707275,
    0.3976607024669647,
    0.511415421962738,
    0.3619908392429352,
    0.26041656732559204,
    0.5714284181594849,
    0.45454534888267517,
    0.3069306015968323,
    0.5575755834579468,
    0.6632652282714844,
    0.23076915740966797,
    0.2705313265323639,
    0.21596238017082214,
    0.5154638290405273,
    0.3440859317779541,
    0.39520949125289917,
    0.2923975884914398,
    0.3846152722835541,
    0.3039999008178711,
    0.3111110329627991,
    0.16915416717529297,
    0.2790696918964386,
    0.15730330348014832,
    0.1775147169828415,
    0.49756085872650146,
    0.3831774890422821,
    0.5740739107131958,
    0.28571417927742004,
    0.3231440484523773,
    0.19491519033908844,
    0.22891558706760406,
    0.19999992847442627,
    0.44705870747566223,
    0.4259258210659027,
    0.425531804561615,
    0.19801974296569824,
    0.3319837152957916,
    0.5739129781723022,
    0.5888887047767639,
    0.45833322405815125,
    0.15384608507156372,
    0.45484939217567444,
    0.3592813014984131,
    0.3278687596321106,
    0.24836592376232147,
    0.7628865242004395,
    0.4266665279865265,
    0.4365480840206146,
    0.3524589240550995,
    0.15533976256847382,
    0.21978014707565308,
    0.14285707473754883,
    0.37499991059303284,
    0.7340423464775085,
    0.5833332538604736,
    0.4081631302833557,
    0.6041665077209473,
    0.14606735110282898,
    0.35102033615112305,
    0.16964279115200043,
    0.5179281830787659,
    0.666666567325592,
    0.1438848376274109,
    0.2629106938838959,
    0.29665064811706543,
    0.12435225397348404,
    0.31050220131874084,
    0.6699027419090271,
    0.3414633274078369,
    0.2577318847179413,
    0.4152541756629944,
    0.3999999165534973,
    0.34482747316360474,
    0.15384607017040253,
    0.3615383505821228,
    0.3022221326828003,
    0.5638296604156494,
    0.24999991059303284,
    0.17931029200553894,
    0.522222101688385,
    0.4125559628009796,
    0.30065348744392395,
    0.2612243890762329,
    0.12765952944755554,
    0.3950616121292114
   ],
   "time": 160.91376198269427,
   "param": [
    {
     "p": 0.07472951710224152,
     "m": 1.0
    },
    {
     "p": 0.07130444049835205,
     "m": 1.0
    },
    {
     "p": 0.07513417303562164,
     "m": 1.0
    },
    {
     "p": 0.07571520656347275,
     "m": 1.0
    },
    {
     "p": 0.05927122384309769,
     "m": 1.0
    },
    {
     "p": 0.07020438462495804,
     "m": 1.0
    },
    {
     "p": 0.07533017545938492,
     "m": 1.0
    },
    {
     "p": 0.07221793383359909,
     "m": 1.0
    },
    {
     "p": 0.06688826531171799,
     "m": 1.0
    },
    {
     "p": 0.07244162261486053,
     "m": 1.0
    },
    {
     "p": 0.06907777488231659,
     "m": 1.0
    },
    {
     "p": 0.06598509848117828,
     "m": 1.0
    },
    {
     "p": 0.07052543759346008,
     "m": 1.0
    },
    {
     "p": 0.08117470145225525,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 195,
   "train_loss": 3.779320240020752,
   "val_loss": 2.8380019664764404,
   "acc": 35.39,
   "f1": [
    0.5978259444236755,
    0.329670250415802,
    0.2524271011352539,
    0.2290075719356537,
    0.15384609997272491,
    0.3553718030452728,
    0.42528724670410156,
    0.30996301770210266,
    0.3563217520713806,
    0.4705881178379059,
    0.13422814011573792,
    0.193548321723938,
    0.299999862909317,
    0.2577318847179413,
    0.24528293311595917,
    0.26666659116744995,
    0.37288129329681396,
    0.46391740441322327,
    0.3351350426673889,
    0.2323942929506302,
    0.5856351852416992,
    0.45551592111587524,
    0.3318384885787964,
    0.5971562266349792,
    0.7058822512626648,
    0.24161066114902496,
    0.26519328355789185,
    0.1604277491569519,
    0.4640882611274719,
    0.34523800015449524,
    0.3636362552642822,
    0.3300969898700714,
    0.3720929026603699,
    0.3348836302757263,
    0.3084111213684082,
    0.10377352684736252,
    0.27551010251045227,
    0.20454540848731995,
    0.154929518699646,
    0.5153372287750244,
    0.362499862909317,
    0.6198828816413879,
    0.3091786503791809,
    0.33802807331085205,
    0.19607838988304138,
    0.18079088628292084,
    0.1951218843460083,
    0.49999988079071045,
    0.4615383744239807,
    0.36820071935653687,
    0.1818181276321411,
    0.3196720480918884,
    0.583690881729126,
    0.5837836861610413,
    0.5572138428688049,
    0.15384607017040253,
    0.5294116735458374,
    0.32978713512420654,
    0.36956506967544556,
    0.3376622498035431,
    0.7486031651496887,
    0.4469272196292877,
    0.4343433380126953,
    0.36792439222335815,
    0.09890103340148926,
    0.16753920912742615,
    0.1818181276321411,
    0.34177201986312866,
    0.7264572381973267,
    0.5504586100578308,
    0.43902426958084106,
    0.5524860620498657,
    0.14705875515937805,
    0.30487796664237976,
    0.1414140909910202,
    0.562211811542511,
    0.5131577849388123,
    0.17560969293117523,
    0.26046502590179443,
    0.3066665530204773,
    0.1528661698102951,
    0.3171805441379547,
    0.6871793866157532,
    0.32388654351234436,
    0.19540224969387054,
    0.41666656732559204,
    0.4043714702129364,
    0.46231144666671753,
    0.17880791425704956,
    0.3494423031806946,
    0.32941165566444397,
    0.4919784665107727,
    0.18784524500370026,
    0.2116401493549347,
    0.5436891913414001,
    0.4155843257904053,
    0.28742504119873047,
    0.2745097577571869,
    0.1395348161458969,
    0.43786972761154175
   ],
   "time": 160.76820384897292,
   "param": [
    {
     "p": 0.05948462337255478,
     "m": 1.0
    },
    {
     "p": 0.08006273955106735,
     "m": 1.0
    },
    {
     "p": 0.06737370043992996,
     "m": 1.0
    },
    {
     "p": 0.07420278340578079,
     "m": 1.0
    },
    {
     "p": 0.0653563067317009,
     "m": 1.0
    },
    {
     "p": 0.07158058881759644,
     "m": 1.0
    },
    {
     "p": 0.07568559795618057,
     "m": 1.0
    },
    {
     "p": 0.06924942135810852,
     "m": 1.0
    },
    {
     "p": 0.07368165254592896,
     "m": 1.0
    },
    {
     "p": 0.07228757441043854,
     "m": 1.0
    },
    {
     "p": 0.07338568568229675,
     "m": 1.0
    },
    {
     "p": 0.07024237513542175,
     "m": 1.0
    },
    {
     "p": 0.07132510095834732,
     "m": 1.0
    },
    {
     "p": 0.07608179748058319,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 196,
   "train_loss": 3.7426421642303467,
   "val_loss": 2.874285936355591,
   "acc": 36.37,
   "f1": [
    0.6633164882659912,
    0.34343424439430237,
    0.2870369255542755,
    0.22797919809818268,
    0.15322573482990265,
    0.27343741059303284,
    0.3885713219642639,
    0.3775508999824524,
    0.33928561210632324,
    0.4319247901439667,
    0.1333332657814026,
    0.23030294477939606,
    0.3926939368247986,
    0.22784802317619324,
    0.22818784415721893,
    0.26600977778434753,
    0.3692306876182556,
    0.49792519211769104,
    0.3428570628166199,
    0.2660943269729614,
    0.5789472460746765,
    0.4719099998474121,
    0.27118635177612305,
    0.5773194432258606,
    0.5725489854812622,
    0.24911023676395416,
    0.2470587193965912,
    0.177215114235878,
    0.4607328474521637,
    0.31325289607048035,
    0.34013596177101135,
    0.3443707227706909,
    0.3786981403827667,
    0.30769217014312744,
    0.2473117560148239,
    0.16589856147766113,
    0.30578503012657166,
    0.21989519894123077,
    0.23740999400615692,
    0.5052630305290222,
    0.3999999463558197,
    0.5999998450279236,
    0.2812499403953552,
    0.37696322798728943,
    0.16304342448711395,
    0.228571355342865,
    0.20454540848731995,
    0.4777776598930359,
    0.43720918893814087,
    0.4142010807991028,
    0.20118334889411926,
    0.28571420907974243,
    0.5735292434692383,
    0.5858584046363831,
    0.5377357006072998,
    0.1226993277668953,
    0.5302324295043945,
    0.3316061198711395,
    0.3957218527793884,
    0.28758159279823303,
    0.710526168346405,
    0.46540868282318115,
    0.4666665494441986,
    0.3999999463558197,
    0.1499999463558197,
    0.2251655012369156,
    0.17391300201416016,
    0.3170730471611023,
    0.663967490196228,
    0.6168223023414612,
    0.45360812544822693,
    0.6543776988983154,
    0.1499999463558197,
    0.3454544246196747,
    0.14864858984947205,
    0.5911328792572021,
    0.6969695687294006,
    0.21399171650409698,
    0.18045106530189514,
    0.3473052978515625,
    0.1648350954055786,
    0.2718445658683777,
    0.6907215118408203,
    0.36464083194732666,
    0.2574256360530853,
    0.46632111072540283,
    0.41758227348327637,
    0.47619035840034485,
    0.16216209530830383,
    0.3679999113082886,
    0.2797201871871948,
    0.5347592234611511,
    0.22222216427326202,
    0.23175960779190063,
    0.5624998807907104,
    0.3900708854198456,
    0.32291656732559204,
    0.3285022974014282,
    0.1682242453098297,
    0.4361701011657715
   ],
   "time": 157.0098124248907,
   "param": [
    {
     "p": 0.07298212498426437,
     "m": 1.0
    },
    {
     "p": 0.07252629101276398,
     "m": 1.0
    },
    {
     "p": 0.0737324133515358,
     "m": 1.0
    },
    {
     "p": 0.07133350521326065,
     "m": 1.0
    },
    {
     "p": 0.06399153918027878,
     "m": 1.0
    },
    {
     "p": 0.07898401468992233,
     "m": 1.0
    },
    {
     "p": 0.0692407563328743,
     "m": 1.0
    },
    {
     "p": 0.07289473712444305,
     "m": 1.0
    },
    {
     "p": 0.07202965021133423,
     "m": 1.0
    },
    {
     "p": 0.06655178964138031,
     "m": 1.0
    },
    {
     "p": 0.06928973644971848,
     "m": 1.0
    },
    {
     "p": 0.06859739124774933,
     "m": 1.0
    },
    {
     "p": 0.06723064184188843,
     "m": 1.0
    },
    {
     "p": 0.08061548322439194,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 197,
   "train_loss": 3.645538806915283,
   "val_loss": 2.785714626312256,
   "acc": 34.54,
   "f1": [
    0.6249998807907104,
    0.36363622546195984,
    0.2727271616458893,
    0.19689112901687622,
    0.16888882219791412,
    0.2547169029712677,
    0.3428570628166199,
    0.3484319746494293,
    0.30819666385650635,
    0.42580634355545044,
    0.18404902517795563,
    0.24277448654174805,
    0.37647050619125366,
    0.21004560589790344,
    0.21965309977531433,
    0.18823520839214325,
    0.35502949357032776,
    0.5573769211769104,
    0.28571417927742004,
    0.24358965456485748,
    0.5567008852958679,
    0.48437491059303284,
    0.3141360282897949,
    0.520408034324646,
    0.6476188898086548,
    0.2588234543800354,
    0.21917803585529327,
    0.165217325091362,
    0.4329003393650055,
    0.29197070002555847,
    0.38766512274742126,
    0.3135133981704712,
    0.37696322798728943,
    0.30588221549987793,
    0.29437223076820374,
    0.08510632067918777,
    0.3272726535797119,
    0.15384607017040253,
    0.2021275758743286,
    0.522612988948822,
    0.37288129329681396,
    0.572916567325592,
    0.3469386696815491,
    0.3272726535797119,
    0.13043473660945892,
    0.1971830278635025,
    0.210526242852211,
    0.44651150703430176,
    0.4343433380126953,
    0.3939392864704132,
    0.1951218843460083,
    0.3626372814178467,
    0.5460525155067444,
    0.5654449462890625,
    0.5492226481437683,
    0.15853650867938995,
    0.4782607853412628,
    0.29850736260414124,
    0.32911381125450134,
    0.3043477237224579,
    0.7037035822868347,
    0.4713374376296997,
    0.4105958938598633,
    0.3999998867511749,
    0.0869564563035965,
    0.15827332437038422,
    0.18461531400680542,
    0.2553190588951111,
    0.716577410697937,
    0.6101693511009216,
    0.4975123405456543,
    0.5992216467857361,
    0.1242937222123146,
    0.2872926890850067,
    0.10227267444133759,
    0.5511810183525085,
    0.6285713315010071,
    0.10937494784593582,
    0.217391237616539,
    0.30487796664237976,
    0.13821132481098175,
    0.2605363130569458,
    0.6802029013633728,
    0.3436122238636017,
    0.19428564608097076,
    0.4159998893737793,
    0.36820071935653687,
    0.36842095851898193,
    0.1932772397994995,
    0.3171520233154297,
    0.27936503291130066,
    0.48314592242240906,
    0.1798941045999527,
    0.22119809687137604,
    0.5443785786628723,
    0.4055943191051483,
    0.28220847249031067,
    0.25668442249298096,
    0.14213192462921143,
    0.33548372983932495
   ],
   "time": 156.73667946457863,
   "param": [
    {
     "p": 0.058267999440431595,
     "m": 1.0
    },
    {
     "p": 0.09084081649780273,
     "m": 1.0
    },
    {
     "p": 0.08178017288446426,
     "m": 1.0
    },
    {
     "p": 0.06603284925222397,
     "m": 1.0
    },
    {
     "p": 0.05873195827007294,
     "m": 1.0
    },
    {
     "p": 0.07265393435955048,
     "m": 1.0
    },
    {
     "p": 0.06963346898555756,
     "m": 1.0
    },
    {
     "p": 0.07686382532119751,
     "m": 1.0
    },
    {
     "p": 0.07733147591352463,
     "m": 1.0
    },
    {
     "p": 0.07151418179273605,
     "m": 1.0
    },
    {
     "p": 0.07024576514959335,
     "m": 1.0
    },
    {
     "p": 0.07191916555166245,
     "m": 1.0
    },
    {
     "p": 0.06359333544969559,
     "m": 1.0
    },
    {
     "p": 0.07059108465909958,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 198,
   "train_loss": 3.7201199531555176,
   "val_loss": 2.873351812362671,
   "acc": 36.49,
   "f1": [
    0.657142698764801,
    0.37130793929100037,
    0.281406968832016,
    0.17391295731067657,
    0.15139436721801758,
    0.2599999010562897,
    0.3398057222366333,
    0.3657141625881195,
    0.3131312429904938,
    0.4257424473762512,
    0.1410255879163742,
    0.2371133416891098,
    0.3524228036403656,
    0.23076915740966797,
    0.2545453608036041,
    0.24418595433235168,
    0.40490788221359253,
    0.5291478633880615,
    0.3318384885787964,
    0.25675666332244873,
    0.5648146867752075,
    0.510416567325592,
    0.32748526334762573,
    0.5393257141113281,
    0.6388887763023376,
    0.2470587193965912,
    0.27096763253211975,
    0.1799999475479126,
    0.4339621663093567,
    0.3411763310432434,
    0.3936169147491455,
    0.3838382363319397,
    0.36871495842933655,
    0.29074883460998535,
    0.30232545733451843,
    0.13385821878910065,
    0.34234222769737244,
    0.18497103452682495,
    0.24299058318138123,
    0.4999998211860657,
    0.44067782163619995,
    0.6077346205711365,
    0.32579174637794495,
    0.3617020547389984,
    0.20809243619441986,
    0.22352932393550873,
    0.20920497179031372,
    0.46153831481933594,
    0.439655065536499,
    0.3936169147491455,
    0.2062779664993286,
    0.3316582143306732,
    0.5785122513771057,
    0.5894736051559448,
    0.5412842631340027,
    0.14965979754924774,
    0.5502644181251526,
    0.3626372814178467,
    0.34523800015449524,
    0.3529410660266876,
    0.7148935198783875,
    0.5193368792533875,
    0.45631060004234314,
    0.35193121433258057,
    0.17073164880275726,
    0.2322096824645996,
    0.20408155024051666,
    0.3575417995452881,
    0.6949151158332825,
    0.5841582417488098,
    0.45106372237205505,
    0.5898616909980774,
    0.11618251353502274,
    0.3580785095691681,
    0.17610056698322296,
    0.5531913638114929,
    0.5829595327377319,
    0.1626015603542328,
    0.23414628207683563,
    0.3394494354724884,
    0.1365852952003479,
    0.3101603388786316,
    0.6888887882232666,
    0.3414633274078369,
    0.2404370754957199,
    0.4731181561946869,
    0.45128190517425537,
    0.4469272196292877,
    0.1866666078567505,
    0.3436122238636017,
    0.2758619785308838,
    0.5191488265991211,
    0.1846153289079666,
    0.24509796500205994,
    0.5158728957176208,
    0.4615383446216583,
    0.33179715275764465,
    0.348314493894577,
    0.1290322095155716,
    0.40217384696006775
   ],
   "time": 157.80421083699912,
   "param": [
    {
     "p": 0.06908293068408966,
     "m": 1.0
    },
    {
     "p": 0.07858613133430481,
     "m": 1.0
    },
    {
     "p": 0.07586973160505295,
     "m": 1.0
    },
    {
     "p": 0.07594475895166397,
     "m": 1.0
    },
    {
     "p": 0.07640811055898666,
     "m": 1.0
    },
    {
     "p": 0.07811503112316132,
     "m": 1.0
    },
    {
     "p": 0.06659694015979767,
     "m": 1.0
    },
    {
     "p": 0.06873117387294769,
     "m": 1.0
    },
    {
     "p": 0.0700606182217598,
     "m": 1.0
    },
    {
     "p": 0.07066207379102707,
     "m": 1.0
    },
    {
     "p": 0.06553816050291061,
     "m": 1.0
    },
    {
     "p": 0.06428887695074081,
     "m": 1.0
    },
    {
     "p": 0.052334487438201904,
     "m": 1.0
    },
    {
     "p": 0.08778093755245209,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 199,
   "train_loss": 3.788093090057373,
   "val_loss": 2.889810562133789,
   "acc": 35.66,
   "f1": [
    0.6033056974411011,
    0.36893191933631897,
    0.26666659116744995,
    0.13714279234409332,
    0.16049376130104065,
    0.29213473200798035,
    0.32558128237724304,
    0.3286384046077728,
    0.35748788714408875,
    0.4418603479862213,
    0.1528661698102951,
    0.27777767181396484,
    0.3165466785430908,
    0.22377613186836243,
    0.13235288858413696,
    0.24083760380744934,
    0.3934425115585327,
    0.4428570568561554,
    0.3975902497768402,
    0.1818181276321411,
    0.5674417018890381,
    0.44852933287620544,
    0.3184078335762024,
    0.5744680166244507,
    0.6111109852790833,
    0.22360241413116455,
    0.30674833059310913,
    0.2508249878883362,
    0.48453593254089355,
    0.29341310262680054,
    0.3759397566318512,
    0.29280391335487366,
    0.32624104619026184,
    0.25165554881095886,
    0.26190465688705444,
    0.1824323832988739,
    0.2995593845844269,
    0.23437495529651642,
    0.2867923676967621,
    0.49710968136787415,
    0.35897424817085266,
    0.561576247215271,
    0.35443025827407837,
    0.33976826071739197,
    0.18072283267974854,
    0.16999994218349457,
    0.2021275758743286,
    0.48275846242904663,
    0.48587560653686523,
    0.3794870972633362,
    0.18999992311000824,
    0.2643677294254303,
    0.587755024433136,
    0.5862067937850952,
    0.504761815071106,
    0.13749992847442627,
    0.5314008593559265,
    0.3414633274078369,
    0.3710406422615051,
    0.2790696620941162,
    0.6720646619796753,
    0.45454534888267517,
    0.47190994024276733,
    0.39999985694885254,
    0.15909084677696228,
    0.1857142299413681,
    0.19277101755142212,
    0.3431951701641083,
    0.7058822512626648,
    0.573839545249939,
    0.42162150144577026,
    0.5699998736381531,
    0.09230763465166092,
    0.34862375259399414,
    0.13095231354236603,
    0.5414846539497375,
    0.6363635063171387,
    0.09022551029920578,
    0.19444438815116882,
    0.3190660774707794,
    0.19730934500694275,
    0.280898779630661,
    0.6220094561576843,
    0.2771083414554596,
    0.21192045509815216,
    0.4835163354873657,
    0.4311925768852234,
    0.45751625299453735,
    0.18934904038906097,
    0.3493449091911316,
    0.24598921835422516,
    0.5576921701431274,
    0.2583332359790802,
    0.14379078149795532,
    0.5414846539497375,
    0.42051267623901367,
    0.3599999248981476,
    0.3084576427936554,
    0.09032251685857773,
    0.45348823070526123
   ],
   "time": 161.26049974374473,
   "param": [
    {
     "p": 0.06747069209814072,
     "m": 1.0
    },
    {
     "p": 0.06692110747098923,
     "m": 1.0
    },
    {
     "p": 0.08244922012090683,
     "m": 1.0
    },
    {
     "p": 0.07267861813306808,
     "m": 1.0
    },
    {
     "p": 0.06466283649206161,
     "m": 1.0
    },
    {
     "p": 0.07210022956132889,
     "m": 1.0
    },
    {
     "p": 0.06993873417377472,
     "m": 1.0
    },
    {
     "p": 0.07945027202367783,
     "m": 1.0
    },
    {
     "p": 0.07436396181583405,
     "m": 1.0
    },
    {
     "p": 0.07216951996088028,
     "m": 1.0
    },
    {
     "p": 0.058246321976184845,
     "m": 1.0
    },
    {
     "p": 0.06673089414834976,
     "m": 1.0
    },
    {
     "p": 0.06772607564926147,
     "m": 1.0
    },
    {
     "p": 0.0850915014743805,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 200,
   "train_loss": 3.5436594486236572,
   "val_loss": 2.6822211742401123,
   "acc": 36.22,
   "f1": [
    0.6288208365440369,
    0.318471223115921,
    0.30232545733451843,
    0.24598921835422516,
    0.216666579246521,
    0.2659573554992676,
    0.38144323229789734,
    0.38144323229789734,
    0.3555554449558258,
    0.48587560653686523,
    0.19178074598312378,
    0.24742262065410614,
    0.4018690288066864,
    0.26573416590690613,
    0.21951214969158173,
    0.22382664680480957,
    0.3809523284435272,
    0.44571414589881897,
    0.3723403513431549,
    0.24299058318138123,
    0.5333332419395447,
    0.504761815071106,
    0.3496502637863159,
    0.5964910984039307,
    0.6341462135314941,
    0.26804113388061523,
    0.3013697564601898,
    0.1990049034357071,
    0.4545453190803528,
    0.327868789434433,
    0.42639580368995667,
    0.35748788714408875,
    0.3669723868370056,
    0.33333325386047363,
    0.2999999225139618,
    0.15730330348014832,
    0.2736841142177582,
    0.21395343542099,
    0.2599999010562897,
    0.47393354773521423,
    0.34042543172836304,
    0.5989846587181091,
    0.3152708411216736,
    0.33333322405815125,
    0.22222214937210083,
    0.22058817744255066,
    0.22222216427326202,
    0.4854367673397064,
    0.4474884569644928,
    0.41711217164993286,
    0.16528919339179993,
    0.30100327730178833,
    0.559321939945221,
    0.5898616909980774,
    0.5056177973747253,
    0.18518513441085815,
    0.49999988079071045,
    0.33720916509628296,
    0.3387095630168915,
    0.3091786503791809,
    0.7094016075134277,
    0.4851484000682831,
    0.4615383446216583,
    0.37777766585350037,
    0.13592226803302765,
    0.228260800242424,
    0.1749999076128006,
    0.37696322798728943,
    0.7096772789955139,
    0.5614033341407776,
    0.4598929286003113,
    0.5789472460746765,
    0.16842098534107208,
    0.35714274644851685,
    0.13636356592178345,
    0.5739129781723022,
    0.6382977366447449,
    0.18934904038906097,
    0.23958325386047363,
    0.30270257592201233,
    0.1642511636018753,
    0.28019312024116516,
    0.712643563747406,
    0.3060108423233032,
    0.1866666078567505,
    0.44651150703430176,
    0.4192138612270355,
    0.449799120426178,
    0.16858232021331787,
    0.3679999113082886,
    0.28469744324684143,
    0.5146197080612183,
    0.23655906319618225,
    0.23030294477939606,
    0.5470851063728333,
    0.4537035822868347,
    0.31249991059303284,
    0.3617020547389984,
    0.07142851501703262,
    0.43373486399650574
   ],
   "time": 156.2915150616318,
   "param": [
    {
     "p": 0.06651570647954941,
     "m": 1.0
    },
    {
     "p": 0.07345014065504074,
     "m": 1.0
    },
    {
     "p": 0.08033298701047897,
     "m": 1.0
    },
    {
     "p": 0.07568251341581345,
     "m": 1.0
    },
    {
     "p": 0.06842346489429474,
     "m": 1.0
    },
    {
     "p": 0.07442712783813477,
     "m": 1.0
    },
    {
     "p": 0.0583198107779026,
     "m": 1.0
    },
    {
     "p": 0.07945073395967484,
     "m": 1.0
    },
    {
     "p": 0.06767826527357101,
     "m": 1.0
    },
    {
     "p": 0.07772888243198395,
     "m": 1.0
    },
    {
     "p": 0.07078301906585693,
     "m": 1.0
    },
    {
     "p": 0.07304973155260086,
     "m": 1.0
    },
    {
     "p": 0.0586097426712513,
     "m": 1.0
    },
    {
     "p": 0.07554786652326584,
     "m": 1.0
    }
   ]
  }
 ]
}