smart_augmentation/higher/res/HPsearch/log/Aug_mod(Data_augV5(Mix1.0-14TFx5-MagFxSh)-ResNet)-200 epochs (dataug:0)- 1 in_it-1.json

{
 "Accuracy": 35.88,
 "Time": [
  162.04124552206136,
  5.991872476655502,
  32664.515963546
 ],
 "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": 9.312950134277344,
   "val_loss": 4.570573329925537,
   "acc": 2.03,
   "f1": [
    0.0,
    0.07005250453948975,
    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,
    0.08067936450242996,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.03411095589399338,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.028614450246095657,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.2269502729177475,
    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,
    0.024464787915349007,
    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
   ],
   "time": 80.34323547407985,
   "param": [
    {
     "p": 0.060448989272117615,
     "m": 1.0
    },
    {
     "p": 0.07697321474552155,
     "m": 1.0
    },
    {
     "p": 0.06902509927749634,
     "m": 1.0
    },
    {
     "p": 0.08261317014694214,
     "m": 1.0
    },
    {
     "p": 0.08451508730649948,
     "m": 1.0
    },
    {
     "p": 0.08814723044633865,
     "m": 1.0
    },
    {
     "p": 0.06631877273321152,
     "m": 1.0
    },
    {
     "p": 0.06855564564466476,
     "m": 1.0
    },
    {
     "p": 0.06358128041028976,
     "m": 1.0
    },
    {
     "p": 0.07663599401712418,
     "m": 1.0
    },
    {
     "p": 0.05010150000452995,
     "m": 1.0
    },
    {
     "p": 0.06545564532279968,
     "m": 1.0
    },
    {
     "p": 0.0734797790646553,
     "m": 1.0
    },
    {
     "p": 0.07414856553077698,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 2,
   "train_loss": 8.593917846679688,
   "val_loss": 4.1334404945373535,
   "acc": 6.74,
   "f1": [
    0.06382972002029419,
    0.12422356009483337,
    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,
    0.15432095527648926,
    0.019230758771300316,
    0.05681813880801201,
    0.0645160898566246,
    0.0,
    0.0,
    0.0,
    0.0,
    0.01941746659576893,
    0.04255315661430359,
    0.23899364471435547,
    0.03231015428900719,
    0.0,
    0.0,
    0.0,
    0.07894731312990189,
    0.11475405097007751,
    0.0,
    0.0,
    0.0,
    0.0,
    0.40540534257888794,
    0.0,
    0.07843134552240372,
    0.0,
    0.0,
    0.0,
    0.1445377767086029,
    0.06122443079948425,
    0.05357140302658081,
    0.0,
    0.06779658794403076,
    0.30065348744392395,
    0.239202618598938,
    0.0,
    0.0,
    0.09160298854112625,
    0.1129031702876091,
    0.0,
    0.10298099368810654,
    0.2529643774032593,
    0.0,
    0.16713877022266388,
    0.0,
    0.0,
    0.0,
    0.0,
    0.018691571429371834,
    0.019230758771300316,
    0.0,
    0.10344822704792023,
    0.08823523670434952,
    0.0,
    0.06097555160522461,
    0.048598118126392365,
    0.0,
    0.1235954612493515,
    0.0,
    0.0,
    0.0,
    0.0,
    0.04913293570280075,
    0.0,
    0.061673954129219055,
    0.0,
    0.0,
    0.18292675912380219,
    0.0,
    0.0,
    0.13664589822292328,
    0.0,
    0.0,
    0.0,
    0.0,
    0.01960783451795578,
    0.16379304230213165,
    0.0,
    0.07008081674575806,
    0.0,
    0.0
   ],
   "time": 158.13860410358757,
   "param": [
    {
     "p": 0.07491850852966309,
     "m": 1.0
    },
    {
     "p": 0.04240722581744194,
     "m": 1.0
    },
    {
     "p": 0.04338971525430679,
     "m": 1.0
    },
    {
     "p": 0.07853129506111145,
     "m": 1.0
    },
    {
     "p": 0.09176437556743622,
     "m": 1.0
    },
    {
     "p": 0.09538045525550842,
     "m": 1.0
    },
    {
     "p": 0.09404291957616806,
     "m": 1.0
    },
    {
     "p": 0.08115602284669876,
     "m": 1.0
    },
    {
     "p": 0.0487944632768631,
     "m": 1.0
    },
    {
     "p": 0.07320604473352432,
     "m": 1.0
    },
    {
     "p": 0.05056986212730408,
     "m": 1.0
    },
    {
     "p": 0.07789970189332962,
     "m": 1.0
    },
    {
     "p": 0.12515784800052643,
     "m": 1.0
    },
    {
     "p": 0.022781582549214363,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 3,
   "train_loss": 8.2949857711792,
   "val_loss": 4.032294273376465,
   "acc": 9.11,
   "f1": [
    0.1663019210100174,
    0.1278538554906845,
    0.0,
    0.07624629139900208,
    0.023391760885715485,
    0.11087416112422943,
    0.0,
    0.0,
    0.07476629316806793,
    0.017093989998102188,
    0.0,
    0.01538457814604044,
    0.16546757519245148,
    0.014814772643148899,
    0.012345629744231701,
    0.052631527185440063,
    0.0,
    0.0,
    0.0,
    0.03389826416969299,
    0.017543835565447807,
    0.018348604440689087,
    0.0,
    0.0,
    0.038834936916828156,
    0.03669722378253937,
    0.0,
    0.04914001002907753,
    0.038834936916828156,
    0.0,
    0.21897803246974945,
    0.0,
    0.07179480791091919,
    0.031745996326208115,
    0.0669856071472168,
    0.06111106649041176,
    0.019230758771300316,
    0.0,
    0.0,
    0.09523804485797882,
    0.019047604873776436,
    0.0,
    0.0,
    0.10928954929113388,
    0.0,
    0.0,
    0.04145072400569916,
    0.1506849080324173,
    0.09128624200820923,
    0.19753079116344452,
    0.0,
    0.03973504900932312,
    0.3013697564601898,
    0.28776973485946655,
    0.019230758771300316,
    0.0,
    0.1257142275571823,
    0.03636360913515091,
    0.0,
    0.0,
    0.3454544246196747,
    0.14201176166534424,
    0.3248729705810547,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.238805890083313,
    0.18772555887699127,
    0.15331804752349854,
    0.10810806602239609,
    0.0,
    0.0,
    0.0,
    0.10852707922458649,
    0.2589927613735199,
    0.0,
    0.048611097037792206,
    0.0,
    0.0,
    0.034334711730480194,
    0.2571428120136261,
    0.028168966993689537,
    0.0,
    0.1818181276321411,
    0.13333328068256378,
    0.0,
    0.0,
    0.15137611329555511,
    0.0,
    0.0,
    0.0,
    0.16666659712791443,
    0.06229858100414276,
    0.1758241057395935,
    0.07317067682743073,
    0.09189186990261078,
    0.0,
    0.0
   ],
   "time": 160.07253783848137,
   "param": [
    {
     "p": 0.07295825332403183,
     "m": 1.0
    },
    {
     "p": 0.13279898464679718,
     "m": 1.0
    },
    {
     "p": 0.08689536899328232,
     "m": 1.0
    },
    {
     "p": 0.05594578757882118,
     "m": 1.0
    },
    {
     "p": 0.10928435623645782,
     "m": 1.0
    },
    {
     "p": 0.0007323689060285687,
     "m": 1.0
    },
    {
     "p": 0.013497201725840569,
     "m": 1.0
    },
    {
     "p": 0.0334768109023571,
     "m": 1.0
    },
    {
     "p": 0.09230838716030121,
     "m": 1.0
    },
    {
     "p": 0.09486918151378632,
     "m": 1.0
    },
    {
     "p": 0.05585326626896858,
     "m": 1.0
    },
    {
     "p": 0.0786595344543457,
     "m": 1.0
    },
    {
     "p": 0.17198815941810608,
     "m": 1.0
    },
    {
     "p": 0.0007323689060285687,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 4,
   "train_loss": 7.954372406005859,
   "val_loss": 3.6117727756500244,
   "acc": 14.15,
   "f1": [
    0.2707691490650177,
    0.019230758771300316,
    0.018348604440689087,
    0.08883246034383774,
    0.029850704595446587,
    0.0,
    0.11976040154695511,
    0.01960783451795578,
    0.04210520535707474,
    0.0707964226603508,
    0.0,
    0.057636842131614685,
    0.20121948421001434,
    0.11764701455831528,
    0.07194238901138306,
    0.01941746659576893,
    0.0,
    0.2192690670490265,
    0.22222216427326202,
    0.029126161709427834,
    0.2115384042263031,
    0.15686269104480743,
    0.05957441404461861,
    0.33333322405815125,
    0.3016759157180786,
    0.0,
    0.0,
    0.0,
    0.12307687103748322,
    0.012195072136819363,
    0.23364479839801788,
    0.0,
    0.019230758771300316,
    0.14574894309043884,
    0.115755595266819,
    0.13978488743305206,
    0.1415928602218628,
    0.0,
    0.0,
    0.05555552989244461,
    0.07580170780420303,
    0.45360812544822693,
    0.017093989998102188,
    0.15803810954093933,
    0.0,
    0.0,
    0.13749997317790985,
    0.23364479839801788,
    0.13333328068256378,
    0.16867463290691376,
    0.0,
    0.10980386286973953,
    0.4670657217502594,
    0.07339446991682053,
    0.3090128004550934,
    0.0,
    0.20571422576904297,
    0.09433959424495697,
    0.0,
    0.08219172805547714,
    0.3259258270263672,
    0.09859149903059006,
    0.30357134342193604,
    0.0,
    0.0636041909456253,
    0.03252029046416283,
    0.019047604873776436,
    0.19999992847442627,
    0.46601933240890503,
    0.07272724062204361,
    0.220779150724411,
    0.33502528071403503,
    0.019801972433924675,
    0.1971830278635025,
    0.0,
    0.20338977873325348,
    0.18487386405467987,
    0.038277458399534225,
    0.06535942107439041,
    0.06119159981608391,
    0.0,
    0.057142820209264755,
    0.43843841552734375,
    0.0946744978427887,
    0.0,
    0.1879895180463791,
    0.15789470076560974,
    0.0,
    0.01333328615874052,
    0.2116401493549347,
    0.0,
    0.1928374320268631,
    0.1153845563530922,
    0.09580832719802856,
    0.21333327889442444,
    0.2236841470003128,
    0.20444436371326447,
    0.11447806656360626,
    0.0,
    0.0
   ],
   "time": 164.24935615435243,
   "param": [
    {
     "p": 0.11816229671239853,
     "m": 1.0
    },
    {
     "p": 0.03897150233387947,
     "m": 1.0
    },
    {
     "p": 0.08533648401498795,
     "m": 1.0
    },
    {
     "p": 0.09517577290534973,
     "m": 1.0
    },
    {
     "p": 0.13777489960193634,
     "m": 1.0
    },
    {
     "p": 0.011690663173794746,
     "m": 1.0
    },
    {
     "p": 0.06303541362285614,
     "m": 1.0
    },
    {
     "p": 0.08088896423578262,
     "m": 1.0
    },
    {
     "p": 0.028291918337345123,
     "m": 1.0
    },
    {
     "p": 0.033931389451026917,
     "m": 1.0
    },
    {
     "p": 0.032350845634937286,
     "m": 1.0
    },
    {
     "p": 0.10371594876050949,
     "m": 1.0
    },
    {
     "p": 0.1663942039012909,
     "m": 1.0
    },
    {
     "p": 0.004279598593711853,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 5,
   "train_loss": 7.525825023651123,
   "val_loss": 3.5814714431762695,
   "acc": 16.73,
   "f1": [
    0.26771649718284607,
    0.2127659022808075,
    0.13872826099395752,
    0.0,
    0.06849309802055359,
    0.04999995976686478,
    0.09302320331335068,
    0.15894033014774323,
    0.05714283511042595,
    0.0,
    0.037037014961242676,
    0.07092192769050598,
    0.0,
    0.06349202245473862,
    0.08247417211532593,
    0.019801972433924675,
    0.0,
    0.35384607315063477,
    0.1970442682504654,
    0.0672268494963646,
    0.038834936916828156,
    0.25123149156570435,
    0.0806451216340065,
    0.30909082293510437,
    0.23627282679080963,
    0.05309731885790825,
    0.04137926548719406,
    0.09696962684392929,
    0.15853653848171234,
    0.0,
    0.2181817591190338,
    0.06936410069465637,
    0.10714281350374222,
    0.15300540626049042,
    0.09356718510389328,
    0.12418296188116074,
    0.1584157794713974,
    0.0,
    0.05673753470182419,
    0.0454544872045517,
    0.08771926164627075,
    0.41726604104042053,
    0.11985013633966446,
    0.19354835152626038,
    0.0,
    0.0,
    0.0,
    0.3170730471611023,
    0.1290322095155716,
    0.2049688994884491,
    0.0,
    0.04838705435395241,
    0.47813403606414795,
    0.3440859317779541,
    0.3208555281162262,
    0.054347772151231766,
    0.21138204634189606,
    0.09691626578569412,
    0.14876028895378113,
    0.0886075422167778,
    0.5898616909980774,
    0.15819202363491058,
    0.34736835956573486,
    0.15909084677696228,
    0.0,
    0.0,
    0.09950245171785355,
    0.01960783451795578,
    0.3822524845600128,
    0.26666656136512756,
    0.3161093592643738,
    0.31788066029548645,
    0.0,
    0.12676051259040833,
    0.09999993443489075,
    0.23206746578216553,
    0.3398691415786743,
    0.1028570905327797,
    0.06686925888061523,
    0.10412143915891647,
    0.0,
    0.01694912277162075,
    0.34285709261894226,
    0.14285707473754883,
    0.0,
    0.15789470076560974,
    0.2309858500957489,
    0.11552341282367706,
    0.0,
    0.1969696283340454,
    0.12208255380392075,
    0.22818784415721893,
    0.0,
    0.0,
    0.16528919339179993,
    0.2401847094297409,
    0.1528661698102951,
    0.0,
    0.01785712130367756,
    0.12060294300317764
   ],
   "time": 162.12722454871982,
   "param": [
    {
     "p": 0.09951099753379822,
     "m": 1.0
    },
    {
     "p": 0.036150433123111725,
     "m": 1.0
    },
    {
     "p": 0.0951211005449295,
     "m": 1.0
    },
    {
     "p": 0.08334272354841232,
     "m": 1.0
    },
    {
     "p": 0.11314315348863602,
     "m": 1.0
    },
    {
     "p": 0.027245568111538887,
     "m": 1.0
    },
    {
     "p": 0.06975556164979935,
     "m": 1.0
    },
    {
     "p": 0.10622560232877731,
     "m": 1.0
    },
    {
     "p": 0.017889441922307014,
     "m": 1.0
    },
    {
     "p": 0.015401859767735004,
     "m": 1.0
    },
    {
     "p": 0.022681763395667076,
     "m": 1.0
    },
    {
     "p": 0.13192790746688843,
     "m": 1.0
    },
    {
     "p": 0.15552376210689545,
     "m": 1.0
    },
    {
     "p": 0.02608008123934269,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 6,
   "train_loss": 7.045953750610352,
   "val_loss": 3.264678716659546,
   "acc": 18.06,
   "f1": [
    0.327868789434433,
    0.2575756907463074,
    0.13872826099395752,
    0.02777773141860962,
    0.10218973457813263,
    0.07751933485269547,
    0.05504584312438965,
    0.09448814392089844,
    0.11570242792367935,
    0.20155030488967896,
    0.06956518441438675,
    0.13333328068256378,
    0.08433729410171509,
    0.12709026038646698,
    0.09696962684392929,
    0.05555550381541252,
    0.0,
    0.30097079277038574,
    0.22281160950660706,
    0.14285707473754883,
    0.2843136191368103,
    0.19568343460559845,
    0.1198156327009201,
    0.0,
    0.2575756907463074,
    0.018348604440689087,
    0.0,
    0.119999960064888,
    0.21686740219593048,
    0.0,
    0.10344822704792023,
    0.1153845563530922,
    0.09999994188547134,
    0.1362530142068863,
    0.13259662687778473,
    0.0428570993244648,
    0.26415085792541504,
    0.019801972433924675,
    0.09917350858449936,
    0.019230758771300316,
    0.05454542860388756,
    0.38461533188819885,
    0.10138242691755295,
    0.19689111411571503,
    0.04999995976686478,
    0.018181798979640007,
    0.15894033014774323,
    0.30909082293510437,
    0.20382159948349,
    0.08474572747945786,
    0.0,
    0.03418800234794617,
    0.492537260055542,
    0.3244836926460266,
    0.2686566412448883,
    0.0,
    0.16666659712791443,
    0.20359273254871368,
    0.15957440435886383,
    0.17142851650714874,
    0.42786064743995667,
    0.17751476168632507,
    0.30057796835899353,
    0.05504584312438965,
    0.01785712130367756,
    0.0,
    0.06030146777629852,
    0.20382159948349,
    0.47190994024276733,
    0.3409090042114258,
    0.0,
    0.3319500982761383,
    0.0,
    0.25490185618400574,
    0.0,
    0.33463025093078613,
    0.3443707227706909,
    0.0,
    0.09473680704832077,
    0.11594197899103165,
    0.019230758771300316,
    0.10121454298496246,
    0.5628139972686768,
    0.018691571429371834,
    0.018867909908294678,
    0.2545453906059265,
    0.227848082780838,
    0.139325812458992,
    0.0,
    0.2248995453119278,
    0.08333329111337662,
    0.2566370666027069,
    0.17254894971847534,
    0.11764699220657349,
    0.34554967284202576,
    0.3202846050262451,
    0.2412697672843933,
    0.14606735110282898,
    0.11931813508272171,
    0.06622510403394699
   ],
   "time": 160.58802802767605,
   "param": [
    {
     "p": 0.12157400697469711,
     "m": 1.0
    },
    {
     "p": 0.0007084960234351456,
     "m": 1.0
    },
    {
     "p": 0.09053020924329758,
     "m": 1.0
    },
    {
     "p": 0.07848822325468063,
     "m": 1.0
    },
    {
     "p": 0.11450318247079849,
     "m": 1.0
    },
    {
     "p": 0.0103162145242095,
     "m": 1.0
    },
    {
     "p": 0.07555119693279266,
     "m": 1.0
    },
    {
     "p": 0.09225986897945404,
     "m": 1.0
    },
    {
     "p": 0.01363960187882185,
     "m": 1.0
    },
    {
     "p": 0.13063159584999084,
     "m": 1.0
    },
    {
     "p": 0.010678392834961414,
     "m": 1.0
    },
    {
     "p": 0.10959188640117645,
     "m": 1.0
    },
    {
     "p": 0.14840131998062134,
     "m": 1.0
    },
    {
     "p": 0.003125798422843218,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 7,
   "train_loss": 6.773816108703613,
   "val_loss": 3.4171218872070312,
   "acc": 20.06,
   "f1": [
    0.4155843257904053,
    0.2843136191368103,
    0.06249995529651642,
    0.0,
    0.0,
    0.11764698475599289,
    0.03809521719813347,
    0.11851847171783447,
    0.12173908948898315,
    0.07619044184684753,
    0.03305782005190849,
    0.01941746659576893,
    0.10852707922458649,
    0.15476183593273163,
    0.04761900380253792,
    0.07407402247190475,
    0.1704544872045517,
    0.20408158004283905,
    0.06896547973155975,
    0.08928567916154861,
    0.35483860969543457,
    0.3557046055793762,
    0.13245026767253876,
    0.37599989771842957,
    0.4030417203903198,
    0.12408753484487534,
    0.053333282470703125,
    0.13296394050121307,
    0.3417084515094757,
    0.12030069530010223,
    0.1398600935935974,
    0.1592356264591217,
    0.13846148550510406,
    0.17407403886318207,
    0.17747436463832855,
    0.08759118616580963,
    0.17081846296787262,
    0.180851012468338,
    0.0,
    0.13043473660945892,
    0.17647051811218262,
    0.4976957440376282,
    0.09825669974088669,
    0.1837606430053711,
    0.04733722656965256,
    0.0,
    0.20576126873493195,
    0.31736519932746887,
    0.20648963749408722,
    0.15789468586444855,
    0.0,
    0.0,
    0.4878047704696655,
    0.4319247901439667,
    0.33093518018722534,
    0.04790413752198219,
    0.2333332598209381,
    0.0813007652759552,
    0.18749995529651642,
    0.08403357863426208,
    0.3583332896232605,
    0.22950810194015503,
    0.34693869948387146,
    0.07692305743694305,
    0.08092478662729263,
    0.0,
    0.0,
    0.2366863340139389,
    0.4338982105255127,
    0.3122362196445465,
    0.3417084515094757,
    0.3979056477546692,
    0.049689386039972305,
    0.27548202872276306,
    0.0806451216340065,
    0.3599999248981476,
    0.3919999301433563,
    0.03199996426701546,
    0.03636358305811882,
    0.11695900559425354,
    0.04790413752198219,
    0.11931813508272171,
    0.5583332777023315,
    0.16417904198169708,
    0.031249960884451866,
    0.20270265638828278,
    0.3016759157180786,
    0.16058386862277985,
    0.0,
    0.2430938482284546,
    0.037037014961242676,
    0.2723734676837921,
    0.0,
    0.12941168248653412,
    0.3285022974014282,
    0.31046923995018005,
    0.14736837148666382,
    0.10738249123096466,
    0.0,
    0.10322573781013489
   ],
   "time": 159.12240341678262,
   "param": [
    {
     "p": 0.11483871936798096,
     "m": 1.0
    },
    {
     "p": 0.006987560074776411,
     "m": 1.0
    },
    {
     "p": 0.09847443550825119,
     "m": 1.0
    },
    {
     "p": 0.10119444131851196,
     "m": 1.0
    },
    {
     "p": 0.1199517622590065,
     "m": 1.0
    },
    {
     "p": 0.014401085674762726,
     "m": 1.0
    },
    {
     "p": 0.08384067565202713,
     "m": 1.0
    },
    {
     "p": 0.08745667338371277,
     "m": 1.0
    },
    {
     "p": 0.020525012165308,
     "m": 1.0
    },
    {
     "p": 0.03754071891307831,
     "m": 1.0
    },
    {
     "p": 0.01861778274178505,
     "m": 1.0
    },
    {
     "p": 0.12781473994255066,
     "m": 1.0
    },
    {
     "p": 0.16765494644641876,
     "m": 1.0
    },
    {
     "p": 0.0007014319999143481,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 8,
   "train_loss": 6.842884063720703,
   "val_loss": 3.214996576309204,
   "acc": 22.85,
   "f1": [
    0.43269219994544983,
    0.2767294645309448,
    0.22393816709518433,
    0.13888882100582123,
    0.01941746659576893,
    0.15652167797088623,
    0.25339359045028687,
    0.22033889591693878,
    0.08080802112817764,
    0.2603549063205719,
    0.08247417211532593,
    0.10958896577358246,
    0.21238930523395538,
    0.03333330154418945,
    0.1142856702208519,
    0.19191910326480865,
    0.1509433388710022,
    0.24817509949207306,
    0.2386830598115921,
    0.1398600935935974,
    0.25210079550743103,
    0.39195966720581055,
    0.1654134839773178,
    0.36501890420913696,
    0.45847171545028687,
    0.05714283511042595,
    0.03571426123380661,
    0.12972965836524963,
    0.22346363961696625,
    0.1290321946144104,
    0.2944161295890808,
    0.16783210635185242,
    0.10666660219430923,
    0.212290421128273,
    0.2393161654472351,
    0.06611566245555878,
    0.19999992847442627,
    0.17333325743675232,
    0.12307686358690262,
    0.19897952675819397,
    0.17525766789913177,
    0.5294116735458374,
    0.1550387144088745,
    0.24316103756427765,
    0.06986892968416214,
    0.07999993860721588,
    0.1725887656211853,
    0.31249988079071045,
    0.28181809186935425,
    0.27049171924591064,
    0.05172409862279892,
    0.0504201278090477,
    0.5725805163383484,
    0.3999998867511749,
    0.39999985694885254,
    0.017093989998102188,
    0.256410151720047,
    0.18658889830112457,
    0.19999994337558746,
    0.17877088487148285,
    0.6106193661689758,
    0.19219215214252472,
    0.3499998450279236,
    0.2575756907463074,
    0.04999994486570358,
    0.0,
    0.08540919423103333,
    0.22556383907794952,
    0.5599998831748962,
    0.36046499013900757,
    0.33128824830055237,
    0.5067872405052185,
    0.0,
    0.26190465688705444,
    0.07194238901138306,
    0.4401912987232208,
    0.4041811525821686,
    0.01851850003004074,
    0.08823523670434952,
    0.20359273254871368,
    0.04026840627193451,
    0.14207643270492554,
    0.5306121110916138,
    0.17040351033210754,
    0.0491802878677845,
    0.3152708411216736,
    0.20987649261951447,
    0.16080394387245178,
    0.0336134098470211,
    0.2901960015296936,
    0.1789472997188568,
    0.30281683802604675,
    0.12499994039535522,
    0.09326418489217758,
    0.34337344765663147,
    0.3195591866970062,
    0.2272726446390152,
    0.13043473660945892,
    0.12574845552444458,
    0.07407400757074356
   ],
   "time": 163.09547256771475,
   "param": [
    {
     "p": 0.11822427809238434,
     "m": 1.0
    },
    {
     "p": 0.009430155158042908,
     "m": 1.0
    },
    {
     "p": 0.1111159548163414,
     "m": 1.0
    },
    {
     "p": 0.10322927683591843,
     "m": 1.0
    },
    {
     "p": 0.12791939079761505,
     "m": 1.0
    },
    {
     "p": 0.009437169879674911,
     "m": 1.0
    },
    {
     "p": 0.07580149918794632,
     "m": 1.0
    },
    {
     "p": 0.11566559970378876,
     "m": 1.0
    },
    {
     "p": 0.007003456819802523,
     "m": 1.0
    },
    {
     "p": 0.0066971504129469395,
     "m": 1.0
    },
    {
     "p": 0.013497726991772652,
     "m": 1.0
    },
    {
     "p": 0.13438266515731812,
     "m": 1.0
    },
    {
     "p": 0.16199718415737152,
     "m": 1.0
    },
    {
     "p": 0.00559851061552763,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 9,
   "train_loss": 6.334049701690674,
   "val_loss": 3.1829452514648438,
   "acc": 24.12,
   "f1": [
    0.34931498765945435,
    0.3271027207374573,
    0.19444438815116882,
    0.11827950179576874,
    0.06349202245473862,
    0.10937494784593582,
    0.29292917251586914,
    0.2186494618654251,
    0.18354424834251404,
    0.18439710140228271,
    0.05607474222779274,
    0.12280696630477905,
    0.2234041839838028,
    0.18090447783470154,
    0.1520189493894577,
    0.16666661202907562,
    0.14857135713100433,
    0.39202648401260376,
    0.20472434163093567,
    0.24358965456485748,
    0.36123335361480713,
    0.39325833320617676,
    0.17333325743675232,
    0.238805890083313,
    0.4285713732242584,
    0.09150320291519165,
    0.10687018185853958,
    0.1449274867773056,
    0.29714277386665344,
    0.1789472997188568,
    0.11570242792367935,
    0.22314044833183289,
    0.13432830572128296,
    0.1594202220439911,
    0.2529411017894745,
    0.10869558900594711,
    0.22222214937210083,
    0.17054256796836853,
    0.10970457643270493,
    0.19047611951828003,
    0.0813007652759552,
    0.4529615640640259,
    0.1379309892654419,
    0.2048192024230957,
    0.048780445009469986,
    0.09090903401374817,
    0.23913034796714783,
    0.310077428817749,
    0.28136876225471497,
    0.239999920129776,
    0.018017996102571487,
    0.09045220911502838,
    0.5295949578285217,
    0.49999988079071045,
    0.390243798494339,
    0.0,
    0.30864188075065613,
    0.12162157148122787,
    0.2310468554496765,
    0.08403357863426208,
    0.5957446098327637,
    0.2956520915031433,
    0.37860071659088135,
    0.21874991059303284,
    0.06024090573191643,
    0.12222215533256531,
    0.09937881678342819,
    0.319248765707016,
    0.4946995675563812,
    0.38775497674942017,
    0.3301886022090912,
    0.39498424530029297,
    0.11340199410915375,
    0.2244897186756134,
    0.0,
    0.34120726585388184,
    0.4561401903629303,
    0.07692302018404007,
    0.12844032049179077,
    0.07462681084871292,
    0.0,
    0.11688306927680969,
    0.6262625455856323,
    0.1989527940750122,
    0.10666660219430923,
    0.28855711221694946,
    0.32704389095306396,
    0.18181811273097992,
    0.06329108029603958,
    0.22556385397911072,
    0.17142851650714874,
    0.32615378499031067,
    0.043478213250637054,
    0.1279069036245346,
    0.43428558111190796,
    0.3047618567943573,
    0.22222214937210083,
    0.17307688295841217,
    0.06329108029603958,
    0.1052631139755249
   ],
   "time": 163.0016249185428,
   "param": [
    {
     "p": 0.12340176105499268,
     "m": 1.0
    },
    {
     "p": 0.006317250430583954,
     "m": 1.0
    },
    {
     "p": 0.10140284895896912,
     "m": 1.0
    },
    {
     "p": 0.10793240368366241,
     "m": 1.0
    },
    {
     "p": 0.12583673000335693,
     "m": 1.0
    },
    {
     "p": 0.01052634697407484,
     "m": 1.0
    },
    {
     "p": 0.07260710746049881,
     "m": 1.0
    },
    {
     "p": 0.10989189893007278,
     "m": 1.0
    },
    {
     "p": 0.02607005648314953,
     "m": 1.0
    },
    {
     "p": 0.01043516956269741,
     "m": 1.0
    },
    {
     "p": 0.015080555342137814,
     "m": 1.0
    },
    {
     "p": 0.13591577112674713,
     "m": 1.0
    },
    {
     "p": 0.14953602850437164,
     "m": 1.0
    },
    {
     "p": 0.0050460100173950195,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 10,
   "train_loss": 6.039013862609863,
   "val_loss": 3.0856921672821045,
   "acc": 23.43,
   "f1": [
    0.358543336391449,
    0.2696628272533417,
    0.060150329023599625,
    0.17813760042190552,
    0.12549012899398804,
    0.1931033730506897,
    0.2706766128540039,
    0.2721087336540222,
    0.17431186139583588,
    0.3152708411216736,
    0.08928567916154861,
    0.10144922137260437,
    0.25730985403060913,
    0.14723920822143555,
    0.17301031947135925,
    0.16374263167381287,
    0.20270265638828278,
    0.3129250705242157,
    0.18300646543502808,
    0.19999994337558746,
    0.20512811839580536,
    0.2851323187351227,
    0.16883111000061035,
    0.35460981726646423,
    0.34042543172836304,
    0.1749999076128006,
    0.1290322095155716,
    0.1282050609588623,
    0.35051536560058594,
    0.14516125619411469,
    0.22499993443489075,
    0.22929932177066803,
    0.14470280706882477,
    0.25373125076293945,
    0.1818181276321411,
    0.17971010506153107,
    0.1754385381937027,
    0.1258740872144699,
    0.06289302557706833,
    0.20472434163093567,
    0.10434778034687042,
    0.44705870747566223,
    0.13513506948947906,
    0.23090578615665436,
    0.018181798979640007,
    0.06611566245555878,
    0.2018347978591919,
    0.41106709837913513,
    0.18045106530189514,
    0.28947362303733826,
    0.09374994784593582,
    0.07299264520406723,
    0.5520831942558289,
    0.30158719420433044,
    0.36101076006889343,
    0.06024090573191643,
    0.29710137844085693,
    0.13235288858413696,
    0.27488142251968384,
    0.10370365530252457,
    0.6592177152633667,
    0.24637670814990997,
    0.3955222964286804,
    0.30555543303489685,
    0.042553141713142395,
    0.07751933485269547,
    0.10593217611312866,
    0.2934781610965729,
    0.5514017343521118,
    0.4408600926399231,
    0.27551010251045227,
    0.4705880880355835,
    0.0,
    0.2879999279975891,
    0.01851850003004074,
    0.5432096719741821,
    0.46478867530822754,
    0.03636358305811882,
    0.048780445009469986,
    0.03846152126789093,
    0.10227267444133759,
    0.14210523664951324,
    0.570175290107727,
    0.2583332359790802,
    0.09631723910570145,
    0.2476634830236435,
    0.2825278043746948,
    0.22222216427326202,
    0.018691571429371834,
    0.244999960064888,
    0.081632599234581,
    0.3269961178302765,
    0.11235948652029037,
    0.12745091319084167,
    0.41379299759864807,
    0.34666651487350464,
    0.213483065366745,
    0.1550387144088745,
    0.05454542860388756,
    0.16326524317264557
   ],
   "time": 161.37289042025805,
   "param": [
    {
     "p": 0.12795010209083557,
     "m": 1.0
    },
    {
     "p": 0.007176786661148071,
     "m": 1.0
    },
    {
     "p": 0.10703747719526291,
     "m": 1.0
    },
    {
     "p": 0.10904282331466675,
     "m": 1.0
    },
    {
     "p": 0.13043631613254547,
     "m": 1.0
    },
    {
     "p": 0.005771526135504246,
     "m": 1.0
    },
    {
     "p": 0.07559723407030106,
     "m": 1.0
    },
    {
     "p": 0.10798703879117966,
     "m": 1.0
    },
    {
     "p": 0.015030844137072563,
     "m": 1.0
    },
    {
     "p": 0.013173818588256836,
     "m": 1.0
    },
    {
     "p": 0.011877115815877914,
     "m": 1.0
    },
    {
     "p": 0.11987322568893433,
     "m": 1.0
    },
    {
     "p": 0.16078028082847595,
     "m": 1.0
    },
    {
     "p": 0.008265489712357521,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 11,
   "train_loss": 6.244296550750732,
   "val_loss": 3.0275590419769287,
   "acc": 26.22,
   "f1": [
    0.5073169469833374,
    0.39090898633003235,
    0.18309852480888367,
    0.21316610276699066,
    0.0,
    0.18836559355258942,
    0.2264150232076645,
    0.29059821367263794,
    0.2164178341627121,
    0.2780747711658478,
    0.07339446991682053,
    0.05357140302658081,
    0.22570528090000153,
    0.16560502350330353,
    0.08759118616580963,
    0.13636358082294464,
    0.2378377616405487,
    0.2748090922832489,
    0.140350803732872,
    0.22929932177066803,
    0.37301579117774963,
    0.3578946590423584,
    0.17021270096302032,
    0.34920626878738403,
    0.49999988079071045,
    0.12738847732543945,
    0.10945267230272293,
    0.15157891809940338,
    0.2909089922904968,
    0.1899440735578537,
    0.2603549063205719,
    0.2583731412887573,
    0.1100916936993599,
    0.27551010251045227,
    0.19095470011234283,
    0.0672268494963646,
    0.28048771619796753,
    0.14705875515937805,
    0.0,
    0.19767434895038605,
    0.2393161654472351,
    0.4881889224052429,
    0.2127659022808075,
    0.3186812400817871,
    0.03305782005190849,
    0.03278684988617897,
    0.11864402145147324,
    0.4411763548851013,
    0.30996301770210266,
    0.28181809186935425,
    0.0,
    0.14364632964134216,
    0.582914412021637,
    0.4819276034832001,
    0.43181803822517395,
    0.014285671524703503,
    0.38392844796180725,
    0.2413792610168457,
    0.2727271616458893,
    0.09836061298847198,
    0.6666665077209473,
    0.28767114877700806,
    0.4299998879432678,
    0.2580644190311432,
    0.0447760745882988,
    0.20634914934635162,
    0.0,
    0.30065348744392395,
    0.5154638290405273,
    0.35443034768104553,
    0.40796008706092834,
    0.4424241781234741,
    0.01960783451795578,
    0.3453814387321472,
    0.14485977590084076,
    0.5513511896133423,
    0.4594593644142151,
    0.07142851501703262,
    0.10185178369283676,
    0.2421524077653885,
    0.1056603193283081,
    0.1354581117630005,
    0.5501857995986938,
    0.2652328908443451,
    0.06504061073064804,
    0.30388686060905457,
    0.2774192988872528,
    0.2935778796672821,
    0.054944999516010284,
    0.2687499225139618,
    0.1509433388710022,
    0.3517240583896637,
    0.018348604440689087,
    0.06349202245473862,
    0.4623654782772064,
    0.4333331882953644,
    0.2959640622138977,
    0.10937494784593582,
    0.1481480747461319,
    0.08695648610591888
   ],
   "time": 162.85342895798385,
   "param": [
    {
     "p": 0.12846656143665314,
     "m": 1.0
    },
    {
     "p": 0.009121035225689411,
     "m": 1.0
    },
    {
     "p": 0.098223477602005,
     "m": 1.0
    },
    {
     "p": 0.10929486155509949,
     "m": 1.0
    },
    {
     "p": 0.146283358335495,
     "m": 1.0
    },
    {
     "p": 0.008884766139090061,
     "m": 1.0
    },
    {
     "p": 0.08612283319234848,
     "m": 1.0
    },
    {
     "p": 0.10472901910543442,
     "m": 1.0
    },
    {
     "p": 0.015491637401282787,
     "m": 1.0
    },
    {
     "p": 0.010327190160751343,
     "m": 1.0
    },
    {
     "p": 0.015331869944930077,
     "m": 1.0
    },
    {
     "p": 0.11625300347805023,
     "m": 1.0
    },
    {
     "p": 0.15076932311058044,
     "m": 1.0
    },
    {
     "p": 0.0007010147674009204,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 12,
   "train_loss": 5.508194446563721,
   "val_loss": 3.026838541030884,
   "acc": 25.69,
   "f1": [
    0.4239630401134491,
    0.2804426848888397,
    0.16216209530830383,
    0.19191910326480865,
    0.0,
    0.20571422576904297,
    0.16929130256175995,
    0.30150744318962097,
    0.18723398447036743,
    0.2967032194137573,
    0.06349202245473862,
    0.16964279115200043,
    0.24999989569187164,
    0.1764705330133438,
    0.12949636578559875,
    0.2234041839838028,
    0.24539868533611298,
    0.34013596177101135,
    0.14545448124408722,
    0.16774186491966248,
    0.412811279296875,
    0.4055943191051483,
    0.19047611951828003,
    0.43333321809768677,
    0.47619038820266724,
    0.1499999463558197,
    0.10256405174732208,
    0.17948710918426514,
    0.3370785713195801,
    0.18705029785633087,
    0.24999989569187164,
    0.19875767827033997,
    0.2424241602420807,
    0.23357656598091125,
    0.23853203654289246,
    0.12080531567335129,
    0.31764698028564453,
    0.17204295098781586,
    0.1645020991563797,
    0.2944784462451935,
    0.193548321723938,
    0.4410645365715027,
    0.18934904038906097,
    0.24999992549419403,
    0.10606056451797485,
    0.0666666254401207,
    0.2147650271654129,
    0.37349390983581543,
    0.25757572054862976,
    0.15714280307292938,
    0.018867909908294678,
    0.22131142020225525,
    0.1754385381937027,
    0.44673532247543335,
    0.24999992549419403,
    0.08552625775337219,
    0.3352600038051605,
    0.13709673285484314,
    0.2517482042312622,
    0.22525590658187866,
    0.5562912225723267,
    0.3786981403827667,
    0.3787877857685089,
    0.17142851650714874,
    0.07843131572008133,
    0.1379309892654419,
    0.019230758771300316,
    0.32222211360931396,
    0.5462554097175598,
    0.42452818155288696,
    0.29906535148620605,
    0.4615383744239807,
    0.07843131572008133,
    0.3049326539039612,
    0.11347512155771255,
    0.4748857021331787,
    0.527607262134552,
    0.11764700710773468,
    0.13756607472896576,
    0.24545449018478394,
    0.0,
    0.15238089859485626,
    0.5396824479103088,
    0.23476290702819824,
    0.09356718510389328,
    0.3578946590423584,
    0.3063828945159912,
    0.22471901774406433,
    0.054054029285907745,
    0.3285022974014282,
    0.20863303542137146,
    0.43749985098838806,
    0.08333329111337662,
    0.13017743825912476,
    0.3999998867511749,
    0.40754708647727966,
    0.15999992191791534,
    0.07692305743694305,
    0.12087904661893845,
    0.2120140790939331
   ],
   "time": 162.70001638680696,
   "param": [
    {
     "p": 0.12418387085199356,
     "m": 1.0
    },
    {
     "p": 0.010469782166182995,
     "m": 1.0
    },
    {
     "p": 0.09715954959392548,
     "m": 1.0
    },
    {
     "p": 0.10597826540470123,
     "m": 1.0
    },
    {
     "p": 0.13224221765995026,
     "m": 1.0
    },
    {
     "p": 0.008705382235348225,
     "m": 1.0
    },
    {
     "p": 0.0870266929268837,
     "m": 1.0
    },
    {
     "p": 0.11043505370616913,
     "m": 1.0
    },
    {
     "p": 0.023259880021214485,
     "m": 1.0
    },
    {
     "p": 0.01294196117669344,
     "m": 1.0
    },
    {
     "p": 0.014193929731845856,
     "m": 1.0
    },
    {
     "p": 0.11514085531234741,
     "m": 1.0
    },
    {
     "p": 0.157575324177742,
     "m": 1.0
    },
    {
     "p": 0.0006871443474665284,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 13,
   "train_loss": 6.502925872802734,
   "val_loss": 2.9307453632354736,
   "acc": 27.84,
   "f1": [
    0.5263156890869141,
    0.3370785415172577,
    0.2635658085346222,
    0.09523803740739822,
    0.06837603449821472,
    0.20491798222064972,
    0.24489787220954895,
    0.3598325252532959,
    0.23050840198993683,
    0.3314284682273865,
    0.0701754093170166,
    0.2148759663105011,
    0.280898779630661,
    0.19087132811546326,
    0.14207643270492554,
    0.14736837148666382,
    0.24299058318138123,
    0.3838382959365845,
    0.29152533411979675,
    0.20875413715839386,
    0.4550263583660126,
    0.4795917272567749,
    0.1916166990995407,
    0.47916653752326965,
    0.4260353744029999,
    0.16107375919818878,
    0.1971830427646637,
    0.16766461730003357,
    0.37768232822418213,
    0.18390797078609467,
    0.2723403573036194,
    0.24615378677845,
    0.10084028542041779,
    0.30935242772102356,
    0.07476632297039032,
    0.18999992311000824,
    0.28461533784866333,
    0.19580411911010742,
    0.13991764187812805,
    0.32231393456459045,
    0.26046502590179443,
    0.5279186367988586,
    0.23030297458171844,
    0.2545453906059265,
    0.1136363074183464,
    0.03669722378253937,
    0.23312875628471375,
    0.4189721941947937,
    0.3939392864704132,
    0.29139062762260437,
    0.08888882398605347,
    0.24580998718738556,
    0.36879420280456543,
    0.5146197080612183,
    0.38636353611946106,
    0.04958673566579819,
    0.2972972095012665,
    0.2782607972621918,
    0.25668442249298096,
    0.26181814074516296,
    0.6285712718963623,
    0.34482747316360474,
    0.42735034227371216,
    0.299999862909317,
    0.12121205031871796,
    0.11382109671831131,
    0.14685308933258057,
    0.2127659022808075,
    0.6073297262191772,
    0.4516127407550812,
    0.019230758771300316,
    0.5423727631568909,
    0.12643671035766602,
    0.27380943298339844,
    0.11678826063871384,
    0.5714284181594849,
    0.5714284181594849,
    0.0886075422167778,
    0.17164172232151031,
    0.22222214937210083,
    0.10077512264251709,
    0.2214532196521759,
    0.5355931520462036,
    0.15686267614364624,
    0.1290322095155716,
    0.3111110329627991,
    0.3225805461406708,
    0.22346359491348267,
    0.08092478662729263,
    0.32941165566444397,
    0.16176463663578033,
    0.487499862909317,
    0.17073164880275726,
    0.17441853880882263,
    0.45454534888267517,
    0.3775099515914917,
    0.17948710918426514,
    0.24999988079071045,
    0.0504201278090477,
    0.25668442249298096
   ],
   "time": 162.0261053405702,
   "param": [
    {
     "p": 0.11504749953746796,
     "m": 1.0
    },
    {
     "p": 0.004706955514848232,
     "m": 1.0
    },
    {
     "p": 0.09441038221120834,
     "m": 1.0
    },
    {
     "p": 0.09459991753101349,
     "m": 1.0
    },
    {
     "p": 0.13904862105846405,
     "m": 1.0
    },
    {
     "p": 0.00804595835506916,
     "m": 1.0
    },
    {
     "p": 0.10575250536203384,
     "m": 1.0
    },
    {
     "p": 0.11219842731952667,
     "m": 1.0
    },
    {
     "p": 0.017959820106625557,
     "m": 1.0
    },
    {
     "p": 0.016160162165760994,
     "m": 1.0
    },
    {
     "p": 0.010983682237565517,
     "m": 1.0
    },
    {
     "p": 0.10737007111310959,
     "m": 1.0
    },
    {
     "p": 0.15101242065429688,
     "m": 1.0
    },
    {
     "p": 0.0227036289870739,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 14,
   "train_loss": 6.063444137573242,
   "val_loss": 2.923588752746582,
   "acc": 26.8,
   "f1": [
    0.45669278502464294,
    0.30337071418762207,
    0.14516125619411469,
    0.16326524317264557,
    0.10606054961681366,
    0.22784802317619324,
    0.22131142020225525,
    0.3301886022090912,
    0.1818181276321411,
    0.30769219994544983,
    0.10256403684616089,
    0.10714281350374222,
    0.21301770210266113,
    0.1642511636018753,
    0.1799999475479126,
    0.07407402247190475,
    0.24113468825817108,
    0.42708319425582886,
    0.23214277625083923,
    0.2475246638059616,
    0.42352932691574097,
    0.3797467350959778,
    0.1759999394416809,
    0.4727271497249603,
    0.542713463306427,
    0.10810806602239609,
    0.1764705330133438,
    0.15706801414489746,
    0.35955044627189636,
    0.19047611951828003,
    0.2830187678337097,
    0.20408158004283905,
    0.18292675912380219,
    0.2065216600894928,
    0.2244223952293396,
    0.16304342448711395,
    0.30366483330726624,
    0.1509433388710022,
    0.1325300633907318,
    0.31372541189193726,
    0.23312875628471375,
    0.4912279546260834,
    0.16901402175426483,
    0.2674417495727539,
    0.16045841574668884,
    0.046511583030223846,
    0.07272724062204361,
    0.3276835083961487,
    0.4387753903865814,
    0.31896543502807617,
    0.06278020888566971,
    0.15555550158023834,
    0.5316454768180847,
    0.48936155438423157,
    0.4594593644142151,
    0.017241353169083595,
    0.3318384885787964,
    0.2206895798444748,
    0.11111106723546982,
    0.13008125126361847,
    0.6390039920806885,
    0.38993698358535767,
    0.4476189613342285,
    0.28220847249031067,
    0.017391279339790344,
    0.05714283511042595,
    0.09459453821182251,
    0.13559314608573914,
    0.6162160634994507,
    0.3464565873146057,
    0.3485476076602936,
    0.563380241394043,
    0.10416661202907562,
    0.3376622498035431,
    0.10045655071735382,
    0.5344826579093933,
    0.5103447437286377,
    0.13043470680713654,
    0.16710178554058075,
    0.2054053246974945,
    0.04958673566579819,
    0.17625893652439117,
    0.5864660143852234,
    0.2094240039587021,
    0.11180117726325989,
    0.2825111746788025,
    0.3419688045978546,
    0.23041465878486633,
    0.03305782005190849,
    0.29605257511138916,
    0.18579228222370148,
    0.27078378200531006,
    0.0,
    0.13978487253189087,
    0.5056177973747253,
    0.39560431241989136,
    0.284671425819397,
    0.23853203654289246,
    0.12499994039535522,
    0.2243901938199997
   ],
   "time": 164.04604695457965,
   "param": [
    {
     "p": 0.11527399718761444,
     "m": 1.0
    },
    {
     "p": 0.006595576647669077,
     "m": 1.0
    },
    {
     "p": 0.09310746937990189,
     "m": 1.0
    },
    {
     "p": 0.11158764362335205,
     "m": 1.0
    },
    {
     "p": 0.1410638839006424,
     "m": 1.0
    },
    {
     "p": 0.011714178137481213,
     "m": 1.0
    },
    {
     "p": 0.0691385343670845,
     "m": 1.0
    },
    {
     "p": 0.10445968061685562,
     "m": 1.0
    },
    {
     "p": 0.020731214433908463,
     "m": 1.0
    },
    {
     "p": 0.01817755401134491,
     "m": 1.0
    },
    {
     "p": 0.016724107787013054,
     "m": 1.0
    },
    {
     "p": 0.12777763605117798,
     "m": 1.0
    },
    {
     "p": 0.1568983793258667,
     "m": 1.0
    },
    {
     "p": 0.006750077940523624,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 15,
   "train_loss": 5.611091613769531,
   "val_loss": 3.085043430328369,
   "acc": 28.85,
   "f1": [
    0.48510628938674927,
    0.299999862909317,
    0.2536230981349945,
    0.15714280307292938,
    0.1361701488494873,
    0.26041656732559204,
    0.29677411913871765,
    0.3068180978298187,
    0.23376615345478058,
    0.32624104619026184,
    0.03738315775990486,
    0.15813946723937988,
    0.14173223078250885,
    0.21359217166900635,
    0.12413787841796875,
    0.16935478150844574,
    0.23529404401779175,
    0.4427480101585388,
    0.16793887317180634,
    0.1855669468641281,
    0.4623654782772064,
    0.37092727422714233,
    0.22598862648010254,
    0.49999988079071045,
    0.47491633892059326,
    0.179775208234787,
    0.14117640256881714,
    0.17112290859222412,
    0.24793381989002228,
    0.24580998718738556,
    0.2561982572078705,
    0.19736838340759277,
    0.20883527398109436,
    0.3179486393928528,
    0.2386830598115921,
    0.16302181780338287,
    0.2583025097846985,
    0.09090904891490936,
    0.13526564836502075,
    0.31724128127098083,
    0.28085100650787354,
    0.5862067937850952,
    0.1494252234697342,
    0.27611932158470154,
    0.13445372879505157,
    0.19230762124061584,
    0.1862744390964508,
    0.4790417551994324,
    0.41884803771972656,
    0.3478259742259979,
    0.01785712130367756,
    0.19095470011234283,
    0.6146787405014038,
    0.5015673041343689,
    0.39622631669044495,
    0.018181798979640007,
    0.41176462173461914,
    0.2935778796672821,
    0.23437494039535522,
    0.27329182624816895,
    0.6995072364807129,
    0.2399999350309372,
    0.5157893896102905,
    0.32432422041893005,
    0.08737857639789581,
    0.1438848376274109,
    0.11158791184425354,
    0.17054256796836853,
    0.6307052373886108,
    0.49350637197494507,
    0.3636362850666046,
    0.4588233530521393,
    0.1390373706817627,
    0.23076915740966797,
    0.1438848376274109,
    0.5833332538604736,
    0.5577688217163086,
    0.11320748925209045,
    0.16216211020946503,
    0.23966935276985168,
    0.11510785669088364,
    0.22549012303352356,
    0.6599999070167542,
    0.21319790184497833,
    0.08391603082418442,
    0.34482747316360474,
    0.3414632976055145,
    0.2488037496805191,
    0.16077165305614471,
    0.3559320867061615,
    0.2512076497077942,
    0.38596484065055847,
    0.20155030488967896,
    0.11851847171783447,
    0.4481326937675476,
    0.37299028038978577,
    0.25352105498313904,
    0.29126206040382385,
    0.12499993294477463,
    0.2244897186756134
   ],
   "time": 164.2416191417724,
   "param": [
    {
     "p": 0.12385805696249008,
     "m": 1.0
    },
    {
     "p": 0.007100252900272608,
     "m": 1.0
    },
    {
     "p": 0.10327716916799545,
     "m": 1.0
    },
    {
     "p": 0.10822030156850815,
     "m": 1.0
    },
    {
     "p": 0.1195056289434433,
     "m": 1.0
    },
    {
     "p": 0.008275345899164677,
     "m": 1.0
    },
    {
     "p": 0.0729236975312233,
     "m": 1.0
    },
    {
     "p": 0.10129999369382858,
     "m": 1.0
    },
    {
     "p": 0.02132202871143818,
     "m": 1.0
    },
    {
     "p": 0.016611404716968536,
     "m": 1.0
    },
    {
     "p": 0.01811736449599266,
     "m": 1.0
    },
    {
     "p": 0.13157610595226288,
     "m": 1.0
    },
    {
     "p": 0.16217361390590668,
     "m": 1.0
    },
    {
     "p": 0.005739014130085707,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 16,
   "train_loss": 5.529158592224121,
   "val_loss": 2.8562355041503906,
   "acc": 28.21,
   "f1": [
    0.4788731336593628,
    0.38216549158096313,
    0.21556879580020905,
    0.21264363825321198,
    0.0701754093170166,
    0.1818181276321411,
    0.20437948405742645,
    0.3351954519748688,
    0.21078424155712128,
    0.3157893717288971,
    0.08333327621221542,
    0.07207204401493073,
    0.2922373414039612,
    0.09448814392089844,
    0.1639343500137329,
    0.19548864662647247,
    0.23048320412635803,
    0.4210525155067444,
    0.20547938346862793,
    0.24719089269638062,
    0.4651162028312683,
    0.41379299759864807,
    0.23414628207683563,
    0.41666656732559204,
    0.5555554032325745,
    0.1868511587381363,
    0.22891558706760406,
    0.21917803585529327,
    0.37623751163482666,
    0.2033897489309311,
    0.30392149090766907,
    0.29292917251586914,
    0.14754094183444977,
    0.2408962845802307,
    0.25915488600730896,
    0.12413787841796875,
    0.3021581470966339,
    0.20588228106498718,
    0.13023249804973602,
    0.3584904372692108,
    0.320441871881485,
    0.4916665554046631,
    0.13445372879505157,
    0.28571417927742004,
    0.1258740872144699,
    0.15827332437038422,
    0.1129031702876091,
    0.3714284598827362,
    0.3064514994621277,
    0.1864406168460846,
    0.08403357863426208,
    0.2046510875225067,
    0.6306304931640625,
    0.45643141865730286,
    0.4056602716445923,
    0.0,
    0.4137929677963257,
    0.2330826371908188,
    0.23280414938926697,
    0.24864855408668518,
    0.6375544667243958,
    0.3354036211967468,
    0.39490434527397156,
    0.28148138523101807,
    0.0336134098470211,
    0.1990949511528015,
    0.15189866721630096,
    0.3248729705810547,
    0.5593868494033813,
    0.46753236651420593,
    0.3522011637687683,
    0.48101264238357544,
    0.09580833464860916,
    0.30065348744392395,
    0.1290322095155716,
    0.5502182841300964,
    0.5847951769828796,
    0.09160300344228745,
    0.1682242453098297,
    0.24892695248126984,
    0.07017537951469421,
    0.1801801323890686,
    0.5767788887023926,
    0.2594141364097595,
    0.15384609997272491,
    0.23703694343566895,
    0.3096773326396942,
    0.16528919339179993,
    0.08823523670434952,
    0.3385826051235199,
    0.22962957620620728,
    0.4077668786048889,
    0.09599995613098145,
    0.19736838340759277,
    0.42962953448295593,
    0.4292236268520355,
    0.27551010251045227,
    0.20614029467105865,
    0.16931210458278656,
    0.19047614932060242
   ],
   "time": 161.31766735110432,
   "param": [
    {
     "p": 0.12028025090694427,
     "m": 1.0
    },
    {
     "p": 0.04230082035064697,
     "m": 1.0
    },
    {
     "p": 0.09054727107286453,
     "m": 1.0
    },
    {
     "p": 0.10900886356830597,
     "m": 1.0
    },
    {
     "p": 0.12641769647598267,
     "m": 1.0
    },
    {
     "p": 0.011445678770542145,
     "m": 1.0
    },
    {
     "p": 0.07965923100709915,
     "m": 1.0
    },
    {
     "p": 0.10325548052787781,
     "m": 1.0
    },
    {
     "p": 0.019426390528678894,
     "m": 1.0
    },
    {
     "p": 0.01611514762043953,
     "m": 1.0
    },
    {
     "p": 0.015249205753207207,
     "m": 1.0
    },
    {
     "p": 0.1094609946012497,
     "m": 1.0
    },
    {
     "p": 0.15169864892959595,
     "m": 1.0
    },
    {
     "p": 0.005134268663823605,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 17,
   "train_loss": 5.839210510253906,
   "val_loss": 2.9877092838287354,
   "acc": 28.89,
   "f1": [
    0.5257730484008789,
    0.38834938406944275,
    0.21192045509815216,
    0.19883033633232117,
    0.10322573781013489,
    0.2082018405199051,
    0.2769230008125305,
    0.2870369255542755,
    0.3068180978298187,
    0.32214754819869995,
    0.03389827162027359,
    0.18079088628292084,
    0.289308100938797,
    0.23140490055084229,
    0.17241375148296356,
    0.17054256796836853,
    0.17829450964927673,
    0.43373486399650574,
    0.18978095054626465,
    0.2430938482284546,
    0.4379561245441437,
    0.44224417209625244,
    0.19689112901687622,
    0.47398826479911804,
    0.45847171545028687,
    0.09090904891490936,
    0.09374994784593582,
    0.09090903401374817,
    0.2980768382549286,
    0.2470587193965912,
    0.2900301516056061,
    0.23030294477939606,
    0.2470587193965912,
    0.27555546164512634,
    0.24528293311595917,
    0.12565438449382782,
    0.29245272278785706,
    0.20238088071346283,
    0.15686267614364624,
    0.40764322876930237,
    0.2368420511484146,
    0.5395347476005554,
    0.16528919339179993,
    0.2906976044178009,
    0.03738315775990486,
    0.12440184503793716,
    0.23076917231082916,
    0.446808397769928,
    0.3999998867511749,
    0.2824857831001282,
    0.03508768975734711,
    0.1854303926229477,
    0.4113473892211914,
    0.5307691097259521,
    0.3975902497768402,
    0.08641970902681351,
    0.334727942943573,
    0.2399999350309372,
    0.3113206624984741,
    0.2808022201061249,
    0.6171002388000488,
    0.238805890083313,
    0.39382225275039673,
    0.36090216040611267,
    0.11469528824090958,
    0.13145533204078674,
    0.11042939126491547,
    0.31788066029548645,
    0.6403939127922058,
    0.45344120264053345,
    0.35023030638694763,
    0.5506072044372559,
    0.10714281350374222,
    0.3315507173538208,
    0.13407814502716064,
    0.4999999403953552,
    0.4973543584346771,
    0.09333327412605286,
    0.10218973457813263,
    0.2233501821756363,
    0.09523803740739822,
    0.17283941805362701,
    0.631578803062439,
    0.2430938482284546,
    0.1282050609588623,
    0.3764704465866089,
    0.31999990344047546,
    0.2941175699234009,
    0.13559316098690033,
    0.3408070504665375,
    0.23437492549419403,
    0.4705881178379059,
    0.18705028295516968,
    0.1862744390964508,
    0.48484838008880615,
    0.44444435834884644,
    0.29319363832473755,
    0.2857142388820648,
    0.16901402175426483,
    0.18705029785633087
   ],
   "time": 160.66692419257015,
   "param": [
    {
     "p": 0.11085184663534164,
     "m": 1.0
    },
    {
     "p": 0.006464255508035421,
     "m": 1.0
    },
    {
     "p": 0.11878064274787903,
     "m": 1.0
    },
    {
     "p": 0.10384227335453033,
     "m": 1.0
    },
    {
     "p": 0.12339364737272263,
     "m": 1.0
    },
    {
     "p": 0.012675538659095764,
     "m": 1.0
    },
    {
     "p": 0.08307412266731262,
     "m": 1.0
    },
    {
     "p": 0.11352626979351044,
     "m": 1.0
    },
    {
     "p": 0.020467106252908707,
     "m": 1.0
    },
    {
     "p": 0.014771557413041592,
     "m": 1.0
    },
    {
     "p": 0.016495833173394203,
     "m": 1.0
    },
    {
     "p": 0.11342107504606247,
     "m": 1.0
    },
    {
     "p": 0.15552599728107452,
     "m": 1.0
    },
    {
     "p": 0.0067097702994942665,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 18,
   "train_loss": 5.003883361816406,
   "val_loss": 2.930082321166992,
   "acc": 30.38,
   "f1": [
    0.5303866267204285,
    0.3043477237224579,
    0.24113468825817108,
    0.12244893610477448,
    0.11398956924676895,
    0.21722839772701263,
    0.40789464116096497,
    0.3138461112976074,
    0.26666656136512756,
    0.3436122238636017,
    0.11842100322246552,
    0.20689649879932404,
    0.29714274406433105,
    0.19444438815116882,
    0.18181811273097992,
    0.21929818391799927,
    0.2793295085430145,
    0.4792625606060028,
    0.30541861057281494,
    0.23287664353847504,
    0.49999988079071045,
    0.4605677127838135,
    0.26086947321891785,
    0.46956515312194824,
    0.4904213547706604,
    0.14689259231090546,
    0.167785182595253,
    0.18881115317344666,
    0.4306218922138214,
    0.2033897489309311,
    0.36065563559532166,
    0.31746023893356323,
    0.23076915740966797,
    0.2933332324028015,
    0.25352105498313904,
    0.12413787841796875,
    0.2910446524620056,
    0.19672125577926636,
    0.16356870532035828,
    0.29230761528015137,
    0.2629106938838959,
    0.4802866578102112,
    0.26086944341659546,
    0.2642856538295746,
    0.16883111000061035,
    0.1604277491569519,
    0.28571420907974243,
    0.4792625606060028,
    0.4210525155067444,
    0.21192045509815216,
    0.13333329558372498,
    0.16793887317180634,
    0.5991188287734985,
    0.544217586517334,
    0.4729062616825104,
    0.05228752642869949,
    0.36144572496414185,
    0.23611101508140564,
    0.3026314675807953,
    0.18749991059303284,
    0.5659162998199463,
    0.3037973642349243,
    0.43720918893814087,
    0.2786068916320801,
    0.11702124029397964,
    0.18421047925949097,
    0.07407400757074356,
    0.3091786503791809,
    0.5816324949264526,
    0.439655065536499,
    0.3578946590423584,
    0.5123152136802673,
    0.1395348161458969,
    0.31746023893356323,
    0.14166660606861115,
    0.5781989693641663,
    0.5163933038711548,
    0.12359543144702911,
    0.15555550158023834,
    0.24277448654174805,
    0.09345787763595581,
    0.19580411911010742,
    0.7191009521484375,
    0.2736155688762665,
    0.15602830052375793,
    0.41666656732559204,
    0.37499988079071045,
    0.2898550033569336,
    0.11475405097007751,
    0.34722214937210083,
    0.26666659116744995,
    0.42352932691574097,
    0.09090903401374817,
    0.18999992311000824,
    0.4489794969558716,
    0.4135020077228546,
    0.3050846457481384,
    0.22222214937210083,
    0.193548321723938,
    0.26666656136512756
   ],
   "time": 163.76520264241844,
   "param": [
    {
     "p": 0.11425419896841049,
     "m": 1.0
    },
    {
     "p": 0.0055497982539236546,
     "m": 1.0
    },
    {
     "p": 0.1138312816619873,
     "m": 1.0
    },
    {
     "p": 0.0964830070734024,
     "m": 1.0
    },
    {
     "p": 0.11040593683719635,
     "m": 1.0
    },
    {
     "p": 0.009530043229460716,
     "m": 1.0
    },
    {
     "p": 0.07447952777147293,
     "m": 1.0
    },
    {
     "p": 0.11704491823911667,
     "m": 1.0
    },
    {
     "p": 0.03135799616575241,
     "m": 1.0
    },
    {
     "p": 0.015303201042115688,
     "m": 1.0
    },
    {
     "p": 0.013963616453111172,
     "m": 1.0
    },
    {
     "p": 0.1277681291103363,
     "m": 1.0
    },
    {
     "p": 0.16203707456588745,
     "m": 1.0
    },
    {
     "p": 0.007991256192326546,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 19,
   "train_loss": 5.253060817718506,
   "val_loss": 2.8858442306518555,
   "acc": 30.7,
   "f1": [
    0.5699480772018433,
    0.3743841052055359,
    0.2545453906059265,
    0.1900825798511505,
    0.09448814392089844,
    0.23809516429901123,
    0.33333322405815125,
    0.30857133865356445,
    0.26399993896484375,
    0.33802807331085205,
    0.056337978690862656,
    0.22499993443489075,
    0.28758159279823303,
    0.24271836876869202,
    0.14414407312870026,
    0.2056737095117569,
    0.2580644190311432,
    0.4631577730178833,
    0.2580644190311432,
    0.16455689072608948,
    0.5194804668426514,
    0.5327867269515991,
    0.19753079116344452,
    0.46231144666671753,
    0.4927535057067871,
    0.2312137931585312,
    0.17218534648418427,
    0.19178076088428497,
    0.30409345030784607,
    0.20441985130310059,
    0.28965505957603455,
    0.28571420907974243,
    0.19999992847442627,
    0.2991451919078827,
    0.21874991059303284,
    0.15714280307292938,
    0.27777767181396484,
    0.20765019953250885,
    0.1748633086681366,
    0.41758227348327637,
    0.22297292947769165,
    0.4558822512626648,
    0.25961530208587646,
    0.3489360511302948,
    0.14213192462921143,
    0.14473678171634674,
    0.1965317279100418,
    0.4519229531288147,
    0.3516482710838318,
    0.28776970505714417,
    0.08823523670434952,
    0.220689594745636,
    0.45901623368263245,
    0.5454544425010681,
    0.35051536560058594,
    0.06289302557706833,
    0.40935659408569336,
    0.2672064006328583,
    0.318471223115921,
    0.2564101815223694,
    0.705357015132904,
    0.3832334280014038,
    0.3724927604198456,
    0.28699544072151184,
    0.10869558900594711,
    0.20175431668758392,
    0.11494245380163193,
    0.22556383907794952,
    0.6757989525794983,
    0.4919354021549225,
    0.3365383446216583,
    0.5753422975540161,
    0.03418800234794617,
    0.33333322405815125,
    0.20175431668758392,
    0.5685278177261353,
    0.48648640513420105,
    0.14213192462921143,
    0.1725887656211853,
    0.255999892950058,
    0.05714280158281326,
    0.23529404401779175,
    0.7081338167190552,
    0.2985073924064636,
    0.12499993294477463,
    0.4115225076675415,
    0.2790696918964386,
    0.29714274406433105,
    0.09448814392089844,
    0.4044942855834961,
    0.24870456755161285,
    0.43153515458106995,
    0.127999946475029,
    0.1368420422077179,
    0.5517240166664124,
    0.41196006536483765,
    0.32599109411239624,
    0.3121950626373291,
    0.10778438299894333,
    0.20809243619441986
   ],
   "time": 161.49897945392877,
   "param": [
    {
     "p": 0.12316537648439407,
     "m": 1.0
    },
    {
     "p": 0.007768607698380947,
     "m": 1.0
    },
    {
     "p": 0.09739170968532562,
     "m": 1.0
    },
    {
     "p": 0.11488185822963715,
     "m": 1.0
    },
    {
     "p": 0.1206275224685669,
     "m": 1.0
    },
    {
     "p": 0.010335986502468586,
     "m": 1.0
    },
    {
     "p": 0.07980949431657791,
     "m": 1.0
    },
    {
     "p": 0.12240766733884811,
     "m": 1.0
    },
    {
     "p": 0.025328535586595535,
     "m": 1.0
    },
    {
     "p": 0.014961181208491325,
     "m": 1.0
    },
    {
     "p": 0.014866641722619534,
     "m": 1.0
    },
    {
     "p": 0.12253939360380173,
     "m": 1.0
    },
    {
     "p": 0.13761626183986664,
     "m": 1.0
    },
    {
     "p": 0.008299894630908966,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 20,
   "train_loss": 4.657400131225586,
   "val_loss": 3.076558828353882,
   "acc": 29.76,
   "f1": [
    0.5348835587501526,
    0.3478259742259979,
    0.2807016670703888,
    0.10084028542041779,
    0.13166137039661407,
    0.25101208686828613,
    0.3131312429904938,
    0.3980098366737366,
    0.2999998927116394,
    0.35675665736198425,
    0.09045220911502838,
    0.12499995529651642,
    0.30051806569099426,
    0.19428564608097076,
    0.13836471736431122,
    0.23312875628471375,
    0.25688064098358154,
    0.45599988102912903,
    0.2758619785308838,
    0.16455689072608948,
    0.5291004180908203,
    0.4866918921470642,
    0.236453115940094,
    0.5081079602241516,
    0.49659857153892517,
    0.17763154208660126,
    0.1558440923690796,
    0.20547938346862793,
    0.29813653230667114,
    0.2634729743003845,
    0.32835814356803894,
    0.2279999703168869,
    0.160714253783226,
    0.18461529910564423,
    0.30125513672828674,
    0.07999995350837708,
    0.3096773326396942,
    0.16753920912742615,
    0.15209119021892548,
    0.3247862458229065,
    0.2647058069705963,
    0.6136362552642822,
    0.24615377187728882,
    0.30697670578956604,
    0.20224712789058685,
    0.17171710729599,
    0.22680403292179108,
    0.4565216302871704,
    0.4588233530521393,
    0.2783504128456116,
    0.019230758771300316,
    0.3195875287055969,
    0.5617976784706116,
    0.5348835587501526,
    0.4417669475078583,
    0.12182734906673431,
    0.3453236222267151,
    0.2614378333091736,
    0.30851057171821594,
    0.239999920129776,
    0.6705880761146545,
    0.31999990344047546,
    0.43601882457733154,
    0.2834644913673401,
    0.141592875123024,
    0.152671679854393,
    0.12944979965686798,
    0.3037973642349243,
    0.6885244846343994,
    0.48888880014419556,
    0.37696322798728943,
    0.4905658960342407,
    0.09756094962358475,
    0.1983470320701599,
    0.0813007652759552,
    0.6321242451667786,
    0.574585497379303,
    0.12295076996088028,
    0.1596243679523468,
    0.21621614694595337,
    0.045197684317827225,
    0.22222214937210083,
    0.6851851344108582,
    0.3130989968776703,
    0.17610056698322296,
    0.37499988079071045,
    0.32635971903800964,
    0.2692306637763977,
    0.03636360913515091,
    0.3487543761730194,
    0.22222216427326202,
    0.4230768084526062,
    0.19480513036251068,
    0.14285708963871002,
    0.4172661006450653,
    0.382978618144989,
    0.30097079277038574,
    0.35532984137535095,
    0.14117640256881714,
    0.3116881847381592
   ],
   "time": 162.11508021317422,
   "param": [
    {
     "p": 0.12943655252456665,
     "m": 1.0
    },
    {
     "p": 0.006020194385200739,
     "m": 1.0
    },
    {
     "p": 0.11280988901853561,
     "m": 1.0
    },
    {
     "p": 0.1110396534204483,
     "m": 1.0
    },
    {
     "p": 0.13414938747882843,
     "m": 1.0
    },
    {
     "p": 0.011347338557243347,
     "m": 1.0
    },
    {
     "p": 0.0728088915348053,
     "m": 1.0
    },
    {
     "p": 0.10319104790687561,
     "m": 1.0
    },
    {
     "p": 0.02314007468521595,
     "m": 1.0
    },
    {
     "p": 0.016639094799757004,
     "m": 1.0
    },
    {
     "p": 0.0033258884213864803,
     "m": 1.0
    },
    {
     "p": 0.12895013391971588,
     "m": 1.0
    },
    {
     "p": 0.1410188227891922,
     "m": 1.0
    },
    {
     "p": 0.0061230892315506935,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 21,
   "train_loss": 4.880171298980713,
   "val_loss": 2.9566400051116943,
   "acc": 30.96,
   "f1": [
    0.5505616068840027,
    0.318471223115921,
    0.25301194190979004,
    0.19791658222675323,
    0.11249993741512299,
    0.22988496720790863,
    0.3696681261062622,
    0.3352600038051605,
    0.321428507566452,
    0.32950183749198914,
    0.04958673566579819,
    0.18032778799533844,
    0.2929935157299042,
    0.18421046435832977,
    0.1279069036245346,
    0.18064509332180023,
    0.2276422381401062,
    0.4632767140865326,
    0.28143709897994995,
    0.21590900421142578,
    0.525139570236206,
    0.5497629642486572,
    0.19047614932060242,
    0.5217390060424805,
    0.5521470904350281,
    0.21359217166900635,
    0.228571355342865,
    0.19801974296569824,
    0.30864188075065613,
    0.2096773386001587,
    0.3795619308948517,
    0.3362830877304077,
    0.24193541705608368,
    0.30909082293510437,
    0.2702701687812805,
    0.12765952944755554,
    0.2872926890850067,
    0.2076922506093979,
    0.15662644803524017,
    0.39784935116767883,
    0.2574256658554077,
    0.48056527972221375,
    0.2837369441986084,
    0.36293426156044006,
    0.16037730872631073,
    0.09599995613098145,
    0.2533332407474518,
    0.43979042768478394,
    0.45320188999176025,
    0.33502528071403503,
    0.15028895437717438,
    0.24657529592514038,
    0.5765764713287354,
    0.504132091999054,
    0.44705867767333984,
    0.14574894309043884,
    0.44715434312820435,
    0.3049326539039612,
    0.30051806569099426,
    0.20111726224422455,
    0.6770831346511841,
    0.36464083194732666,
    0.4029303193092346,
    0.29951682686805725,
    0.08571423590183258,
    0.2485874742269516,
    0.11111105233430862,
    0.19548864662647247,
    0.6341461539268494,
    0.49756085872650146,
    0.326315701007843,
    0.573584794998169,
    0.09859149903059006,
    0.32142847776412964,
    0.17499995231628418,
    0.6067414879798889,
    0.33587777614593506,
    0.07352935522794724,
    0.16279064118862152,
    0.3057323694229126,
    0.07142851501703262,
    0.23529407382011414,
    0.6565654873847961,
    0.2700421214103699,
    0.11173177510499954,
    0.35962140560150146,
    0.2731706500053406,
    0.2605040967464447,
    0.1899440735578537,
    0.2967032194137573,
    0.25961530208587646,
    0.3950616121292114,
    0.2244223952293396,
    0.207547128200531,
    0.5399999022483826,
    0.40268445014953613,
    0.33333322405815125,
    0.30621999502182007,
    0.13698624074459076,
    0.2807016670703888
   ],
   "time": 162.2719361037016,
   "param": [
    {
     "p": 0.11603377014398575,
     "m": 1.0
    },
    {
     "p": 0.006121776066720486,
     "m": 1.0
    },
    {
     "p": 0.10760471224784851,
     "m": 1.0
    },
    {
     "p": 0.10858013480901718,
     "m": 1.0
    },
    {
     "p": 0.10952403396368027,
     "m": 1.0
    },
    {
     "p": 0.01739056035876274,
     "m": 1.0
    },
    {
     "p": 0.08683796226978302,
     "m": 1.0
    },
    {
     "p": 0.12045703083276749,
     "m": 1.0
    },
    {
     "p": 0.026199067011475563,
     "m": 1.0
    },
    {
     "p": 0.021396664902567863,
     "m": 1.0
    },
    {
     "p": 0.013519492000341415,
     "m": 1.0
    },
    {
     "p": 0.1295604109764099,
     "m": 1.0
    },
    {
     "p": 0.12878373265266418,
     "m": 1.0
    },
    {
     "p": 0.00799059122800827,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 22,
   "train_loss": 5.1495771408081055,
   "val_loss": 2.9130616188049316,
   "acc": 30.86,
   "f1": [
    0.5803107619285583,
    0.4075828194618225,
    0.22988496720790863,
    0.22222216427326202,
    0.14371250569820404,
    0.20858889818191528,
    0.32748526334762573,
    0.36792439222335815,
    0.2830187678337097,
    0.3373492956161499,
    0.0,
    0.1754385232925415,
    0.31249991059303284,
    0.2214285135269165,
    0.16923069953918457,
    0.1604277491569519,
    0.2616821527481079,
    0.4773661196231842,
    0.3246752619743347,
    0.2193547636270523,
    0.5263157486915588,
    0.4324323236942291,
    0.2127659022808075,
    0.4624998867511749,
    0.5566036701202393,
    0.24999988079071045,
    0.1592356264591217,
    0.19540224969387054,
    0.3703702986240387,
    0.2767294645309448,
    0.29896897077560425,
    0.31050220131874084,
    0.2737641930580139,
    0.32432422041893005,
    0.2891565263271332,
    0.1694914698600769,
    0.2673266530036926,
    0.24580998718738556,
    0.18229162693023682,
    0.4277455508708954,
    0.2629106938838959,
    0.5846152901649475,
    0.07407403737306595,
    0.38043469190597534,
    0.14012733101844788,
    0.12499994784593582,
    0.22916659712791443,
    0.43537402153015137,
    0.37647050619125366,
    0.37499991059303284,
    0.14012733101844788,
    0.22073574364185333,
    0.5925924181938171,
    0.5454543828964233,
    0.3665767312049866,
    0.12987008690834045,
    0.4343433380126953,
    0.32330816984176636,
    0.2824857831001282,
    0.28571420907974243,
    0.7441858649253845,
    0.28402355313301086,
    0.4914284646511078,
    0.3478259742259979,
    0.05839410796761513,
    0.14285708963871002,
    0.13636359572410583,
    0.3276835083961487,
    0.6639002561569214,
    0.4923075735569,
    0.40677955746650696,
    0.44755232334136963,
    0.09459453821182251,
    0.2580644190311432,
    0.1775147169828415,
    0.5508472919464111,
    0.5564514994621277,
    0.13580238819122314,
    0.1924685686826706,
    0.14666660130023956,
    0.09701486676931381,
    0.29752060770988464,
    0.7109003663063049,
    0.20833326876163483,
    0.15730330348014832,
    0.4200912117958069,
    0.3443707227706909,
    0.25344347953796387,
    0.07142854481935501,
    0.3636362552642822,
    0.282828152179718,
    0.43333321809768677,
    0.15789467096328735,
    0.18867918848991394,
    0.5185183882713318,
    0.32298123836517334,
    0.31034475564956665,
    0.2674418091773987,
    0.081632599234581,
    0.220779150724411
   ],
   "time": 161.2260079458356,
   "param": [
    {
     "p": 0.12264399230480194,
     "m": 1.0
    },
    {
     "p": 0.007168888114392757,
     "m": 1.0
    },
    {
     "p": 0.10640207678079605,
     "m": 1.0
    },
    {
     "p": 0.11470725387334824,
     "m": 1.0
    },
    {
     "p": 0.12497131526470184,
     "m": 1.0
    },
    {
     "p": 0.016289975494146347,
     "m": 1.0
    },
    {
     "p": 0.0798807218670845,
     "m": 1.0
    },
    {
     "p": 0.10593714565038681,
     "m": 1.0
    },
    {
     "p": 0.027621449902653694,
     "m": 1.0
    },
    {
     "p": 0.016657212749123573,
     "m": 1.0
    },
    {
     "p": 0.012779747135937214,
     "m": 1.0
    },
    {
     "p": 0.11283383518457413,
     "m": 1.0
    },
    {
     "p": 0.14363086223602295,
     "m": 1.0
    },
    {
     "p": 0.008475485257804394,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 23,
   "train_loss": 5.618192195892334,
   "val_loss": 2.8511850833892822,
   "acc": 30.63,
   "f1": [
    0.5689654350280762,
    0.2953367233276367,
    0.26548662781715393,
    0.09302320331335068,
    0.13422814011573792,
    0.24870456755161285,
    0.3265305161476135,
    0.3414633274078369,
    0.2673795819282532,
    0.40476179122924805,
    0.10650881379842758,
    0.1629629135131836,
    0.10810806602239609,
    0.1985815018415451,
    0.18784525990486145,
    0.16289585828781128,
    0.28571417927742004,
    0.46913570165634155,
    0.2834644913673401,
    0.2046510875225067,
    0.5094338655471802,
    0.5568180084228516,
    0.21333324909210205,
    0.42682918906211853,
    0.5403225421905518,
    0.22009563446044922,
    0.16783210635185242,
    0.1818181574344635,
    0.3463686406612396,
    0.24875615537166595,
    0.32369929552078247,
    0.31284910440444946,
    0.22330091893672943,
    0.24161066114902496,
    0.2702701687812805,
    0.1379309892654419,
    0.29319363832473755,
    0.21374039351940155,
    0.21468918025493622,
    0.3119265139102936,
    0.28571417927742004,
    0.5645932555198669,
    0.20312491059303284,
    0.30057793855667114,
    0.1333332657814026,
    0.15044242143630981,
    0.25777769088745117,
    0.4237917363643646,
    0.4014597535133362,
    0.37154141068458557,
    0.12260530889034271,
    0.24822686612606049,
    0.5020919442176819,
    0.6028706431388855,
    0.4549761712551117,
    0.0,
    0.44444432854652405,
    0.28571420907974243,
    0.32812491059303284,
    0.2659573554992676,
    0.6940637826919556,
    0.318471223115921,
    0.36129021644592285,
    0.3478259742259979,
    0.07741929590702057,
    0.15950913727283478,
    0.140350803732872,
    0.29365071654319763,
    0.6343611478805542,
    0.44444432854652405,
    0.37192973494529724,
    0.5408161878585815,
    0.0921052023768425,
    0.11214949190616608,
    0.15730330348014832,
    0.5544553399085999,
    0.5445024967193604,
    0.10958898812532425,
    0.18939387798309326,
    0.07999995350837708,
    0.05970144271850586,
    0.2433861643075943,
    0.6893202662467957,
    0.2820512056350708,
    0.14371250569820404,
    0.35714277625083923,
    0.33548372983932495,
    0.2980768382549286,
    0.1554403454065323,
    0.3454544246196747,
    0.23655906319618225,
    0.37086084485054016,
    0.19631893932819366,
    0.19999992847442627,
    0.5347592234611511,
    0.4129031002521515,
    0.24418595433235168,
    0.29370617866516113,
    0.14705875515937805,
    0.2638297379016876
   ],
   "time": 160.11359954066575,
   "param": [
    {
     "p": 0.12593625485897064,
     "m": 1.0
    },
    {
     "p": 0.008657531812787056,
     "m": 1.0
    },
    {
     "p": 0.10770919173955917,
     "m": 1.0
    },
    {
     "p": 0.1148829311132431,
     "m": 1.0
    },
    {
     "p": 0.12486200034618378,
     "m": 1.0
    },
    {
     "p": 0.01631881482899189,
     "m": 1.0
    },
    {
     "p": 0.09285619109869003,
     "m": 1.0
    },
    {
     "p": 0.1035773754119873,
     "m": 1.0
    },
    {
     "p": 0.030348772183060646,
     "m": 1.0
    },
    {
     "p": 0.014090984128415585,
     "m": 1.0
    },
    {
     "p": 0.006467111874371767,
     "m": 1.0
    },
    {
     "p": 0.11522804200649261,
     "m": 1.0
    },
    {
     "p": 0.13135427236557007,
     "m": 1.0
    },
    {
     "p": 0.007710543926805258,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 24,
   "train_loss": 4.692692279815674,
   "val_loss": 3.121023654937744,
   "acc": 31.48,
   "f1": [
    0.6024094820022583,
    0.38636353611946106,
    0.23776215314865112,
    0.20571422576904297,
    0.18260863423347473,
    0.29885047674179077,
    0.35071080923080444,
    0.35071080923080444,
    0.28571420907974243,
    0.36601296067237854,
    0.09230764210224152,
    0.24120594561100006,
    0.26553666591644287,
    0.2541435658931732,
    0.18930034339427948,
    0.17213107645511627,
    0.31081071496009827,
    0.4978901743888855,
    0.3169397711753845,
    0.2116401493549347,
    0.5714284181594849,
    0.5462961196899414,
    0.19867542386054993,
    0.48648640513420105,
    0.49999988079071045,
    0.25730982422828674,
    0.18320603668689728,
    0.22093015909194946,
    0.3478259742259979,
    0.14678893983364105,
    0.3636362850666046,
    0.2690582275390625,
    0.2594141364097595,
    0.3169397711753845,
    0.34224584698677063,
    0.17283941805362701,
    0.3636362552642822,
    0.17021270096302032,
    0.16783210635185242,
    0.4408600926399231,
    0.23529404401779175,
    0.5370368957519531,
    0.2901553809642792,
    0.3703702688217163,
    0.1532566398382187,
    0.08264458924531937,
    0.05357140302658081,
    0.4728681445121765,
    0.3980098366737366,
    0.3101603388786316,
    0.0639999583363533,
    0.28112441301345825,
    0.5589519143104553,
    0.49999988079071045,
    0.4096384644508362,
    0.06638998538255692,
    0.42708319425582886,
    0.3157893717288971,
    0.3141360282897949,
    0.1857142299413681,
    0.6915886998176575,
    0.3495144844055176,
    0.39837390184402466,
    0.35862061381340027,
    0.10055860131978989,
    0.2193547636270523,
    0.13432830572128296,
    0.2758620083332062,
    0.6806281208992004,
    0.48936155438423157,
    0.34042540192604065,
    0.511627733707428,
    0.10859721153974533,
    0.3598325252532959,
    0.1509433388710022,
    0.4315789043903351,
    0.563909649848938,
    0.16774186491966248,
    0.19685034453868866,
    0.2685184180736542,
    0.031007712706923485,
    0.22413785755634308,
    0.5608106851577759,
    0.2790696620941162,
    0.16091948747634888,
    0.35608306527137756,
    0.32804223895072937,
    0.33333322405815125,
    0.047244053333997726,
    0.31325292587280273,
    0.1985815018415451,
    0.45128190517425537,
    0.22608689963817596,
    0.19047611951828003,
    0.5802468061447144,
    0.3999999165534973,
    0.24161066114902496,
    0.24539873003959656,
    0.08474572747945786,
    0.2366863340139389
   ],
   "time": 159.97489298228174,
   "param": [
    {
     "p": 0.11017806828022003,
     "m": 1.0
    },
    {
     "p": 0.010430465452373028,
     "m": 1.0
    },
    {
     "p": 0.10836978256702423,
     "m": 1.0
    },
    {
     "p": 0.1024995893239975,
     "m": 1.0
    },
    {
     "p": 0.10762292146682739,
     "m": 1.0
    },
    {
     "p": 0.014843336306512356,
     "m": 1.0
    },
    {
     "p": 0.08980991691350937,
     "m": 1.0
    },
    {
     "p": 0.1103295162320137,
     "m": 1.0
    },
    {
     "p": 0.0341743528842926,
     "m": 1.0
    },
    {
     "p": 0.01866002194583416,
     "m": 1.0
    },
    {
     "p": 0.01670035906136036,
     "m": 1.0
    },
    {
     "p": 0.12892122566699982,
     "m": 1.0
    },
    {
     "p": 0.13869081437587738,
     "m": 1.0
    },
    {
     "p": 0.008769731037318707,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 25,
   "train_loss": 4.463533878326416,
   "val_loss": 2.745420217514038,
   "acc": 32.37,
   "f1": [
    0.5906734466552734,
    0.3720929026603699,
    0.28260859847068787,
    0.21596238017082214,
    0.16107375919818878,
    0.21596238017082214,
    0.3269230127334595,
    0.28742504119873047,
    0.3098590672016144,
    0.33050838112831116,
    0.14598533511161804,
    0.17910441756248474,
    0.2812499403953552,
    0.18181811273097992,
    0.14379078149795532,
    0.19463081657886505,
    0.3289472758769989,
    0.4386615753173828,
    0.3465345501899719,
    0.19047611951828003,
    0.5631066560745239,
    0.547485888004303,
    0.23129244148731232,
    0.5057469606399536,
    0.5350876450538635,
    0.16589856147766113,
    0.20155030488967896,
    0.2699999213218689,
    0.4137929677963257,
    0.26046502590179443,
    0.4146340489387512,
    0.3190660774707794,
    0.24528293311595917,
    0.280373752117157,
    0.2682925760746002,
    0.29245272278785706,
    0.2583332359790802,
    0.17948710918426514,
    0.22222216427326202,
    0.4120170772075653,
    0.26548662781715393,
    0.5915491580963135,
    0.24999991059303284,
    0.3580785095691681,
    0.1226993277668953,
    0.15999992191791534,
    0.21126753091812134,
    0.4123710095882416,
    0.45161277055740356,
    0.3793102204799652,
    0.1528661698102951,
    0.2795698046684265,
    0.6288208365440369,
    0.6063346862792969,
    0.4257424473762512,
    0.08433729410171509,
    0.43850257992744446,
    0.2739725410938263,
    0.27338120341300964,
    0.23350247740745544,
    0.6528924107551575,
    0.35064926743507385,
    0.4834122061729431,
    0.2904563546180725,
    0.13286708295345306,
    0.22093015909194946,
    0.1576354056596756,
    0.291139155626297,
    0.6570047736167908,
    0.4754716157913208,
    0.3981480300426483,
    0.5684208869934082,
    0.08695648610591888,
    0.30232545733451843,
    0.16363631188869476,
    0.5898616909980774,
    0.5024629235267639,
    0.14166660606861115,
    0.19047611951828003,
    0.28820955753326416,
    0.11111105233430862,
    0.2264150232076645,
    0.7128711342811584,
    0.2513660192489624,
    0.13740453124046326,
    0.4319247901439667,
    0.34224584698677063,
    0.28723397850990295,
    0.07547163963317871,
    0.3636362552642822,
    0.28272244334220886,
    0.48913031816482544,
    0.1081080511212349,
    0.18181809782981873,
    0.48201432824134827,
    0.4105958938598633,
    0.3266931176185608,
    0.30208322405815125,
    0.13131305575370789,
    0.2658226788043976
   ],
   "time": 162.81073136627674,
   "param": [
    {
     "p": 0.1117541566491127,
     "m": 1.0
    },
    {
     "p": 0.008928919211030006,
     "m": 1.0
    },
    {
     "p": 0.09828527271747589,
     "m": 1.0
    },
    {
     "p": 0.11501744389533997,
     "m": 1.0
    },
    {
     "p": 0.1233358383178711,
     "m": 1.0
    },
    {
     "p": 0.01123857032507658,
     "m": 1.0
    },
    {
     "p": 0.0883675366640091,
     "m": 1.0
    },
    {
     "p": 0.1158144399523735,
     "m": 1.0
    },
    {
     "p": 0.03557414188981056,
     "m": 1.0
    },
    {
     "p": 0.017472585663199425,
     "m": 1.0
    },
    {
     "p": 0.01577700674533844,
     "m": 1.0
    },
    {
     "p": 0.10854697227478027,
     "m": 1.0
    },
    {
     "p": 0.14169007539749146,
     "m": 1.0
    },
    {
     "p": 0.008197049610316753,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 26,
   "train_loss": 4.6905598640441895,
   "val_loss": 2.6435184478759766,
   "acc": 32.55,
   "f1": [
    0.5055760741233826,
    0.38053086400032043,
    0.3084576427936554,
    0.24999994039535522,
    0.11650479584932327,
    0.23913034796714783,
    0.36464083194732666,
    0.35416656732559204,
    0.28947359323501587,
    0.364531934261322,
    0.09944745898246765,
    0.15827332437038422,
    0.2890624403953552,
    0.22929932177066803,
    0.13513506948947906,
    0.2167486995458603,
    0.2736841142177582,
    0.4608694612979889,
    0.23809516429901123,
    0.24844713509082794,
    0.5624998807907104,
    0.5023254752159119,
    0.2614377737045288,
    0.48301875591278076,
    0.5714285373687744,
    0.23529404401779175,
    0.2021275758743286,
    0.19883038103580475,
    0.34615373611450195,
    0.2783504128456116,
    0.36298924684524536,
    0.3428570628166199,
    0.29074883460998535,
    0.2991451919078827,
    0.33057841658592224,
    0.15909084677696228,
    0.2971886694431305,
    0.2255638688802719,
    0.20202013850212097,
    0.3649634122848511,
    0.2898550033569336,
    0.6120217442512512,
    0.2545453906059265,
    0.3287670314311981,
    0.19318175315856934,
    0.1226993277668953,
    0.2167486995458603,
    0.48837196826934814,
    0.44970402121543884,
    0.36269423365592957,
    0.18884113430976868,
    0.3295453190803528,
    0.6184737682342529,
    0.5589519143104553,
    0.4969695806503296,
    0.1029411256313324,
    0.4302324652671814,
    0.3383457660675049,
    0.3982299864292145,
    0.2890172600746155,
    0.6744184494018555,
    0.38674020767211914,
    0.4566209018230438,
    0.30630621314048767,
    0.11764699220657349,
    0.22222214937210083,
    0.1282050609588623,
    0.1594202220439911,
    0.6184737682342529,
    0.49999988079071045,
    0.3374998867511749,
    0.5395347476005554,
    0.11188805103302002,
    0.36633655428886414,
    0.18947362899780273,
    0.6260868310928345,
    0.525139570236206,
    0.16374263167381287,
    0.21830980479717255,
    0.2148759514093399,
    0.1478598713874817,
    0.24999991059303284,
    0.657534122467041,
    0.3295879364013672,
    0.17910441756248474,
    0.3862067759037018,
    0.3319147825241089,
    0.33333319425582886,
    0.10666660219430923,
    0.2148759514093399,
    0.2890624403953552,
    0.4210525453090668,
    0.1754385232925415,
    0.16853927075862885,
    0.5217390656471252,
    0.32911381125450134,
    0.2955664098262787,
    0.31764698028564453,
    0.1481480747461319,
    0.20645155012607574
   ],
   "time": 162.10237506963313,
   "param": [
    {
     "p": 0.11404282599687576,
     "m": 1.0
    },
    {
     "p": 0.007754919119179249,
     "m": 1.0
    },
    {
     "p": 0.11695966869592667,
     "m": 1.0
    },
    {
     "p": 0.12217041105031967,
     "m": 1.0
    },
    {
     "p": 0.10136833786964417,
     "m": 1.0
    },
    {
     "p": 0.012000974267721176,
     "m": 1.0
    },
    {
     "p": 0.0779263824224472,
     "m": 1.0
    },
    {
     "p": 0.12017925083637238,
     "m": 1.0
    },
    {
     "p": 0.03561626374721527,
     "m": 1.0
    },
    {
     "p": 0.02122320979833603,
     "m": 1.0
    },
    {
     "p": 0.018056226894259453,
     "m": 1.0
    },
    {
     "p": 0.11960768699645996,
     "m": 1.0
    },
    {
     "p": 0.12323533743619919,
     "m": 1.0
    },
    {
     "p": 0.009858434088528156,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 27,
   "train_loss": 4.361292839050293,
   "val_loss": 2.8805291652679443,
   "acc": 31.75,
   "f1": [
    0.5771142840385437,
    0.3576158285140991,
    0.20312491059303284,
    0.1635219305753708,
    0.14958445727825165,
    0.20125779509544373,
    0.27096763253211975,
    0.37305691838264465,
    0.23350247740745544,
    0.3832334280014038,
    0.16161610186100006,
    0.17333325743675232,
    0.3267972767353058,
    0.2786068916320801,
    0.22857137024402618,
    0.20720712840557098,
    0.3114752769470215,
    0.4999998211860657,
    0.21374039351940155,
    0.23107562959194183,
    0.5677418112754822,
    0.5254236459732056,
    0.24806194007396698,
    0.4242422878742218,
    0.6021503806114197,
    0.2574256360530853,
    0.1931033730506897,
    0.24175815284252167,
    0.4183672070503235,
    0.2999998927116394,
    0.37999996542930603,
    0.2673795819282532,
    0.18978095054626465,
    0.3272726535797119,
    0.29341310262680054,
    0.17391297221183777,
    0.33333325386047363,
    0.24096375703811646,
    0.11842100322246552,
    0.36206886172294617,
    0.2959640622138977,
    0.5454544425010681,
    0.24390234053134918,
    0.33333325386047363,
    0.1835748255252838,
    0.18260863423347473,
    0.22907482087612152,
    0.47619035840034485,
    0.3157894015312195,
    0.33333322405815125,
    0.15999992191791534,
    0.2096773386001587,
    0.5728641748428345,
    0.5462961196899414,
    0.4978164732456207,
    0.11464963108301163,
    0.5106381177902222,
    0.28272244334220886,
    0.3478260040283203,
    0.30555546283721924,
    0.7005074620246887,
    0.3428570330142975,
    0.44339612126350403,
    0.3409090042114258,
    0.11881181597709656,
    0.19631893932819366,
    0.18478257954120636,
    0.274073988199234,
    0.6545453667640686,
    0.5531913042068481,
    0.42253509163856506,
    0.47953203320503235,
    0.1282050609588623,
    0.36871495842933655,
    0.16720251739025116,
    0.6054052114486694,
    0.41176462173461914,
    0.13333328068256378,
    0.19217076897621155,
    0.2754489779472351,
    0.09523804485797882,
    0.2124999314546585,
    0.6550217270851135,
    0.3299999237060547,
    0.11111105233430862,
    0.40579700469970703,
    0.37894728779792786,
    0.291139155626297,
    0.14545448124408722,
    0.38931289315223694,
    0.2673795819282532,
    0.4431816637516022,
    0.11023616790771484,
    0.17647051811218262,
    0.5357141494750977,
    0.38888880610466003,
    0.3675675094127655,
    0.2937852144241333,
    0.11999993026256561,
    0.24598921835422516
   ],
   "time": 163.950520247221,
   "param": [
    {
     "p": 0.10803550481796265,
     "m": 1.0
    },
    {
     "p": 0.00896289013326168,
     "m": 1.0
    },
    {
     "p": 0.11365406215190887,
     "m": 1.0
    },
    {
     "p": 0.09593459963798523,
     "m": 1.0
    },
    {
     "p": 0.12196816504001617,
     "m": 1.0
    },
    {
     "p": 0.01580718532204628,
     "m": 1.0
    },
    {
     "p": 0.08921971172094345,
     "m": 1.0
    },
    {
     "p": 0.12192128598690033,
     "m": 1.0
    },
    {
     "p": 0.03325916454195976,
     "m": 1.0
    },
    {
     "p": 0.01781538687646389,
     "m": 1.0
    },
    {
     "p": 0.01139516569674015,
     "m": 1.0
    },
    {
     "p": 0.1132374256849289,
     "m": 1.0
    },
    {
     "p": 0.13547199964523315,
     "m": 1.0
    },
    {
     "p": 0.0133174117654562,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 28,
   "train_loss": 4.6031904220581055,
   "val_loss": 2.8747920989990234,
   "acc": 32.38,
   "f1": [
    0.4670657217502594,
    0.4369746744632721,
    0.2749999165534973,
    0.23423415422439575,
    0.16080394387245178,
    0.29365071654319763,
    0.2762430012226105,
    0.29107969999313354,
    0.27118638157844543,
    0.38157883286476135,
    0.1799999475479126,
    0.1732851266860962,
    0.22388054430484772,
    0.2099999338388443,
    0.15384607017040253,
    0.20920497179031372,
    0.28571417927742004,
    0.5023695826530457,
    0.23529404401779175,
    0.2966100871562958,
    0.5130433440208435,
    0.49773746728897095,
    0.21978014707565308,
    0.5420559644699097,
    0.5358489155769348,
    0.22929932177066803,
    0.20430098474025726,
    0.2258063703775406,
    0.29577454924583435,
    0.23076915740966797,
    0.3763065040111542,
    0.2592591345310211,
    0.22988496720790863,
    0.3478259742259979,
    0.2593856155872345,
    0.13207541406154633,
    0.30270257592201233,
    0.2348177433013916,
    0.21621613204479218,
    0.39999985694885254,
    0.3367346227169037,
    0.5652172565460205,
    0.3285713195800781,
    0.34999993443489075,
    0.18461531400680542,
    0.16753920912742615,
    0.14666660130023956,
    0.5294116139411926,
    0.4299064576625824,
    0.35502949357032776,
    0.11695900559425354,
    0.2694299519062042,
    0.5873605012893677,
    0.5653709769248962,
    0.466666579246521,
    0.07407402247190475,
    0.5026736855506897,
    0.31284910440444946,
    0.3357663154602051,
    0.228571355342865,
    0.7236180305480957,
    0.3703702688217163,
    0.47953203320503235,
    0.3195265531539917,
    0.11764699220657349,
    0.12121206521987915,
    0.01694912277162075,
    0.20895513892173767,
    0.6696831583976746,
    0.5374448299407959,
    0.25954192876815796,
    0.5414363145828247,
    0.052173878997564316,
    0.30674833059310913,
    0.17511513829231262,
    0.5608854293823242,
    0.5822783708572388,
    0.17757000029087067,
    0.1835748255252838,
    0.2536584436893463,
    0.11347512155771255,
    0.21538454294204712,
    0.6822428703308105,
    0.29152533411979675,
    0.07042248547077179,
    0.3373493552207947,
    0.38053086400032043,
    0.2771083414554596,
    0.12345672398805618,
    0.4205606281757355,
    0.26241129636764526,
    0.3828381896018982,
    0.11299428343772888,
    0.17560969293117523,
    0.5921786427497864,
    0.4418603479862213,
    0.33333322405815125,
    0.3111110329627991,
    0.1557631939649582,
    0.2941175699234009
   ],
   "time": 163.5759054683149,
   "param": [
    {
     "p": 0.08852949738502502,
     "m": 1.0
    },
    {
     "p": 0.008518305607140064,
     "m": 1.0
    },
    {
     "p": 0.10454564541578293,
     "m": 1.0
    },
    {
     "p": 0.11074257642030716,
     "m": 1.0
    },
    {
     "p": 0.12009099125862122,
     "m": 1.0
    },
    {
     "p": 0.02079346589744091,
     "m": 1.0
    },
    {
     "p": 0.08904997259378433,
     "m": 1.0
    },
    {
     "p": 0.1088700145483017,
     "m": 1.0
    },
    {
     "p": 0.03412490710616112,
     "m": 1.0
    },
    {
     "p": 0.022701844573020935,
     "m": 1.0
    },
    {
     "p": 0.014566672034561634,
     "m": 1.0
    },
    {
     "p": 0.12922166287899017,
     "m": 1.0
    },
    {
     "p": 0.13574948906898499,
     "m": 1.0
    },
    {
     "p": 0.012494890950620174,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 29,
   "train_loss": 3.993684768676758,
   "val_loss": 2.9091804027557373,
   "acc": 33.32,
   "f1": [
    0.6031745076179504,
    0.43093910813331604,
    0.3354036211967468,
    0.19883033633232117,
    0.17266181111335754,
    0.26455017924308777,
    0.3473052978515625,
    0.38834938406944275,
    0.29677411913871765,
    0.3999999165534973,
    0.15686267614364624,
    0.15999992191791534,
    0.17391297221183777,
    0.21978014707565308,
    0.1951218843460083,
    0.2117646485567093,
    0.3026314675807953,
    0.4939270317554474,
    0.3141360282897949,
    0.2066420167684555,
    0.5112780332565308,
    0.5106381177902222,
    0.2444443702697754,
    0.46031734347343445,
    0.5892856121063232,
    0.2436547577381134,
    0.22485199570655823,
    0.21399171650409698,
    0.3874998986721039,
    0.2424241602420807,
    0.38888877630233765,
    0.3399999141693115,
    0.24390234053134918,
    0.3384614586830139,
    0.2589927315711975,
    0.19314636290073395,
    0.29152533411979675,
    0.18382348120212555,
    0.21686740219593048,
    0.45833322405815125,
    0.31645557284355164,
    0.620320737361908,
    0.2953585684299469,
    0.3108503818511963,
    0.2099446803331375,
    0.17004041373729706,
    0.06896547973155975,
    0.5151513814926147,
    0.49484527111053467,
    0.378109335899353,
    0.1773398518562317,
    0.2976189851760864,
    0.5631767511367798,
    0.5384613871574402,
    0.5028570294380188,
    0.10476183891296387,
    0.4678361415863037,
    0.3510637581348419,
    0.31756746768951416,
    0.3285022974014282,
    0.6696034073829651,
    0.3677128851413727,
    0.4624998867511749,
    0.33918121457099915,
    0.1642511636018753,
    0.19696961343288422,
    0.0898875743150711,
    0.2888887822628021,
    0.6610168218612671,
    0.5429863333702087,
    0.34246566891670227,
    0.5654449462890625,
    0.11650479584932327,
    0.4044942855834961,
    0.14371250569820404,
    0.5744680166244507,
    0.5795453190803528,
    0.09580832719802856,
    0.20863303542137146,
    0.30409345030784607,
    0.12087904661893845,
    0.262857049703598,
    0.7342994213104248,
    0.32258057594299316,
    0.1935483068227768,
    0.4079999029636383,
    0.36879420280456543,
    0.26666656136512756,
    0.14689259231090546,
    0.3277309536933899,
    0.281406968832016,
    0.4194755554199219,
    0.15999992191791534,
    0.15789468586444855,
    0.5668447613716125,
    0.4248703718185425,
    0.2173912525177002,
    0.3399999141693115,
    0.09142850339412689,
    0.24489788711071014
   ],
   "time": 161.6405025050044,
   "param": [
    {
     "p": 0.11743342876434326,
     "m": 1.0
    },
    {
     "p": 0.007352638989686966,
     "m": 1.0
    },
    {
     "p": 0.09371016919612885,
     "m": 1.0
    },
    {
     "p": 0.11085093766450882,
     "m": 1.0
    },
    {
     "p": 0.1177852526307106,
     "m": 1.0
    },
    {
     "p": 0.016191883012652397,
     "m": 1.0
    },
    {
     "p": 0.09014169126749039,
     "m": 1.0
    },
    {
     "p": 0.10951537638902664,
     "m": 1.0
    },
    {
     "p": 0.038961753249168396,
     "m": 1.0
    },
    {
     "p": 0.021291716024279594,
     "m": 1.0
    },
    {
     "p": 0.016940806061029434,
     "m": 1.0
    },
    {
     "p": 0.11723335087299347,
     "m": 1.0
    },
    {
     "p": 0.1330321878194809,
     "m": 1.0
    },
    {
     "p": 0.009558780118823051,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 30,
   "train_loss": 4.32425594329834,
   "val_loss": 2.8132474422454834,
   "acc": 32.37,
   "f1": [
    0.6263735294342041,
    0.4174756109714508,
    0.2844826877117157,
    0.2290075719356537,
    0.08823523670434952,
    0.2999999225139618,
    0.3657141625881195,
    0.25157222151756287,
    0.3431951701641083,
    0.3953487277030945,
    0.15714280307292938,
    0.06956518441438675,
    0.3141360282897949,
    0.2127658873796463,
    0.19730934500694275,
    0.2264150083065033,
    0.2972972095012665,
    0.4933919608592987,
    0.3706895411014557,
    0.26804113388061523,
    0.5697672963142395,
    0.4630540609359741,
    0.2797926664352417,
    0.44755232334136963,
    0.5217389464378357,
    0.2389935851097107,
    0.21463409066200256,
    0.14193542301654816,
    0.4070795178413391,
    0.2341136336326599,
    0.38190943002700806,
    0.31284910440444946,
    0.1881532520055771,
    0.35748788714408875,
    0.2869197428226471,
    0.18987338244915009,
    0.326315701007843,
    0.18784524500370026,
    0.18978095054626465,
    0.46540868282318115,
    0.32291656732559204,
    0.45421239733695984,
    0.24413138628005981,
    0.3389829695224762,
    0.1717790961265564,
    0.14718610048294067,
    0.18881115317344666,
    0.5161289572715759,
    0.42253509163856506,
    0.3809523284435272,
    0.15425527095794678,
    0.283950537443161,
    0.5690376162528992,
    0.5999999046325684,
    0.48888880014419556,
    0.10362687706947327,
    0.4409447908401489,
    0.3578946590423584,
    0.3575417995452881,
    0.23225797712802887,
    0.6785712838172913,
    0.40384599566459656,
    0.46486473083496094,
    0.34013596177101135,
    0.03389827162027359,
    0.15909084677696228,
    0.03333330154418945,
    0.26797381043434143,
    0.6696034073829651,
    0.5152837038040161,
    0.318471223115921,
    0.6082947254180908,
    0.1256038099527359,
    0.3111110329627991,
    0.2164178341627121,
    0.5758754014968872,
    0.613756537437439,
    0.19780214130878448,
    0.15151509642601013,
    0.2933332324028015,
    0.14414407312870026,
    0.2397002875804901,
    0.6964284181594849,
    0.31050220131874084,
    0.04838705435395241,
    0.41245123744010925,
    0.35978829860687256,
    0.3316582143306732,
    0.04444439709186554,
    0.4387753903865814,
    0.22598862648010254,
    0.5374998450279236,
    0.16666659712791443,
    0.1951218843460083,
    0.475524365901947,
    0.38144323229789734,
    0.320441871881485,
    0.2528735101222992,
    0.04109584540128708,
    0.20645155012607574
   ],
   "time": 164.72167387977242,
   "param": [
    {
     "p": 0.11549285799264908,
     "m": 1.0
    },
    {
     "p": 0.012634103186428547,
     "m": 1.0
    },
    {
     "p": 0.10187330842018127,
     "m": 1.0
    },
    {
     "p": 0.10251256078481674,
     "m": 1.0
    },
    {
     "p": 0.11289936304092407,
     "m": 1.0
    },
    {
     "p": 0.01633737049996853,
     "m": 1.0
    },
    {
     "p": 0.09901343286037445,
     "m": 1.0
    },
    {
     "p": 0.10777994245290756,
     "m": 1.0
    },
    {
     "p": 0.03282534331083298,
     "m": 1.0
    },
    {
     "p": 0.02391538769006729,
     "m": 1.0
    },
    {
     "p": 0.01792430505156517,
     "m": 1.0
    },
    {
     "p": 0.1226574033498764,
     "m": 1.0
    },
    {
     "p": 0.1246040090918541,
     "m": 1.0
    },
    {
     "p": 0.009530621580779552,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 31,
   "train_loss": 4.056817054748535,
   "val_loss": 2.9479432106018066,
   "acc": 33.05,
   "f1": [
    0.556212842464447,
    0.3699420988559723,
    0.2560974657535553,
    0.21505369246006012,
    0.1556885540485382,
    0.33333322405815125,
    0.42780739068984985,
    0.29629620909690857,
    0.2656249403953552,
    0.40490788221359253,
    0.1129031702876091,
    0.2475246638059616,
    0.31275710463523865,
    0.23595495522022247,
    0.1449274718761444,
    0.22325573861598969,
    0.32051271200180054,
    0.46280980110168457,
    0.3428570628166199,
    0.22988496720790863,
    0.5549736618995667,
    0.5106382369995117,
    0.28048771619796753,
    0.4734298884868622,
    0.6153845191001892,
    0.19883033633232117,
    0.20987647771835327,
    0.15609751641750336,
    0.43181803822517395,
    0.3157893717288971,
    0.3216782510280609,
    0.2918454110622406,
    0.23318377137184143,
    0.32352936267852783,
    0.3018867075443268,
    0.13872826099395752,
    0.32034626603126526,
    0.23367688059806824,
    0.13698624074459076,
    0.4088396728038788,
    0.2456139624118805,
    0.6310158967971802,
    0.23076915740966797,
    0.32812491059303284,
    0.09756092727184296,
    0.17460311949253082,
    0.1932772397994995,
    0.4659089744091034,
    0.3573881983757019,
    0.34716975688934326,
    0.18633535504341125,
    0.33333322405815125,
    0.5842695236206055,
    0.6305417418479919,
    0.4322343170642853,
    0.09361696243286133,
    0.46242761611938477,
    0.24193541705608368,
    0.33744847774505615,
    0.32034626603126526,
    0.6836733222007751,
    0.31645557284355164,
    0.44268766045570374,
    0.2918454110622406,
    0.15999992191791534,
    0.228260800242424,
    0.17021271586418152,
    0.3319500982761383,
    0.6951870322227478,
    0.49372372031211853,
    0.4271843731403351,
    0.5422221422195435,
    0.07142851501703262,
    0.2739725112915039,
    0.16184966266155243,
    0.6403939127922058,
    0.5641024708747864,
    0.1639343500137329,
    0.19433192908763885,
    0.2704401910305023,
    0.13259662687778473,
    0.23076918721199036,
    0.7344631552696228,
    0.4042551815509796,
    0.14399996399879456,
    0.3793102204799652,
    0.3659573495388031,
    0.30545443296432495,
    0.07042248547077179,
    0.3268481194972992,
    0.14285710453987122,
    0.4055943191051483,
    0.15151509642601013,
    0.16346149146556854,
    0.5674417018890381,
    0.4598538875579834,
    0.3443707227706909,
    0.3129250705242157,
    0.15053758025169373,
    0.28048771619796753
   ],
   "time": 163.04962229914963,
   "param": [
    {
     "p": 0.122092604637146,
     "m": 1.0
    },
    {
     "p": 0.011955061927437782,
     "m": 1.0
    },
    {
     "p": 0.10140053182840347,
     "m": 1.0
    },
    {
     "p": 0.103932686150074,
     "m": 1.0
    },
    {
     "p": 0.1123841404914856,
     "m": 1.0
    },
    {
     "p": 0.017662804573774338,
     "m": 1.0
    },
    {
     "p": 0.08616255968809128,
     "m": 1.0
    },
    {
     "p": 0.1089552715420723,
     "m": 1.0
    },
    {
     "p": 0.03908294439315796,
     "m": 1.0
    },
    {
     "p": 0.025054099038243294,
     "m": 1.0
    },
    {
     "p": 0.016479291021823883,
     "m": 1.0
    },
    {
     "p": 0.11780697852373123,
     "m": 1.0
    },
    {
     "p": 0.12604616582393646,
     "m": 1.0
    },
    {
     "p": 0.010984810069203377,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 32,
   "train_loss": 4.353379726409912,
   "val_loss": 2.936676502227783,
   "acc": 32.54,
   "f1": [
    0.5652172565460205,
    0.4046241343021393,
    0.23376618325710297,
    0.2491348832845688,
    0.0869564488530159,
    0.2681991159915924,
    0.2127659022808075,
    0.30939218401908875,
    0.32467523217201233,
    0.3599999248981476,
    0.10975604504346848,
    0.208791121840477,
    0.28571420907974243,
    0.23529404401779175,
    0.17877088487148285,
    0.19444438815116882,
    0.2838708758354187,
    0.5154638290405273,
    0.23129244148731232,
    0.28181809186935425,
    0.6363635063171387,
    0.4699452221393585,
    0.2933332324028015,
    0.5180721879005432,
    0.5802468061447144,
    0.2230215221643448,
    0.20746882259845734,
    0.22485199570655823,
    0.3921567499637604,
    0.2761903405189514,
    0.35365843772888184,
    0.324607253074646,
    0.2555064857006073,
    0.28368785977363586,
    0.3272726833820343,
    0.19889496266841888,
    0.29850736260414124,
    0.1694914698600769,
    0.22857137024402618,
    0.415094256401062,
    0.2758619785308838,
    0.5824174284934998,
    0.24864855408668518,
    0.30275216698646545,
    0.193308487534523,
    0.15028895437717438,
    0.24902716279029846,
    0.4229389727115631,
    0.4044116735458374,
    0.37499991059303284,
    0.14746539294719696,
    0.2611110508441925,
    0.5770750045776367,
    0.6339284181594849,
    0.5049503445625305,
    0.11428564786911011,
    0.43956032395362854,
    0.3047617971897125,
    0.3744291365146637,
    0.2922373414039612,
    0.6320345401763916,
    0.29850736260414124,
    0.4705880880355835,
    0.37179476022720337,
    0.12658220529556274,
    0.20731700956821442,
    0.08108101785182953,
    0.26484012603759766,
    0.5999999046325684,
    0.5837836861610413,
    0.44444432854652405,
    0.5572518110275269,
    0.08403357863426208,
    0.4135020077228546,
    0.19631896913051605,
    0.5549736618995667,
    0.5454543828964233,
    0.1481480896472931,
    0.19383254647254944,
    0.14754094183444977,
    0.12307686358690262,
    0.23589736223220825,
    0.6934671998023987,
    0.31428563594818115,
    0.2072538137435913,
    0.40174663066864014,
    0.29197070002555847,
    0.30697670578956604,
    0.16153839230537415,
    0.35294109582901,
    0.23129244148731232,
    0.4945053458213806,
    0.10958898812532425,
    0.20454540848731995,
    0.5270268321037292,
    0.39826828241348267,
    0.2767294645309448,
    0.34523800015449524,
    0.11666662245988846,
    0.28571420907974243
   ],
   "time": 161.49261022824794,
   "param": [
    {
     "p": 0.11076124012470245,
     "m": 1.0
    },
    {
     "p": 0.01001756452023983,
     "m": 1.0
    },
    {
     "p": 0.11347272247076035,
     "m": 1.0
    },
    {
     "p": 0.10957732051610947,
     "m": 1.0
    },
    {
     "p": 0.10921424627304077,
     "m": 1.0
    },
    {
     "p": 0.01719035767018795,
     "m": 1.0
    },
    {
     "p": 0.07537294924259186,
     "m": 1.0
    },
    {
     "p": 0.12194566428661346,
     "m": 1.0
    },
    {
     "p": 0.03587160259485245,
     "m": 1.0
    },
    {
     "p": 0.02221069671213627,
     "m": 1.0
    },
    {
     "p": 0.01495883334428072,
     "m": 1.0
    },
    {
     "p": 0.1054278314113617,
     "m": 1.0
    },
    {
     "p": 0.14210470020771027,
     "m": 1.0
    },
    {
     "p": 0.011874296702444553,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 33,
   "train_loss": 3.978870153427124,
   "val_loss": 2.99897837638855,
   "acc": 32.96,
   "f1": [
    0.6458331942558289,
    0.3714284896850586,
    0.2543351650238037,
    0.20388342440128326,
    0.15172408521175385,
    0.20600852370262146,
    0.2127659022808075,
    0.3113771378993988,
    0.2972972095012665,
    0.4081631600856781,
    0.11834313720464706,
    0.19591830670833588,
    0.30409345030784607,
    0.179775208234787,
    0.15228420495986938,
    0.193548321723938,
    0.28712859749794006,
    0.4146340489387512,
    0.27303746342658997,
    0.210526242852211,
    0.5784311890602112,
    0.5391303300857544,
    0.24489788711071014,
    0.5048542022705078,
    0.6086955666542053,
    0.19548864662647247,
    0.17813760042190552,
    0.19230762124061584,
    0.45197728276252747,
    0.26315781474113464,
    0.37499991059303284,
    0.3436122238636017,
    0.26373621821403503,
    0.3257328271865845,
    0.3170730471611023,
    0.20499993860721588,
    0.3170730471611023,
    0.23350247740745544,
    0.28971952199935913,
    0.40358731150627136,
    0.31999990344047546,
    0.43613696098327637,
    0.240802600979805,
    0.362790584564209,
    0.19791658222675323,
    0.16346149146556854,
    0.19428564608097076,
    0.4646463394165039,
    0.47619035840034485,
    0.299999862909317,
    0.15740735828876495,
    0.2753622233867645,
    0.5714284777641296,
    0.47619038820266724,
    0.4242422580718994,
    0.11695900559425354,
    0.4491977095603943,
    0.3409090042114258,
    0.33333322405815125,
    0.20588228106498718,
    0.6826345324516296,
    0.38993698358535767,
    0.48044681549072266,
    0.37499991059303284,
    0.13740453124046326,
    0.2243901938199997,
    0.13259662687778473,
    0.30487796664237976,
    0.6307691335678101,
    0.5465837121009827,
    0.3716813027858734,
    0.5937498807907104,
    0.09523804485797882,
    0.367346853017807,
    0.20430098474025726,
    0.6702126860618591,
    0.5560164451599121,
    0.16935478150844574,
    0.2136751413345337,
    0.24675315618515015,
    0.17391297221183777,
    0.2443729192018509,
    0.711340069770813,
    0.30567678809165955,
    0.07751933485269547,
    0.3428570330142975,
    0.35467973351478577,
    0.35483860969543457,
    0.17241372168064117,
    0.33755266666412354,
    0.29743579030036926,
    0.44525542855262756,
    0.21999992430210114,
    0.18633535504341125,
    0.5429863333702087,
    0.43523305654525757,
    0.2722512185573578,
    0.3599999248981476,
    0.09271517395973206,
    0.33497530221939087
   ],
   "time": 164.01894792634994,
   "param": [
    {
     "p": 0.10374875366687775,
     "m": 1.0
    },
    {
     "p": 0.011069727130234241,
     "m": 1.0
    },
    {
     "p": 0.10903817415237427,
     "m": 1.0
    },
    {
     "p": 0.09393810480833054,
     "m": 1.0
    },
    {
     "p": 0.12991461157798767,
     "m": 1.0
    },
    {
     "p": 0.01708393357694149,
     "m": 1.0
    },
    {
     "p": 0.09601062536239624,
     "m": 1.0
    },
    {
     "p": 0.1219886913895607,
     "m": 1.0
    },
    {
     "p": 0.03970411419868469,
     "m": 1.0
    },
    {
     "p": 0.019908808171749115,
     "m": 1.0
    },
    {
     "p": 0.014954873360693455,
     "m": 1.0
    },
    {
     "p": 0.10513204336166382,
     "m": 1.0
    },
    {
     "p": 0.1250213235616684,
     "m": 1.0
    },
    {
     "p": 0.01248624175786972,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 34,
   "train_loss": 4.282754421234131,
   "val_loss": 2.838343620300293,
   "acc": 33.87,
   "f1": [
    0.654761791229248,
    0.3037973642349243,
    0.30939218401908875,
    0.19999992847442627,
    0.16438353061676025,
    0.2288556545972824,
    0.36633655428886414,
    0.35602086782455444,
    0.32704389095306396,
    0.44585973024368286,
    0.12162157148122787,
    0.2193547636270523,
    0.31055888533592224,
    0.17886172235012054,
    0.2181817591190338,
    0.15957440435886383,
    0.3196720480918884,
    0.4788731336593628,
    0.3179486393928528,
    0.2649571895599365,
    0.5158728957176208,
    0.47761186957359314,
    0.2545453906059265,
    0.4920634329319,
    0.6341462135314941,
    0.25373128056526184,
    0.21951214969158173,
    0.22119809687137604,
    0.39215680956840515,
    0.2531644403934479,
    0.40476179122924805,
    0.2840908169746399,
    0.245353102684021,
    0.2829267382621765,
    0.36082467436790466,
    0.1706160604953766,
    0.3319147825241089,
    0.22935770452022552,
    0.22222213447093964,
    0.4670049846172333,
    0.3707864284515381,
    0.6010361909866333,
    0.23529404401779175,
    0.3453236222267151,
    0.22372876107692719,
    0.14925366640090942,
    0.24590153992176056,
    0.5454543828964233,
    0.4808742105960846,
    0.3829786479473114,
    0.18884113430976868,
    0.27091625332832336,
    0.5901638269424438,
    0.622641384601593,
    0.5137613415718079,
    0.09090903401374817,
    0.5177663564682007,
    0.36134445667266846,
    0.36501890420913696,
    0.28855711221694946,
    0.7230044603347778,
    0.3356642425060272,
    0.44221094250679016,
    0.36241599917411804,
    0.15602830052375793,
    0.19565212726593018,
    0.13680776953697205,
    0.29213473200798035,
    0.7199999094009399,
    0.5572138428688049,
    0.45414838194847107,
    0.5649716258049011,
    0.11842100322246552,
    0.37125736474990845,
    0.1596243679523468,
    0.6354165077209473,
    0.5791853666305542,
    0.13157887756824493,
    0.2136751413345337,
    0.2837836742401123,
    0.07812494784593582,
    0.2584269046783447,
    0.7231636643409729,
    0.26190465688705444,
    0.052631545811891556,
    0.3736262619495392,
    0.37288129329681396,
    0.3089430034160614,
    0.08536579459905624,
    0.32615378499031067,
    0.2690582275390625,
    0.4549354910850525,
    0.08264458924531937,
    0.20270265638828278,
    0.5756096839904785,
    0.42162150144577026,
    0.2948717176914215,
    0.25737258791923523,
    0.13749992847442627,
    0.24203814566135406
   ],
   "time": 161.80707461945713,
   "param": [
    {
     "p": 0.1090276762843132,
     "m": 1.0
    },
    {
     "p": 0.012514560483396053,
     "m": 1.0
    },
    {
     "p": 0.10585194826126099,
     "m": 1.0
    },
    {
     "p": 0.11691713333129883,
     "m": 1.0
    },
    {
     "p": 0.11273545771837234,
     "m": 1.0
    },
    {
     "p": 0.018241433426737785,
     "m": 1.0
    },
    {
     "p": 0.09540657699108124,
     "m": 1.0
    },
    {
     "p": 0.11568070948123932,
     "m": 1.0
    },
    {
     "p": 0.03296656161546707,
     "m": 1.0
    },
    {
     "p": 0.02452048845589161,
     "m": 1.0
    },
    {
     "p": 0.014152366667985916,
     "m": 1.0
    },
    {
     "p": 0.11442527920007706,
     "m": 1.0
    },
    {
     "p": 0.11693096905946732,
     "m": 1.0
    },
    {
     "p": 0.010628863237798214,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 35,
   "train_loss": 3.485194683074951,
   "val_loss": 2.9693398475646973,
   "acc": 32.99,
   "f1": [
    0.5563908815383911,
    0.36619704961776733,
    0.3018867075443268,
    0.22222214937210083,
    0.17560969293117523,
    0.21671821177005768,
    0.32941165566444397,
    0.3577980697154999,
    0.2721087336540222,
    0.438709557056427,
    0.1717790812253952,
    0.23030294477939606,
    0.24817509949207306,
    0.25274714827537537,
    0.18079088628292084,
    0.1748633086681366,
    0.30125513672828674,
    0.417142778635025,
    0.3406592309474945,
    0.3157893717288971,
    0.5370368957519531,
    0.4933919608592987,
    0.24175815284252167,
    0.4975123405456543,
    0.5546873807907104,
    0.18884113430976868,
    0.1916666179895401,
    0.1824323832988739,
    0.4269661605358124,
    0.26666656136512756,
    0.31205663084983826,
    0.34745752811431885,
    0.31081071496009827,
    0.34615373611450195,
    0.22099439799785614,
    0.1899440735578537,
    0.3723403513431549,
    0.1938774734735489,
    0.25547438859939575,
    0.4223601520061493,
    0.32128506898880005,
    0.5999999046325684,
    0.27777767181396484,
    0.3317534327507019,
    0.21874994039535522,
    0.13846148550510406,
    0.2525251507759094,
    0.4630540609359741,
    0.4246574342250824,
    0.3435581922531128,
    0.18749994039535522,
    0.28571417927742004,
    0.6008967757225037,
    0.6010927557945251,
    0.49549540877342224,
    0.03478258103132248,
    0.4502616822719574,
    0.31249991059303284,
    0.3468207120895386,
    0.23529404401779175,
    0.7089946269989014,
    0.3356642425060272,
    0.4431816637516022,
    0.33480167388916016,
    0.12972965836524963,
    0.19730934500694275,
    0.10650881379842758,
    0.32599109411239624,
    0.6260160803794861,
    0.49586769938468933,
    0.27338120341300964,
    0.5703702569007874,
    0.1327800303697586,
    0.362790584564209,
    0.17877088487148285,
    0.5676854848861694,
    0.5389220714569092,
    0.12422355264425278,
    0.23664113879203796,
    0.2541435658931732,
    0.14432983100414276,
    0.24166658520698547,
    0.7053138613700867,
    0.18461529910564423,
    0.17085421085357666,
    0.4102563261985779,
    0.35467973351478577,
    0.2824857831001282,
    0.10256402939558029,
    0.32352930307388306,
    0.2741934657096863,
    0.47368407249450684,
    0.16107375919818878,
    0.1731601059436798,
    0.5376343131065369,
    0.4545453190803528,
    0.28723397850990295,
    0.3287670314311981,
    0.16666659712791443,
    0.2569831311702728
   ],
   "time": 164.73381362855434,
   "param": [
    {
     "p": 0.11482971161603928,
     "m": 1.0
    },
    {
     "p": 0.012059444561600685,
     "m": 1.0
    },
    {
     "p": 0.10039306432008743,
     "m": 1.0
    },
    {
     "p": 0.11646740883588791,
     "m": 1.0
    },
    {
     "p": 0.1032809466123581,
     "m": 1.0
    },
    {
     "p": 0.017736360430717468,
     "m": 1.0
    },
    {
     "p": 0.09532376378774643,
     "m": 1.0
    },
    {
     "p": 0.11075685918331146,
     "m": 1.0
    },
    {
     "p": 0.041520942002534866,
     "m": 1.0
    },
    {
     "p": 0.025130214169621468,
     "m": 1.0
    },
    {
     "p": 0.017672687768936157,
     "m": 1.0
    },
    {
     "p": 0.10397917777299881,
     "m": 1.0
    },
    {
     "p": 0.12843112647533417,
     "m": 1.0
    },
    {
     "p": 0.012418331578373909,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 36,
   "train_loss": 3.7339367866516113,
   "val_loss": 3.0843706130981445,
   "acc": 32.83,
   "f1": [
    0.5294116139411926,
    0.42931926250457764,
    0.24285705387592316,
    0.2105262726545334,
    0.1734103411436081,
    0.21296289563179016,
    0.3133639991283417,
    0.3593749403953552,
    0.3169397711753845,
    0.37499988079071045,
    0.09374994784593582,
    0.20155030488967896,
    0.30046939849853516,
    0.23287664353847504,
    0.15999993681907654,
    0.1748633086681366,
    0.2968749403953552,
    0.42724454402923584,
    0.27777767181396484,
    0.2513660192489624,
    0.5700481534004211,
    0.47826072573661804,
    0.27096763253211975,
    0.48453593254089355,
    0.5765764713287354,
    0.2091502547264099,
    0.21686740219593048,
    0.21428564190864563,
    0.43298953771591187,
    0.27199992537498474,
    0.3209875524044037,
    0.3465345501899719,
    0.24154582619667053,
    0.31446537375450134,
    0.3134327530860901,
    0.14925366640090942,
    0.29951682686805725,
    0.2138364166021347,
    0.21111102402210236,
    0.47674402594566345,
    0.3435581922531128,
    0.562211811542511,
    0.2488037496805191,
    0.3394494354724884,
    0.16999994218349457,
    0.1395348310470581,
    0.21111102402210236,
    0.4899998903274536,
    0.494381844997406,
    0.37696322798728943,
    0.1764705330133438,
    0.22929932177066803,
    0.5849055051803589,
    0.6380951404571533,
    0.5054942965507507,
    0.0928269475698471,
    0.497175008058548,
    0.3117869794368744,
    0.37575745582580566,
    0.2723734676837921,
    0.7089946269989014,
    0.3285713195800781,
    0.4343433380126953,
    0.3272726535797119,
    0.16406241059303284,
    0.2037036269903183,
    0.057553909718990326,
    0.3090128004550934,
    0.666666567325592,
    0.5445024967193604,
    0.4200912117958069,
    0.5892856121063232,
    0.09395967423915863,
    0.39215680956840515,
    0.18604643642902374,
    0.6083332300186157,
    0.5145226716995239,
    0.16149060428142548,
    0.1758241057395935,
    0.23312875628471375,
    0.12037032842636108,
    0.27380943298339844,
    0.6406925916671753,
    0.2866448760032654,
    0.05970144271850586,
    0.46956515312194824,
    0.23809516429901123,
    0.22674411535263062,
    0.14705877006053925,
    0.387096643447876,
    0.26751580834388733,
    0.5443785786628723,
    0.1395348161458969,
    0.1940927654504776,
    0.41249996423721313,
    0.42162150144577026,
    0.27488142251968384,
    0.28571420907974243,
    0.14371250569820404,
    0.32214754819869995
   ],
   "time": 162.55201929435134,
   "param": [
    {
     "p": 0.11262532323598862,
     "m": 1.0
    },
    {
     "p": 0.012171290814876556,
     "m": 1.0
    },
    {
     "p": 0.0984085351228714,
     "m": 1.0
    },
    {
     "p": 0.11353741586208344,
     "m": 1.0
    },
    {
     "p": 0.11463703215122223,
     "m": 1.0
    },
    {
     "p": 0.020813731476664543,
     "m": 1.0
    },
    {
     "p": 0.09467965364456177,
     "m": 1.0
    },
    {
     "p": 0.11634266376495361,
     "m": 1.0
    },
    {
     "p": 0.04055359214544296,
     "m": 1.0
    },
    {
     "p": 0.019384877756237984,
     "m": 1.0
    },
    {
     "p": 0.016489721834659576,
     "m": 1.0
    },
    {
     "p": 0.10747377574443817,
     "m": 1.0
    },
    {
     "p": 0.12088532745838165,
     "m": 1.0
    },
    {
     "p": 0.011997058056294918,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 37,
   "train_loss": 3.942755699157715,
   "val_loss": 2.816556930541992,
   "acc": 33.31,
   "f1": [
    0.5798815488815308,
    0.3797467350959778,
    0.35748788714408875,
    0.14705875515937805,
    0.16999994218349457,
    0.19736838340759277,
    0.34736835956573486,
    0.39043813943862915,
    0.30833324790000916,
    0.29577454924583435,
    0.16249993443489075,
    0.21698106825351715,
    0.3106059730052948,
    0.22421517968177795,
    0.21390368044376373,
    0.22459883987903595,
    0.2959640622138977,
    0.5201792120933533,
    0.33035704493522644,
    0.2597402036190033,
    0.5833331942558289,
    0.5142855644226074,
    0.2722512185573578,
    0.4733726978302002,
    0.5812807083129883,
    0.2464454174041748,
    0.26086944341659546,
    0.22099439799785614,
    0.4183005392551422,
    0.2686566412448883,
    0.4108106791973114,
    0.3106059730052948,
    0.26086950302124023,
    0.275229275226593,
    0.22891558706760406,
    0.16091948747634888,
    0.33333325386047363,
    0.20689649879932404,
    0.2348177433013916,
    0.4301074147224426,
    0.29687491059303284,
    0.5224488377571106,
    0.2955664098262787,
    0.3636362552642822,
    0.18905465304851532,
    0.17721512913703918,
    0.24761897325515747,
    0.5074625611305237,
    0.3547399640083313,
    0.32748526334762573,
    0.1415928602218628,
    0.31914886832237244,
    0.5999999046325684,
    0.5573769211769104,
    0.4415583610534668,
    0.11904755234718323,
    0.4593638777732849,
    0.30337071418762207,
    0.27676233649253845,
    0.23744283616542816,
    0.7023808360099792,
    0.4018690288066864,
    0.4291844367980957,
    0.3522011637687683,
    0.1528661698102951,
    0.12716756761074066,
    0.13756607472896576,
    0.283950537443161,
    0.688372015953064,
    0.5454544425010681,
    0.3707316219806671,
    0.6044443249702454,
    0.13245026767253876,
    0.3394494354724884,
    0.14084501564502716,
    0.5863873362541199,
    0.5726870894432068,
    0.16666661202907562,
    0.2541435658931732,
    0.27509286999702454,
    0.16901402175426483,
    0.22619038820266724,
    0.614232063293457,
    0.33606547117233276,
    0.145695298910141,
    0.4148934781551361,
    0.329670250415802,
    0.3113771378993988,
    0.1081080511212349,
    0.3275260329246521,
    0.27118635177612305,
    0.49999988079071045,
    0.2042253017425537,
    0.17021270096302032,
    0.5070421695709229,
    0.39130425453186035,
    0.368663489818573,
    0.3068782389163971,
    0.13978487253189087,
    0.21538454294204712
   ],
   "time": 161.8072162065655,
   "param": [
    {
     "p": 0.11658985912799835,
     "m": 1.0
    },
    {
     "p": 0.011317038908600807,
     "m": 1.0
    },
    {
     "p": 0.09775347262620926,
     "m": 1.0
    },
    {
     "p": 0.11500514298677444,
     "m": 1.0
    },
    {
     "p": 0.10979858785867691,
     "m": 1.0
    },
    {
     "p": 0.018803974613547325,
     "m": 1.0
    },
    {
     "p": 0.09050825983285904,
     "m": 1.0
    },
    {
     "p": 0.09842418879270554,
     "m": 1.0
    },
    {
     "p": 0.03959241136908531,
     "m": 1.0
    },
    {
     "p": 0.023894958198070526,
     "m": 1.0
    },
    {
     "p": 0.016792897135019302,
     "m": 1.0
    },
    {
     "p": 0.12710842490196228,
     "m": 1.0
    },
    {
     "p": 0.12136556953191757,
     "m": 1.0
    },
    {
     "p": 0.013045097701251507,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 38,
   "train_loss": 3.253695487976074,
   "val_loss": 2.69368577003479,
   "acc": 33.91,
   "f1": [
    0.6185566186904907,
    0.42682915925979614,
    0.30674833059310913,
    0.12499994784593582,
    0.15699653327465057,
    0.239999920129776,
    0.30830031633377075,
    0.33918121457099915,
    0.35675665736198425,
    0.35454532504081726,
    0.09160300344228745,
    0.21505369246006012,
    0.30051806569099426,
    0.2727271616458893,
    0.2099999338388443,
    0.19452883303165436,
    0.36842095851898193,
    0.4549761712551117,
    0.31788066029548645,
    0.26751580834388733,
    0.582914412021637,
    0.5363634824752808,
    0.2577318847179413,
    0.44047608971595764,
    0.5427508354187012,
    0.26455017924308777,
    0.16783210635185242,
    0.1971830427646637,
    0.37681150436401367,
    0.2617800235748291,
    0.35532984137535095,
    0.3482586145401001,
    0.25906726717948914,
    0.3553718030452728,
    0.30392149090766907,
    0.21854300796985626,
    0.351351261138916,
    0.14285710453987122,
    0.2127659022808075,
    0.4566209018230438,
    0.2933332622051239,
    0.6229507327079773,
    0.31249991059303284,
    0.3084576427936554,
    0.1818181276321411,
    0.13223135471343994,
    0.26041656732559204,
    0.4662575423717499,
    0.4864863455295563,
    0.38674020767211914,
    0.21686740219593048,
    0.3354036211967468,
    0.5815601944923401,
    0.5496181845664978,
    0.5050503611564636,
    0.10752683132886887,
    0.5128204226493835,
    0.3171805441379547,
    0.3523315489292145,
    0.28571420907974243,
    0.7252746224403381,
    0.34013596177101135,
    0.4415583610534668,
    0.3228698670864105,
    0.08108101785182953,
    0.20105813443660736,
    0.16814152896404266,
    0.24060142040252686,
    0.6382977366447449,
    0.46101686358451843,
    0.36678192019462585,
    0.5808823108673096,
    0.0958903580904007,
    0.3636362552642822,
    0.16438350081443787,
    0.6086955070495605,
    0.4768211841583252,
    0.15151509642601013,
    0.154929518699646,
    0.27799221873283386,
    0.12738847732543945,
    0.2564101815223694,
    0.6944442987442017,
    0.2674417495727539,
    0.08264458924531937,
    0.47389549016952515,
    0.34862375259399414,
    0.3383083641529083,
    0.1530611664056778,
    0.390243798494339,
    0.27350419759750366,
    0.4930231273174286,
    0.1379309892654419,
    0.2072538137435913,
    0.539215624332428,
    0.37908485531806946,
    0.28235283493995667,
    0.30952370166778564,
    0.1951218843460083,
    0.2909089922904968
   ],
   "time": 163.55769160110503,
   "param": [
    {
     "p": 0.09867072105407715,
     "m": 1.0
    },
    {
     "p": 0.012370535172522068,
     "m": 1.0
    },
    {
     "p": 0.11408166587352753,
     "m": 1.0
    },
    {
     "p": 0.11557777225971222,
     "m": 1.0
    },
    {
     "p": 0.11169653385877609,
     "m": 1.0
    },
    {
     "p": 0.017298439517617226,
     "m": 1.0
    },
    {
     "p": 0.10260912030935287,
     "m": 1.0
    },
    {
     "p": 0.12062817811965942,
     "m": 1.0
    },
    {
     "p": 0.03850167617201805,
     "m": 1.0
    },
    {
     "p": 0.01900693029165268,
     "m": 1.0
    },
    {
     "p": 0.01928146369755268,
     "m": 1.0
    },
    {
     "p": 0.10294736921787262,
     "m": 1.0
    },
    {
     "p": 0.11354781687259674,
     "m": 1.0
    },
    {
     "p": 0.013781724497675896,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 39,
   "train_loss": 3.363802433013916,
   "val_loss": 2.9887330532073975,
   "acc": 33.75,
   "f1": [
    0.5957446098327637,
    0.34972667694091797,
    0.3316582143306732,
    0.17948710918426514,
    0.1629629135131836,
    0.1717790812253952,
    0.29629620909690857,
    0.3409090042114258,
    0.30278873443603516,
    0.38709667325019836,
    0.14173223078250885,
    0.31730762124061584,
    0.34042543172836304,
    0.283950537443161,
    0.1854303926229477,
    0.1818181276321411,
    0.33576634526252747,
    0.45685264468193054,
    0.2758619785308838,
    0.26728102564811707,
    0.5575219988822937,
    0.4914284646511078,
    0.24175815284252167,
    0.45033106207847595,
    0.6299998760223389,
    0.2705881595611572,
    0.236453115940094,
    0.210526242852211,
    0.44444435834884644,
    0.27884605526924133,
    0.4102562963962555,
    0.28571417927742004,
    0.21886786818504333,
    0.3358207941055298,
    0.2953585684299469,
    0.21224483847618103,
    0.32195112109184265,
    0.1499999314546585,
    0.2376236915588379,
    0.44651150703430176,
    0.30857133865356445,
    0.6263735294342041,
    0.2935778796672821,
    0.33593741059303284,
    0.22321420907974243,
    0.19999992847442627,
    0.22907482087612152,
    0.48309168219566345,
    0.48044681549072266,
    0.3529410660266876,
    0.18390797078609467,
    0.3111110329627991,
    0.5437787175178528,
    0.5461845993995667,
    0.4699452221393585,
    0.10606054961681366,
    0.4881889224052429,
    0.3692306876182556,
    0.38095229864120483,
    0.2797926664352417,
    0.7346937656402588,
    0.39473676681518555,
    0.45901623368263245,
    0.3023254871368408,
    0.12669678032398224,
    0.18999992311000824,
    0.09090902656316757,
    0.2560974657535553,
    0.6851851344108582,
    0.5412842631340027,
    0.41314542293548584,
    0.6079294085502625,
    0.12565438449382782,
    0.38427940011024475,
    0.19591830670833588,
    0.5978259444236755,
    0.5673075914382935,
    0.19875767827033997,
    0.24096375703811646,
    0.30097079277038574,
    0.17674411833286285,
    0.23076915740966797,
    0.6727271676063538,
    0.30232545733451843,
    0.16374263167381287,
    0.40659332275390625,
    0.3953487277030945,
    0.24817509949207306,
    0.13580238819122314,
    0.4021162986755371,
    0.30051806569099426,
    0.49999988079071045,
    0.0672268494963646,
    0.17365264892578125,
    0.5497074723243713,
    0.45918354392051697,
    0.3190660774707794,
    0.3152708411216736,
    0.1449274867773056,
    0.3399999141693115
   ],
   "time": 164.64876608829945,
   "param": [
    {
     "p": 0.10478344559669495,
     "m": 1.0
    },
    {
     "p": 0.014446482993662357,
     "m": 1.0
    },
    {
     "p": 0.1019660234451294,
     "m": 1.0
    },
    {
     "p": 0.11638180166482925,
     "m": 1.0
    },
    {
     "p": 0.11432985216379166,
     "m": 1.0
    },
    {
     "p": 0.017881955951452255,
     "m": 1.0
    },
    {
     "p": 0.10041447728872299,
     "m": 1.0
    },
    {
     "p": 0.11742563545703888,
     "m": 1.0
    },
    {
     "p": 0.035577982664108276,
     "m": 1.0
    },
    {
     "p": 0.026380768045783043,
     "m": 1.0
    },
    {
     "p": 0.018475696444511414,
     "m": 1.0
    },
    {
     "p": 0.11837080866098404,
     "m": 1.0
    },
    {
     "p": 0.10082933306694031,
     "m": 1.0
    },
    {
     "p": 0.012735768221318722,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 40,
   "train_loss": 3.325528860092163,
   "val_loss": 3.109970808029175,
   "acc": 33.12,
   "f1": [
    0.6117644906044006,
    0.3265305161476135,
    0.31730762124061584,
    0.18181811273097992,
    0.17679551243782043,
    0.21649475395679474,
    0.3798881769180298,
    0.30952370166778564,
    0.2962961792945862,
    0.36144572496414185,
    0.1061946451663971,
    0.24390237033367157,
    0.2525251507759094,
    0.22222214937210083,
    0.21800939738750458,
    0.17449656128883362,
    0.30270257592201233,
    0.4609052240848541,
    0.2773721516132355,
    0.22535203397274017,
    0.5402297377586365,
    0.5268816351890564,
    0.29166656732559204,
    0.5377357006072998,
    0.6424869298934937,
    0.20494693517684937,
    0.25490185618400574,
    0.2641508877277374,
    0.47619035840034485,
    0.25339359045028687,
    0.38095223903656006,
    0.31615114212036133,
    0.2769230008125305,
    0.26845628023147583,
    0.3228698670864105,
    0.15819202363491058,
    0.34523800015449524,
    0.19672124087810516,
    0.20598001778125763,
    0.3826086223125458,
    0.2934781610965729,
    0.5784311890602112,
    0.31764698028564453,
    0.3636362850666046,
    0.14736837148666382,
    0.1990949511528015,
    0.22033889591693878,
    0.5128204226493835,
    0.43373483419418335,
    0.3783782720565796,
    0.17040351033210754,
    0.24669599533081055,
    0.5662099123001099,
    0.5690376162528992,
    0.44615375995635986,
    0.0773480087518692,
    0.47773265838623047,
    0.36649200320243835,
    0.3899998664855957,
    0.255143940448761,
    0.6592177152633667,
    0.37908485531806946,
    0.3440859317779541,
    0.3720929026603699,
    0.13740453124046326,
    0.20430098474025726,
    0.11180117726325989,
    0.10256405174732208,
    0.6495725512504578,
    0.5573769211769104,
    0.36551716923713684,
    0.579234778881073,
    0.10596020519733429,
    0.359712153673172,
    0.15999992191791534,
    0.5990782380104065,
    0.6276593804359436,
    0.14965979754924774,
    0.19661010801792145,
    0.3096233606338501,
    0.17142851650714874,
    0.18439710140228271,
    0.7108432054519653,
    0.3493449091911316,
    0.21960778534412384,
    0.38497641682624817,
    0.3537413775920868,
    0.27777767181396484,
    0.04580147936940193,
    0.27733325958251953,
    0.25517234206199646,
    0.4454147219657898,
    0.19999992847442627,
    0.2048192024230957,
    0.5684208869934082,
    0.31055888533592224,
    0.3838382363319397,
    0.31884050369262695,
    0.154929518699646,
    0.34101372957229614
   ],
   "time": 161.5750631177798,
   "param": [
    {
     "p": 0.11152109503746033,
     "m": 1.0
    },
    {
     "p": 0.010652100667357445,
     "m": 1.0
    },
    {
     "p": 0.10625147074460983,
     "m": 1.0
    },
    {
     "p": 0.10298388451337814,
     "m": 1.0
    },
    {
     "p": 0.104372538626194,
     "m": 1.0
    },
    {
     "p": 0.02073592133820057,
     "m": 1.0
    },
    {
     "p": 0.0989297404885292,
     "m": 1.0
    },
    {
     "p": 0.11936450004577637,
     "m": 1.0
    },
    {
     "p": 0.04127904400229454,
     "m": 1.0
    },
    {
     "p": 0.025833461433649063,
     "m": 1.0
    },
    {
     "p": 0.01914338767528534,
     "m": 1.0
    },
    {
     "p": 0.10680332779884338,
     "m": 1.0
    },
    {
     "p": 0.1227375715970993,
     "m": 1.0
    },
    {
     "p": 0.009391989558935165,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 41,
   "train_loss": 3.9478886127471924,
   "val_loss": 2.900585174560547,
   "acc": 34.47,
   "f1": [
    0.5921786427497864,
    0.44970402121543884,
    0.3421051502227783,
    0.19277101755142212,
    0.13259662687778473,
    0.22818784415721893,
    0.3999998867511749,
    0.4090908467769623,
    0.3157894015312195,
    0.4069766402244568,
    0.18604643642902374,
    0.17391295731067657,
    0.3320156931877136,
    0.20657269656658173,
    0.22222213447093964,
    0.1818181276321411,
    0.33606547117233276,
    0.520408034324646,
    0.32804223895072937,
    0.278787761926651,
    0.5405403971672058,
    0.5254901647567749,
    0.25777769088745117,
    0.5291004180908203,
    0.6568626165390015,
    0.21463409066200256,
    0.2258063703775406,
    0.2010049670934677,
    0.4606740176677704,
    0.30303019285202026,
    0.41975298523902893,
    0.3152172863483429,
    0.29850736260414124,
    0.323809415102005,
    0.37333324551582336,
    0.1764705330133438,
    0.34523800015449524,
    0.19209031760692596,
    0.2426777482032776,
    0.45454537868499756,
    0.30701744556427,
    0.6082472205162048,
    0.24107137322425842,
    0.3244680166244507,
    0.1481480896472931,
    0.19753079116344452,
    0.19672124087810516,
    0.5188678503036499,
    0.4239999055862427,
    0.3389829397201538,
    0.19540224969387054,
    0.3050846755504608,
    0.5405403971672058,
    0.6350710391998291,
    0.5094338655471802,
    0.10404618829488754,
    0.5454544425010681,
    0.348314493894577,
    0.3372548520565033,
    0.3400808572769165,
    0.7383176684379578,
    0.3786981403827667,
    0.47190994024276733,
    0.378109335899353,
    0.23469379544258118,
    0.22352932393550873,
    0.10526309907436371,
    0.20437948405742645,
    0.6666665077209473,
    0.5549736618995667,
    0.4043714702129364,
    0.526829183101654,
    0.10062886029481888,
    0.35820886492729187,
    0.17525766789913177,
    0.6600984334945679,
    0.5512819290161133,
    0.12162157148122787,
    0.1773398518562317,
    0.31168824434280396,
    0.11023616790771484,
    0.21794866025447845,
    0.7434553503990173,
    0.32365134358406067,
    0.2062779664993286,
    0.4279834032058716,
    0.35877853631973267,
    0.2906976044178009,
    0.14084503054618835,
    0.3428570330142975,
    0.2643677294254303,
    0.45689642429351807,
    0.19209031760692596,
    0.16766461730003357,
    0.5454544425010681,
    0.42051267623901367,
    0.318471223115921,
    0.28469744324684143,
    0.1965811401605606,
    0.3087247312068939
   ],
   "time": 163.4980928581208,
   "param": [
    {
     "p": 0.10607645660638809,
     "m": 1.0
    },
    {
     "p": 0.01530221663415432,
     "m": 1.0
    },
    {
     "p": 0.106913723051548,
     "m": 1.0
    },
    {
     "p": 0.11856131255626678,
     "m": 1.0
    },
    {
     "p": 0.11050623655319214,
     "m": 1.0
    },
    {
     "p": 0.018758371472358704,
     "m": 1.0
    },
    {
     "p": 0.08321183919906616,
     "m": 1.0
    },
    {
     "p": 0.10896233469247818,
     "m": 1.0
    },
    {
     "p": 0.04575322940945625,
     "m": 1.0
    },
    {
     "p": 0.027264313772320747,
     "m": 1.0
    },
    {
     "p": 0.019019899889826775,
     "m": 1.0
    },
    {
     "p": 0.11209524422883987,
     "m": 1.0
    },
    {
     "p": 0.1121632382273674,
     "m": 1.0
    },
    {
     "p": 0.015411618165671825,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 42,
   "train_loss": 3.683347225189209,
   "val_loss": 2.7575154304504395,
   "acc": 33.8,
   "f1": [
    0.35820886492729187,
    0.40659332275390625,
    0.28571417927742004,
    0.26086950302124023,
    0.16438350081443787,
    0.1945524662733078,
    0.3129250705242157,
    0.37096765637397766,
    0.3131312429904938,
    0.4077668786048889,
    0.0666666254401207,
    0.188552126288414,
    0.3209875524044037,
    0.25116273760795593,
    0.23958325386047363,
    0.24539868533611298,
    0.292035311460495,
    0.5179281830787659,
    0.3084576427936554,
    0.256410151720047,
    0.6077346205711365,
    0.5373133420944214,
    0.2967032194137573,
    0.5714284181594849,
    0.5887445211410522,
    0.22775794565677643,
    0.239520862698555,
    0.21857915818691254,
    0.3999998867511749,
    0.3170730471611023,
    0.42857128381729126,
    0.3463686406612396,
    0.31999990344047546,
    0.2797201871871948,
    0.32846707105636597,
    0.16438350081443787,
    0.35359105467796326,
    0.14084501564502716,
    0.24999991059303284,
    0.4169883728027344,
    0.32335323095321655,
    0.5791853666305542,
    0.32142847776412964,
    0.34507036209106445,
    0.19108274579048157,
    0.1991700679063797,
    0.1410255879163742,
    0.5235601663589478,
    0.45801523327827454,
    0.36559128761291504,
    0.10071936994791031,
    0.3016759157180786,
    0.5789473056793213,
    0.580357015132904,
    0.4736841320991516,
    0.07407402247190475,
    0.4529615640640259,
    0.3299999237060547,
    0.3320156931877136,
    0.2830187678337097,
    0.672810971736908,
    0.368663489818573,
    0.4077668786048889,
    0.36111101508140564,
    0.1103447824716568,
    0.14906825125217438,
    0.1596243679523468,
    0.24999989569187164,
    0.7019230127334595,
    0.5641024112701416,
    0.36585354804992676,
    0.5608464479446411,
    0.11981560289859772,
    0.40517228841781616,
    0.15686267614364624,
    0.4952380061149597,
    0.6162160634994507,
    0.15757569670677185,
    0.17326728999614716,
    0.20289847254753113,
    0.15294109284877777,
    0.2485874742269516,
    0.6868685483932495,
    0.3312101364135742,
    0.17857135832309723,
    0.37185919284820557,
    0.3628317713737488,
    0.35897424817085266,
    0.10975604504346848,
    0.3406592309474945,
    0.2699999213218689,
    0.40769219398498535,
    0.1494252234697342,
    0.13138681650161743,
    0.5656563639640808,
    0.45669278502464294,
    0.2820512056350708,
    0.31034475564956665,
    0.15189869701862335,
    0.32369929552078247
   ],
   "time": 162.57200878951699,
   "param": [
    {
     "p": 0.1069239154458046,
     "m": 1.0
    },
    {
     "p": 0.014586923643946648,
     "m": 1.0
    },
    {
     "p": 0.11877542734146118,
     "m": 1.0
    },
    {
     "p": 0.11509808897972107,
     "m": 1.0
    },
    {
     "p": 0.10256299376487732,
     "m": 1.0
    },
    {
     "p": 0.021565204486250877,
     "m": 1.0
    },
    {
     "p": 0.09455925226211548,
     "m": 1.0
    },
    {
     "p": 0.10334937274456024,
     "m": 1.0
    },
    {
     "p": 0.04947220906615257,
     "m": 1.0
    },
    {
     "p": 0.026603957638144493,
     "m": 1.0
    },
    {
     "p": 0.019734054803848267,
     "m": 1.0
    },
    {
     "p": 0.0980464443564415,
     "m": 1.0
    },
    {
     "p": 0.11359047144651413,
     "m": 1.0
    },
    {
     "p": 0.015131737105548382,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 43,
   "train_loss": 3.975735902786255,
   "val_loss": 2.763578414916992,
   "acc": 34.47,
   "f1": [
    0.604255199432373,
    0.4090908467769623,
    0.3152708411216736,
    0.26455017924308777,
    0.10958898812532425,
    0.23584897816181183,
    0.41758227348327637,
    0.3314284682273865,
    0.31836724281311035,
    0.39795905351638794,
    0.15652167797088623,
    0.20858889818191528,
    0.40624988079071045,
    0.20799992978572845,
    0.1655171811580658,
    0.18633535504341125,
    0.26402634382247925,
    0.5252523422241211,
    0.32978713512420654,
    0.30270257592201233,
    0.5511109828948975,
    0.5483869910240173,
    0.30526304244995117,
    0.5688887238502502,
    0.5970147848129272,
    0.19631893932819366,
    0.22480614483356476,
    0.13636358082294464,
    0.4018690288066864,
    0.3168315887451172,
    0.40892186760902405,
    0.3018867075443268,
    0.3435581922531128,
    0.32432422041893005,
    0.33532923460006714,
    0.21343867480754852,
    0.32142847776412964,
    0.19251330196857452,
    0.26728102564811707,
    0.41245123744010925,
    0.30046939849853516,
    0.519684910774231,
    0.3440859317779541,
    0.39520949125289917,
    0.1775147169828415,
    0.16580304503440857,
    0.18404902517795563,
    0.5579397678375244,
    0.45360812544822693,
    0.3636362552642822,
    0.14285707473754883,
    0.3092782497406006,
    0.6379309296607971,
    0.5728641748428345,
    0.5170730352401733,
    0.13930343091487885,
    0.4732823669910431,
    0.2878786623477936,
    0.3579765260219574,
    0.2550334632396698,
    0.7272725701332092,
    0.36633655428886414,
    0.4588233530521393,
    0.3878786563873291,
    0.1226993277668953,
    0.25233638286590576,
    0.12435225397348404,
    0.2754489779472351,
    0.6910993456840515,
    0.5610858201980591,
    0.3723403513431549,
    0.5869563817977905,
    0.11842100322246552,
    0.34686335921287537,
    0.2096773386001587,
    0.6078430414199829,
    0.5180721879005432,
    0.15789468586444855,
    0.1528661698102951,
    0.2727271616458893,
    0.1194029375910759,
    0.2741934657096863,
    0.7322402596473694,
    0.2923975884914398,
    0.20276491343975067,
    0.34285709261894226,
    0.35897424817085266,
    0.2883720099925995,
    0.1855669468641281,
    0.29743579030036926,
    0.28571420907974243,
    0.39446356892585754,
    0.23041465878486633,
    0.19999995827674866,
    0.579234778881073,
    0.42352932691574097,
    0.22377613186836243,
    0.3636362850666046,
    0.14659680426120758,
    0.3090128004550934
   ],
   "time": 161.49251905363053,
   "param": [
    {
     "p": 0.11355040222406387,
     "m": 1.0
    },
    {
     "p": 0.015895159915089607,
     "m": 1.0
    },
    {
     "p": 0.10593044012784958,
     "m": 1.0
    },
    {
     "p": 0.10705441981554031,
     "m": 1.0
    },
    {
     "p": 0.10363000631332397,
     "m": 1.0
    },
    {
     "p": 0.022733576595783234,
     "m": 1.0
    },
    {
     "p": 0.10625841468572617,
     "m": 1.0
    },
    {
     "p": 0.10586604475975037,
     "m": 1.0
    },
    {
     "p": 0.04047078266739845,
     "m": 1.0
    },
    {
     "p": 0.028701176866889,
     "m": 1.0
    },
    {
     "p": 0.014293188229203224,
     "m": 1.0
    },
    {
     "p": 0.09817618131637573,
     "m": 1.0
    },
    {
     "p": 0.12056266516447067,
     "m": 1.0
    },
    {
     "p": 0.01687757484614849,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 44,
   "train_loss": 3.9948155879974365,
   "val_loss": 3.3096208572387695,
   "acc": 33.99,
   "f1": [
    0.6291078925132751,
    0.36158180236816406,
    0.32558128237724304,
    0.20731700956821442,
    0.15238089859485626,
    0.23414628207683563,
    0.3874998986721039,
    0.35071080923080444,
    0.37125736474990845,
    0.38974347710609436,
    0.140350803732872,
    0.2727271616458893,
    0.33333322405815125,
    0.24418595433235168,
    0.22672058641910553,
    0.1965317279100418,
    0.3249998986721039,
    0.5104601383209229,
    0.30065348744392395,
    0.2723403573036194,
    0.5837836861610413,
    0.49795907735824585,
    0.28310492634773254,
    0.5317917466163635,
    0.5739909410476685,
    0.2403845638036728,
    0.22784802317619324,
    0.16774186491966248,
    0.43601882457733154,
    0.2716048061847687,
    0.37894728779792786,
    0.3195875287055969,
    0.2695651352405548,
    0.33333322405815125,
    0.26794248819351196,
    0.15602830052375793,
    0.31325292587280273,
    0.194871723651886,
    0.2536230981349945,
    0.4476189613342285,
    0.28806576132774353,
    0.5937498807907104,
    0.26621150970458984,
    0.32131141424179077,
    0.21834053099155426,
    0.193548321723938,
    0.13114748895168304,
    0.5202310085296631,
    0.45226117968559265,
    0.42735034227371216,
    0.20289847254753113,
    0.23478256165981293,
    0.5975102186203003,
    0.6009851098060608,
    0.49773746728897095,
    0.11764698475599289,
    0.49350637197494507,
    0.3584904372692108,
    0.3894736170768738,
    0.31623923778533936,
    0.6995072364807129,
    0.2945735454559326,
    0.3797467350959778,
    0.37426888942718506,
    0.14371250569820404,
    0.1558440923690796,
    0.15315312147140503,
    0.31764698028564453,
    0.6769229769706726,
    0.5365852117538452,
    0.37696322798728943,
    0.5783131122589111,
    0.13756607472896576,
    0.3578946590423584,
    0.22594137489795685,
    0.6334840059280396,
    0.5870645046234131,
    0.15957440435886383,
    0.19999995827674866,
    0.30303019285202026,
    0.07936502993106842,
    0.2536584436893463,
    0.7173911929130554,
    0.28571420907974243,
    0.16783210635185242,
    0.41269832849502563,
    0.38150280714035034,
    0.33492809534072876,
    0.06201545521616936,
    0.3128833770751953,
    0.27083322405815125,
    0.49999988079071045,
    0.18497103452682495,
    0.22522515058517456,
    0.4719099998474121,
    0.4204544126987457,
    0.24999989569187164,
    0.2544528841972351,
    0.14606735110282898,
    0.28776970505714417
   ],
   "time": 164.283553971909,
   "param": [
    {
     "p": 0.10292992740869522,
     "m": 1.0
    },
    {
     "p": 0.010941672138869762,
     "m": 1.0
    },
    {
     "p": 0.10757367312908173,
     "m": 1.0
    },
    {
     "p": 0.10838990658521652,
     "m": 1.0
    },
    {
     "p": 0.09966504573822021,
     "m": 1.0
    },
    {
     "p": 0.01597857102751732,
     "m": 1.0
    },
    {
     "p": 0.1037929356098175,
     "m": 1.0
    },
    {
     "p": 0.11062218993902206,
     "m": 1.0
    },
    {
     "p": 0.040132857859134674,
     "m": 1.0
    },
    {
     "p": 0.030098730698227882,
     "m": 1.0
    },
    {
     "p": 0.022919846698641777,
     "m": 1.0
    },
    {
     "p": 0.11237241327762604,
     "m": 1.0
    },
    {
     "p": 0.11927751451730728,
     "m": 1.0
    },
    {
     "p": 0.015304697677493095,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 45,
   "train_loss": 3.850799560546875,
   "val_loss": 2.9470176696777344,
   "acc": 34.39,
   "f1": [
    0.5887848734855652,
    0.4102562665939331,
    0.3119999170303345,
    0.22748807072639465,
    0.09944745898246765,
    0.2790696620941162,
    0.39130425453186035,
    0.4081631302833557,
    0.3583814203739166,
    0.434782475233078,
    0.15294109284877777,
    0.21848732233047485,
    0.3367346227169037,
    0.21951214969158173,
    0.1494252234697342,
    0.19491519033908844,
    0.33802807331085205,
    0.3855420649051666,
    0.278787761926651,
    0.2690582275390625,
    0.5714284181594849,
    0.48056527972221375,
    0.25862061977386475,
    0.48888877034187317,
    0.5898616909980774,
    0.23529402911663055,
    0.2456139326095581,
    0.19795216619968414,
    0.47513800859451294,
    0.23728807270526886,
    0.33121007680892944,
    0.33333322405815125,
    0.2761903405189514,
    0.29268282651901245,
    0.3699420988559723,
    0.18518511950969696,
    0.31730762124061584,
    0.25101208686828613,
    0.24899591505527496,
    0.44715434312820435,
    0.38157883286476135,
    0.6358972787857056,
    0.2541435658931732,
    0.35251790285110474,
    0.1754385232925415,
    0.21459220349788666,
    0.18292675912380219,
    0.4946235418319702,
    0.4756755530834198,
    0.38647329807281494,
    0.12499994039535522,
    0.2873562276363373,
    0.5646257400512695,
    0.5990337133407593,
    0.5221673846244812,
    0.10989003628492355,
    0.5116277933120728,
    0.35294109582901,
    0.36018943786621094,
    0.32402223348617554,
    0.7252746224403381,
    0.3908045291900635,
    0.4123710095882416,
    0.3597121238708496,
    0.14925366640090942,
    0.18867920339107513,
    0.1641024947166443,
    0.35918357968330383,
    0.7005074620246887,
    0.49579817056655884,
    0.40206170082092285,
    0.649484395980835,
    0.09937881678342819,
    0.2941175401210785,
    0.17801040410995483,
    0.6600984334945679,
    0.6011558771133423,
    0.13513506948947906,
    0.20645156502723694,
    0.2580644488334656,
    0.2376236915588379,
    0.24210518598556519,
    0.6666665077209473,
    0.3398057222366333,
    0.20833326876163483,
    0.39495787024497986,
    0.318318247795105,
    0.3771427571773529,
    0.12499994039535522,
    0.38596484065055847,
    0.29074883460998535,
    0.49746179580688477,
    0.17964066565036774,
    0.2258063703775406,
    0.5306121110916138,
    0.4366810917854309,
    0.28571417927742004,
    0.24761897325515747,
    0.16580304503440857,
    0.2702701687812805
   ],
   "time": 161.74656801763922,
   "param": [
    {
     "p": 0.0992233082652092,
     "m": 1.0
    },
    {
     "p": 0.018579896539449692,
     "m": 1.0
    },
    {
     "p": 0.1075541228055954,
     "m": 1.0
    },
    {
     "p": 0.12003405392169952,
     "m": 1.0
    },
    {
     "p": 0.10884451121091843,
     "m": 1.0
    },
    {
     "p": 0.023433692753314972,
     "m": 1.0
    },
    {
     "p": 0.09568045288324356,
     "m": 1.0
    },
    {
     "p": 0.1110294833779335,
     "m": 1.0
    },
    {
     "p": 0.033059220761060715,
     "m": 1.0
    },
    {
     "p": 0.02786911651492119,
     "m": 1.0
    },
    {
     "p": 0.024061791598796844,
     "m": 1.0
    },
    {
     "p": 0.10436570644378662,
     "m": 1.0
    },
    {
     "p": 0.11099883168935776,
     "m": 1.0
    },
    {
     "p": 0.015265998430550098,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 46,
   "train_loss": 3.4273557662963867,
   "val_loss": 3.0021932125091553,
   "acc": 33.71,
   "f1": [
    0.630302906036377,
    0.40677958726882935,
    0.3157894015312195,
    0.13533830642700195,
    0.1762113720178604,
    0.2525251507759094,
    0.3692306876182556,
    0.3908045291900635,
    0.32183900475502014,
    0.413043349981308,
    0.13173647224903107,
    0.22459883987903595,
    0.31372541189193726,
    0.1634240448474884,
    0.1612902730703354,
    0.20512813329696655,
    0.3313608467578888,
    0.47222211956977844,
    0.3101603388786316,
    0.24598921835422516,
    0.6144576668739319,
    0.506912350654602,
    0.2660943269729614,
    0.43835604190826416,
    0.5538460612297058,
    0.21678318083286285,
    0.19780214130878448,
    0.16753920912742615,
    0.42051267623901367,
    0.26315778493881226,
    0.3686273694038391,
    0.3425924777984619,
    0.3069306015968323,
    0.278787761926651,
    0.36607131361961365,
    0.19289332628250122,
    0.37735840678215027,
    0.16455689072608948,
    0.2485874742269516,
    0.4358973205089569,
    0.37185919284820557,
    0.619289219379425,
    0.256410151720047,
    0.34042540192604065,
    0.19736838340759277,
    0.18656711280345917,
    0.23595495522022247,
    0.4274192452430725,
    0.39999985694885254,
    0.3517586886882782,
    0.09917350858449936,
    0.30125513672828674,
    0.5440612435340881,
    0.6049381494522095,
    0.5217390656471252,
    0.0745341032743454,
    0.5310733318328857,
    0.3320156931877136,
    0.33217987418174744,
    0.30172407627105713,
    0.7214610576629639,
    0.36842095851898193,
    0.40624988079071045,
    0.367346853017807,
    0.23414628207683563,
    0.20779214799404144,
    0.13270136713981628,
    0.27999988198280334,
    0.6547083854675293,
    0.5779815316200256,
    0.3617020547389984,
    0.5887095332145691,
    0.09271517395973206,
    0.3468207120895386,
    0.15813946723937988,
    0.6473428606987,
    0.5679011344909668,
    0.1970442682504654,
    0.2129276990890503,
    0.256410151720047,
    0.19393931329250336,
    0.261744886636734,
    0.6810809373855591,
    0.3299999237060547,
    0.21453280746936798,
    0.3344050347805023,
    0.3417084515094757,
    0.3720929026603699,
    0.2021275758743286,
    0.3529410660266876,
    0.23938217759132385,
    0.3984673321247101,
    0.24505920708179474,
    0.14201176166534424,
    0.5499998927116394,
    0.41095879673957825,
    0.2944161295890808,
    0.3113771378993988,
    0.07741929590702057,
    0.26190465688705444
   ],
   "time": 160.8023916631937,
   "param": [
    {
     "p": 0.10253345221281052,
     "m": 1.0
    },
    {
     "p": 0.014737343415617943,
     "m": 1.0
    },
    {
     "p": 0.11243588477373123,
     "m": 1.0
    },
    {
     "p": 0.11136234551668167,
     "m": 1.0
    },
    {
     "p": 0.09905017912387848,
     "m": 1.0
    },
    {
     "p": 0.020479628816246986,
     "m": 1.0
    },
    {
     "p": 0.10437493771314621,
     "m": 1.0
    },
    {
     "p": 0.118599534034729,
     "m": 1.0
    },
    {
     "p": 0.0485231988132,
     "m": 1.0
    },
    {
     "p": 0.027323460206389427,
     "m": 1.0
    },
    {
     "p": 0.019533785060048103,
     "m": 1.0
    },
    {
     "p": 0.10305943340063095,
     "m": 1.0
    },
    {
     "p": 0.10234590619802475,
     "m": 1.0
    },
    {
     "p": 0.01564091071486473,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 47,
   "train_loss": 3.5615618228912354,
   "val_loss": 3.1672251224517822,
   "acc": 34.76,
   "f1": [
    0.6101693511009216,
    0.3940885663032532,
    0.37962955236434937,
    0.23076918721199036,
    0.17948710918426514,
    0.2756182849407196,
    0.3975902497768402,
    0.37209296226501465,
    0.35748788714408875,
    0.3977271616458893,
    0.11594197899103165,
    0.22929932177066803,
    0.3168315887451172,
    0.28571417927742004,
    0.16666659712791443,
    0.2048192024230957,
    0.3195265531539917,
    0.5071768760681152,
    0.3373492956161499,
    0.31355923414230347,
    0.5901637673377991,
    0.4300340414047241,
    0.3018867075443268,
    0.5057469606399536,
    0.5826086401939392,
    0.22857137024402618,
    0.25352105498313904,
    0.20487797260284424,
    0.3838382363319397,
    0.31818172335624695,
    0.3495144844055176,
    0.3318776488304138,
    0.31746023893356323,
    0.31155768036842346,
    0.31205663084983826,
    0.2084941565990448,
    0.35964900255203247,
    0.18957340717315674,
    0.24603168666362762,
    0.46753236651420593,
    0.2763635516166687,
    0.6120217442512512,
    0.2475246638059616,
    0.34814804792404175,
    0.14285707473754883,
    0.22131142020225525,
    0.20304562151432037,
    0.5583755373954773,
    0.45081958174705505,
    0.34821417927742004,
    0.11464963108301163,
    0.32835814356803894,
    0.6113536357879639,
    0.5882351994514465,
    0.5101213455200195,
    0.10884349048137665,
    0.5182185173034668,
    0.34482747316360474,
    0.358024537563324,
    0.3121386468410492,
    0.7676765322685242,
    0.37804868817329407,
    0.38157883286476135,
    0.37499991059303284,
    0.19433192908763885,
    0.19047614932060242,
    0.16593880951404572,
    0.26136353611946106,
    0.6878305077552795,
    0.5333331823348999,
    0.4410255253314972,
    0.5333332419395447,
    0.08510632067918777,
    0.3804876506328583,
    0.15637852251529694,
    0.6206895112991333,
    0.6349205374717712,
    0.17679551243782043,
    0.23414628207683563,
    0.2944161295890808,
    0.15172408521175385,
    0.26666656136512756,
    0.6867468357086182,
    0.34224584698677063,
    0.19289332628250122,
    0.3557691276073456,
    0.34509798884391785,
    0.36269423365592957,
    0.17857135832309723,
    0.37499988079071045,
    0.301754355430603,
    0.4112902283668518,
    0.15602830052375793,
    0.145695298910141,
    0.5074625611305237,
    0.48034927248954773,
    0.35443025827407837,
    0.32034626603126526,
    0.11428564786911011,
    0.30232545733451843
   ],
   "time": 162.6198488920927,
   "param": [
    {
     "p": 0.11041134595870972,
     "m": 1.0
    },
    {
     "p": 0.013461252674460411,
     "m": 1.0
    },
    {
     "p": 0.10786173492670059,
     "m": 1.0
    },
    {
     "p": 0.10621573030948639,
     "m": 1.0
    },
    {
     "p": 0.09654098004102707,
     "m": 1.0
    },
    {
     "p": 0.026346608996391296,
     "m": 1.0
    },
    {
     "p": 0.0996580570936203,
     "m": 1.0
    },
    {
     "p": 0.10531093180179596,
     "m": 1.0
    },
    {
     "p": 0.0448477566242218,
     "m": 1.0
    },
    {
     "p": 0.028150038793683052,
     "m": 1.0
    },
    {
     "p": 0.01745668426156044,
     "m": 1.0
    },
    {
     "p": 0.10573560744524002,
     "m": 1.0
    },
    {
     "p": 0.12195464968681335,
     "m": 1.0
    },
    {
     "p": 0.016048502177000046,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 48,
   "train_loss": 3.527928113937378,
   "val_loss": 2.738844633102417,
   "acc": 35.0,
   "f1": [
    0.6010361909866333,
    0.4154588282108307,
    0.3152172863483429,
    0.22346359491348267,
    0.14444437623023987,
    0.2592591643333435,
    0.3647797703742981,
    0.3665337860584259,
    0.3111110329627991,
    0.4191615581512451,
    0.09150320291519165,
    0.2660943269729614,
    0.3296702206134796,
    0.19318175315856934,
    0.20425525307655334,
    0.1935483068227768,
    0.2968749403953552,
    0.48936155438423157,
    0.29585790634155273,
    0.27428561449050903,
    0.5603863000869751,
    0.4454975128173828,
    0.3069306015968323,
    0.4698793888092041,
    0.625640869140625,
    0.23463678359985352,
    0.16438350081443787,
    0.20238088071346283,
    0.4292682111263275,
    0.26666659116744995,
    0.39676105976104736,
    0.3703702688217163,
    0.32142847776412964,
    0.32835814356803894,
    0.34389129281044006,
    0.2100839763879776,
    0.38190943002700806,
    0.2204081267118454,
    0.2596490681171417,
    0.4780486822128296,
    0.36082467436790466,
    0.553571343421936,
    0.3094339072704315,
    0.35964900255203247,
    0.19607838988304138,
    0.1656804084777832,
    0.17218534648418427,
    0.5454543828964233,
    0.44554442167282104,
    0.35443025827407837,
    0.1798941045999527,
    0.2723403573036194,
    0.5661762952804565,
    0.5767440795898438,
    0.492537260055542,
    0.1103447824716568,
    0.5414363145828247,
    0.3470318615436554,
    0.3939392864704132,
    0.3076922297477722,
    0.6851851344108582,
    0.39622631669044495,
    0.38709667325019836,
    0.36464083194732666,
    0.018017996102571487,
    0.23529404401779175,
    0.1747572273015976,
    0.3389829695224762,
    0.7029701471328735,
    0.5595237016677856,
    0.4034333825111389,
    0.6036034822463989,
    0.11282043904066086,
    0.3553718030452728,
    0.17333325743675232,
    0.6597937345504761,
    0.5821594595909119,
    0.14598533511161804,
    0.22018341720104218,
    0.2775118350982666,
    0.10606056451797485,
    0.30630621314048767,
    0.6984125375747681,
    0.3563217520713806,
    0.265060156583786,
    0.3209168612957001,
    0.38497641682624817,
    0.37320560216903687,
    0.1129031702876091,
    0.4265401363372803,
    0.19867542386054993,
    0.45414838194847107,
    0.20833326876163483,
    0.17679551243782043,
    0.5789472460746765,
    0.39583319425582886,
    0.3435581922531128,
    0.29292917251586914,
    0.16853927075862885,
    0.33333319425582886
   ],
   "time": 163.22721718344837,
   "param": [
    {
     "p": 0.11020077764987946,
     "m": 1.0
    },
    {
     "p": 0.015092599205672741,
     "m": 1.0
    },
    {
     "p": 0.10511007159948349,
     "m": 1.0
    },
    {
     "p": 0.1044195145368576,
     "m": 1.0
    },
    {
     "p": 0.09780022501945496,
     "m": 1.0
    },
    {
     "p": 0.023366795852780342,
     "m": 1.0
    },
    {
     "p": 0.09796887636184692,
     "m": 1.0
    },
    {
     "p": 0.11434722691774368,
     "m": 1.0
    },
    {
     "p": 0.04219875857234001,
     "m": 1.0
    },
    {
     "p": 0.025846049189567566,
     "m": 1.0
    },
    {
     "p": 0.02355841174721718,
     "m": 1.0
    },
    {
     "p": 0.11004060506820679,
     "m": 1.0
    },
    {
     "p": 0.11284894496202469,
     "m": 1.0
    },
    {
     "p": 0.017201172187924385,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 49,
   "train_loss": 3.7678983211517334,
   "val_loss": 2.991217851638794,
   "acc": 34.97,
   "f1": [
    0.6256982088088989,
    0.4306218922138214,
    0.29032251238822937,
    0.2403845638036728,
    0.16455689072608948,
    0.2705313265323639,
    0.4142010807991028,
    0.3936169147491455,
    0.31638407707214355,
    0.3899998664855957,
    0.15686267614364624,
    0.2386830598115921,
    0.32432422041893005,
    0.22222214937210083,
    0.21857915818691254,
    0.25101208686828613,
    0.30065348744392395,
    0.5027931928634644,
    0.3133639991283417,
    0.28571417927742004,
    0.5875704884529114,
    0.45360812544822693,
    0.3135133981704712,
    0.5476189851760864,
    0.6138612627983093,
    0.21719448268413544,
    0.23387089371681213,
    0.22099439799785614,
    0.43930622935295105,
    0.2873562276363373,
    0.36559128761291504,
    0.33027511835098267,
    0.23966935276985168,
    0.23611101508140564,
    0.3320156931877136,
    0.2062779664993286,
    0.38271594047546387,
    0.19428564608097076,
    0.23497261106967926,
    0.4324323236942291,
    0.3419688045978546,
    0.5767440795898438,
    0.23602478206157684,
    0.3524589240550995,
    0.1891890913248062,
    0.19999992847442627,
    0.26881712675094604,
    0.5024153590202332,
    0.45810040831565857,
    0.3976607024669647,
    0.1398600935935974,
    0.3025209605693817,
    0.5267488360404968,
    0.5680932998657227,
    0.44351452589035034,
    0.09523803740739822,
    0.5374448299407959,
    0.3575417995452881,
    0.3999998867511749,
    0.35156238079071045,
    0.7256636023521423,
    0.3905324339866638,
    0.4161849021911621,
    0.41666656732559204,
    0.165217325091362,
    0.2127658873796463,
    0.1754385381937027,
    0.32558128237724304,
    0.6899998784065247,
    0.5517240166664124,
    0.38888880610466003,
    0.5595237016677856,
    0.11578940600156784,
    0.4265401363372803,
    0.18823520839214325,
    0.6984125375747681,
    0.602040708065033,
    0.15789468586444855,
    0.24742262065410614,
    0.2612243890762329,
    0.1390373706817627,
    0.28723397850990295,
    0.6938773989677429,
    0.3151514232158661,
    0.23111103475093842,
    0.42231065034866333,
    0.3899998664855957,
    0.36046499013900757,
    0.1647058129310608,
    0.43956032395362854,
    0.24203814566135406,
    0.43881845474243164,
    0.11111105233430862,
    0.21782170236110687,
    0.5133689045906067,
    0.44791656732559204,
    0.3428570628166199,
    0.2933332622051239,
    0.14285707473754883,
    0.35897424817085266
   ],
   "time": 164.63966699969023,
   "param": [
    {
     "p": 0.10103816539049149,
     "m": 1.0
    },
    {
     "p": 0.015781128779053688,
     "m": 1.0
    },
    {
     "p": 0.09575747698545456,
     "m": 1.0
    },
    {
     "p": 0.11339333653450012,
     "m": 1.0
    },
    {
     "p": 0.10367284715175629,
     "m": 1.0
    },
    {
     "p": 0.022828862071037292,
     "m": 1.0
    },
    {
     "p": 0.10030554234981537,
     "m": 1.0
    },
    {
     "p": 0.12488682568073273,
     "m": 1.0
    },
    {
     "p": 0.04072742536664009,
     "m": 1.0
    },
    {
     "p": 0.022408343851566315,
     "m": 1.0
    },
    {
     "p": 0.021643927320837975,
     "m": 1.0
    },
    {
     "p": 0.09768975526094437,
     "m": 1.0
    },
    {
     "p": 0.12166929244995117,
     "m": 1.0
    },
    {
     "p": 0.018197057768702507,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 50,
   "train_loss": 3.385613441467285,
   "val_loss": 2.8303256034851074,
   "acc": 35.08,
   "f1": [
    0.6028706431388855,
    0.3764704465866089,
    0.33497530221939087,
    0.22099439799785614,
    0.13636356592178345,
    0.2531644403934479,
    0.36529669165611267,
    0.38775497674942017,
    0.27350419759750366,
    0.4276728630065918,
    0.14545448124408722,
    0.2603549063205719,
    0.2718445658683777,
    0.2456139326095581,
    0.20430098474025726,
    0.20408155024051666,
    0.323809415102005,
    0.4621211290359497,
    0.2941175699234009,
    0.30303022265434265,
    0.5858584046363831,
    0.5428570508956909,
    0.30952370166778564,
    0.46540868282318115,
    0.6227543354034424,
    0.2412450611591339,
    0.213483065366745,
    0.24999991059303284,
    0.4177214205265045,
    0.2735848128795624,
    0.43601882457733154,
    0.34710732102394104,
    0.28019312024116516,
    0.28318578004837036,
    0.3043477237224579,
    0.16091948747634888,
    0.3647797703742981,
    0.19298237562179565,
    0.2692306935787201,
    0.45685264468193054,
    0.36180898547172546,
    0.5495494604110718,
    0.2754097580909729,
    0.36051490902900696,
    0.21256029605865479,
    0.19047611951828003,
    0.2674417495727539,
    0.5238093733787537,
    0.5027320981025696,
    0.3493974804878235,
    0.179775208234787,
    0.31999990344047546,
    0.5433069467544556,
    0.5576921701431274,
    0.5263156294822693,
    0.12865489721298218,
    0.5416665077209473,
    0.3580785095691681,
    0.3522011637687683,
    0.31355923414230347,
    0.7263157367706299,
    0.37999987602233887,
    0.4195120930671692,
    0.34309613704681396,
    0.16923071444034576,
    0.26206886768341064,
    0.11392398923635483,
    0.2745096981525421,
    0.6582277417182922,
    0.5631066560745239,
    0.40384599566459656,
    0.5658913850784302,
    0.09574461728334427,
    0.4102562963962555,
    0.1951218992471695,
    0.5967741012573242,
    0.5999999046325684,
    0.17679551243782043,
    0.255813866853714,
    0.23357655107975006,
    0.13043473660945892,
    0.30366483330726624,
    0.7666665315628052,
    0.33466124534606934,
    0.22222213447093964,
    0.39069753885269165,
    0.3542855978012085,
    0.3473052978515625,
    0.11249993741512299,
    0.43720918893814087,
    0.256410151720047,
    0.46999987959861755,
    0.22099439799785614,
    0.24701185524463654,
    0.5485712885856628,
    0.425531804561615,
    0.3319500982761383,
    0.31088075041770935,
    0.1548386514186859,
    0.3186812400817871
   ],
   "time": 161.98227909207344,
   "param": [
    {
     "p": 0.10694365948438644,
     "m": 1.0
    },
    {
     "p": 0.01689644157886505,
     "m": 1.0
    },
    {
     "p": 0.10941655188798904,
     "m": 1.0
    },
    {
     "p": 0.11172440648078918,
     "m": 1.0
    },
    {
     "p": 0.10153283923864365,
     "m": 1.0
    },
    {
     "p": 0.02007126435637474,
     "m": 1.0
    },
    {
     "p": 0.09688223898410797,
     "m": 1.0
    },
    {
     "p": 0.10499786585569382,
     "m": 1.0
    },
    {
     "p": 0.03665349259972572,
     "m": 1.0
    },
    {
     "p": 0.026933694258332253,
     "m": 1.0
    },
    {
     "p": 0.024986745789647102,
     "m": 1.0
    },
    {
     "p": 0.11203102767467499,
     "m": 1.0
    },
    {
     "p": 0.11585351079702377,
     "m": 1.0
    },
    {
     "p": 0.0150763476267457,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 51,
   "train_loss": 3.9272608757019043,
   "val_loss": 2.9586853981018066,
   "acc": 33.43,
   "f1": [
    0.5744680166244507,
    0.44444432854652405,
    0.28947359323501587,
    0.18947362899780273,
    0.1129031702876091,
    0.26415085792541504,
    0.35502949357032776,
    0.2948717176914215,
    0.31386852264404297,
    0.39285704493522644,
    0.11111106723546982,
    0.23287664353847504,
    0.3435581922531128,
    0.1891891211271286,
    0.217391237616539,
    0.1911763995885849,
    0.2871793806552887,
    0.43404245376586914,
    0.26190465688705444,
    0.2959182858467102,
    0.5904760956764221,
    0.4818180501461029,
    0.29787227511405945,
    0.5063289999961853,
    0.5847951769828796,
    0.23045262694358826,
    0.2436974197626114,
    0.1798941045999527,
    0.38578668236732483,
    0.2944161295890808,
    0.3999998867511749,
    0.2887699604034424,
    0.26262614130973816,
    0.27102795243263245,
    0.38181808590888977,
    0.16993455588817596,
    0.3599999248981476,
    0.1937715709209442,
    0.247999906539917,
    0.381294846534729,
    0.2718445658683777,
    0.5757573843002319,
    0.2695034444332123,
    0.3711339235305786,
    0.1938774734735489,
    0.19230763614177704,
    0.25688064098358154,
    0.5025123953819275,
    0.44705870747566223,
    0.41176459193229675,
    0.13580238819122314,
    0.27118638157844543,
    0.6117646098136902,
    0.5769228935241699,
    0.45849794149398804,
    0.14218004047870636,
    0.46153831481933594,
    0.31818172335624695,
    0.3405795991420746,
    0.220779150724411,
    0.7307690382003784,
    0.40764322876930237,
    0.351144939661026,
    0.3308269679546356,
    0.1481480896472931,
    0.22485199570655823,
    0.15573763847351074,
    0.20547938346862793,
    0.7064675688743591,
    0.596858561038971,
    0.38341957330703735,
    0.6564101576805115,
    0.10256402939558029,
    0.3711339235305786,
    0.17616572976112366,
    0.5882351398468018,
    0.5748501420021057,
    0.1868131160736084,
    0.2025315910577774,
    0.25490185618400574,
    0.17431186139583588,
    0.2314814031124115,
    0.6403507590293884,
    0.36448585987091064,
    0.2378377616405487,
    0.37614670395851135,
    0.37894728779792786,
    0.3555554449558258,
    0.15458931028842926,
    0.39495787024497986,
    0.19780214130878448,
    0.45918354392051697,
    0.22033889591693878,
    0.19791658222675323,
    0.5548385381698608,
    0.46153831481933594,
    0.27329182624816895,
    0.26484012603759766,
    0.1499999314546585,
    0.2312137931585312
   ],
   "time": 165.07058170624077,
   "param": [
    {
     "p": 0.09903135895729065,
     "m": 1.0
    },
    {
     "p": 0.018449828028678894,
     "m": 1.0
    },
    {
     "p": 0.10917901247739792,
     "m": 1.0
    },
    {
     "p": 0.1167457327246666,
     "m": 1.0
    },
    {
     "p": 0.0936376228928566,
     "m": 1.0
    },
    {
     "p": 0.02286069095134735,
     "m": 1.0
    },
    {
     "p": 0.10431946814060211,
     "m": 1.0
    },
    {
     "p": 0.10574869066476822,
     "m": 1.0
    },
    {
     "p": 0.0444599948823452,
     "m": 1.0
    },
    {
     "p": 0.02875087410211563,
     "m": 1.0
    },
    {
     "p": 0.023524371907114983,
     "m": 1.0
    },
    {
     "p": 0.09335330128669739,
     "m": 1.0
    },
    {
     "p": 0.12243563681840897,
     "m": 1.0
    },
    {
     "p": 0.017503496259450912,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 52,
   "train_loss": 3.2965760231018066,
   "val_loss": 2.9650719165802,
   "acc": 34.47,
   "f1": [
    0.6499998569488525,
    0.4043714702129364,
    0.29245272278785706,
    0.2374998927116394,
    0.12080531567335129,
    0.27884605526924133,
    0.3499998450279236,
    0.33333322405815125,
    0.29850736260414124,
    0.4090908467769623,
    0.14705875515937805,
    0.20382159948349,
    0.30409345030784607,
    0.26086950302124023,
    0.19753079116344452,
    0.19417467713356018,
    0.37333324551582336,
    0.49756085872650146,
    0.2470587193965912,
    0.3068180978298187,
    0.596858561038971,
    0.5080644488334656,
    0.29714274406433105,
    0.5482232570648193,
    0.5714285373687744,
    0.2378377616405487,
    0.24060142040252686,
    0.16489358246326447,
    0.4692735970020294,
    0.2767294645309448,
    0.4021162986755371,
    0.34883710741996765,
    0.2914571762084961,
    0.3267972767353058,
    0.3693692684173584,
    0.2452106475830078,
    0.3529410660266876,
    0.22641503810882568,
    0.24372752010822296,
    0.4533332288265228,
    0.3043477535247803,
    0.5675674080848694,
    0.24154582619667053,
    0.35294109582901,
    0.20462042093276978,
    0.20720712840557098,
    0.2430938482284546,
    0.5089284181594849,
    0.43243229389190674,
    0.35416656732559204,
    0.14117640256881714,
    0.2999998927116394,
    0.6111109852790833,
    0.5683058500289917,
    0.49999988079071045,
    0.12389375269412994,
    0.5454544425010681,
    0.34042543172836304,
    0.34821417927742004,
    0.30851057171821594,
    0.7136561870574951,
    0.37575745582580566,
    0.43786972761154175,
    0.38461530208587646,
    0.13017743825912476,
    0.264317125082016,
    0.10055860131978989,
    0.2517482042312622,
    0.7292816042900085,
    0.5561496019363403,
    0.33333322405815125,
    0.5727270841598511,
    0.09999994933605194,
    0.35193121433258057,
    0.19923365116119385,
    0.6126124858856201,
    0.5820105075836182,
    0.22115376591682434,
    0.21862342953681946,
    0.2838708758354187,
    0.16580304503440857,
    0.27924519777297974,
    0.7009344696998596,
    0.3139533996582031,
    0.23204411566257477,
    0.39852389693260193,
    0.3654821515083313,
    0.32352936267852783,
    0.14655166864395142,
    0.3981480300426483,
    0.2658958435058594,
    0.48309168219566345,
    0.26046502590179443,
    0.21568621695041656,
    0.5487803816795349,
    0.419999897480011,
    0.30337071418762207,
    0.30366483330726624,
    0.06493500620126724,
    0.32352930307388306
   ],
   "time": 164.4316066261381,
   "param": [
    {
     "p": 0.1135292500257492,
     "m": 1.0
    },
    {
     "p": 0.01266337651759386,
     "m": 1.0
    },
    {
     "p": 0.10559406876564026,
     "m": 1.0
    },
    {
     "p": 0.11408635973930359,
     "m": 1.0
    },
    {
     "p": 0.09837702661752701,
     "m": 1.0
    },
    {
     "p": 0.024440947920084,
     "m": 1.0
    },
    {
     "p": 0.10728567093610764,
     "m": 1.0
    },
    {
     "p": 0.11040402203798294,
     "m": 1.0
    },
    {
     "p": 0.0472237803041935,
     "m": 1.0
    },
    {
     "p": 0.028007663786411285,
     "m": 1.0
    },
    {
     "p": 0.025283103808760643,
     "m": 1.0
    },
    {
     "p": 0.10057432949542999,
     "m": 1.0
    },
    {
     "p": 0.09670204669237137,
     "m": 1.0
    },
    {
     "p": 0.01582830213010311,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 53,
   "train_loss": 3.6626222133636475,
   "val_loss": 2.9200215339660645,
   "acc": 34.3,
   "f1": [
    0.6292133331298828,
    0.4044942855834961,
    0.2938387989997864,
    0.14876028895378113,
    0.16883111000061035,
    0.2713567316532135,
    0.3829786479473114,
    0.2999999225139618,
    0.2957197427749634,
    0.3874344527721405,
    0.1635219305753708,
    0.2525251507759094,
    0.30939218401908875,
    0.17142851650714874,
    0.18518511950969696,
    0.193548321723938,
    0.3157893717288971,
    0.5368419289588928,
    0.3418802320957184,
    0.3216782510280609,
    0.5462183356285095,
    0.5213268995285034,
    0.32124343514442444,
    0.4973543584346771,
    0.6249998807907104,
    0.2025315761566162,
    0.23791813850402832,
    0.19841262698173523,
    0.41212108731269836,
    0.2699999213218689,
    0.38914018869400024,
    0.3348836302757263,
    0.275229275226593,
    0.3350784480571747,
    0.3147207200527191,
    0.1290321946144104,
    0.30075180530548096,
    0.19178074598312378,
    0.25092241168022156,
    0.4499998688697815,
    0.345177561044693,
    0.5767440795898438,
    0.2658958435058594,
    0.31615114212036133,
    0.15533974766731262,
    0.17910441756248474,
    0.21238930523395538,
    0.5224488377571106,
    0.4577113389968872,
    0.38578668236732483,
    0.14634141325950623,
    0.38974347710609436,
    0.5656563639640808,
    0.5775399804115295,
    0.466666579246521,
    0.13592226803302765,
    0.49999988079071045,
    0.351351261138916,
    0.3598325252532959,
    0.2887699604034424,
    0.7017542123794556,
    0.3515150547027588,
    0.4315788447856903,
    0.360248327255249,
    0.11023616790771484,
    0.24120594561100006,
    0.13461533188819885,
    0.37647050619125366,
    0.7263157367706299,
    0.5158728957176208,
    0.4299998879432678,
    0.6009388566017151,
    0.16184966266155243,
    0.20472434163093567,
    0.1734103411436081,
    0.5766422748565674,
    0.5783131122589111,
    0.19999994337558746,
    0.17877088487148285,
    0.29268285632133484,
    0.15859025716781616,
    0.2705313265323639,
    0.6923075318336487,
    0.3549782335758209,
    0.2258063703775406,
    0.39285701513290405,
    0.4108106791973114,
    0.3711339235305786,
    0.06349202245473862,
    0.35714277625083923,
    0.2683981955051422,
    0.4125559628009796,
    0.2659573554992676,
    0.2434781938791275,
    0.5700933337211609,
    0.41379299759864807,
    0.2598869204521179,
    0.3127271831035614,
    0.123287633061409,
    0.2580644190311432
   ],
   "time": 163.82534479629248,
   "param": [
    {
     "p": 0.10177596658468246,
     "m": 1.0
    },
    {
     "p": 0.01624136045575142,
     "m": 1.0
    },
    {
     "p": 0.10285293310880661,
     "m": 1.0
    },
    {
     "p": 0.1112862229347229,
     "m": 1.0
    },
    {
     "p": 0.10738597810268402,
     "m": 1.0
    },
    {
     "p": 0.024249490350484848,
     "m": 1.0
    },
    {
     "p": 0.09958186745643616,
     "m": 1.0
    },
    {
     "p": 0.10999458283185959,
     "m": 1.0
    },
    {
     "p": 0.05359220132231712,
     "m": 1.0
    },
    {
     "p": 0.02912657894194126,
     "m": 1.0
    },
    {
     "p": 0.02335292100906372,
     "m": 1.0
    },
    {
     "p": 0.10040054470300674,
     "m": 1.0
    },
    {
     "p": 0.10252230614423752,
     "m": 1.0
    },
    {
     "p": 0.01763712428510189,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 54,
   "train_loss": 3.5369956493377686,
   "val_loss": 3.059847831726074,
   "acc": 34.19,
   "f1": [
    0.6263735294342041,
    0.40404030680656433,
    0.2706766128540039,
    0.145695298910141,
    0.14012733101844788,
    0.23280414938926697,
    0.3370785713195801,
    0.33333325386047363,
    0.323943555355072,
    0.3953487277030945,
    0.20487797260284424,
    0.2251655012369156,
    0.26315778493881226,
    0.25210076570510864,
    0.21848732233047485,
    0.1485147923231125,
    0.35467973351478577,
    0.49999988079071045,
    0.2660549581050873,
    0.2745096981525421,
    0.5988698601722717,
    0.5714284777641296,
    0.30232545733451843,
    0.5376343131065369,
    0.5698322653770447,
    0.24999992549419403,
    0.23376615345478058,
    0.16901403665542603,
    0.36871495842933655,
    0.23728805780410767,
    0.40384599566459656,
    0.3552122712135315,
    0.32160791754722595,
    0.28571420907974243,
    0.3478260040283203,
    0.16107375919818878,
    0.3350784480571747,
    0.18972326815128326,
    0.24637673795223236,
    0.4253392219543457,
    0.26794248819351196,
    0.4895103871822357,
    0.28318578004837036,
    0.306122362613678,
    0.23437495529651642,
    0.1775147169828415,
    0.27102795243263245,
    0.492537260055542,
    0.421052485704422,
    0.33802807331085205,
    0.19251330196857452,
    0.3272726535797119,
    0.5726870894432068,
    0.6320753693580627,
    0.4827585518360138,
    0.14778319001197815,
    0.49999988079071045,
    0.3473052978515625,
    0.38043469190597534,
    0.33333325386047363,
    0.6842103600502014,
    0.38028159737586975,
    0.44311365485191345,
    0.3599999248981476,
    0.1835748255252838,
    0.246575266122818,
    0.15668198466300964,
    0.22784802317619324,
    0.6377951502799988,
    0.5523011684417725,
    0.4343433380126953,
    0.6162160634994507,
    0.13688208162784576,
    0.35294109582901,
    0.123287633061409,
    0.6568626165390015,
    0.5130433440208435,
    0.22818784415721893,
    0.15533974766731262,
    0.283950537443161,
    0.12435225397348404,
    0.24999991059303284,
    0.6545453667640686,
    0.35294109582901,
    0.19047611951828003,
    0.3868311941623688,
    0.3771427571773529,
    0.309859037399292,
    0.10447756201028824,
    0.4324323236942291,
    0.27173903584480286,
    0.5027931928634644,
    0.11111106723546982,
    0.23469379544258118,
    0.5494503974914551,
    0.430769145488739,
    0.2528734505176544,
    0.290502667427063,
    0.07812494784593582,
    0.30107519030570984
   ],
   "time": 161.68988627474755,
   "param": [
    {
     "p": 0.10083398222923279,
     "m": 1.0
    },
    {
     "p": 0.016242235898971558,
     "m": 1.0
    },
    {
     "p": 0.10702051967382431,
     "m": 1.0
    },
    {
     "p": 0.10186328738927841,
     "m": 1.0
    },
    {
     "p": 0.0930623859167099,
     "m": 1.0
    },
    {
     "p": 0.027764346450567245,
     "m": 1.0
    },
    {
     "p": 0.09135512262582779,
     "m": 1.0
    },
    {
     "p": 0.11120907217264175,
     "m": 1.0
    },
    {
     "p": 0.061322763562202454,
     "m": 1.0
    },
    {
     "p": 0.030065301805734634,
     "m": 1.0
    },
    {
     "p": 0.027779778465628624,
     "m": 1.0
    },
    {
     "p": 0.1036352887749672,
     "m": 1.0
    },
    {
     "p": 0.1139145940542221,
     "m": 1.0
    },
    {
     "p": 0.013931341469287872,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 55,
   "train_loss": 3.866065740585327,
   "val_loss": 2.7644617557525635,
   "acc": 34.43,
   "f1": [
    0.6268655061721802,
    0.4329003393650055,
    0.29702961444854736,
    0.1916166990995407,
    0.16487449407577515,
    0.29268285632133484,
    0.3793102204799652,
    0.36065563559532166,
    0.2934781610965729,
    0.42168664932250977,
    0.13496926426887512,
    0.239520862698555,
    0.1940297782421112,
    0.13138681650161743,
    0.1635219305753708,
    0.22916659712791443,
    0.3365383446216583,
    0.47008538246154785,
    0.3199998736381531,
    0.3050846457481384,
    0.5670101642608643,
    0.5283017754554749,
    0.30851057171821594,
    0.5123152136802673,
    0.6321242451667786,
    0.22360241413116455,
    0.2404370754957199,
    0.21978014707565308,
    0.35359105467796326,
    0.2829267382621765,
    0.418803334236145,
    0.39130425453186035,
    0.24734973907470703,
    0.3369174897670746,
    0.3636362850666046,
    0.210526242852211,
    0.36529669165611267,
    0.21395343542099,
    0.26190465688705444,
    0.43093910813331604,
    0.34883710741996765,
    0.5628139972686768,
    0.29906532168388367,
    0.3387621343135834,
    0.09090904891490936,
    0.16766461730003357,
    0.2115383893251419,
    0.49999988079071045,
    0.42253509163856506,
    0.34817805886268616,
    0.185653954744339,
    0.3141360282897949,
    0.5338981747627258,
    0.613065242767334,
    0.46363624930381775,
    0.09756091237068176,
    0.4973543584346771,
    0.32034626603126526,
    0.3315507173538208,
    0.3394494354724884,
    0.6927372813224792,
    0.3694266378879547,
    0.4342104196548462,
    0.3832334280014038,
    0.14754094183444977,
    0.23350247740745544,
    0.22119809687137604,
    0.2906976044178009,
    0.6543776988983154,
    0.5688887238502502,
    0.42285704612731934,
    0.5726140141487122,
    0.1101694256067276,
    0.3232322335243225,
    0.16901402175426483,
    0.6859902143478394,
    0.5662099123001099,
    0.1971830427646637,
    0.1594202220439911,
    0.2771083414554596,
    0.13043473660945892,
    0.23134320974349976,
    0.7204300165176392,
    0.3942306339740753,
    0.22535204887390137,
    0.4210525155067444,
    0.3697478175163269,
    0.32128506898880005,
    0.1194029375910759,
    0.36078423261642456,
    0.21341456472873688,
    0.5154638290405273,
    0.15151509642601013,
    0.16249994933605194,
    0.46616533398628235,
    0.4016735553741455,
    0.30120471119880676,
    0.30125513672828674,
    0.17431186139583588,
    0.23437494039535522
   ],
   "time": 162.2534090783447,
   "param": [
    {
     "p": 0.09373461455106735,
     "m": 1.0
    },
    {
     "p": 0.017843523994088173,
     "m": 1.0
    },
    {
     "p": 0.0960862934589386,
     "m": 1.0
    },
    {
     "p": 0.10758554190397263,
     "m": 1.0
    },
    {
     "p": 0.10192687809467316,
     "m": 1.0
    },
    {
     "p": 0.031073683872818947,
     "m": 1.0
    },
    {
     "p": 0.10207343846559525,
     "m": 1.0
    },
    {
     "p": 0.10589437931776047,
     "m": 1.0
    },
    {
     "p": 0.05210229009389877,
     "m": 1.0
    },
    {
     "p": 0.027235697954893112,
     "m": 1.0
    },
    {
     "p": 0.02629782073199749,
     "m": 1.0
    },
    {
     "p": 0.10944622755050659,
     "m": 1.0
    },
    {
     "p": 0.11076942831277847,
     "m": 1.0
    },
    {
     "p": 0.01793011650443077,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 56,
   "train_loss": 3.9248287677764893,
   "val_loss": 2.8210716247558594,
   "acc": 34.6,
   "f1": [
    0.619289219379425,
    0.44444435834884644,
    0.33179715275764465,
    0.2584269046783447,
    0.1899440735578537,
    0.2797201871871948,
    0.36904752254486084,
    0.28571417927742004,
    0.3234041631221771,
    0.40251561999320984,
    0.19540224969387054,
    0.19607838988304138,
    0.3352600038051605,
    0.23188398778438568,
    0.23414628207683563,
    0.20571422576904297,
    0.3050846457481384,
    0.492890864610672,
    0.32402223348617554,
    0.3157894015312195,
    0.5727270841598511,
    0.4411763846874237,
    0.30526304244995117,
    0.4861876964569092,
    0.6270268559455872,
    0.22891558706760406,
    0.21395343542099,
    0.21459220349788666,
    0.35359105467796326,
    0.29585790634155273,
    0.39166659116744995,
    0.30588221549987793,
    0.29694315791130066,
    0.25675666332244873,
    0.35714274644851685,
    0.15642453730106354,
    0.33333322405815125,
    0.21333326399326324,
    0.2559240758419037,
    0.48888877034187317,
    0.2882882058620453,
    0.5228214263916016,
    0.26519328355789185,
    0.3619908392429352,
    0.19999991357326508,
    0.20833326876163483,
    0.2097901701927185,
    0.5291478633880615,
    0.4149376451969147,
    0.42512065172195435,
    0.1935483068227768,
    0.36158180236816406,
    0.5863873362541199,
    0.5833332538604736,
    0.48214277625083923,
    0.1545064002275467,
    0.5263156890869141,
    0.31249991059303284,
    0.34042540192604065,
    0.2597401440143585,
    0.6467065215110779,
    0.33333322405815125,
    0.45263150334358215,
    0.38157883286476135,
    0.0666666254401207,
    0.25945934653282166,
    0.1657457947731018,
    0.2837836742401123,
    0.7329840660095215,
    0.5309733152389526,
    0.4083768427371979,
    0.5629627704620361,
    0.11827950179576874,
    0.36464083194732666,
    0.1866666078567505,
    0.6559138894081116,
    0.580357015132904,
    0.2061854749917984,
    0.19266046583652496,
    0.23188398778438568,
    0.15017059445381165,
    0.2573528587818146,
    0.70588219165802,
    0.39130425453186035,
    0.2681563198566437,
    0.39325833320617676,
    0.33992087841033936,
    0.3313608467578888,
    0.14285707473754883,
    0.40624988079071045,
    0.2513660192489624,
    0.47787603735923767,
    0.21794864535331726,
    0.20224712789058685,
    0.5123152136802673,
    0.4068964719772339,
    0.38222211599349976,
    0.29392966628074646,
    0.0447760745882988,
    0.31355923414230347
   ],
   "time": 160.67587877903134,
   "param": [
    {
     "p": 0.10676147788763046,
     "m": 1.0
    },
    {
     "p": 0.019654477015137672,
     "m": 1.0
    },
    {
     "p": 0.09600762277841568,
     "m": 1.0
    },
    {
     "p": 0.10123782604932785,
     "m": 1.0
    },
    {
     "p": 0.09359287470579147,
     "m": 1.0
    },
    {
     "p": 0.024901533499360085,
     "m": 1.0
    },
    {
     "p": 0.10622827708721161,
     "m": 1.0
    },
    {
     "p": 0.11361303180456161,
     "m": 1.0
    },
    {
     "p": 0.05637327954173088,
     "m": 1.0
    },
    {
     "p": 0.0334082767367363,
     "m": 1.0
    },
    {
     "p": 0.026877647265791893,
     "m": 1.0
    },
    {
     "p": 0.1030305027961731,
     "m": 1.0
    },
    {
     "p": 0.09834766387939453,
     "m": 1.0
    },
    {
     "p": 0.019965466111898422,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 57,
   "train_loss": 3.594890832901001,
   "val_loss": 2.8570239543914795,
   "acc": 35.24,
   "f1": [
    0.6703909635543823,
    0.41176459193229675,
    0.27380943298339844,
    0.2258063703775406,
    0.13414627313613892,
    0.2138364166021347,
    0.39560428261756897,
    0.3529410660266876,
    0.29152533411979675,
    0.44444429874420166,
    0.1647058129310608,
    0.23602473735809326,
    0.2941175401210785,
    0.25125616788864136,
    0.194871723651886,
    0.22727267444133759,
    0.3648647665977478,
    0.5339804887771606,
    0.2959182858467102,
    0.2605040967464447,
    0.5495494604110718,
    0.4501844048500061,
    0.32978713512420654,
    0.5150213837623596,
    0.5498006939888,
    0.2574256360530853,
    0.2699999213218689,
    0.23529402911663055,
    0.44943806529045105,
    0.306122362613678,
    0.3868612051010132,
    0.44571414589881897,
    0.3169397711753845,
    0.31764698028564453,
    0.3067092001438141,
    0.1481480896472931,
    0.33497530221939087,
    0.19534875452518463,
    0.2793295085430145,
    0.44311365485191345,
    0.32599109411239624,
    0.5727698802947998,
    0.26890748739242554,
    0.3655913174152374,
    0.20512813329696655,
    0.16249993443489075,
    0.17948710918426514,
    0.5365853309631348,
    0.4516127407550812,
    0.3894736170768738,
    0.21186435222625732,
    0.33333322405815125,
    0.609053373336792,
    0.5961536765098572,
    0.5482232570648193,
    0.14479632675647736,
    0.5942855477333069,
    0.33684200048446655,
    0.3741934299468994,
    0.314606636762619,
    0.7264149188995361,
    0.4108106791973114,
    0.44444435834884644,
    0.35294109582901,
    0.15060237050056458,
    0.18439710140228271,
    0.1454544961452484,
    0.3592813014984131,
    0.6694213151931763,
    0.5504586100578308,
    0.5209301114082336,
    0.596684992313385,
    0.0958903580904007,
    0.3365383446216583,
    0.18884113430976868,
    0.6202530264854431,
    0.5933012366294861,
    0.180851012468338,
    0.2062779664993286,
    0.2424241602420807,
    0.1732851266860962,
    0.29126206040382385,
    0.7213113307952881,
    0.3129250705242157,
    0.26244333386421204,
    0.3902438282966614,
    0.39603951573371887,
    0.362499862909317,
    0.18478251993656158,
    0.39382225275039673,
    0.2430938482284546,
    0.5026176571846008,
    0.09230764210224152,
    0.20320846140384674,
    0.5319147706031799,
    0.3803679943084717,
    0.3060108423233032,
    0.28947359323501587,
    0.14960624277591705,
    0.34523800015449524
   ],
   "time": 162.83450313005596,
   "param": [
    {
     "p": 0.10459890961647034,
     "m": 1.0
    },
    {
     "p": 0.0193449929356575,
     "m": 1.0
    },
    {
     "p": 0.10474741458892822,
     "m": 1.0
    },
    {
     "p": 0.08950669318437576,
     "m": 1.0
    },
    {
     "p": 0.09394286572933197,
     "m": 1.0
    },
    {
     "p": 0.03396476432681084,
     "m": 1.0
    },
    {
     "p": 0.09010127186775208,
     "m": 1.0
    },
    {
     "p": 0.11078367382287979,
     "m": 1.0
    },
    {
     "p": 0.04630257934331894,
     "m": 1.0
    },
    {
     "p": 0.03514891490340233,
     "m": 1.0
    },
    {
     "p": 0.022348280996084213,
     "m": 1.0
    },
    {
     "p": 0.10960500687360764,
     "m": 1.0
    },
    {
     "p": 0.11873050779104233,
     "m": 1.0
    },
    {
     "p": 0.020874129608273506,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 58,
   "train_loss": 3.500819206237793,
   "val_loss": 3.0496480464935303,
   "acc": 35.36,
   "f1": [
    0.6178008913993835,
    0.3895130157470703,
    0.336633563041687,
    0.20408158004283905,
    0.10071936994791031,
    0.24137921631336212,
    0.4177214205265045,
    0.38541653752326965,
    0.2797201871871948,
    0.3794870972633362,
    0.123287633061409,
    0.24844713509082794,
    0.256410151720047,
    0.23611101508140564,
    0.22535204887390137,
    0.18292675912380219,
    0.33918121457099915,
    0.494623601436615,
    0.3352600038051605,
    0.3113771378993988,
    0.6145831942558289,
    0.5446807742118835,
    0.2962961792945862,
    0.47513800859451294,
    0.5509432554244995,
    0.24719089269638062,
    0.2722512185573578,
    0.2127658873796463,
    0.40999990701675415,
    0.26666656136512756,
    0.3775099515914917,
    0.32128506898880005,
    0.30303019285202026,
    0.32234421372413635,
    0.30588221549987793,
    0.17391295731067657,
    0.3456788659095764,
    0.2314814031124115,
    0.23611104488372803,
    0.4864863455295563,
    0.33480167388916016,
    0.44912275671958923,
    0.30057793855667114,
    0.3489932119846344,
    0.24778753519058228,
    0.18957340717315674,
    0.2443438321352005,
    0.44444435834884644,
    0.4670049846172333,
    0.3253011107444763,
    0.17391300201416016,
    0.3478260338306427,
    0.5833331942558289,
    0.6186439990997314,
    0.49785396456718445,
    0.17105256021022797,
    0.53465336561203,
    0.3454544246196747,
    0.36206886172294617,
    0.28571417927742004,
    0.6637166738510132,
    0.34782594442367554,
    0.4608694612979889,
    0.3489931523799896,
    0.1642511636018753,
    0.23188398778438568,
    0.16058388352394104,
    0.28571417927742004,
    0.6507935523986816,
    0.49350637197494507,
    0.4331796169281006,
    0.6008967757225037,
    0.12669678032398224,
    0.3260868787765503,
    0.1696968972682953,
    0.6306304931640625,
    0.5714284777641296,
    0.1594202220439911,
    0.23589736223220825,
    0.33179715275764465,
    0.1798941045999527,
    0.30057793855667114,
    0.6818180680274963,
    0.3289472758769989,
    0.21978014707565308,
    0.3793102502822876,
    0.37681150436401367,
    0.3677128851413727,
    0.16304342448711395,
    0.3440859317779541,
    0.253807008266449,
    0.45643141865730286,
    0.14399996399879456,
    0.19318175315856934,
    0.5818180441856384,
    0.4043714702129364,
    0.3141360282897949,
    0.33884286880493164,
    0.13664589822292328,
    0.35502949357032776
   ],
   "time": 162.32958987448364,
   "param": [
    {
     "p": 0.10423919558525085,
     "m": 1.0
    },
    {
     "p": 0.013008068315684795,
     "m": 1.0
    },
    {
     "p": 0.09953567385673523,
     "m": 1.0
    },
    {
     "p": 0.1018771305680275,
     "m": 1.0
    },
    {
     "p": 0.10363511741161346,
     "m": 1.0
    },
    {
     "p": 0.02473369427025318,
     "m": 1.0
    },
    {
     "p": 0.09662804752588272,
     "m": 1.0
    },
    {
     "p": 0.10021805763244629,
     "m": 1.0
    },
    {
     "p": 0.0488554909825325,
     "m": 1.0
    },
    {
     "p": 0.0361456423997879,
     "m": 1.0
    },
    {
     "p": 0.02749437652528286,
     "m": 1.0
    },
    {
     "p": 0.11914193630218506,
     "m": 1.0
    },
    {
     "p": 0.10211237519979477,
     "m": 1.0
    },
    {
     "p": 0.02237515337765217,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 59,
   "train_loss": 3.241814136505127,
   "val_loss": 3.1109976768493652,
   "acc": 34.15,
   "f1": [
    0.580644965171814,
    0.44339612126350403,
    0.25185176730155945,
    0.1914892941713333,
    0.14364632964134216,
    0.25730982422828674,
    0.27999991178512573,
    0.3463686406612396,
    0.32812491059303284,
    0.3861384987831116,
    0.10256403684616089,
    0.20588228106498718,
    0.30409345030784607,
    0.16176463663578033,
    0.2244897186756134,
    0.1855669468641281,
    0.3417084515094757,
    0.5188283324241638,
    0.3468207120895386,
    0.28688517212867737,
    0.5576921701431274,
    0.510416567325592,
    0.30208322405815125,
    0.4713374376296997,
    0.5263156890869141,
    0.17910441756248474,
    0.25165554881095886,
    0.22660093009471893,
    0.43902432918548584,
    0.2424241602420807,
    0.38862547278404236,
    0.3157893717288971,
    0.25233638286590576,
    0.3389829695224762,
    0.37499988079071045,
    0.24107137322425842,
    0.33333325386047363,
    0.1916666179895401,
    0.2613064646720886,
    0.5113635063171387,
    0.34615373611450195,
    0.5555554032325745,
    0.2786068916320801,
    0.31050220131874084,
    0.23664113879203796,
    0.13698624074459076,
    0.06896547973155975,
    0.4920634329319,
    0.447368323802948,
    0.37614670395851135,
    0.12499994784593582,
    0.30769219994544983,
    0.5454544425010681,
    0.5671640634536743,
    0.5227271318435669,
    0.09230764210224152,
    0.477272629737854,
    0.31050220131874084,
    0.35064926743507385,
    0.2333332598209381,
    0.7076921463012695,
    0.3793102502822876,
    0.3911438286304474,
    0.35064926743507385,
    0.10465110093355179,
    0.26993855834007263,
    0.15469607710838318,
    0.2622949779033661,
    0.678413987159729,
    0.5344826579093933,
    0.37333324551582336,
    0.482758492231369,
    0.1454544961452484,
    0.3157893717288971,
    0.1499999314546585,
    0.663461446762085,
    0.5508472919464111,
    0.1789472997188568,
    0.2832617461681366,
    0.239999920129776,
    0.15658356249332428,
    0.24899591505527496,
    0.5787544846534729,
    0.3441859781742096,
    0.20338977873325348,
    0.4222221076488495,
    0.32075464725494385,
    0.31249991059303284,
    0.13861380517482758,
    0.3113771378993988,
    0.31092432141304016,
    0.5648146867752075,
    0.23636355996131897,
    0.23529402911663055,
    0.5017666816711426,
    0.4036695957183838,
    0.3084111213684082,
    0.33050838112831116,
    0.15469607710838318,
    0.3157894015312195
   ],
   "time": 161.45120435208082,
   "param": [
    {
     "p": 0.09552998095750809,
     "m": 1.0
    },
    {
     "p": 0.016522232443094254,
     "m": 1.0
    },
    {
     "p": 0.10052461922168732,
     "m": 1.0
    },
    {
     "p": 0.09605775773525238,
     "m": 1.0
    },
    {
     "p": 0.09679639339447021,
     "m": 1.0
    },
    {
     "p": 0.025003701448440552,
     "m": 1.0
    },
    {
     "p": 0.10534364730119705,
     "m": 1.0
    },
    {
     "p": 0.1060749962925911,
     "m": 1.0
    },
    {
     "p": 0.05441384017467499,
     "m": 1.0
    },
    {
     "p": 0.03371473029255867,
     "m": 1.0
    },
    {
     "p": 0.025519685819745064,
     "m": 1.0
    },
    {
     "p": 0.11005580425262451,
     "m": 1.0
    },
    {
     "p": 0.11548538506031036,
     "m": 1.0
    },
    {
     "p": 0.01895730011165142,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 60,
   "train_loss": 3.3851046562194824,
   "val_loss": 2.9726455211639404,
   "acc": 34.82,
   "f1": [
    0.6198828816413879,
    0.44036686420440674,
    0.324607253074646,
    0.2436547577381134,
    0.12149526178836823,
    0.22916659712791443,
    0.37704911828041077,
    0.4174756109714508,
    0.32989683747291565,
    0.4358973205089569,
    0.2099999338388443,
    0.27218925952911377,
    0.3522725999355316,
    0.21774189174175262,
    0.17616572976112366,
    0.19607838988304138,
    0.3648647665977478,
    0.48387086391448975,
    0.3116881847381592,
    0.31155768036842346,
    0.5999999046325684,
    0.5049503445625305,
    0.31325289607048035,
    0.3816792964935303,
    0.6486485004425049,
    0.20869559049606323,
    0.2404370754957199,
    0.18390797078609467,
    0.4574466943740845,
    0.2810809910297394,
    0.3794870972633362,
    0.36065563559532166,
    0.26666656136512756,
    0.2967032194137573,
    0.38367336988449097,
    0.20746882259845734,
    0.3418802320957184,
    0.21908122301101685,
    0.26086950302124023,
    0.44067782163619995,
    0.31632643938064575,
    0.5686272978782654,
    0.30057793855667114,
    0.30150744318962097,
    0.21238930523395538,
    0.18867920339107513,
    0.1657457947731018,
    0.4782608151435852,
    0.4772725999355316,
    0.43442606925964355,
    0.22134381532669067,
    0.3209875524044037,
    0.5081079602241516,
    0.5821594595909119,
    0.47393354773521423,
    0.11666662245988846,
    0.49999988079071045,
    0.33179715275764465,
    0.35341355204582214,
    0.2531644403934479,
    0.7058822512626648,
    0.43786972761154175,
    0.39837390184402466,
    0.32432422041893005,
    0.1909089982509613,
    0.18705029785633087,
    0.12865489721298218,
    0.299999862909317,
    0.6849313974380493,
    0.5846152901649475,
    0.28571417927742004,
    0.5824174284934998,
    0.10695181041955948,
    0.3456788659095764,
    0.2021275758743286,
    0.5959182381629944,
    0.6171427369117737,
    0.18604643642902374,
    0.224358931183815,
    0.2886596620082855,
    0.1748633086681366,
    0.2731706500053406,
    0.6276149749755859,
    0.37999987602233887,
    0.22352932393550873,
    0.4205606281757355,
    0.3765689730644226,
    0.3419688045978546,
    0.14285707473754883,
    0.41176462173461914,
    0.24390234053134918,
    0.4942527115345001,
    0.19266046583652496,
    0.2456139326095581,
    0.5389220714569092,
    0.4615383744239807,
    0.33333322405815125,
    0.27472516894340515,
    0.18881115317344666,
    0.28855711221694946
   ],
   "time": 162.59335483890027,
   "param": [
    {
     "p": 0.10285946726799011,
     "m": 1.0
    },
    {
     "p": 0.018232012167572975,
     "m": 1.0
    },
    {
     "p": 0.10479346662759781,
     "m": 1.0
    },
    {
     "p": 0.11330368369817734,
     "m": 1.0
    },
    {
     "p": 0.09634578973054886,
     "m": 1.0
    },
    {
     "p": 0.026707524433732033,
     "m": 1.0
    },
    {
     "p": 0.0973193421959877,
     "m": 1.0
    },
    {
     "p": 0.10506924241781235,
     "m": 1.0
    },
    {
     "p": 0.04749540984630585,
     "m": 1.0
    },
    {
     "p": 0.029073378071188927,
     "m": 1.0
    },
    {
     "p": 0.026339121162891388,
     "m": 1.0
    },
    {
     "p": 0.10936056077480316,
     "m": 1.0
    },
    {
     "p": 0.10305346548557281,
     "m": 1.0
    },
    {
     "p": 0.020047539845108986,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 61,
   "train_loss": 3.2444047927856445,
   "val_loss": 3.1011433601379395,
   "acc": 33.99,
   "f1": [
    0.6338796615600586,
    0.42241373658180237,
    0.23115570843219757,
    0.18749994039535522,
    0.12121205031871796,
    0.2955664098262787,
    0.3867923319339752,
    0.35294109582901,
    0.29292917251586914,
    0.39189180731773376,
    0.13559314608573914,
    0.17241372168064117,
    0.2987012565135956,
    0.2572613060474396,
    0.1818181276321411,
    0.20809243619441986,
    0.3443707227706909,
    0.47619038820266724,
    0.33333325386047363,
    0.23834189772605896,
    0.5463413596153259,
    0.4487179219722748,
    0.3046356737613678,
    0.5212119817733765,
    0.6224488615989685,
    0.2376236915588379,
    0.22966498136520386,
    0.16243648529052734,
    0.3934425115585327,
    0.2424241453409195,
    0.4102562665939331,
    0.324607253074646,
    0.28402355313301086,
    0.3144652843475342,
    0.33463025093078613,
    0.22907482087612152,
    0.36585354804992676,
    0.14117643237113953,
    0.2580644190311432,
    0.4878047704696655,
    0.3468207120895386,
    0.5098037719726562,
    0.2208588421344757,
    0.35102033615112305,
    0.19999994337558746,
    0.18784524500370026,
    0.23788540065288544,
    0.49382704496383667,
    0.42477864027023315,
    0.3603602349758148,
    0.14925366640090942,
    0.3369564116001129,
    0.575916051864624,
    0.6094419956207275,
    0.5268816351890564,
    0.1395348161458969,
    0.4931505620479584,
    0.35416656732559204,
    0.3621397912502289,
    0.28947359323501587,
    0.7319586277008057,
    0.3576158285140991,
    0.43349742889404297,
    0.34482747316360474,
    0.09090903401374817,
    0.1985815018415451,
    0.15294109284877777,
    0.2838708758354187,
    0.6806721091270447,
    0.5252523422241211,
    0.43720918893814087,
    0.6244342923164368,
    0.07692301273345947,
    0.3699420988559723,
    0.18579228222370148,
    0.620320737361908,
    0.6179773807525635,
    0.1449274718761444,
    0.1900825798511505,
    0.2840908169746399,
    0.15533974766731262,
    0.19999992847442627,
    0.7142855525016785,
    0.33333322405815125,
    0.194871723651886,
    0.3387095630168915,
    0.39285704493522644,
    0.31999990344047546,
    0.16744180023670197,
    0.3126842975616455,
    0.30857133865356445,
    0.44444435834884644,
    0.11199995130300522,
    0.17857135832309723,
    0.5679011344909668,
    0.46274495124816895,
    0.28571417927742004,
    0.22710618376731873,
    0.12499994039535522,
    0.30065348744392395
   ],
   "time": 160.67314420361072,
   "param": [
    {
     "p": 0.10457286238670349,
     "m": 1.0
    },
    {
     "p": 0.017628852277994156,
     "m": 1.0
    },
    {
     "p": 0.11016394197940826,
     "m": 1.0
    },
    {
     "p": 0.1035972312092781,
     "m": 1.0
    },
    {
     "p": 0.10377457737922668,
     "m": 1.0
    },
    {
     "p": 0.02467569336295128,
     "m": 1.0
    },
    {
     "p": 0.09584774821996689,
     "m": 1.0
    },
    {
     "p": 0.11556987464427948,
     "m": 1.0
    },
    {
     "p": 0.05348069220781326,
     "m": 1.0
    },
    {
     "p": 0.02624121867120266,
     "m": 1.0
    },
    {
     "p": 0.02621094323694706,
     "m": 1.0
    },
    {
     "p": 0.09458111971616745,
     "m": 1.0
    },
    {
     "p": 0.10682691633701324,
     "m": 1.0
    },
    {
     "p": 0.01682831160724163,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 62,
   "train_loss": 3.4168484210968018,
   "val_loss": 2.842336654663086,
   "acc": 35.8,
   "f1": [
    0.631578803062439,
    0.4096384346485138,
    0.3166666030883789,
    0.2705313265323639,
    0.09459453821182251,
    0.28260859847068787,
    0.4148934781551361,
    0.3675675094127655,
    0.341666579246521,
    0.39603951573371887,
    0.20645155012607574,
    0.1932772397994995,
    0.3383083641529083,
    0.25570768117904663,
    0.22321420907974243,
    0.1864406168460846,
    0.3195875287055969,
    0.5049503445625305,
    0.3274335563182831,
    0.31638407707214355,
    0.5454543828964233,
    0.4795917272567749,
    0.2771083414554596,
    0.5595237016677856,
    0.6330273747444153,
    0.24291490018367767,
    0.23529404401779175,
    0.24999988079071045,
    0.4607328474521637,
    0.28571420907974243,
    0.37614670395851135,
    0.3716813027858734,
    0.3141360282897949,
    0.33532923460006714,
    0.38356152176856995,
    0.16999994218349457,
    0.33333322405815125,
    0.2025315910577774,
    0.20689649879932404,
    0.5185183882713318,
    0.351351261138916,
    0.4785713851451874,
    0.28571420907974243,
    0.41538456082344055,
    0.20430098474025726,
    0.17283941805362701,
    0.19251330196857452,
    0.5019010901451111,
    0.43925222754478455,
    0.3879309296607971,
    0.1758241057395935,
    0.33121007680892944,
    0.5194804668426514,
    0.6099998950958252,
    0.49411749839782715,
    0.1333332657814026,
    0.5517240166664124,
    0.31901830434799194,
    0.38918909430503845,
    0.30270257592201233,
    0.6999998688697815,
    0.34246566891670227,
    0.48044681549072266,
    0.3764704465866089,
    0.1219511553645134,
    0.2960287928581238,
    0.1630900651216507,
    0.35643553733825684,
    0.7115383744239807,
    0.502024233341217,
    0.49729716777801514,
    0.6060605049133301,
    0.1156068742275238,
    0.348314493894577,
    0.18884113430976868,
    0.6260160803794861,
    0.6161615252494812,
    0.18309852480888367,
    0.228260800242424,
    0.22222214937210083,
    0.1899440735578537,
    0.275229275226593,
    0.7386362552642822,
    0.3504272401332855,
    0.21590900421142578,
    0.39843741059303284,
    0.37275978922843933,
    0.28048771619796753,
    0.13924044370651245,
    0.48401811718940735,
    0.31067952513694763,
    0.47953203320503235,
    0.20930226147174835,
    0.22099439799785614,
    0.5104601383209229,
    0.42909082770347595,
    0.2987011969089508,
    0.30357134342193604,
    0.1836734265089035,
    0.3354036211967468
   ],
   "time": 162.48309767898172,
   "param": [
    {
     "p": 0.09611780941486359,
     "m": 1.0
    },
    {
     "p": 0.01899494044482708,
     "m": 1.0
    },
    {
     "p": 0.10537999868392944,
     "m": 1.0
    },
    {
     "p": 0.10875701904296875,
     "m": 1.0
    },
    {
     "p": 0.09838107973337173,
     "m": 1.0
    },
    {
     "p": 0.027815287932753563,
     "m": 1.0
    },
    {
     "p": 0.09833288937807083,
     "m": 1.0
    },
    {
     "p": 0.11008717119693756,
     "m": 1.0
    },
    {
     "p": 0.051807764917612076,
     "m": 1.0
    },
    {
     "p": 0.03296373784542084,
     "m": 1.0
    },
    {
     "p": 0.023068025708198547,
     "m": 1.0
    },
    {
     "p": 0.10061108320951462,
     "m": 1.0
    },
    {
     "p": 0.10862676054239273,
     "m": 1.0
    },
    {
     "p": 0.019056640565395355,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 63,
   "train_loss": 3.3131866455078125,
   "val_loss": 3.0772500038146973,
   "acc": 34.17,
   "f1": [
    0.582914412021637,
    0.43781083822250366,
    0.34883710741996765,
    0.239999920129776,
    0.19753079116344452,
    0.22818784415721893,
    0.4046241343021393,
    0.39106133580207825,
    0.3050846755504608,
    0.33333319425582886,
    0.1648350954055786,
    0.22222213447093964,
    0.3249998986721039,
    0.19047611951828003,
    0.1909089982509613,
    0.20720712840557098,
    0.2828281819820404,
    0.46093741059303284,
    0.29166656732559204,
    0.3157894015312195,
    0.5999998450279236,
    0.46428558230400085,
    0.33720916509628296,
    0.4578312039375305,
    0.645502507686615,
    0.18181811273097992,
    0.23863628506660461,
    0.21596238017082214,
    0.44943806529045105,
    0.251082181930542,
    0.4090908467769623,
    0.30075180530548096,
    0.2722512185573578,
    0.3150182366371155,
    0.2934781610965729,
    0.16883111000061035,
    0.2843136191368103,
    0.2191780060529709,
    0.2435423731803894,
    0.4799998700618744,
    0.29245272278785706,
    0.5685278177261353,
    0.30541861057281494,
    0.3636362850666046,
    0.2193547636270523,
    0.2048192024230957,
    0.23003189265727997,
    0.4624998867511749,
    0.4491524398326874,
    0.38190943002700806,
    0.19433192908763885,
    0.29665064811706543,
    0.596638560295105,
    0.583690881729126,
    0.497041255235672,
    0.08045971393585205,
    0.5485712885856628,
    0.33684200048446655,
    0.3905324339866638,
    0.2999999523162842,
    0.6853931546211243,
    0.4245808720588684,
    0.434782475233078,
    0.3783782720565796,
    0.17391297221183777,
    0.2274509072303772,
    0.18320603668689728,
    0.2820512056350708,
    0.6703909635543823,
    0.5526314973831177,
    0.4322032928466797,
    0.5868262648582458,
    0.1449274867773056,
    0.3703702688217163,
    0.22999992966651917,
    0.5821594595909119,
    0.5507245063781738,
    0.18461529910564423,
    0.22222213447093964,
    0.24489788711071014,
    0.15458931028842926,
    0.2673266530036926,
    0.6989246010780334,
    0.3026314675807953,
    0.21917803585529327,
    0.4150942265987396,
    0.4161849021911621,
    0.2820512056350708,
    0.14659680426120758,
    0.38497641682624817,
    0.3018867075443268,
    0.45121943950653076,
    0.15228420495986938,
    0.18292675912380219,
    0.5133689045906067,
    0.4545453190803528,
    0.28571420907974243,
    0.2821575999259949,
    0.18018010258674622,
    0.34579432010650635
   ],
   "time": 164.25572679098696,
   "param": [
    {
     "p": 0.10090683400630951,
     "m": 1.0
    },
    {
     "p": 0.02076774649322033,
     "m": 1.0
    },
    {
     "p": 0.0998874232172966,
     "m": 1.0
    },
    {
     "p": 0.10151463747024536,
     "m": 1.0
    },
    {
     "p": 0.10258835554122925,
     "m": 1.0
    },
    {
     "p": 0.03124392032623291,
     "m": 1.0
    },
    {
     "p": 0.0984112098813057,
     "m": 1.0
    },
    {
     "p": 0.11309320479631424,
     "m": 1.0
    },
    {
     "p": 0.04727493226528168,
     "m": 1.0
    },
    {
     "p": 0.03613727539777756,
     "m": 1.0
    },
    {
     "p": 0.012980750761926174,
     "m": 1.0
    },
    {
     "p": 0.10760471969842911,
     "m": 1.0
    },
    {
     "p": 0.10895013064146042,
     "m": 1.0
    },
    {
     "p": 0.018638795241713524,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 64,
   "train_loss": 3.467653274536133,
   "val_loss": 2.816340208053589,
   "acc": 35.24,
   "f1": [
    0.5964910984039307,
    0.41666656732559204,
    0.3474177420139313,
    0.2553190290927887,
    0.18604646623134613,
    0.23776216804981232,
    0.32584258913993835,
    0.3147207200527191,
    0.29268282651901245,
    0.3934425115585327,
    0.17283941805362701,
    0.25098028779029846,
    0.3469386696815491,
    0.1891891211271286,
    0.1870967298746109,
    0.19209031760692596,
    0.36649200320243835,
    0.5191488265991211,
    0.28749987483024597,
    0.321428507566452,
    0.5699480772018433,
    0.4894513487815857,
    0.280898779630661,
    0.5497074723243713,
    0.6296295523643494,
    0.21890540421009064,
    0.24516120553016663,
    0.20657269656658173,
    0.44776105880737305,
    0.33333325386047363,
    0.3999998867511749,
    0.3917524814605713,
    0.33128824830055237,
    0.3351350426673889,
    0.323809415102005,
    0.13846148550510406,
    0.3441859781742096,
    0.1635219305753708,
    0.24727267026901245,
    0.39795905351638794,
    0.2844826877117157,
    0.5853657722473145,
    0.29189181327819824,
    0.2953994572162628,
    0.16216209530830383,
    0.14689259231090546,
    0.22660093009471893,
    0.4727271497249603,
    0.40796008706092834,
    0.3510637581348419,
    0.11764701455831528,
    0.3070864975452423,
    0.6210044622421265,
    0.5549736618995667,
    0.5421684980392456,
    0.1454544961452484,
    0.5396823883056641,
    0.3707864284515381,
    0.40178558230400085,
    0.30120471119880676,
    0.7168139815330505,
    0.3699420988559723,
    0.4519229531288147,
    0.36815908551216125,
    0.10256403684616089,
    0.26341456174850464,
    0.15789468586444855,
    0.28571420907974243,
    0.7064675688743591,
    0.5700481534004211,
    0.4260868728160858,
    0.5641024708747864,
    0.12578611075878143,
    0.3936169147491455,
    0.1969696283340454,
    0.6078430414199829,
    0.6136362552642822,
    0.19277101755142212,
    0.24060142040252686,
    0.3096773326396942,
    0.14659680426120758,
    0.2528734505176544,
    0.6204079985618591,
    0.348314493894577,
    0.2211054563522339,
    0.4263565242290497,
    0.38181808590888977,
    0.34817805886268616,
    0.13245026767253876,
    0.3699999153614044,
    0.2965778410434723,
    0.5048542022705078,
    0.2692306935787201,
    0.19230762124061584,
    0.5333331823348999,
    0.44339612126350403,
    0.26315778493881226,
    0.3670884966850281,
    0.11842100322246552,
    0.3584904372692108
   ],
   "time": 163.25503662228584,
   "param": [
    {
     "p": 0.09611175209283829,
     "m": 1.0
    },
    {
     "p": 0.018005097284913063,
     "m": 1.0
    },
    {
     "p": 0.1030850037932396,
     "m": 1.0
    },
    {
     "p": 0.1051761582493782,
     "m": 1.0
    },
    {
     "p": 0.09824104607105255,
     "m": 1.0
    },
    {
     "p": 0.029998915269970894,
     "m": 1.0
    },
    {
     "p": 0.09998555481433868,
     "m": 1.0
    },
    {
     "p": 0.09797202050685883,
     "m": 1.0
    },
    {
     "p": 0.053845904767513275,
     "m": 1.0
    },
    {
     "p": 0.03191486373543739,
     "m": 1.0
    },
    {
     "p": 0.029315713793039322,
     "m": 1.0
    },
    {
     "p": 0.10069011151790619,
     "m": 1.0
    },
    {
     "p": 0.11568523943424225,
     "m": 1.0
    },
    {
     "p": 0.019972575828433037,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 65,
   "train_loss": 3.477745294570923,
   "val_loss": 2.8163278102874756,
   "acc": 34.75,
   "f1": [
    0.6376810669898987,
    0.40404030680656433,
    0.3367346227169037,
    0.24999988079071045,
    0.14598533511161804,
    0.31858399510383606,
    0.351351261138916,
    0.3977271616458893,
    0.32051271200180054,
    0.44970402121543884,
    0.1395348161458969,
    0.23529404401779175,
    0.3524903655052185,
    0.20276491343975067,
    0.2054053246974945,
    0.18181811273097992,
    0.2939067482948303,
    0.46376800537109375,
    0.2870369255542755,
    0.3510637581348419,
    0.6214687824249268,
    0.49785396456718445,
    0.2840908169746399,
    0.5454544425010681,
    0.624390184879303,
    0.26136353611946106,
    0.2371133416891098,
    0.18749992549419403,
    0.45631060004234314,
    0.2914571762084961,
    0.40358731150627136,
    0.3736262619495392,
    0.24875615537166595,
    0.3296702206134796,
    0.2727271616458893,
    0.22222216427326202,
    0.3459458649158478,
    0.19475649297237396,
    0.2793295085430145,
    0.4799998700618744,
    0.3440859317779541,
    0.5507245063781738,
    0.3196720480918884,
    0.3267325758934021,
    0.20149248838424683,
    0.208791121840477,
    0.19631893932819366,
    0.4507041275501251,
    0.44047608971595764,
    0.35582810640335083,
    0.1635219305753708,
    0.3370785713195801,
    0.5525290966033936,
    0.6185566186904907,
    0.48430484533309937,
    0.0790959894657135,
    0.5242717266082764,
    0.30555543303489685,
    0.3707864284515381,
    0.31034475564956665,
    0.6628569960594177,
    0.42857128381729126,
    0.44444432854652405,
    0.3936169147491455,
    0.2147650271654129,
    0.19607838988304138,
    0.17004041373729706,
    0.24691346287727356,
    0.6547083854675293,
    0.5671641230583191,
    0.37499991059303284,
    0.542713463306427,
    0.13173647224903107,
    0.4170211851596832,
    0.17197448015213013,
    0.6874998211860657,
    0.5656563639640808,
    0.15873010456562042,
    0.2204081267118454,
    0.2793295085430145,
    0.14438499510288239,
    0.25777769088745117,
    0.7182319164276123,
    0.3389829397201538,
    0.210526242852211,
    0.38938042521476746,
    0.37984487414360046,
    0.345177561044693,
    0.07954539358615875,
    0.4293783903121948,
    0.2745097279548645,
    0.4812833070755005,
    0.2576685845851898,
    0.22672058641910553,
    0.5507245063781738,
    0.4631577730178833,
    0.26666659116744995,
    0.2956520915031433,
    0.12017160654067993,
    0.31645557284355164
   ],
   "time": 163.71178163494915,
   "param": [
    {
     "p": 0.10740746557712555,
     "m": 1.0
    },
    {
     "p": 0.019953975453972816,
     "m": 1.0
    },
    {
     "p": 0.10168761759996414,
     "m": 1.0
    },
    {
     "p": 0.10952534526586533,
     "m": 1.0
    },
    {
     "p": 0.08547848463058472,
     "m": 1.0
    },
    {
     "p": 0.03417406231164932,
     "m": 1.0
    },
    {
     "p": 0.09398360550403595,
     "m": 1.0
    },
    {
     "p": 0.09786902368068695,
     "m": 1.0
    },
    {
     "p": 0.053305596113204956,
     "m": 1.0
    },
    {
     "p": 0.034181151539087296,
     "m": 1.0
    },
    {
     "p": 0.023839358240365982,
     "m": 1.0
    },
    {
     "p": 0.1007111668586731,
     "m": 1.0
    },
    {
     "p": 0.11646376550197601,
     "m": 1.0
    },
    {
     "p": 0.021419398486614227,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 66,
   "train_loss": 3.231329917907715,
   "val_loss": 2.765294313430786,
   "acc": 35.25,
   "f1": [
    0.6145250201225281,
    0.4411763548851013,
    0.29787227511405945,
    0.21989519894123077,
    0.16666659712791443,
    0.26881712675094604,
    0.38636353611946106,
    0.40404030680656433,
    0.3383083641529083,
    0.4180789887905121,
    0.17142851650714874,
    0.24218744039535522,
    0.29370617866516113,
    0.2099446803331375,
    0.22222214937210083,
    0.23529404401779175,
    0.28054288029670715,
    0.4899998903274536,
    0.30208322405815125,
    0.2794116735458374,
    0.5846152901649475,
    0.5655736327171326,
    0.30769217014312744,
    0.5312498211860657,
    0.6326529383659363,
    0.22222216427326202,
    0.2138364166021347,
    0.16438350081443787,
    0.367346853017807,
    0.2797926664352417,
    0.4031619727611542,
    0.35675665736198425,
    0.3374998867511749,
    0.3402777314186096,
    0.29629620909690857,
    0.1694914698600769,
    0.358024537563324,
    0.19095470011234283,
    0.24932244420051575,
    0.44221094250679016,
    0.3977271616458893,
    0.582914412021637,
    0.29906532168388367,
    0.36065563559532166,
    0.19827578961849213,
    0.20444436371326447,
    0.208791121840477,
    0.46808499097824097,
    0.439655065536499,
    0.3952568471431732,
    0.16666659712791443,
    0.3225805461406708,
    0.5474451780319214,
    0.6095237135887146,
    0.5444443225860596,
    0.13043473660945892,
    0.5297296643257141,
    0.36269423365592957,
    0.3859647810459137,
    0.2749998867511749,
    0.6836733222007751,
    0.4023667275905609,
    0.487046480178833,
    0.3389829695224762,
    0.21224483847618103,
    0.25396814942359924,
    0.20833326876163483,
    0.30555543303489685,
    0.5886791348457336,
    0.5232066512107849,
    0.4297519624233246,
    0.5652172565460205,
    0.1029411256313324,
    0.41269823908805847,
    0.1935483068227768,
    0.704545259475708,
    0.5660375952720642,
    0.2147650271654129,
    0.21890540421009064,
    0.32124343514442444,
    0.15217386186122894,
    0.271493136882782,
    0.7162789106369019,
    0.3931623101234436,
    0.1655171811580658,
    0.3565216362476349,
    0.37735840678215027,
    0.2937852144241333,
    0.09160300344228745,
    0.3169397711753845,
    0.24489788711071014,
    0.43265292048454285,
    0.19289332628250122,
    0.17021270096302032,
    0.5345621109008789,
    0.44808733463287354,
    0.26519328355789185,
    0.314606636762619,
    0.12972965836524963,
    0.3535352647304535
   ],
   "time": 162.60369256231934,
   "param": [
    {
     "p": 0.088044174015522,
     "m": 1.0
    },
    {
     "p": 0.02154935523867607,
     "m": 1.0
    },
    {
     "p": 0.10625718533992767,
     "m": 1.0
    },
    {
     "p": 0.10979331284761429,
     "m": 1.0
    },
    {
     "p": 0.09247875958681107,
     "m": 1.0
    },
    {
     "p": 0.032033178955316544,
     "m": 1.0
    },
    {
     "p": 0.09799429029226303,
     "m": 1.0
    },
    {
     "p": 0.10037259012460709,
     "m": 1.0
    },
    {
     "p": 0.06610343605279922,
     "m": 1.0
    },
    {
     "p": 0.026838965713977814,
     "m": 1.0
    },
    {
     "p": 0.03360358253121376,
     "m": 1.0
    },
    {
     "p": 0.09510347992181778,
     "m": 1.0
    },
    {
     "p": 0.10886278003454208,
     "m": 1.0
    },
    {
     "p": 0.020965000614523888,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 67,
   "train_loss": 2.743086338043213,
   "val_loss": 2.8124892711639404,
   "acc": 34.81,
   "f1": [
    0.5989303588867188,
    0.4215245544910431,
    0.3319147825241089,
    0.2025315761566162,
    0.1554403454065323,
    0.2599999010562897,
    0.36809808015823364,
    0.3946187198162079,
    0.2649005651473999,
    0.34309613704681396,
    0.2264150083065033,
    0.25179845094680786,
    0.32183900475502014,
    0.2706766128540039,
    0.20338976383209229,
    0.19811314344406128,
    0.32142847776412964,
    0.4823527932167053,
    0.2944784462451935,
    0.26724129915237427,
    0.6009388566017151,
    0.45182716846466064,
    0.3098590672016144,
    0.5111110210418701,
    0.5698922872543335,
    0.21917803585529327,
    0.23414628207683563,
    0.18274106085300446,
    0.38636353611946106,
    0.26136353611946106,
    0.34177201986312866,
    0.3599999248981476,
    0.34254133701324463,
    0.22499993443489075,
    0.33210325241088867,
    0.04687495157122612,
    0.34254133701324463,
    0.14473678171634674,
    0.2541435658931732,
    0.44791656732559204,
    0.32388654351234436,
    0.5142855644226074,
    0.2583731412887573,
    0.3566878139972687,
    0.15950913727283478,
    0.16666659712791443,
    0.19999991357326508,
    0.436893105506897,
    0.43749988079071045,
    0.3975902497768402,
    0.14876028895378113,
    0.33333322405815125,
    0.5671640634536743,
    0.5833331942558289,
    0.47916653752326965,
    0.12413787841796875,
    0.4857141971588135,
    0.3874344527721405,
    0.35051536560058594,
    0.30541861057281494,
    0.6794257164001465,
    0.38427940011024475,
    0.4615383446216583,
    0.38216549158096313,
    0.0491802878677845,
    0.22459883987903595,
    0.17391300201416016,
    0.25555548071861267,
    0.6131385564804077,
    0.5258619785308838,
    0.44559577107429504,
    0.6212120056152344,
    0.07692302018404007,
    0.3684209883213043,
    0.17931029200553894,
    0.6538460850715637,
    0.5592415928840637,
    0.17674411833286285,
    0.212290421128273,
    0.24691346287727356,
    0.1558440923690796,
    0.26548662781715393,
    0.6854459643363953,
    0.3493974804878235,
    0.2371133416891098,
    0.40540531277656555,
    0.3523808717727661,
    0.35071080923080444,
    0.19999991357326508,
    0.3563217520713806,
    0.2635658085346222,
    0.4303796589374542,
    0.1866666078567505,
    0.2176164984703064,
    0.5306121110916138,
    0.4792625606060028,
    0.3577980697154999,
    0.2995593845844269,
    0.16379304230213165,
    0.27631568908691406
   ],
   "time": 162.96045437734574,
   "param": [
    {
     "p": 0.0877276137471199,
     "m": 1.0
    },
    {
     "p": 0.017257068306207657,
     "m": 1.0
    },
    {
     "p": 0.1039070412516594,
     "m": 1.0
    },
    {
     "p": 0.09915155172348022,
     "m": 1.0
    },
    {
     "p": 0.08524704724550247,
     "m": 1.0
    },
    {
     "p": 0.030801493674516678,
     "m": 1.0
    },
    {
     "p": 0.10855003446340561,
     "m": 1.0
    },
    {
     "p": 0.11440086364746094,
     "m": 1.0
    },
    {
     "p": 0.05522890016436577,
     "m": 1.0
    },
    {
     "p": 0.037098873406648636,
     "m": 1.0
    },
    {
     "p": 0.028240684419870377,
     "m": 1.0
    },
    {
     "p": 0.1088862270116806,
     "m": 1.0
    },
    {
     "p": 0.10273851454257965,
     "m": 1.0
    },
    {
     "p": 0.020764144137501717,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 68,
   "train_loss": 3.3850128650665283,
   "val_loss": 3.078538656234741,
   "acc": 34.75,
   "f1": [
    0.6631014943122864,
    0.3706895411014557,
    0.32402223348617554,
    0.17948710918426514,
    0.1485147923231125,
    0.22018341720104218,
    0.35714277625083923,
    0.37864065170288086,
    0.31067952513694763,
    0.41052618622779846,
    0.09459453821182251,
    0.2658958435058594,
    0.3351350426673889,
    0.2404370754957199,
    0.21428564190864563,
    0.20792071521282196,
    0.321428507566452,
    0.45360812544822693,
    0.30388686060905457,
    0.2692306637763977,
    0.5038759112358093,
    0.44999998807907104,
    0.3211008310317993,
    0.5308055877685547,
    0.559054970741272,
    0.21518979966640472,
    0.22966498136520386,
    0.2340424805879593,
    0.5027320981025696,
    0.26190468668937683,
    0.4593299925327301,
    0.2866893410682678,
    0.3411763310432434,
    0.32820504903793335,
    0.33502528071403503,
    0.20491798222064972,
    0.3195875287055969,
    0.17204295098781586,
    0.2774565517902374,
    0.46428558230400085,
    0.2992125153541565,
    0.5636362433433533,
    0.35820886492729187,
    0.3851850926876068,
    0.15151509642601013,
    0.1931033730506897,
    0.19047611951828003,
    0.5145629644393921,
    0.45581385493278503,
    0.37575745582580566,
    0.18713442981243134,
    0.3510637581348419,
    0.5529952645301819,
    0.5959182381629944,
    0.5370368957519531,
    0.15819202363491058,
    0.5217390656471252,
    0.3534882664680481,
    0.3374998867511749,
    0.2923975884914398,
    0.6444442868232727,
    0.40796008706092834,
    0.44725728034973145,
    0.36046499013900757,
    0.13526564836502075,
    0.13432830572128296,
    0.09459453821182251,
    0.30674833059310913,
    0.725490152835846,
    0.556212842464447,
    0.4088887572288513,
    0.535353422164917,
    0.07633582502603531,
    0.35384607315063477,
    0.22222214937210083,
    0.6497460603713989,
    0.5799998641014099,
    0.21301770210266113,
    0.180851012468338,
    0.2694299519062042,
    0.1612902730703354,
    0.24908417463302612,
    0.697435736656189,
    0.33333325386047363,
    0.2101166695356369,
    0.40975597500801086,
    0.3670884966850281,
    0.26277366280555725,
    0.08888883143663406,
    0.35071080923080444,
    0.28571420907974243,
    0.497175008058548,
    0.206060528755188,
    0.2433459311723709,
    0.5299144387245178,
    0.40789464116096497,
    0.31775689125061035,
    0.2652328908443451,
    0.16793888807296753,
    0.3026314675807953
   ],
   "time": 160.25735075492412,
   "param": [
    {
     "p": 0.1094924658536911,
     "m": 1.0
    },
    {
     "p": 0.022149408236145973,
     "m": 1.0
    },
    {
     "p": 0.0966469869017601,
     "m": 1.0
    },
    {
     "p": 0.10719277709722519,
     "m": 1.0
    },
    {
     "p": 0.0990648865699768,
     "m": 1.0
    },
    {
     "p": 0.0320923738181591,
     "m": 1.0
    },
    {
     "p": 0.10544619709253311,
     "m": 1.0
    },
    {
     "p": 0.10206380486488342,
     "m": 1.0
    },
    {
     "p": 0.05105328559875488,
     "m": 1.0
    },
    {
     "p": 0.037549786269664764,
     "m": 1.0
    },
    {
     "p": 0.027763158082962036,
     "m": 1.0
    },
    {
     "p": 0.09329858422279358,
     "m": 1.0
    },
    {
     "p": 0.09126897156238556,
     "m": 1.0
    },
    {
     "p": 0.02491742931306362,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 69,
   "train_loss": 3.4782090187072754,
   "val_loss": 3.172858476638794,
   "acc": 35.03,
   "f1": [
    0.562211811542511,
    0.3934425115585327,
    0.27096763253211975,
    0.19047613441944122,
    0.14339616894721985,
    0.2842104732990265,
    0.39548009634017944,
    0.39285704493522644,
    0.3421051502227783,
    0.37446799874305725,
    0.16184966266155243,
    0.1951218843460083,
    0.27814561128616333,
    0.29585790634155273,
    0.20408158004283905,
    0.1759258508682251,
    0.329268217086792,
    0.49773746728897095,
    0.20809243619441986,
    0.2991451919078827,
    0.5779815316200256,
    0.5299144387245178,
    0.265060156583786,
    0.4973543584346771,
    0.5967741012573242,
    0.24999991059303284,
    0.26804113388061523,
    0.19444438815116882,
    0.43442606925964355,
    0.28260859847068787,
    0.4102562665939331,
    0.33599987626075745,
    0.29702961444854736,
    0.28444433212280273,
    0.3041473925113678,
    0.22330091893672943,
    0.32335323095321655,
    0.22222214937210083,
    0.24999991059303284,
    0.4972374439239502,
    0.34224584698677063,
    0.4615384042263031,
    0.26666656136512756,
    0.34640514850616455,
    0.21999992430210114,
    0.16993455588817596,
    0.25396817922592163,
    0.41216206550598145,
    0.4852069914340973,
    0.33333322405815125,
    0.14285707473754883,
    0.29673585295677185,
    0.5272725820541382,
    0.5991188287734985,
    0.5192306637763977,
    0.1454544961452484,
    0.4772725999355316,
    0.38862547278404236,
    0.39999985694885254,
    0.26086944341659546,
    0.6235740184783936,
    0.331034392118454,
    0.41052618622779846,
    0.30578503012657166,
    0.1258740872144699,
    0.2456139326095581,
    0.16981124877929688,
    0.3666665554046631,
    0.6101694107055664,
    0.613756537437439,
    0.4416665732860565,
    0.6206895112991333,
    0.11392398923635483,
    0.4210525453090668,
    0.1818181276321411,
    0.6073297262191772,
    0.5425099730491638,
    0.19889496266841888,
    0.18713442981243134,
    0.3049326539039612,
    0.1499999314546585,
    0.2541435658931732,
    0.6934671998023987,
    0.23529404401779175,
    0.2368420511484146,
    0.4183672070503235,
    0.33783775568008423,
    0.2837837040424347,
    0.08403357863426208,
    0.36458322405815125,
    0.31884050369262695,
    0.543352484703064,
    0.32124343514442444,
    0.2624998986721039,
    0.5204460024833679,
    0.43333321809768677,
    0.278026819229126,
    0.32352936267852783,
    0.0958903580904007,
    0.32467523217201233
   ],
   "time": 163.57114821951836,
   "param": [
    {
     "p": 0.10134202986955643,
     "m": 1.0
    },
    {
     "p": 0.02140246517956257,
     "m": 1.0
    },
    {
     "p": 0.1006455346941948,
     "m": 1.0
    },
    {
     "p": 0.10684365034103394,
     "m": 1.0
    },
    {
     "p": 0.09967565536499023,
     "m": 1.0
    },
    {
     "p": 0.03047112748026848,
     "m": 1.0
    },
    {
     "p": 0.09620584547519684,
     "m": 1.0
    },
    {
     "p": 0.09625586122274399,
     "m": 1.0
    },
    {
     "p": 0.05440839007496834,
     "m": 1.0
    },
    {
     "p": 0.04224110767245293,
     "m": 1.0
    },
    {
     "p": 0.01993914507329464,
     "m": 1.0
    },
    {
     "p": 0.09523405879735947,
     "m": 1.0
    },
    {
     "p": 0.10818986594676971,
     "m": 1.0
    },
    {
     "p": 0.027145259082317352,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 70,
   "train_loss": 3.4014248847961426,
   "val_loss": 2.955167531967163,
   "acc": 35.46,
   "f1": [
    0.598360538482666,
    0.41975298523902893,
    0.2872926890850067,
    0.22485199570655823,
    0.14723920822143555,
    0.2403845638036728,
    0.393063485622406,
    0.3703702688217163,
    0.3367346227169037,
    0.43902432918548584,
    0.11702121049165726,
    0.2830187678337097,
    0.35051536560058594,
    0.28019312024116516,
    0.23350247740745544,
    0.15116271376609802,
    0.2816900908946991,
    0.5277776718139648,
    0.27096763253211975,
    0.3316582143306732,
    0.6321837902069092,
    0.5258963108062744,
    0.2870812714099884,
    0.5079363584518433,
    0.6403507590293884,
    0.1647058129310608,
    0.2944161295890808,
    0.17333325743675232,
    0.46391740441322327,
    0.26262614130973816,
    0.3904760777950287,
    0.3314284682273865,
    0.3157893717288971,
    0.32352936267852783,
    0.34042540192604065,
    0.2424241602420807,
    0.34449753165245056,
    0.17112290859222412,
    0.24999994039535522,
    0.4606740176677704,
    0.31034475564956665,
    0.5106382369995117,
    0.2999999523162842,
    0.36956512928009033,
    0.17021270096302032,
    0.18079088628292084,
    0.19999992847442627,
    0.4827585518360138,
    0.4690264165401459,
    0.4142010807991028,
    0.16666659712791443,
    0.2899627387523651,
    0.5513511896133423,
    0.6185566186904907,
    0.5087717771530151,
    0.09374994784593582,
    0.4869564175605774,
    0.33466124534606934,
    0.3516482412815094,
    0.2731706500053406,
    0.6820275187492371,
    0.41269823908805847,
    0.445652037858963,
    0.32704389095306396,
    0.1704544872045517,
    0.24691346287727356,
    0.15068486332893372,
    0.37185919284820557,
    0.6276149749755859,
    0.5089604258537292,
    0.23188398778438568,
    0.6216214895248413,
    0.14432983100414276,
    0.32704389095306396,
    0.19999994337558746,
    0.6481480002403259,
    0.5572138428688049,
    0.23728807270526886,
    0.24630534648895264,
    0.22222216427326202,
    0.15294109284877777,
    0.26804113388061523,
    0.6727271676063538,
    0.310160368680954,
    0.27433618903160095,
    0.4315788447856903,
    0.3736262619495392,
    0.32978713512420654,
    0.179775208234787,
    0.35573115944862366,
    0.2840908169746399,
    0.4717947542667389,
    0.24031001329421997,
    0.24083760380744934,
    0.5147678852081299,
    0.42857131361961365,
    0.38709667325019836,
    0.2754489779472351,
    0.15172408521175385,
    0.34374991059303284
   ],
   "time": 163.42449602298439,
   "param": [
    {
     "p": 0.11100843548774719,
     "m": 1.0
    },
    {
     "p": 0.021238023415207863,
     "m": 1.0
    },
    {
     "p": 0.10149838030338287,
     "m": 1.0
    },
    {
     "p": 0.10673262923955917,
     "m": 1.0
    },
    {
     "p": 0.09955999255180359,
     "m": 1.0
    },
    {
     "p": 0.03143494576215744,
     "m": 1.0
    },
    {
     "p": 0.08886638283729553,
     "m": 1.0
    },
    {
     "p": 0.10676544159650803,
     "m": 1.0
    },
    {
     "p": 0.05187968537211418,
     "m": 1.0
    },
    {
     "p": 0.023771224543452263,
     "m": 1.0
    },
    {
     "p": 0.029139112681150436,
     "m": 1.0
    },
    {
     "p": 0.10090909153223038,
     "m": 1.0
    },
    {
     "p": 0.10569115728139877,
     "m": 1.0
    },
    {
     "p": 0.021505605429410934,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 71,
   "train_loss": 3.400744676589966,
   "val_loss": 3.027109146118164,
   "acc": 35.09,
   "f1": [
    0.6166664958000183,
    0.4180789887905121,
    0.3399999141693115,
    0.18897630274295807,
    0.13714279234409332,
    0.25688064098358154,
    0.36111101508140564,
    0.3208555281162262,
    0.30666661262512207,
    0.38356152176856995,
    0.23448269069194794,
    0.2872926890850067,
    0.2872926890850067,
    0.21800939738750458,
    0.18784524500370026,
    0.21524657309055328,
    0.3184078335762024,
    0.5146197080612183,
    0.31914883852005005,
    0.326315701007843,
    0.5276594758033752,
    0.4487179219722748,
    0.3170730471611023,
    0.4918031394481659,
    0.602620005607605,
    0.20430098474025726,
    0.2275448441505432,
    0.21428564190864563,
    0.474226713180542,
    0.19999991357326508,
    0.4205606281757355,
    0.3495934009552002,
    0.33802807331085205,
    0.3300969898700714,
    0.3166666030883789,
    0.1052631139755249,
    0.3708608150482178,
    0.23204411566257477,
    0.20858889818191528,
    0.41732272505760193,
    0.3493974804878235,
    0.5338981747627258,
    0.29702961444854736,
    0.39111098647117615,
    0.21621613204479218,
    0.16666659712791443,
    0.17266181111335754,
    0.49402377009391785,
    0.43298953771591187,
    0.42735034227371216,
    0.19631893932819366,
    0.30366483330726624,
    0.587755024433136,
    0.5911328792572021,
    0.5502644181251526,
    0.1414140909910202,
    0.5434780716896057,
    0.31155768036842346,
    0.3319147825241089,
    0.32369929552078247,
    0.6968324184417725,
    0.423912912607193,
    0.45320188999176025,
    0.3803679943084717,
    0.13461533188819885,
    0.22134381532669067,
    0.15658356249332428,
    0.30769217014312744,
    0.7024388909339905,
    0.5860464572906494,
    0.42051267623901367,
    0.5566036701202393,
    0.1223241314291954,
    0.38709667325019836,
    0.17204295098781586,
    0.6106193661689758,
    0.590908944606781,
    0.15819202363491058,
    0.19753079116344452,
    0.24630534648895264,
    0.07299264520406723,
    0.28054288029670715,
    0.6923075318336487,
    0.30674833059310913,
    0.23430955410003662,
    0.4424777626991272,
    0.39069753885269165,
    0.3803679943084717,
    0.11822652816772461,
    0.4155843257904053,
    0.2966100871562958,
    0.44347813725471497,
    0.2673795819282532,
    0.21596238017082214,
    0.5164318084716797,
    0.43979042768478394,
    0.27631568908691406,
    0.30851057171821594,
    0.1696968972682953,
    0.2815532982349396
   ],
   "time": 161.82807870581746,
   "param": [
    {
     "p": 0.10640784353017807,
     "m": 1.0
    },
    {
     "p": 0.020893055945634842,
     "m": 1.0
    },
    {
     "p": 0.09721046686172485,
     "m": 1.0
    },
    {
     "p": 0.09955818206071854,
     "m": 1.0
    },
    {
     "p": 0.08835228532552719,
     "m": 1.0
    },
    {
     "p": 0.030726823955774307,
     "m": 1.0
    },
    {
     "p": 0.10438186675310135,
     "m": 1.0
    },
    {
     "p": 0.10401632636785507,
     "m": 1.0
    },
    {
     "p": 0.05924556031823158,
     "m": 1.0
    },
    {
     "p": 0.039872344583272934,
     "m": 1.0
    },
    {
     "p": 0.03430214524269104,
     "m": 1.0
    },
    {
     "p": 0.09209076315164566,
     "m": 1.0
    },
    {
     "p": 0.09954153001308441,
     "m": 1.0
    },
    {
     "p": 0.023400763049721718,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 72,
   "train_loss": 3.2325053215026855,
   "val_loss": 3.08889102935791,
   "acc": 35.04,
   "f1": [
    0.6212764978408813,
    0.37398362159729004,
    0.3118278682231903,
    0.251428484916687,
    0.13127408921718597,
    0.22321420907974243,
    0.3778800964355469,
    0.36809808015823364,
    0.32817327976226807,
    0.3983050286769867,
    0.17333325743675232,
    0.23448269069194794,
    0.3553718030452728,
    0.2727271318435669,
    0.19999992847442627,
    0.2062779664993286,
    0.3786981403827667,
    0.5418717861175537,
    0.29268282651901245,
    0.3184078335762024,
    0.5638765096664429,
    0.47999992966651917,
    0.33684200048446655,
    0.48484835028648376,
    0.6255505681037903,
    0.2347417026758194,
    0.25396814942359924,
    0.1909089982509613,
    0.4772725999355316,
    0.2643677294254303,
    0.40540531277656555,
    0.336633563041687,
    0.3496502637863159,
    0.2830187678337097,
    0.31023097038269043,
    0.20202013850212097,
    0.37499991059303284,
    0.17085421085357666,
    0.21978014707565308,
    0.5056177973747253,
    0.35416656732559204,
    0.5607475638389587,
    0.26760557293891907,
    0.3565216362476349,
    0.21857915818691254,
    0.22009563446044922,
    0.17218534648418427,
    0.4574466943740845,
    0.44554442167282104,
    0.4530385434627533,
    0.206060528755188,
    0.27819544076919556,
    0.580357015132904,
    0.629441499710083,
    0.5302324295043945,
    0.08571423590183258,
    0.44927528500556946,
    0.3351350426673889,
    0.38674020767211914,
    0.3292180299758911,
    0.722222089767456,
    0.44444432854652405,
    0.43523305654525757,
    0.32352930307388306,
    0.17431186139583588,
    0.19708023965358734,
    0.14847156405448914,
    0.24999992549419403,
    0.711340069770813,
    0.5477177500724792,
    0.4153004288673401,
    0.5643563270568848,
    0.10055860131978989,
    0.39106133580207825,
    0.22966498136520386,
    0.5937498807907104,
    0.6113988757133484,
    0.20382159948349,
    0.2114803045988083,
    0.2697673439979553,
    0.16931210458278656,
    0.25301194190979004,
    0.683937668800354,
    0.34013596177101135,
    0.24413138628005981,
    0.4079999029636383,
    0.362499862909317,
    0.31999990344047546,
    0.09459453821182251,
    0.38848912715911865,
    0.27329182624816895,
    0.5098037719726562,
    0.18064509332180023,
    0.2424241602420807,
    0.5414846539497375,
    0.413043349981308,
    0.28571417927742004,
    0.30331745743751526,
    0.12307685613632202,
    0.3365383446216583
   ],
   "time": 163.5426048496738,
   "param": [
    {
     "p": 0.09698963165283203,
     "m": 1.0
    },
    {
     "p": 0.020926563069224358,
     "m": 1.0
    },
    {
     "p": 0.1041928231716156,
     "m": 1.0
    },
    {
     "p": 0.09612712264060974,
     "m": 1.0
    },
    {
     "p": 0.1006329134106636,
     "m": 1.0
    },
    {
     "p": 0.03657001629471779,
     "m": 1.0
    },
    {
     "p": 0.09964864701032639,
     "m": 1.0
    },
    {
     "p": 0.10333991050720215,
     "m": 1.0
    },
    {
     "p": 0.04987600818276405,
     "m": 1.0
    },
    {
     "p": 0.03716040402650833,
     "m": 1.0
    },
    {
     "p": 0.024845143780112267,
     "m": 1.0
    },
    {
     "p": 0.10152573138475418,
     "m": 1.0
    },
    {
     "p": 0.10407117009162903,
     "m": 1.0
    },
    {
     "p": 0.02409392222762108,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 73,
   "train_loss": 3.829401969909668,
   "val_loss": 2.847031354904175,
   "acc": 35.39,
   "f1": [
    0.6355138421058655,
    0.362318754196167,
    0.3269230127334595,
    0.228571355342865,
    0.17142851650714874,
    0.264406681060791,
    0.37096765637397766,
    0.38392844796180725,
    0.30697670578956604,
    0.4698793888092041,
    0.145695298910141,
    0.25233638286590576,
    0.32432422041893005,
    0.2566037178039551,
    0.20125779509544373,
    0.1898733526468277,
    0.32432422041893005,
    0.4753361940383911,
    0.35532984137535095,
    0.28099164366722107,
    0.5502182841300964,
    0.5399999022483826,
    0.3354036211967468,
    0.5133689045906067,
    0.637362539768219,
    0.19277101755142212,
    0.26519328355789185,
    0.15999993681907654,
    0.45555540919303894,
    0.29906532168388367,
    0.4206008017063141,
    0.3798881769180298,
    0.2898550033569336,
    0.2893615961074829,
    0.3220337927341461,
    0.13235288858413696,
    0.32142847776412964,
    0.1656804084777832,
    0.20118334889411926,
    0.41739121079444885,
    0.32142847776412964,
    0.5504586100578308,
    0.30065348744392395,
    0.33333325386047363,
    0.1985815018415451,
    0.20779214799404144,
    0.17801040410995483,
    0.47846877574920654,
    0.48936155438423157,
    0.371900737285614,
    0.16058386862277985,
    0.3147207200527191,
    0.5840706825256348,
    0.6066349744796753,
    0.5102879405021667,
    0.09523804485797882,
    0.49999988079071045,
    0.35714277625083923,
    0.3924049437046051,
    0.28712859749794006,
    0.716762900352478,
    0.4146340489387512,
    0.45810040831565857,
    0.351351261138916,
    0.16080394387245178,
    0.2054053246974945,
    0.18055549263954163,
    0.2272726595401764,
    0.666666567325592,
    0.5781989693641663,
    0.4148934781551361,
    0.5647058486938477,
    0.13418526947498322,
    0.3707864284515381,
    0.15384609997272491,
    0.6445496082305908,
    0.5765764713287354,
    0.17910441756248474,
    0.23076917231082916,
    0.2634729743003845,
    0.17204295098781586,
    0.28440356254577637,
    0.7512688636779785,
    0.36065563559532166,
    0.2547769844532013,
    0.4729062616825104,
    0.38222211599349976,
    0.3692306876182556,
    0.1656804084777832,
    0.3754044771194458,
    0.29787224531173706,
    0.5079363584518433,
    0.15757569670677185,
    0.19101116061210632,
    0.5444443225860596,
    0.4577113389968872,
    0.3540668785572052,
    0.3228698670864105,
    0.1422593742609024,
    0.3743841052055359
   ],
   "time": 163.9268974158913,
   "param": [
    {
     "p": 0.10207003355026245,
     "m": 1.0
    },
    {
     "p": 0.02068454958498478,
     "m": 1.0
    },
    {
     "p": 0.09827390313148499,
     "m": 1.0
    },
    {
     "p": 0.09795857220888138,
     "m": 1.0
    },
    {
     "p": 0.10155440866947174,
     "m": 1.0
    },
    {
     "p": 0.03302687779068947,
     "m": 1.0
    },
    {
     "p": 0.0892876610159874,
     "m": 1.0
    },
    {
     "p": 0.10571684688329697,
     "m": 1.0
    },
    {
     "p": 0.04955083876848221,
     "m": 1.0
    },
    {
     "p": 0.041050296276807785,
     "m": 1.0
    },
    {
     "p": 0.029640546068549156,
     "m": 1.0
    },
    {
     "p": 0.10390432924032211,
     "m": 1.0
    },
    {
     "p": 0.10649323463439941,
     "m": 1.0
    },
    {
     "p": 0.020787905901670456,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 74,
   "train_loss": 3.293806552886963,
   "val_loss": 2.9590115547180176,
   "acc": 34.58,
   "f1": [
    0.6497460603713989,
    0.38983041048049927,
    0.3316582143306732,
    0.24864855408668518,
    0.17910441756248474,
    0.2566370666027069,
    0.4084506034851074,
    0.38709667325019836,
    0.31249991059303284,
    0.4307691156864166,
    0.12598420679569244,
    0.2424241602420807,
    0.26373615860939026,
    0.2340424805879593,
    0.19259251654148102,
    0.18421046435832977,
    0.38709667325019836,
    0.5084744095802307,
    0.29885047674179077,
    0.26373615860939026,
    0.4860556721687317,
    0.4218180775642395,
    0.28685250878334045,
    0.497175008058548,
    0.6473986506462097,
    0.211055189371109,
    0.23255807161331177,
    0.15300540626049042,
    0.37860071659088135,
    0.290502667427063,
    0.3957218527793884,
    0.32888880372047424,
    0.31836724281311035,
    0.34745752811431885,
    0.3169397711753845,
    0.14736837148666382,
    0.34920623898506165,
    0.19318175315856934,
    0.23728805780410767,
    0.4972374439239502,
    0.2935778796672821,
    0.5684208869934082,
    0.30526304244995117,
    0.3653844892978668,
    0.14117640256881714,
    0.19607838988304138,
    0.22053225338459015,
    0.5112106204032898,
    0.4135020077228546,
    0.4125559628009796,
    0.19999994337558746,
    0.30303019285202026,
    0.5163933038711548,
    0.5862067937850952,
    0.5289255380630493,
    0.08571423590183258,
    0.4913792312145233,
    0.38043469190597534,
    0.329670250415802,
    0.28820955753326416,
    0.6703295111656189,
    0.2898549735546112,
    0.39195966720581055,
    0.34883710741996765,
    0.1507537066936493,
    0.15384608507156372,
    0.1777777075767517,
    0.299465149641037,
    0.6794257164001465,
    0.5354329943656921,
    0.40740731358528137,
    0.6153845191001892,
    0.15458931028842926,
    0.3636362850666046,
    0.20224712789058685,
    0.6635512709617615,
    0.464419424533844,
    0.21621614694595337,
    0.17721512913703918,
    0.24060142040252686,
    0.14893610775470734,
    0.28318578004837036,
    0.7100589871406555,
    0.35897424817085266,
    0.23529402911663055,
    0.4260868728160858,
    0.31818172335624695,
    0.28749987483024597,
    0.21590900421142578,
    0.33755266666412354,
    0.255638986825943,
    0.5049503445625305,
    0.2653060257434845,
    0.16326524317264557,
    0.5039369463920593,
    0.4143425226211548,
    0.2269502729177475,
    0.29473674297332764,
    0.13924044370651245,
    0.3469386696815491
   ],
   "time": 162.81933388486505,
   "param": [
    {
     "p": 0.08954395353794098,
     "m": 1.0
    },
    {
     "p": 0.023457057774066925,
     "m": 1.0
    },
    {
     "p": 0.09554842859506607,
     "m": 1.0
    },
    {
     "p": 0.10182493925094604,
     "m": 1.0
    },
    {
     "p": 0.0994979590177536,
     "m": 1.0
    },
    {
     "p": 0.03949223458766937,
     "m": 1.0
    },
    {
     "p": 0.09843838959932327,
     "m": 1.0
    },
    {
     "p": 0.10606225579977036,
     "m": 1.0
    },
    {
     "p": 0.057007402181625366,
     "m": 1.0
    },
    {
     "p": 0.0382106713950634,
     "m": 1.0
    },
    {
     "p": 0.029675379395484924,
     "m": 1.0
    },
    {
     "p": 0.10339373350143433,
     "m": 1.0
    },
    {
     "p": 0.09578550606966019,
     "m": 1.0
    },
    {
     "p": 0.022062107920646667,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 75,
   "train_loss": 3.832597255706787,
   "val_loss": 3.007192373275757,
   "acc": 34.85,
   "f1": [
    0.6334840059280396,
    0.40517228841781616,
    0.33720916509628296,
    0.18045106530189514,
    0.12765949964523315,
    0.26804113388061523,
    0.4180789887905121,
    0.3763439953327179,
    0.3314915895462036,
    0.4361701011657715,
    0.15999993681907654,
    0.2547769844532013,
    0.33333325386047363,
    0.25555548071861267,
    0.18652844429016113,
    0.20125779509544373,
    0.38150280714035034,
    0.49107134342193604,
    0.31088075041770935,
    0.3084111213684082,
    0.6081869602203369,
    0.5539904832839966,
    0.28181809186935425,
    0.4924621880054474,
    0.6601940989494324,
    0.23318377137184143,
    0.20111726224422455,
    0.19531244039535522,
    0.436893105506897,
    0.29166656732559204,
    0.3866170048713684,
    0.364531934261322,
    0.29959505796432495,
    0.2954544425010681,
    0.31034475564956665,
    0.16999994218349457,
    0.3454544246196747,
    0.12499993294477463,
    0.16915416717529297,
    0.42290738224983215,
    0.3020407259464264,
    0.5990337133407593,
    0.2812499403953552,
    0.33333322405815125,
    0.211055189371109,
    0.1862744390964508,
    0.2446807622909546,
    0.4562736749649048,
    0.4155843257904053,
    0.41964274644851685,
    0.2211054563522339,
    0.29467079043388367,
    0.59227454662323,
    0.6010361909866333,
    0.490322470664978,
    0.11764698475599289,
    0.4561401903629303,
    0.3406112492084503,
    0.35416656732559204,
    0.31155768036842346,
    0.6725662350654602,
    0.3972601890563965,
    0.44210511445999146,
    0.32258057594299316,
    0.09302320331335068,
    0.24637670814990997,
    0.10884349048137665,
    0.3113771378993988,
    0.6007903814315796,
    0.5675674080848694,
    0.4361701011657715,
    0.5882351398468018,
    0.07317067682743073,
    0.3406592309474945,
    0.17518241703510284,
    0.6460175514221191,
    0.5454543828964233,
    0.19889496266841888,
    0.17391295731067657,
    0.3157893717288971,
    0.1530611664056778,
    0.2723734676837921,
    0.7029701471328735,
    0.3417084515094757,
    0.2585032880306244,
    0.38961026072502136,
    0.37499988079071045,
    0.3043477535247803,
    0.1965811401605606,
    0.33755266666412354,
    0.3018867075443268,
    0.35649538040161133,
    0.25112098455429077,
    0.19469019770622253,
    0.5358850359916687,
    0.4096384644508362,
    0.2692306935787201,
    0.3133639991283417,
    0.18292675912380219,
    0.27999988198280334
   ],
   "time": 163.08497043699026,
   "param": [
    {
     "p": 0.0945088267326355,
     "m": 1.0
    },
    {
     "p": 0.024648701772093773,
     "m": 1.0
    },
    {
     "p": 0.09986787289381027,
     "m": 1.0
    },
    {
     "p": 0.10741934180259705,
     "m": 1.0
    },
    {
     "p": 0.09335947036743164,
     "m": 1.0
    },
    {
     "p": 0.03629039600491524,
     "m": 1.0
    },
    {
     "p": 0.09299387782812119,
     "m": 1.0
    },
    {
     "p": 0.10835371911525726,
     "m": 1.0
    },
    {
     "p": 0.059910498559474945,
     "m": 1.0
    },
    {
     "p": 0.03782059997320175,
     "m": 1.0
    },
    {
     "p": 0.02855530008673668,
     "m": 1.0
    },
    {
     "p": 0.09402184933423996,
     "m": 1.0
    },
    {
     "p": 0.09872037917375565,
     "m": 1.0
    },
    {
     "p": 0.02352924272418022,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 76,
   "train_loss": 3.543787956237793,
   "val_loss": 2.704096794128418,
   "acc": 34.11,
   "f1": [
    0.6262625455856323,
    0.38993698358535767,
    0.31632643938064575,
    0.22307686507701874,
    0.11428564786911011,
    0.30150744318962097,
    0.39325833320617676,
    0.35978829860687256,
    0.3261801600456238,
    0.4019606411457062,
    0.1142856702208519,
    0.22137397527694702,
    0.29940110445022583,
    0.25675666332244873,
    0.22463762760162354,
    0.20242910087108612,
    0.2999999225139618,
    0.4905658960342407,
    0.3147207200527191,
    0.24137921631336212,
    0.5462183356285095,
    0.47843125462532043,
    0.2739725112915039,
    0.44585973024368286,
    0.6132074594497681,
    0.24539868533611298,
    0.2470587193965912,
    0.24096375703811646,
    0.38626599311828613,
    0.2577318847179413,
    0.38144323229789734,
    0.34123215079307556,
    0.27433618903160095,
    0.28426387906074524,
    0.3101603388786316,
    0.14953264594078064,
    0.33333322405815125,
    0.2037036269903183,
    0.21428564190864563,
    0.5234898328781128,
    0.2727271318435669,
    0.6051281094551086,
    0.2695034444332123,
    0.3587442934513092,
    0.19101116061210632,
    0.16161610186100006,
    0.20909084379673004,
    0.5026736855506897,
    0.43835610151290894,
    0.35582810640335083,
    0.16267937421798706,
    0.3024389147758484,
    0.5728641748428345,
    0.5945944786071777,
    0.5084744095802307,
    0.11510787159204483,
    0.49372372031211853,
    0.3665337860584259,
    0.3487178385257721,
    0.33210325241088867,
    0.7162789106369019,
    0.367346853017807,
    0.4499998986721039,
    0.3253011107444763,
    0.12499994039535522,
    0.18333326280117035,
    0.09090902656316757,
    0.3043477237224579,
    0.7246376276016235,
    0.5121950507164001,
    0.4215245544910431,
    0.6559138894081116,
    0.10945267230272293,
    0.31034475564956665,
    0.18823520839214325,
    0.5813952088356018,
    0.5520831942558289,
    0.21678318083286285,
    0.23175960779190063,
    0.28025469183921814,
    0.16748763620853424,
    0.19736838340759277,
    0.7195766568183899,
    0.3999998867511749,
    0.23529404401779175,
    0.4129031002521515,
    0.30909082293510437,
    0.37499991059303284,
    0.12738847732543945,
    0.37499988079071045,
    0.31155768036842346,
    0.5325441956520081,
    0.2262442708015442,
    0.220779150724411,
    0.49999988079071045,
    0.4201679825782776,
    0.3350784480571747,
    0.2968749403953552,
    0.1722845733165741,
    0.29931965470314026
   ],
   "time": 162.01205476466566,
   "param": [
    {
     "p": 0.09842474013566971,
     "m": 1.0
    },
    {
     "p": 0.022993426769971848,
     "m": 1.0
    },
    {
     "p": 0.09594059735536575,
     "m": 1.0
    },
    {
     "p": 0.1006321907043457,
     "m": 1.0
    },
    {
     "p": 0.09540361911058426,
     "m": 1.0
    },
    {
     "p": 0.03459002822637558,
     "m": 1.0
    },
    {
     "p": 0.10024097561836243,
     "m": 1.0
    },
    {
     "p": 0.10305553674697876,
     "m": 1.0
    },
    {
     "p": 0.065895214676857,
     "m": 1.0
    },
    {
     "p": 0.04094187915325165,
     "m": 1.0
    },
    {
     "p": 0.023223357275128365,
     "m": 1.0
    },
    {
     "p": 0.09474252164363861,
     "m": 1.0
    },
    {
     "p": 0.09794282168149948,
     "m": 1.0
    },
    {
     "p": 0.025973044335842133,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 77,
   "train_loss": 2.8735833168029785,
   "val_loss": 2.7882440090179443,
   "acc": 35.78,
   "f1": [
    0.6368157267570496,
    0.38938042521476746,
    0.3575417995452881,
    0.23529404401779175,
    0.11688306927680969,
    0.2117646485567093,
    0.37499991059303284,
    0.32183900475502014,
    0.30545443296432495,
    0.4223601520061493,
    0.26415085792541504,
    0.21897804737091064,
    0.3208555281162262,
    0.23776215314865112,
    0.1989527940750122,
    0.2314814031124115,
    0.28363627195358276,
    0.5214006900787354,
    0.35602086782455444,
    0.27118635177612305,
    0.6039602756500244,
    0.5398228764533997,
    0.34883710741996765,
    0.5641024112701416,
    0.6435642242431641,
    0.22891558706760406,
    0.2165604531764984,
    0.22459883987903595,
    0.44339612126350403,
    0.238805890083313,
    0.4033612310886383,
    0.3391002416610718,
    0.27551010251045227,
    0.3301886022090912,
    0.336633563041687,
    0.20909084379673004,
    0.4044942855834961,
    0.23580780625343323,
    0.23628684878349304,
    0.4406778812408447,
    0.35051536560058594,
    0.4978901743888855,
    0.2707691490650177,
    0.3957218527793884,
    0.2275448441505432,
    0.19047613441944122,
    0.2025315761566162,
    0.5194804668426514,
    0.38490554690361023,
    0.35359105467796326,
    0.21714277565479279,
    0.31284910440444946,
    0.5688071846961975,
    0.5824174284934998,
    0.48387086391448975,
    0.1390373706817627,
    0.548076868057251,
    0.38636353611946106,
    0.36842095851898193,
    0.3186812400817871,
    0.6816141605377197,
    0.38993698358535767,
    0.3694266378879547,
    0.36464083194732666,
    0.13698624074459076,
    0.2528734505176544,
    0.2021275758743286,
    0.29714274406433105,
    0.6947367191314697,
    0.5478259921073914,
    0.38132283091545105,
    0.6091369390487671,
    0.08450698852539062,
    0.3121386468410492,
    0.19742482900619507,
    0.6355138421058655,
    0.6178008913993835,
    0.22972965240478516,
    0.1914892941713333,
    0.3157893717288971,
    0.17857135832309723,
    0.2949307858943939,
    0.7187498211860657,
    0.3979056477546692,
    0.2658958435058594,
    0.3999998867511749,
    0.37130793929100037,
    0.33962252736091614,
    0.18079088628292084,
    0.39069753885269165,
    0.30833324790000916,
    0.47572803497314453,
    0.2786068916320801,
    0.22966498136520386,
    0.5212765336036682,
    0.4607841968536377,
    0.3267972767353058,
    0.2866893410682678,
    0.07843131572008133,
    0.38636353611946106
   ],
   "time": 158.9643878331408,
   "param": [
    {
     "p": 0.09621276706457138,
     "m": 1.0
    },
    {
     "p": 0.024991920217871666,
     "m": 1.0
    },
    {
     "p": 0.0997597947716713,
     "m": 1.0
    },
    {
     "p": 0.10248586535453796,
     "m": 1.0
    },
    {
     "p": 0.08820454776287079,
     "m": 1.0
    },
    {
     "p": 0.03019086830317974,
     "m": 1.0
    },
    {
     "p": 0.10217728465795517,
     "m": 1.0
    },
    {
     "p": 0.11152184754610062,
     "m": 1.0
    },
    {
     "p": 0.06471525877714157,
     "m": 1.0
    },
    {
     "p": 0.03299907594919205,
     "m": 1.0
    },
    {
     "p": 0.02578209899365902,
     "m": 1.0
    },
    {
     "p": 0.09759920835494995,
     "m": 1.0
    },
    {
     "p": 0.09839742630720139,
     "m": 1.0
    },
    {
     "p": 0.024962011724710464,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 78,
   "train_loss": 3.126880168914795,
   "val_loss": 3.0098652839660645,
   "acc": 34.04,
   "f1": [
    0.5762710571289062,
    0.3957218527793884,
    0.31788066029548645,
    0.23076915740966797,
    0.13223135471343994,
    0.26402634382247925,
    0.4086019992828369,
    0.36065563559532166,
    0.33333322405815125,
    0.4025973081588745,
    0.1550387144088745,
    0.2148759663105011,
    0.37158459424972534,
    0.24137921631336212,
    0.2571427524089813,
    0.20338977873325348,
    0.3657141625881195,
    0.543859601020813,
    0.28571417927742004,
    0.27722764015197754,
    0.553571343421936,
    0.4629628360271454,
    0.28260859847068787,
    0.5168538093566895,
    0.6404492855072021,
    0.18118460476398468,
    0.30232545733451843,
    0.2061854749917984,
    0.4418603479862213,
    0.2436547577381134,
    0.390243798494339,
    0.359550416469574,
    0.33333325386047363,
    0.28260862827301025,
    0.23834188282489777,
    0.15165871381759644,
    0.3107568919658661,
    0.1869158148765564,
    0.240240216255188,
    0.5052630305290222,
    0.3225805461406708,
    0.5470851063728333,
    0.22680407762527466,
    0.34042540192604065,
    0.15909084677696228,
    0.1969696283340454,
    0.19905206561088562,
    0.48809507489204407,
    0.3984961211681366,
    0.3798881769180298,
    0.15498147904872894,
    0.3363635540008545,
    0.5725489854812622,
    0.620320737361908,
    0.525139570236206,
    0.12745091319084167,
    0.5523808598518372,
    0.36046499013900757,
    0.3361343741416931,
    0.2745097279548645,
    0.7196259498596191,
    0.40789464116096497,
    0.36470577120780945,
    0.3314284682273865,
    0.13836471736431122,
    0.22325573861598969,
    0.14285708963871002,
    0.20689649879932404,
    0.7142855525016785,
    0.5435895919799805,
    0.4607328474521637,
    0.6077346205711365,
    0.06299208104610443,
    0.33333325386047363,
    0.18106988072395325,
    0.6702126860618591,
    0.6249998807907104,
    0.17808210849761963,
    0.21333326399326324,
    0.23170723021030426,
    0.14965979754924774,
    0.23602473735809326,
    0.7037035822868347,
    0.3387977182865143,
    0.24489788711071014,
    0.36815908551216125,
    0.32291656732559204,
    0.3666665554046631,
    0.11042939126491547,
    0.3440859317779541,
    0.22047236561775208,
    0.48309168219566345,
    0.21686740219593048,
    0.24096375703811646,
    0.5217390656471252,
    0.46009382605552673,
    0.27631568908691406,
    0.27350419759750366,
    0.07874010503292084,
    0.3232322335243225
   ],
   "time": 163.5297268629074,
   "param": [
    {
     "p": 0.10447727143764496,
     "m": 1.0
    },
    {
     "p": 0.024524282664060593,
     "m": 1.0
    },
    {
     "p": 0.09131550788879395,
     "m": 1.0
    },
    {
     "p": 0.10631202161312103,
     "m": 1.0
    },
    {
     "p": 0.09662680327892303,
     "m": 1.0
    },
    {
     "p": 0.028913019225001335,
     "m": 1.0
    },
    {
     "p": 0.0993991270661354,
     "m": 1.0
    },
    {
     "p": 0.10804483294487,
     "m": 1.0
    },
    {
     "p": 0.059048350900411606,
     "m": 1.0
    },
    {
     "p": 0.03246454522013664,
     "m": 1.0
    },
    {
     "p": 0.03260049596428871,
     "m": 1.0
    },
    {
     "p": 0.10294361412525177,
     "m": 1.0
    },
    {
     "p": 0.08829885721206665,
     "m": 1.0
    },
    {
     "p": 0.025031326338648796,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 79,
   "train_loss": 3.3058979511260986,
   "val_loss": 2.9415969848632812,
   "acc": 35.76,
   "f1": [
    0.6346153020858765,
    0.3383083641529083,
    0.32804223895072937,
    0.22929932177066803,
    0.11363628506660461,
    0.2923975884914398,
    0.38993698358535767,
    0.41739121079444885,
    0.3039999008178711,
    0.4077668786048889,
    0.16993455588817596,
    0.2376236915588379,
    0.35344812273979187,
    0.22702695429325104,
    0.25862061977386475,
    0.17454540729522705,
    0.35955044627189636,
    0.5314008593559265,
    0.37575745582580566,
    0.29292917251586914,
    0.5799998641014099,
    0.4872726500034332,
    0.3139533996582031,
    0.5084744095802307,
    0.6236557960510254,
    0.213483065366745,
    0.26027387380599976,
    0.22459883987903595,
    0.35582810640335083,
    0.2967032194137573,
    0.37999987602233887,
    0.3489360511302948,
    0.3402060866355896,
    0.33333322405815125,
    0.30996301770210266,
    0.21256029605865479,
    0.37158459424972534,
    0.2276422381401062,
    0.20833326876163483,
    0.4489794969558716,
    0.3346938192844391,
    0.5306121706962585,
    0.3111110329627991,
    0.39999985694885254,
    0.19289332628250122,
    0.1836734265089035,
    0.14765094220638275,
    0.5185183882713318,
    0.42570269107818604,
    0.36986294388771057,
    0.20571422576904297,
    0.334727942943573,
    0.5897434949874878,
    0.6249998807907104,
    0.49327346682548523,
    0.13095231354236603,
    0.5213268995285034,
    0.35955044627189636,
    0.3478260040283203,
    0.2983870208263397,
    0.7179485559463501,
    0.3999999165534973,
    0.44444432854652405,
    0.38666656613349915,
    0.16774186491966248,
    0.19444438815116882,
    0.1773398518562317,
    0.3435581922531128,
    0.7661689519882202,
    0.5860464572906494,
    0.46288198232650757,
    0.5714284777641296,
    0.1509433388710022,
    0.3696681261062622,
    0.19209031760692596,
    0.6220094561576843,
    0.5476189255714417,
    0.1639343500137329,
    0.19672125577926636,
    0.27428561449050903,
    0.1899440735578537,
    0.26666656136512756,
    0.6872245073318481,
    0.30232545733451843,
    0.23529402911663055,
    0.39090898633003235,
    0.38135582208633423,
    0.3277309536933899,
    0.17610056698322296,
    0.4075828194618225,
    0.2532750070095062,
    0.5106382369995117,
    0.14705875515937805,
    0.20588228106498718,
    0.5700933337211609,
    0.46391740441322327,
    0.27329182624816895,
    0.3091786503791809,
    0.13592226803302765,
    0.3428570628166199
   ],
   "time": 162.59047881420702,
   "param": [
    {
     "p": 0.08027222752571106,
     "m": 1.0
    },
    {
     "p": 0.019892551004886627,
     "m": 1.0
    },
    {
     "p": 0.09766114503145218,
     "m": 1.0
    },
    {
     "p": 0.11349654197692871,
     "m": 1.0
    },
    {
     "p": 0.10139721632003784,
     "m": 1.0
    },
    {
     "p": 0.03547683358192444,
     "m": 1.0
    },
    {
     "p": 0.0987313762307167,
     "m": 1.0
    },
    {
     "p": 0.10702410340309143,
     "m": 1.0
    },
    {
     "p": 0.057114724069833755,
     "m": 1.0
    },
    {
     "p": 0.03927480801939964,
     "m": 1.0
    },
    {
     "p": 0.032663412392139435,
     "m": 1.0
    },
    {
     "p": 0.10160324722528458,
     "m": 1.0
    },
    {
     "p": 0.09272262454032898,
     "m": 1.0
    },
    {
     "p": 0.022669373080134392,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 80,
   "train_loss": 3.5330634117126465,
   "val_loss": 2.6658263206481934,
   "acc": 35.02,
   "f1": [
    0.6435642242431641,
    0.385650098323822,
    0.348314493894577,
    0.2769230008125305,
    0.10144922137260437,
    0.22115376591682434,
    0.3797467350959778,
    0.3232322335243225,
    0.31632643938064575,
    0.3974357545375824,
    0.11188805103302002,
    0.23041465878486633,
    0.290502667427063,
    0.17142851650714874,
    0.2566037178039551,
    0.20930226147174835,
    0.34042540192604065,
    0.47999992966651917,
    0.28310492634773254,
    0.30769217014312744,
    0.6060605049133301,
    0.47154462337493896,
    0.309278279542923,
    0.5192306637763977,
    0.6781607270240784,
    0.2105262726545334,
    0.24999991059303284,
    0.2105262577533722,
    0.3542855978012085,
    0.30366483330726624,
    0.3837208151817322,
    0.35502949357032776,
    0.33333325386047363,
    0.31249991059303284,
    0.3165466785430908,
    0.11834313720464706,
    0.3286384046077728,
    0.21698106825351715,
    0.20111726224422455,
    0.486772358417511,
    0.323809415102005,
    0.5147678852081299,
    0.27380943298339844,
    0.3980098366737366,
    0.19607838988304138,
    0.2191779911518097,
    0.2549799978733063,
    0.45714274048805237,
    0.4640882611274719,
    0.3657141625881195,
    0.1799999475479126,
    0.3043477535247803,
    0.541935384273529,
    0.6502462029457092,
    0.5181816816329956,
    0.1655171811580658,
    0.5076140761375427,
    0.39778995513916016,
    0.34554967284202576,
    0.28688517212867737,
    0.675555408000946,
    0.4352940320968628,
    0.38502663373947144,
    0.360248327255249,
    0.12935318052768707,
    0.2435423731803894,
    0.1226993277668953,
    0.3050846457481384,
    0.6756755113601685,
    0.563535749912262,
    0.45544540882110596,
    0.6046510338783264,
    0.11711704730987549,
    0.3711339831352234,
    0.1916166990995407,
    0.566037654876709,
    0.5471696853637695,
    0.1499999463558197,
    0.2433861643075943,
    0.18604643642902374,
    0.1029411256313324,
    0.2914571762084961,
    0.6824643611907959,
    0.37499985098838806,
    0.2424241602420807,
    0.4297519624233246,
    0.3923443853855133,
    0.3037974238395691,
    0.19999992847442627,
    0.43349742889404297,
    0.236453115940094,
    0.4824119210243225,
    0.20809243619441986,
    0.1754385232925415,
    0.5420559644699097,
    0.47161564230918884,
    0.32258057594299316,
    0.29433953762054443,
    0.16289585828781128,
    0.299999862909317
   ],
   "time": 164.61938141379505,
   "param": [
    {
     "p": 0.10403460264205933,
     "m": 1.0
    },
    {
     "p": 0.02516009844839573,
     "m": 1.0
    },
    {
     "p": 0.0917852446436882,
     "m": 1.0
    },
    {
     "p": 0.10150537639856339,
     "m": 1.0
    },
    {
     "p": 0.08489333838224411,
     "m": 1.0
    },
    {
     "p": 0.04422728717327118,
     "m": 1.0
    },
    {
     "p": 0.08623891323804855,
     "m": 1.0
    },
    {
     "p": 0.10560981929302216,
     "m": 1.0
    },
    {
     "p": 0.06417804211378098,
     "m": 1.0
    },
    {
     "p": 0.038119617849588394,
     "m": 1.0
    },
    {
     "p": 0.029119042679667473,
     "m": 1.0
    },
    {
     "p": 0.09275728464126587,
     "m": 1.0
    },
    {
     "p": 0.1075034812092781,
     "m": 1.0
    },
    {
     "p": 0.024867989122867584,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 81,
   "train_loss": 3.0230042934417725,
   "val_loss": 3.100879430770874,
   "acc": 34.79,
   "f1": [
    0.5248225927352905,
    0.43749988079071045,
    0.3228698670864105,
    0.20809243619441986,
    0.1379309743642807,
    0.22608689963817596,
    0.3694266378879547,
    0.3599999248981476,
    0.28571420907974243,
    0.37914684414863586,
    0.18390797078609467,
    0.23923437297344208,
    0.28571420907974243,
    0.21978014707565308,
    0.20571422576904297,
    0.17142851650714874,
    0.3440859317779541,
    0.4705880880355835,
    0.31746023893356323,
    0.2722512185573578,
    0.49429649114608765,
    0.44510385394096375,
    0.2843136191368103,
    0.5040649175643921,
    0.5737050771713257,
    0.17948710918426514,
    0.2771083414554596,
    0.2171052247285843,
    0.40490788221359253,
    0.26315784454345703,
    0.3999998867511749,
    0.390243798494339,
    0.3537413775920868,
    0.3043477535247803,
    0.32222211360931396,
    0.17283941805362701,
    0.34254133701324463,
    0.15853650867938995,
    0.23387089371681213,
    0.43428558111190796,
    0.33918121457099915,
    0.5169490575790405,
    0.30337071418762207,
    0.3853210210800171,
    0.2256409376859665,
    0.19999992847442627,
    0.23275858163833618,
    0.517857015132904,
    0.378378301858902,
    0.4221104085445404,
    0.20689646899700165,
    0.3365383446216583,
    0.5849801898002625,
    0.5698322653770447,
    0.4632767140865326,
    0.07361957430839539,
    0.5472635626792908,
    0.34224584698677063,
    0.38578668236732483,
    0.2683981955051422,
    0.7005074620246887,
    0.387096643447876,
    0.44444429874420166,
    0.3723403513431549,
    0.18978095054626465,
    0.2526314854621887,
    0.18518511950969696,
    0.29885047674179077,
    0.6481480002403259,
    0.5727698802947998,
    0.3636362850666046,
    0.5985400676727295,
    0.08284018188714981,
    0.31325289607048035,
    0.17391297221183777,
    0.6745560765266418,
    0.5700933337211609,
    0.16528919339179993,
    0.18461531400680542,
    0.23255808651447296,
    0.18064509332180023,
    0.2692306935787201,
    0.7253884673118591,
    0.3435581922531128,
    0.22222214937210083,
    0.3653844892978668,
    0.396135151386261,
    0.40641695261001587,
    0.14285707473754883,
    0.3778800964355469,
    0.26794248819351196,
    0.5257141590118408,
    0.239999920129776,
    0.16455689072608948,
    0.5213673710823059,
    0.4521738290786743,
    0.16793887317180634,
    0.30935242772102356,
    0.1551019698381424,
    0.3276835083961487
   ],
   "time": 162.48065351694822,
   "param": [
    {
     "p": 0.08868631720542908,
     "m": 1.0
    },
    {
     "p": 0.019164912402629852,
     "m": 1.0
    },
    {
     "p": 0.08703647553920746,
     "m": 1.0
    },
    {
     "p": 0.10575008392333984,
     "m": 1.0
    },
    {
     "p": 0.09192857891321182,
     "m": 1.0
    },
    {
     "p": 0.03178444877266884,
     "m": 1.0
    },
    {
     "p": 0.10513932257890701,
     "m": 1.0
    },
    {
     "p": 0.10094990581274033,
     "m": 1.0
    },
    {
     "p": 0.06614412367343903,
     "m": 1.0
    },
    {
     "p": 0.04757281392812729,
     "m": 1.0
    },
    {
     "p": 0.0347459651529789,
     "m": 1.0
    },
    {
     "p": 0.09864097088575363,
     "m": 1.0
    },
    {
     "p": 0.09851992130279541,
     "m": 1.0
    },
    {
     "p": 0.023936107754707336,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 82,
   "train_loss": 3.148219108581543,
   "val_loss": 2.7698814868927,
   "acc": 34.82,
   "f1": [
    0.6176469922065735,
    0.39325833320617676,
    0.31818172335624695,
    0.24418595433235168,
    0.12121205776929855,
    0.22727267444133759,
    0.3521125614643097,
    0.39682528376579285,
    0.32804223895072937,
    0.3977271616458893,
    0.15277770161628723,
    0.25945934653282166,
    0.2906976044178009,
    0.2887699604034424,
    0.14285710453987122,
    0.2545453608036041,
    0.3670884966850281,
    0.47843125462532043,
    0.31531521677970886,
    0.321428507566452,
    0.6048778891563416,
    0.5024629235267639,
    0.34042540192604065,
    0.47560960054397583,
    0.5702809691429138,
    0.1969696283340454,
    0.26086950302124023,
    0.1914892941713333,
    0.3529410660266876,
    0.3113771378993988,
    0.38709667325019836,
    0.31764698028564453,
    0.23791813850402832,
    0.28571417927742004,
    0.30769219994544983,
    0.19999992847442627,
    0.3319147825241089,
    0.14444437623023987,
    0.2421524077653885,
    0.43564343452453613,
    0.37777766585350037,
    0.558139443397522,
    0.2934781610965729,
    0.28571417927742004,
    0.19999995827674866,
    0.18719203770160675,
    0.12949636578559875,
    0.5161289572715759,
    0.46428558230400085,
    0.3583814203739166,
    0.17454540729522705,
    0.3276835083961487,
    0.5887445211410522,
    0.5937498807907104,
    0.48484835028648376,
    0.10465110093355179,
    0.5252523422241211,
    0.3804876506328583,
    0.38190943002700806,
    0.27218925952911377,
    0.6454182267189026,
    0.3999998867511749,
    0.4242422878742218,
    0.32128506898880005,
    0.17021270096302032,
    0.22459883987903595,
    0.14364632964134216,
    0.36018943786621094,
    0.6386553049087524,
    0.5596706867218018,
    0.4387753903865814,
    0.6086955070495605,
    0.07142851501703262,
    0.32124343514442444,
    0.1746724247932434,
    0.6320753693580627,
    0.5999999046325684,
    0.13157887756824493,
    0.21198150515556335,
    0.20359273254871368,
    0.09230764210224152,
    0.2371133416891098,
    0.7234041690826416,
    0.3696681261062622,
    0.23696675896644592,
    0.42982450127601624,
    0.4077668786048889,
    0.3551400303840637,
    0.1682242453098297,
    0.35714274644851685,
    0.2938387989997864,
    0.4748857021331787,
    0.26666656136512756,
    0.1584157794713974,
    0.5462183356285095,
    0.4301074147224426,
    0.37446799874305725,
    0.2702701687812805,
    0.17073163390159607,
    0.3499998450279236
   ],
   "time": 164.03400752227753,
   "param": [
    {
     "p": 0.0929117202758789,
     "m": 1.0
    },
    {
     "p": 0.024450473487377167,
     "m": 1.0
    },
    {
     "p": 0.10202919691801071,
     "m": 1.0
    },
    {
     "p": 0.10433969646692276,
     "m": 1.0
    },
    {
     "p": 0.09322855621576309,
     "m": 1.0
    },
    {
     "p": 0.03527195379137993,
     "m": 1.0
    },
    {
     "p": 0.10031557828187943,
     "m": 1.0
    },
    {
     "p": 0.0899699479341507,
     "m": 1.0
    },
    {
     "p": 0.06525236368179321,
     "m": 1.0
    },
    {
     "p": 0.04190763458609581,
     "m": 1.0
    },
    {
     "p": 0.03745530918240547,
     "m": 1.0
    },
    {
     "p": 0.08691908419132233,
     "m": 1.0
    },
    {
     "p": 0.10039491206407547,
     "m": 1.0
    },
    {
     "p": 0.025553522631525993,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 83,
   "train_loss": 3.227494955062866,
   "val_loss": 2.72554087638855,
   "acc": 35.12,
   "f1": [
    0.629441499710083,
    0.36180898547172546,
    0.329670250415802,
    0.21621613204479218,
    0.0983605906367302,
    0.2731276750564575,
    0.39560428261756897,
    0.3361343741416931,
    0.3316582143306732,
    0.39130425453186035,
    0.12413787841796875,
    0.27611932158470154,
    0.2838708758354187,
    0.21428564190864563,
    0.1951218843460083,
    0.19277101755142212,
    0.2928869426250458,
    0.4302324652671814,
    0.2967032194137573,
    0.31034475564956665,
    0.5526314973831177,
    0.47004595398902893,
    0.2938387989997864,
    0.5118108987808228,
    0.555133044719696,
    0.21897803246974945,
    0.2624998986721039,
    0.18181811273097992,
    0.4292682111263275,
    0.2824857831001282,
    0.43902426958084106,
    0.38888877630233765,
    0.32820504903793335,
    0.26206886768341064,
    0.3220337927341461,
    0.1749999076128006,
    0.3217390477657318,
    0.2413792610168457,
    0.22222216427326202,
    0.4311925768852234,
    0.329670250415802,
    0.46153831481933594,
    0.31304338574409485,
    0.3247862458229065,
    0.19999992847442627,
    0.1866666078567505,
    0.13043473660945892,
    0.50862056016922,
    0.4855490028858185,
    0.39062491059303284,
    0.23923437297344208,
    0.34389129281044006,
    0.5953487157821655,
    0.6166006922721863,
    0.4955751299858093,
    0.11111104488372803,
    0.5685278177261353,
    0.34821417927742004,
    0.3363635540008545,
    0.3313608467578888,
    0.6824643611907959,
    0.36879420280456543,
    0.44827571511268616,
    0.3756905198097229,
    0.13017743825912476,
    0.31034475564956665,
    0.1722487509250641,
    0.33720916509628296,
    0.6666665077209473,
    0.5409834980964661,
    0.40740731358528137,
    0.5267488360404968,
    0.1126759946346283,
    0.3943660855293274,
    0.15909084677696228,
    0.6036034822463989,
    0.5863873362541199,
    0.16535425186157227,
    0.19791658222675323,
    0.23602473735809326,
    0.1445782482624054,
    0.2124999314546585,
    0.72251296043396,
    0.3703702688217163,
    0.2558138370513916,
    0.38181808590888977,
    0.3148147463798523,
    0.3523808717727661,
    0.1717790812253952,
    0.3838382363319397,
    0.3043477535247803,
    0.45312491059303284,
    0.22784802317619324,
    0.23255808651447296,
    0.542713463306427,
    0.3999998867511749,
    0.34554967284202576,
    0.29677411913871765,
    0.11956514418125153,
    0.32128506898880005
   ],
   "time": 158.12649747170508,
   "param": [
    {
     "p": 0.09934118390083313,
     "m": 1.0
    },
    {
     "p": 0.027069425210356712,
     "m": 1.0
    },
    {
     "p": 0.10563229024410248,
     "m": 1.0
    },
    {
     "p": 0.09537030756473541,
     "m": 1.0
    },
    {
     "p": 0.0908377468585968,
     "m": 1.0
    },
    {
     "p": 0.03550204634666443,
     "m": 1.0
    },
    {
     "p": 0.09742865711450577,
     "m": 1.0
    },
    {
     "p": 0.10074777901172638,
     "m": 1.0
    },
    {
     "p": 0.05589878186583519,
     "m": 1.0
    },
    {
     "p": 0.04208372160792351,
     "m": 1.0
    },
    {
     "p": 0.036012228578329086,
     "m": 1.0
    },
    {
     "p": 0.10240501910448074,
     "m": 1.0
    },
    {
     "p": 0.08658436685800552,
     "m": 1.0
    },
    {
     "p": 0.025086430832743645,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 84,
   "train_loss": 3.2493767738342285,
   "val_loss": 2.9153072834014893,
   "acc": 35.61,
   "f1": [
    0.6099998950958252,
    0.3999998867511749,
    0.31632643938064575,
    0.17931029200553894,
    0.1395348161458969,
    0.20512813329696655,
    0.3577980697154999,
    0.3406592309474945,
    0.35359105467796326,
    0.42253509163856506,
    0.14432983100414276,
    0.2686566412448883,
    0.32222211360931396,
    0.2399999350309372,
    0.15686267614364624,
    0.2127658873796463,
    0.38541653752326965,
    0.4594593644142151,
    0.3440859317779541,
    0.2517482042312622,
    0.4705881178379059,
    0.46636757254600525,
    0.3314915895462036,
    0.5473682880401611,
    0.6444442868232727,
    0.19875767827033997,
    0.2527880370616913,
    0.23376618325710297,
    0.3798881769180298,
    0.27755096554756165,
    0.4120602011680603,
    0.3771928548812866,
    0.3168315887451172,
    0.27678564190864563,
    0.3370785415172577,
    0.1990949511528015,
    0.32599109411239624,
    0.22891558706760406,
    0.24137921631336212,
    0.4910178482532501,
    0.3694266378879547,
    0.48888882994651794,
    0.28244268894195557,
    0.3551400303840637,
    0.21198150515556335,
    0.23529404401779175,
    0.20454540848731995,
    0.5242717266082764,
    0.4712642431259155,
    0.3529410660266876,
    0.20720712840557098,
    0.32713744044303894,
    0.5632652044296265,
    0.619246780872345,
    0.5773194432258606,
    0.1257142275571823,
    0.5188678503036499,
    0.3516482412815094,
    0.36190465092658997,
    0.3091786503791809,
    0.704845666885376,
    0.3149605393409729,
    0.41935470700263977,
    0.38993698358535767,
    0.17948710918426514,
    0.29166659712791443,
    0.1548386514186859,
    0.37885454297065735,
    0.6276149749755859,
    0.5645159482955933,
    0.48214277625083923,
    0.6055775284767151,
    0.08633087575435638,
    0.320441871881485,
    0.16216209530830383,
    0.5734766125679016,
    0.5108224153518677,
    0.20809243619441986,
    0.21590900421142578,
    0.240802600979805,
    0.13432830572128296,
    0.28048771619796753,
    0.7029701471328735,
    0.40251561999320984,
    0.21118006110191345,
    0.382978618144989,
    0.37349388003349304,
    0.3599999248981476,
    0.17073164880275726,
    0.42512065172195435,
    0.2681991159915924,
    0.48927029967308044,
    0.19883033633232117,
    0.16216209530830383,
    0.528846025466919,
    0.3710406422615051,
    0.3195875287055969,
    0.25862061977386475,
    0.15384607017040253,
    0.40206170082092285
   ],
   "time": 161.0918495170772,
   "param": [
    {
     "p": 0.0962991788983345,
     "m": 1.0
    },
    {
     "p": 0.02239428274333477,
     "m": 1.0
    },
    {
     "p": 0.09984152764081955,
     "m": 1.0
    },
    {
     "p": 0.09865307062864304,
     "m": 1.0
    },
    {
     "p": 0.09533177316188812,
     "m": 1.0
    },
    {
     "p": 0.043924614787101746,
     "m": 1.0
    },
    {
     "p": 0.09879707545042038,
     "m": 1.0
    },
    {
     "p": 0.10345444083213806,
     "m": 1.0
    },
    {
     "p": 0.05576397851109505,
     "m": 1.0
    },
    {
     "p": 0.038325197994709015,
     "m": 1.0
    },
    {
     "p": 0.03056914545595646,
     "m": 1.0
    },
    {
     "p": 0.10599720478057861,
     "m": 1.0
    },
    {
     "p": 0.08786796778440475,
     "m": 1.0
    },
    {
     "p": 0.02278055064380169,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 85,
   "train_loss": 2.732150077819824,
   "val_loss": 2.9787938594818115,
   "acc": 35.51,
   "f1": [
    0.5961536765098572,
    0.41758227348327637,
    0.3157893717288971,
    0.2431371659040451,
    0.1509433388710022,
    0.2526314854621887,
    0.41314542293548584,
    0.3841806650161743,
    0.38043469190597534,
    0.41711217164993286,
    0.17112290859222412,
    0.2751321792602539,
    0.26751580834388733,
    0.2528734505176544,
    0.17679551243782043,
    0.19191910326480865,
    0.34374991059303284,
    0.5333331823348999,
    0.33720916509628296,
    0.2895926535129547,
    0.548076868057251,
    0.4976957440376282,
    0.32941165566444397,
    0.5699998736381531,
    0.685082733631134,
    0.22222214937210083,
    0.2588233947753906,
    0.2475246638059616,
    0.39106133580207825,
    0.30857133865356445,
    0.39153432846069336,
    0.28015556931495667,
    0.306122362613678,
    0.3157893717288971,
    0.28571420907974243,
    0.14207643270492554,
    0.3542855978012085,
    0.23414628207683563,
    0.24548731744289398,
    0.48453593254089355,
    0.2713177502155304,
    0.502024233341217,
    0.329670250415802,
    0.34615376591682434,
    0.19428564608097076,
    0.2389935851097107,
    0.18518511950969696,
    0.4823527932167053,
    0.4595744013786316,
    0.39252325892448425,
    0.17333325743675232,
    0.32989683747291565,
    0.5933012366294861,
    0.5943773984909058,
    0.529999852180481,
    0.16326524317264557,
    0.5464479923248291,
    0.3743841052055359,
    0.3657141625881195,
    0.3265305459499359,
    0.7346937656402588,
    0.3999999165534973,
    0.439655065536499,
    0.3398691415786743,
    0.20338977873325348,
    0.2275448441505432,
    0.16080394387245178,
    0.3269230127334595,
    0.721153736114502,
    0.5294116139411926,
    0.3999998867511749,
    0.6229507327079773,
    0.09333327412605286,
    0.39473670721054077,
    0.11382109671831131,
    0.6851851344108582,
    0.5439329743385315,
    0.1812688410282135,
    0.213483065366745,
    0.25125616788864136,
    0.148837149143219,
    0.154929518699646,
    0.70588219165802,
    0.3820223808288574,
    0.24137921631336212,
    0.4269661605358124,
    0.35294109582901,
    0.2816900610923767,
    0.17171710729599,
    0.4200912117958069,
    0.2840908169746399,
    0.5243901014328003,
    0.22619038820266724,
    0.15999993681907654,
    0.5367964506149292,
    0.4454544484615326,
    0.32195112109184265,
    0.30701744556427,
    0.15261036157608032,
    0.3861384987831116
   ],
   "time": 161.81174896471202,
   "param": [
    {
     "p": 0.10116447508335114,
     "m": 1.0
    },
    {
     "p": 0.023227568715810776,
     "m": 1.0
    },
    {
     "p": 0.103847935795784,
     "m": 1.0
    },
    {
     "p": 0.09722885489463806,
     "m": 1.0
    },
    {
     "p": 0.10059854388237,
     "m": 1.0
    },
    {
     "p": 0.03368920460343361,
     "m": 1.0
    },
    {
     "p": 0.09436896443367004,
     "m": 1.0
    },
    {
     "p": 0.09940765053033829,
     "m": 1.0
    },
    {
     "p": 0.06179407611489296,
     "m": 1.0
    },
    {
     "p": 0.043069254606962204,
     "m": 1.0
    },
    {
     "p": 0.029744867235422134,
     "m": 1.0
    },
    {
     "p": 0.09100248664617538,
     "m": 1.0
    },
    {
     "p": 0.09167714416980743,
     "m": 1.0
    },
    {
     "p": 0.029179027304053307,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 86,
   "train_loss": 2.812150478363037,
   "val_loss": 2.994410514831543,
   "acc": 35.06,
   "f1": [
    0.6175113916397095,
    0.3411763310432434,
    0.367346853017807,
    0.2378377616405487,
    0.12851400673389435,
    0.26600977778434753,
    0.36180898547172546,
    0.35877853631973267,
    0.37894728779792786,
    0.317689448595047,
    0.017699090763926506,
    0.18848159909248352,
    0.3473052978515625,
    0.26315784454345703,
    0.20111726224422455,
    0.14606735110282898,
    0.314606636762619,
    0.48587560653686523,
    0.326315701007843,
    0.2620086967945099,
    0.5756096839904785,
    0.48927029967308044,
    0.29577454924583435,
    0.5202310085296631,
    0.6473428606987,
    0.21621613204479218,
    0.27322396636009216,
    0.21481475234031677,
    0.4204544126987457,
    0.2929935157299042,
    0.3386242389678955,
    0.34736835956573486,
    0.33333319425582886,
    0.3428570628166199,
    0.3269961178302765,
    0.07462681084871292,
    0.31884050369262695,
    0.16853927075862885,
    0.20588228106498718,
    0.4242422580718994,
    0.32911381125450134,
    0.5169490575790405,
    0.2739725112915039,
    0.34108519554138184,
    0.24083760380744934,
    0.21495321393013,
    0.17554855346679688,
    0.5145629644393921,
    0.4766837954521179,
    0.4043714702129364,
    0.13235288858413696,
    0.3061888813972473,
    0.596638560295105,
    0.568720281124115,
    0.5485712885856628,
    0.15476183593273163,
    0.5177663564682007,
    0.327868789434433,
    0.3636362850666046,
    0.31632643938064575,
    0.7187498211860657,
    0.38095226883888245,
    0.474226713180542,
    0.3763439953327179,
    0.210526242852211,
    0.29032251238822937,
    0.20799992978572845,
    0.2898550033569336,
    0.7120417356491089,
    0.5648146867752075,
    0.3878325819969177,
    0.6407765746116638,
    0.07299264520406723,
    0.37499991059303284,
    0.15555550158023834,
    0.684491753578186,
    0.5610858201980591,
    0.18110232055187225,
    0.2426777482032776,
    0.28220847249031067,
    0.19459453225135803,
    0.26041656732559204,
    0.6822428703308105,
    0.32195112109184265,
    0.24516120553016663,
    0.3578946590423584,
    0.3975153863430023,
    0.3493974804878235,
    0.16666659712791443,
    0.41346144676208496,
    0.2758620083332062,
    0.5212765336036682,
    0.2592591345310211,
    0.19178076088428497,
    0.5614033937454224,
    0.4521738290786743,
    0.3195265531539917,
    0.345177561044693,
    0.16117209196090698,
    0.31372541189193726
   ],
   "time": 163.4660072894767,
   "param": [
    {
     "p": 0.08541055023670197,
     "m": 1.0
    },
    {
     "p": 0.02424684539437294,
     "m": 1.0
    },
    {
     "p": 0.09456650167703629,
     "m": 1.0
    },
    {
     "p": 0.08531922847032547,
     "m": 1.0
    },
    {
     "p": 0.10225191712379456,
     "m": 1.0
    },
    {
     "p": 0.04244883358478546,
     "m": 1.0
    },
    {
     "p": 0.09359369426965714,
     "m": 1.0
    },
    {
     "p": 0.10454056411981583,
     "m": 1.0
    },
    {
     "p": 0.05572891980409622,
     "m": 1.0
    },
    {
     "p": 0.04466329887509346,
     "m": 1.0
    },
    {
     "p": 0.03673696517944336,
     "m": 1.0
    },
    {
     "p": 0.09523221105337143,
     "m": 1.0
    },
    {
     "p": 0.10333019495010376,
     "m": 1.0
    },
    {
     "p": 0.03193014860153198,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 87,
   "train_loss": 3.7206950187683105,
   "val_loss": 2.7103679180145264,
   "acc": 34.93,
   "f1": [
    0.5882351398468018,
    0.41071420907974243,
    0.3269230127334595,
    0.20689649879932404,
    0.18181811273097992,
    0.26484012603759766,
    0.2962961792945862,
    0.3485476076602936,
    0.3287670314311981,
    0.3489360511302948,
    0.1240309551358223,
    0.22966498136520386,
    0.28571417927742004,
    0.22972965240478516,
    0.16666659712791443,
    0.20329667627811432,
    0.3592813014984131,
    0.5555554032325745,
    0.28455275297164917,
    0.17054256796836853,
    0.5853657722473145,
    0.521008312702179,
    0.31249991059303284,
    0.5537188649177551,
    0.6464645266532898,
    0.2264150232076645,
    0.2374998927116394,
    0.24999991059303284,
    0.3838382363319397,
    0.25316447019577026,
    0.40277767181396484,
    0.32330816984176636,
    0.35185176134109497,
    0.2898550033569336,
    0.32558128237724304,
    0.15384609997272491,
    0.3534882664680481,
    0.21621613204479218,
    0.27173903584480286,
    0.4242422878742218,
    0.3267325758934021,
    0.5841582417488098,
    0.2790696918964386,
    0.3744291365146637,
    0.16267937421798706,
    0.17610056698322296,
    0.15458931028842926,
    0.4766353964805603,
    0.4269661605358124,
    0.39583319425582886,
    0.19379839301109314,
    0.3149605393409729,
    0.5821594595909119,
    0.6052630543708801,
    0.49027228355407715,
    0.12048186361789703,
    0.4857141971588135,
    0.3454544246196747,
    0.3648647665977478,
    0.29702961444854736,
    0.7272725701332092,
    0.39130425453186035,
    0.4108106791973114,
    0.3699420988559723,
    0.1855669468641281,
    0.26341456174850464,
    0.12499994039535522,
    0.2722512185573578,
    0.6015623807907104,
    0.5583332777023315,
    0.446808397769928,
    0.639593780040741,
    0.11764701455831528,
    0.35185176134109497,
    0.22891558706760406,
    0.5748030543327332,
    0.5374448299407959,
    0.19827578961849213,
    0.15624994039535522,
    0.24096375703811646,
    0.16935478150844574,
    0.280898779630661,
    0.70588219165802,
    0.36792439222335815,
    0.17449656128883362,
    0.44848471879959106,
    0.3478260040283203,
    0.31404948234558105,
    0.18079088628292084,
    0.3809523284435272,
    0.29523801803588867,
    0.4566209018230438,
    0.21857915818691254,
    0.21714277565479279,
    0.5333331823348999,
    0.46829259395599365,
    0.31092432141304016,
    0.2774565517902374,
    0.19999992847442627,
    0.3116881847381592
   ],
   "time": 163.83051820192486,
   "param": [
    {
     "p": 0.08292006701231003,
     "m": 1.0
    },
    {
     "p": 0.025956857949495316,
     "m": 1.0
    },
    {
     "p": 0.09769951552152634,
     "m": 1.0
    },
    {
     "p": 0.09754478931427002,
     "m": 1.0
    },
    {
     "p": 0.08921147137880325,
     "m": 1.0
    },
    {
     "p": 0.0396704226732254,
     "m": 1.0
    },
    {
     "p": 0.10716962814331055,
     "m": 1.0
    },
    {
     "p": 0.10645654052495956,
     "m": 1.0
    },
    {
     "p": 0.0633087232708931,
     "m": 1.0
    },
    {
     "p": 0.03742160275578499,
     "m": 1.0
    },
    {
     "p": 0.03739422187209129,
     "m": 1.0
    },
    {
     "p": 0.09228229522705078,
     "m": 1.0
    },
    {
     "p": 0.09576032310724258,
     "m": 1.0
    },
    {
     "p": 0.02720358408987522,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 88,
   "train_loss": 3.364995002746582,
   "val_loss": 2.831284999847412,
   "acc": 34.93,
   "f1": [
    0.5645932555198669,
    0.37962955236434937,
    0.2649005651473999,
    0.20909084379673004,
    0.16049376130104065,
    0.25233638286590576,
    0.3636362850666046,
    0.35156238079071045,
    0.3365383446216583,
    0.38251355290412903,
    0.13924044370651245,
    0.2236841470003128,
    0.28099164366722107,
    0.20869559049606323,
    0.1811320185661316,
    0.23628684878349304,
    0.3195265531539917,
    0.5170730352401733,
    0.3304346799850464,
    0.29189181327819824,
    0.5999998450279236,
    0.5040649175643921,
    0.29743579030036926,
    0.4823527932167053,
    0.623255729675293,
    0.22891558706760406,
    0.25384610891342163,
    0.2424241602420807,
    0.4508668780326843,
    0.28571417927742004,
    0.4093022048473358,
    0.31404948234558105,
    0.32558128237724304,
    0.31730762124061584,
    0.3202846050262451,
    0.16279064118862152,
    0.37433144450187683,
    0.19095470011234283,
    0.25301194190979004,
    0.4596272110939026,
    0.2898550033569336,
    0.5700481534004211,
    0.255143940448761,
    0.37499991059303284,
    0.1748633086681366,
    0.16326524317264557,
    0.271493136882782,
    0.46025097370147705,
    0.43999987840652466,
    0.38709667325019836,
    0.16326524317264557,
    0.3043477237224579,
    0.5645159482955933,
    0.5700481534004211,
    0.5309733152389526,
    0.10937494784593582,
    0.46093741059303284,
    0.3185184597969055,
    0.3549782335758209,
    0.26519328355789185,
    0.6692911982536316,
    0.40641695261001587,
    0.4120602011680603,
    0.34615373611450195,
    0.17391297221183777,
    0.22891558706760406,
    0.11834313720464706,
    0.26845628023147583,
    0.7244896292686462,
    0.579710066318512,
    0.3861384987831116,
    0.6217615604400635,
    0.04999995976686478,
    0.3431371748447418,
    0.19889496266841888,
    0.6570047736167908,
    0.5990337133407593,
    0.19883033633232117,
    0.2673266530036926,
    0.2647058069705963,
    0.19444438815116882,
    0.2636655271053314,
    0.6607928276062012,
    0.3307691812515259,
    0.24137921631336212,
    0.3653844892978668,
    0.37681150436401367,
    0.3586955666542053,
    0.11688306927680969,
    0.36507928371429443,
    0.2430938482284546,
    0.46530601382255554,
    0.22222214937210083,
    0.20487797260284424,
    0.511415421962738,
    0.4033612310886383,
    0.3186812400817871,
    0.3361343741416931,
    0.06349202245473862,
    0.2987011969089508
   ],
   "time": 159.62379040941596,
   "param": [
    {
     "p": 0.09364700317382812,
     "m": 1.0
    },
    {
     "p": 0.026712696999311447,
     "m": 1.0
    },
    {
     "p": 0.08382038027048111,
     "m": 1.0
    },
    {
     "p": 0.10039608925580978,
     "m": 1.0
    },
    {
     "p": 0.0960661768913269,
     "m": 1.0
    },
    {
     "p": 0.043655671179294586,
     "m": 1.0
    },
    {
     "p": 0.09333294630050659,
     "m": 1.0
    },
    {
     "p": 0.0959557443857193,
     "m": 1.0
    },
    {
     "p": 0.0684177577495575,
     "m": 1.0
    },
    {
     "p": 0.04326466843485832,
     "m": 1.0
    },
    {
     "p": 0.040923330932855606,
     "m": 1.0
    },
    {
     "p": 0.08544087409973145,
     "m": 1.0
    },
    {
     "p": 0.1017623022198677,
     "m": 1.0
    },
    {
     "p": 0.026604311540722847,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 89,
   "train_loss": 2.85455060005188,
   "val_loss": 2.8862602710723877,
   "acc": 34.86,
   "f1": [
    0.6039602756500244,
    0.3917524814605713,
    0.3271027207374573,
    0.281406968832016,
    0.14814810454845428,
    0.265060156583786,
    0.38216549158096313,
    0.32558128237724304,
    0.29251691699028015,
    0.44705867767333984,
    0.11023616790771484,
    0.22499993443489075,
    0.3542855978012085,
    0.2430938482284546,
    0.2566370666027069,
    0.21993118524551392,
    0.3483870029449463,
    0.4634144902229309,
    0.1971830427646637,
    0.28235286474227905,
    0.5423727631568909,
    0.4622640609741211,
    0.3041473925113678,
    0.5283017754554749,
    0.6559138894081116,
    0.18867918848991394,
    0.2613064646720886,
    0.2638297379016876,
    0.4666665494441986,
    0.2967032194137573,
    0.4431816637516022,
    0.3603602349758148,
    0.33720916509628296,
    0.28742507100105286,
    0.3594468832015991,
    0.13636358082294464,
    0.36792439222335815,
    0.19393931329250336,
    0.20973777770996094,
    0.43518510460853577,
    0.30857133865356445,
    0.6067414879798889,
    0.25170058012008667,
    0.3533833622932434,
    0.2256409376859665,
    0.2147650271654129,
    0.2674417495727539,
    0.5576921701431274,
    0.46636757254600525,
    0.38596484065055847,
    0.2066115140914917,
    0.30701744556427,
    0.5757573843002319,
    0.6017698049545288,
    0.4431816637516022,
    0.15023468434810638,
    0.5095540285110474,
    0.3529410660266876,
    0.3798881769180298,
    0.3367346227169037,
    0.6886791586875916,
    0.41975298523902893,
    0.4508668780326843,
    0.37433144450187683,
    0.17834389209747314,
    0.2525251507759094,
    0.1746724247932434,
    0.16793887317180634,
    0.6862744092941284,
    0.509316623210907,
    0.43171796202659607,
    0.6171427369117737,
    0.0869564488530159,
    0.36714968085289,
    0.19875767827033997,
    0.6120688319206238,
    0.582914412021637,
    0.1449274718761444,
    0.21874994039535522,
    0.29166659712791443,
    0.15999993681907654,
    0.2638297379016876,
    0.6956520080566406,
    0.3435581922531128,
    0.251428484916687,
    0.40191373229026794,
    0.37777766585350037,
    0.28235286474227905,
    0.12871280312538147,
    0.34812280535697937,
    0.28855711221694946,
    0.5177663564682007,
    0.19999994337558746,
    0.23076915740966797,
    0.4869564175605774,
    0.43930622935295105,
    0.30487796664237976,
    0.2795697748661041,
    0.1554403454065323,
    0.37499991059303284
   ],
   "time": 164.03012286312878,
   "param": [
    {
     "p": 0.09010030329227448,
     "m": 1.0
    },
    {
     "p": 0.027751263231039047,
     "m": 1.0
    },
    {
     "p": 0.09595952183008194,
     "m": 1.0
    },
    {
     "p": 0.09624459594488144,
     "m": 1.0
    },
    {
     "p": 0.0980563834309578,
     "m": 1.0
    },
    {
     "p": 0.04244537651538849,
     "m": 1.0
    },
    {
     "p": 0.09450118243694305,
     "m": 1.0
    },
    {
     "p": 0.0922626182436943,
     "m": 1.0
    },
    {
     "p": 0.0680365264415741,
     "m": 1.0
    },
    {
     "p": 0.04923498257994652,
     "m": 1.0
    },
    {
     "p": 0.0394626222550869,
     "m": 1.0
    },
    {
     "p": 0.09484829753637314,
     "m": 1.0
    },
    {
     "p": 0.08250633627176285,
     "m": 1.0
    },
    {
     "p": 0.028589989989995956,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 90,
   "train_loss": 3.5598254203796387,
   "val_loss": 3.100916624069214,
   "acc": 33.92,
   "f1": [
    0.5802468061447144,
    0.37864065170288086,
    0.28048771619796753,
    0.22522515058517456,
    0.12048186361789703,
    0.2532750070095062,
    0.3926939368247986,
    0.39810416102409363,
    0.3076922297477722,
    0.4393938481807709,
    0.06557372957468033,
    0.25870639085769653,
    0.3373492956161499,
    0.217391237616539,
    0.2236841470003128,
    0.19999994337558746,
    0.35365843772888184,
    0.4245808720588684,
    0.2929935157299042,
    0.27715346217155457,
    0.5607475638389587,
    0.5054942965507507,
    0.3076922297477722,
    0.5454544425010681,
    0.6338796615600586,
    0.2275448441505432,
    0.2592591643333435,
    0.208791121840477,
    0.4577113389968872,
    0.28758159279823303,
    0.38135582208633423,
    0.31088075041770935,
    0.3135133981704712,
    0.2702701687812805,
    0.322274774312973,
    0.15277770161628723,
    0.35443025827407837,
    0.1846153289079666,
    0.20080316066741943,
    0.507771909236908,
    0.2771083414554596,
    0.5263157486915588,
    0.246575266122818,
    0.3739129900932312,
    0.177215114235878,
    0.19251330196857452,
    0.21495321393013,
    0.5268816351890564,
    0.390243798494339,
    0.38674020767211914,
    0.16923071444034576,
    0.28662410378456116,
    0.5981307029724121,
    0.5714284777641296,
    0.5142855644226074,
    0.08917191624641418,
    0.5021644234657288,
    0.3557691276073456,
    0.36434099078178406,
    0.3636362552642822,
    0.7311826348304749,
    0.3999998867511749,
    0.44791656732559204,
    0.31818172335624695,
    0.1142856702208519,
    0.2376236915588379,
    0.06711404025554657,
    0.2121211439371109,
    0.6796115040779114,
    0.5154638290405273,
    0.36686381697654724,
    0.5569618940353394,
    0.10526309907436371,
    0.3804876506328583,
    0.20118334889411926,
    0.5347984433174133,
    0.5863873362541199,
    0.20689649879932404,
    0.212454155087471,
    0.2430938482284546,
    0.18604643642902374,
    0.2382444441318512,
    0.6635512709617615,
    0.3307085633277893,
    0.23463678359985352,
    0.3152708411216736,
    0.38775497674942017,
    0.30769219994544983,
    0.14563101530075073,
    0.3034055233001709,
    0.22910211980342865,
    0.47747737169265747,
    0.22352932393550873,
    0.18309852480888367,
    0.553672194480896,
    0.41840997338294983,
    0.32222211360931396,
    0.29249006509780884,
    0.16184966266155243,
    0.35897424817085266
   ],
   "time": 163.85760859306902,
   "param": [
    {
     "p": 0.09802789241075516,
     "m": 1.0
    },
    {
     "p": 0.021013392135500908,
     "m": 1.0
    },
    {
     "p": 0.09741153568029404,
     "m": 1.0
    },
    {
     "p": 0.09192928671836853,
     "m": 1.0
    },
    {
     "p": 0.07768434286117554,
     "m": 1.0
    },
    {
     "p": 0.04037928208708763,
     "m": 1.0
    },
    {
     "p": 0.1018471047282219,
     "m": 1.0
    },
    {
     "p": 0.09344208985567093,
     "m": 1.0
    },
    {
     "p": 0.05713586136698723,
     "m": 1.0
    },
    {
     "p": 0.0524027943611145,
     "m": 1.0
    },
    {
     "p": 0.031321048736572266,
     "m": 1.0
    },
    {
     "p": 0.09643247723579407,
     "m": 1.0
    },
    {
     "p": 0.11267288029193878,
     "m": 1.0
    },
    {
     "p": 0.02830001339316368,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 91,
   "train_loss": 3.2804484367370605,
   "val_loss": 3.165254831314087,
   "acc": 35.46,
   "f1": [
    0.62135910987854,
    0.39285701513290405,
    0.35675665736198425,
    0.30588221549987793,
    0.11822652816772461,
    0.255813866853714,
    0.3292180299758911,
    0.30769219994544983,
    0.31249991059303284,
    0.43749985098838806,
    0.2091502547264099,
    0.23904375731945038,
    0.31632643938064575,
    0.2617800235748291,
    0.2010049670934677,
    0.16993455588817596,
    0.31249991059303284,
    0.5045870542526245,
    0.26277366280555725,
    0.32941165566444397,
    0.563380241394043,
    0.4666665494441986,
    0.30999991297721863,
    0.6030149459838867,
    0.6185566186904907,
    0.23628684878349304,
    0.29694315791130066,
    0.2335328459739685,
    0.40191373229026794,
    0.2923975884914398,
    0.37777766585350037,
    0.36893191933631897,
    0.309278279542923,
    0.2955664098262787,
    0.2598424553871155,
    0.23140490055084229,
    0.3468207120895386,
    0.22222216427326202,
    0.2314814031124115,
    0.45555540919303894,
    0.3096773326396942,
    0.5675674080848694,
    0.26515141129493713,
    0.3703702688217163,
    0.16666661202907562,
    0.16049376130104065,
    0.15999992191791534,
    0.5058364272117615,
    0.43269219994544983,
    0.4112148582935333,
    0.1282050609588623,
    0.29473674297332764,
    0.6024095416069031,
    0.5844747424125671,
    0.5308055877685547,
    0.14213192462921143,
    0.5025123953819275,
    0.3529410660266876,
    0.40609124302864075,
    0.28571417927742004,
    0.7232141494750977,
    0.38888880610466003,
    0.43216070532798767,
    0.3469386696815491,
    0.14117640256881714,
    0.22388054430484772,
    0.12499994039535522,
    0.24516120553016663,
    0.6166006922721863,
    0.5791853666305542,
    0.3975153863430023,
    0.6406925916671753,
    0.1290321946144104,
    0.3800903856754303,
    0.20338977873325348,
    0.6635512709617615,
    0.5684208869934082,
    0.2116401493549347,
    0.20125779509544373,
    0.2097901701927185,
    0.18285706639289856,
    0.30857133865356445,
    0.6944442987442017,
    0.3882351815700531,
    0.1866666078567505,
    0.36956506967544556,
    0.35714274644851685,
    0.35856562852859497,
    0.19780214130878448,
    0.3895130157470703,
    0.26881712675094604,
    0.4594593644142151,
    0.2673795819282532,
    0.14545448124408722,
    0.5371899604797363,
    0.4590162932872772,
    0.2771083414554596,
    0.33333322405815125,
    0.15384608507156372,
    0.31818172335624695
   ],
   "time": 164.16381948627532,
   "param": [
    {
     "p": 0.0840601697564125,
     "m": 1.0
    },
    {
     "p": 0.025380847975611687,
     "m": 1.0
    },
    {
     "p": 0.08763854950666428,
     "m": 1.0
    },
    {
     "p": 0.09329310804605484,
     "m": 1.0
    },
    {
     "p": 0.09810253232717514,
     "m": 1.0
    },
    {
     "p": 0.04489312693476677,
     "m": 1.0
    },
    {
     "p": 0.10023040324449539,
     "m": 1.0
    },
    {
     "p": 0.11570537835359573,
     "m": 1.0
    },
    {
     "p": 0.05727136880159378,
     "m": 1.0
    },
    {
     "p": 0.04455571994185448,
     "m": 1.0
    },
    {
     "p": 0.034060683101415634,
     "m": 1.0
    },
    {
     "p": 0.0978039875626564,
     "m": 1.0
    },
    {
     "p": 0.0871773362159729,
     "m": 1.0
    },
    {
     "p": 0.02982681803405285,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 92,
   "train_loss": 3.1782968044281006,
   "val_loss": 2.801694631576538,
   "acc": 35.24,
   "f1": [
    0.6276593804359436,
    0.41284388303756714,
    0.31372541189193726,
    0.23529404401779175,
    0.05797096714377403,
    0.24096375703811646,
    0.4096384644508362,
    0.3599999248981476,
    0.3362067937850952,
    0.4245808720588684,
    0.12578611075878143,
    0.19827578961849213,
    0.35955044627189636,
    0.236453115940094,
    0.21839071810245514,
    0.18404902517795563,
    0.27615058422088623,
    0.4513617753982544,
    0.3372548520565033,
    0.2909089922904968,
    0.5271965861320496,
    0.4896264970302582,
    0.3363635540008545,
    0.4814813435077667,
    0.6037734746932983,
    0.23376615345478058,
    0.2955664098262787,
    0.23321551084518433,
    0.42352932691574097,
    0.26244333386421204,
    0.38490554690361023,
    0.32624104619026184,
    0.3469386696815491,
    0.3016759157180786,
    0.26086947321891785,
    0.18269222974777222,
    0.33333322405815125,
    0.18999992311000824,
    0.22222214937210083,
    0.4999998211860657,
    0.32978713512420654,
    0.5743588209152222,
    0.2513660192489624,
    0.34385955333709717,
    0.19867542386054993,
    0.18072283267974854,
    0.251308798789978,
    0.46999987959861755,
    0.46636757254600525,
    0.4162435233592987,
    0.13836471736431122,
    0.32116779685020447,
    0.5942028164863586,
    0.5454544425010681,
    0.5714284777641296,
    0.16374263167381287,
    0.5555554628372192,
    0.3370785713195801,
    0.4120602011680603,
    0.28749987483024597,
    0.6923075318336487,
    0.3758388161659241,
    0.40191373229026794,
    0.3763439953327179,
    0.1596243679523468,
    0.2624998986721039,
    0.14007778465747833,
    0.24060142040252686,
    0.6666665077209473,
    0.6009388566017151,
    0.44210511445999146,
    0.6099998950958252,
    0.10909084975719452,
    0.3295453190803528,
    0.18848159909248352,
    0.6255505681037903,
    0.6048778891563416,
    0.19047614932060242,
    0.1989527940750122,
    0.3096773326396942,
    0.1855669468641281,
    0.2820512056350708,
    0.7222220301628113,
    0.3703702688217163,
    0.18604643642902374,
    0.41666656732559204,
    0.39603951573371887,
    0.3508770763874054,
    0.10322573781013489,
    0.3754788637161255,
    0.32195112109184265,
    0.5113635063171387,
    0.12048186361789703,
    0.16666659712791443,
    0.5502644181251526,
    0.4377681314945221,
    0.25165554881095886,
    0.3157894015312195,
    0.13402055203914642,
    0.31055888533592224
   ],
   "time": 163.25338809657842,
   "param": [
    {
     "p": 0.09080766886472702,
     "m": 1.0
    },
    {
     "p": 0.02731490135192871,
     "m": 1.0
    },
    {
     "p": 0.09645242244005203,
     "m": 1.0
    },
    {
     "p": 0.09267299622297287,
     "m": 1.0
    },
    {
     "p": 0.10216020792722702,
     "m": 1.0
    },
    {
     "p": 0.041035909205675125,
     "m": 1.0
    },
    {
     "p": 0.09454502910375595,
     "m": 1.0
    },
    {
     "p": 0.09334762394428253,
     "m": 1.0
    },
    {
     "p": 0.07411186397075653,
     "m": 1.0
    },
    {
     "p": 0.03596954420208931,
     "m": 1.0
    },
    {
     "p": 0.04159602150321007,
     "m": 1.0
    },
    {
     "p": 0.08711367100477219,
     "m": 1.0
    },
    {
     "p": 0.0922955796122551,
     "m": 1.0
    },
    {
     "p": 0.030576571822166443,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 93,
   "train_loss": 2.855313777923584,
   "val_loss": 2.954693078994751,
   "acc": 34.98,
   "f1": [
    0.5892856121063232,
    0.40517228841781616,
    0.31284910440444946,
    0.24028262495994568,
    0.0805368572473526,
    0.2525251507759094,
    0.4855490028858185,
    0.37130793929100037,
    0.30303022265434265,
    0.4277455508708954,
    0.05925920605659485,
    0.2832617461681366,
    0.30418241024017334,
    0.2727271616458893,
    0.21524657309055328,
    0.22105254232883453,
    0.32456132769584656,
    0.4472048580646515,
    0.29906532168388367,
    0.3271027207374573,
    0.5621620416641235,
    0.4593299925327301,
    0.2758619785308838,
    0.497041255235672,
    0.546816349029541,
    0.22352932393550873,
    0.239520862698555,
    0.21097040176391602,
    0.45226117968559265,
    0.29677411913871765,
    0.36815908551216125,
    0.3249998688697815,
    0.3756905198097229,
    0.33802807331085205,
    0.35051536560058594,
    0.12162157148122787,
    0.38961026072502136,
    0.1333332657814026,
    0.24113468825817108,
    0.4823527932167053,
    0.2941175401210785,
    0.6436780691146851,
    0.3139533996582031,
    0.3694778084754944,
    0.1635219305753708,
    0.193548321723938,
    0.1126759946346283,
    0.5066665410995483,
    0.45810040831565857,
    0.3727271258831024,
    0.14765094220638275,
    0.31325292587280273,
    0.5833331942558289,
    0.5581393837928772,
    0.5360823273658752,
    0.14232203364372253,
    0.5454543828964233,
    0.3678159713745117,
    0.3376622498035431,
    0.36649200320243835,
    0.6936934590339661,
    0.39999985694885254,
    0.4269661605358124,
    0.3516482412815094,
    0.14285707473754883,
    0.26666656136512756,
    0.12422355264425278,
    0.220779150724411,
    0.7129628658294678,
    0.6037734746932983,
    0.45320188999176025,
    0.5572518110275269,
    0.06818175315856934,
    0.36649200320243835,
    0.18064509332180023,
    0.6407765746116638,
    0.5913042426109314,
    0.20689648389816284,
    0.2553190290927887,
    0.20689648389816284,
    0.16346149146556854,
    0.2524271011352539,
    0.6422763466835022,
    0.34177201986312866,
    0.20689646899700165,
    0.38993698358535767,
    0.3417084515094757,
    0.3037974238395691,
    0.14689259231090546,
    0.38610032200813293,
    0.22551922500133514,
    0.5513511896133423,
    0.1951218843460083,
    0.1951218843460083,
    0.49824556708335876,
    0.4406778812408447,
    0.28571420907974243,
    0.3276835083961487,
    0.16279062628746033,
    0.2272726595401764
   ],
   "time": 162.00645981822163,
   "param": [
    {
     "p": 0.10113771259784698,
     "m": 1.0
    },
    {
     "p": 0.028285175561904907,
     "m": 1.0
    },
    {
     "p": 0.09038504213094711,
     "m": 1.0
    },
    {
     "p": 0.09951956570148468,
     "m": 1.0
    },
    {
     "p": 0.08541575819253922,
     "m": 1.0
    },
    {
     "p": 0.04509441927075386,
     "m": 1.0
    },
    {
     "p": 0.08751262724399567,
     "m": 1.0
    },
    {
     "p": 0.09908131510019302,
     "m": 1.0
    },
    {
     "p": 0.06605010479688644,
     "m": 1.0
    },
    {
     "p": 0.038047436624765396,
     "m": 1.0
    },
    {
     "p": 0.03789066895842552,
     "m": 1.0
    },
    {
     "p": 0.09155070036649704,
     "m": 1.0
    },
    {
     "p": 0.09782880544662476,
     "m": 1.0
    },
    {
     "p": 0.032200586050748825,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 94,
   "train_loss": 3.242717742919922,
   "val_loss": 3.076181650161743,
   "acc": 35.0,
   "f1": [
    0.6267279982566833,
    0.37864065170288086,
    0.3111110329627991,
    0.2741115987300873,
    0.11851847171783447,
    0.2617800235748291,
    0.38666656613349915,
    0.36134445667266846,
    0.29126206040382385,
    0.3609755337238312,
    0.1558440923690796,
    0.23584897816181183,
    0.32432422041893005,
    0.24875615537166595,
    0.20359273254871368,
    0.18264833092689514,
    0.30046939849853516,
    0.43956032395362854,
    0.3510637581348419,
    0.3247862458229065,
    0.506122350692749,
    0.4841269254684448,
    0.3016759157180786,
    0.5624998211860657,
    0.6969695687294006,
    0.19999994337558746,
    0.2517482042312622,
    0.2659573554992676,
    0.43216070532798767,
    0.2941175401210785,
    0.37885454297065735,
    0.29059821367263794,
    0.31249991059303284,
    0.29139062762260437,
    0.29752060770988464,
    0.16981124877929688,
    0.3406112492084503,
    0.22429899871349335,
    0.24096378684043884,
    0.491227924823761,
    0.28318578004837036,
    0.5108224153518677,
    0.3168315887451172,
    0.3411763310432434,
    0.22093015909194946,
    0.18072283267974854,
    0.2065216600894928,
    0.4999998211860657,
    0.4200912117958069,
    0.37288129329681396,
    0.16666661202907562,
    0.28482964634895325,
    0.5984846949577332,
    0.6009851098060608,
    0.5102879405021667,
    0.11764700710773468,
    0.49999988079071045,
    0.35416656732559204,
    0.367346853017807,
    0.3469386696815491,
    0.7234041690826416,
    0.4578312039375305,
    0.4210525155067444,
    0.3529410660266876,
    0.12030069530010223,
    0.14062495529651642,
    0.12048186361789703,
    0.3794870972633362,
    0.7389161586761475,
    0.613756537437439,
    0.4299998879432678,
    0.6319998502731323,
    0.10317454487085342,
    0.34736835956573486,
    0.19289332628250122,
    0.6451612114906311,
    0.5882351994514465,
    0.21004560589790344,
    0.174496591091156,
    0.2597401440143585,
    0.18579228222370148,
    0.3148147463798523,
    0.7182319164276123,
    0.30769217014312744,
    0.2541435658931732,
    0.35772350430488586,
    0.39106133580207825,
    0.3426293730735779,
    0.1641024947166443,
    0.38961026072502136,
    0.30120471119880676,
    0.4545453190803528,
    0.24277448654174805,
    0.16589856147766113,
    0.5568180084228516,
    0.42982450127601624,
    0.18791939318180084,
    0.31168824434280396,
    0.15384608507156372,
    0.3566878139972687
   ],
   "time": 161.08918163459748,
   "param": [
    {
     "p": 0.09239232540130615,
     "m": 1.0
    },
    {
     "p": 0.027132950723171234,
     "m": 1.0
    },
    {
     "p": 0.09232603758573532,
     "m": 1.0
    },
    {
     "p": 0.09834221005439758,
     "m": 1.0
    },
    {
     "p": 0.09657750278711319,
     "m": 1.0
    },
    {
     "p": 0.045341163873672485,
     "m": 1.0
    },
    {
     "p": 0.09907238185405731,
     "m": 1.0
    },
    {
     "p": 0.10410026460886002,
     "m": 1.0
    },
    {
     "p": 0.06509716063737869,
     "m": 1.0
    },
    {
     "p": 0.04291783645749092,
     "m": 1.0
    },
    {
     "p": 0.03918502479791641,
     "m": 1.0
    },
    {
     "p": 0.08831947296857834,
     "m": 1.0
    },
    {
     "p": 0.08095988631248474,
     "m": 1.0
    },
    {
     "p": 0.02823573723435402,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 95,
   "train_loss": 3.528118371963501,
   "val_loss": 2.7634854316711426,
   "acc": 35.35,
   "f1": [
    0.680412232875824,
    0.41284388303756714,
    0.3050846755504608,
    0.2673795819282532,
    0.12578611075878143,
    0.24120594561100006,
    0.39378228783607483,
    0.3517586886882782,
    0.30864188075065613,
    0.4301074147224426,
    0.21568621695041656,
    0.251428484916687,
    0.3228069245815277,
    0.2584269046783447,
    0.19469019770622253,
    0.2475246638059616,
    0.3203882575035095,
    0.48192763328552246,
    0.31632643938064575,
    0.3351954519748688,
    0.5039998888969421,
    0.5297296643257141,
    0.31249991059303284,
    0.3758388161659241,
    0.6772485375404358,
    0.23129244148731232,
    0.29166659712791443,
    0.20105813443660736,
    0.38056668639183044,
    0.3066665530204773,
    0.35121941566467285,
    0.36904752254486084,
    0.3179486393928528,
    0.32222211360931396,
    0.30350184440612793,
    0.15028895437717438,
    0.3703702688217163,
    0.2062779664993286,
    0.22627730667591095,
    0.4772725999355316,
    0.32402223348617554,
    0.5286343097686768,
    0.2616821527481079,
    0.41340771317481995,
    0.1503758728504181,
    0.14772720634937286,
    0.22325573861598969,
    0.5213673710823059,
    0.42352932691574097,
    0.38888880610466003,
    0.20425525307655334,
    0.3563217520713806,
    0.5587043762207031,
    0.5990337133407593,
    0.49999988079071045,
    0.11920525878667831,
    0.45581385493278503,
    0.3699999153614044,
    0.36129021644592285,
    0.3319147825241089,
    0.7042252421379089,
    0.45901623368263245,
    0.4366810917854309,
    0.3783782720565796,
    0.0921052023768425,
    0.299999862909317,
    0.1478598713874817,
    0.30952370166778564,
    0.7263157367706299,
    0.6019416451454163,
    0.3892616331577301,
    0.587719202041626,
    0.11392398923635483,
    0.4086955785751343,
    0.17105256021022797,
    0.6028706431388855,
    0.6146340370178223,
    0.21660645306110382,
    0.22672058641910553,
    0.26600977778434753,
    0.12213735282421112,
    0.25098028779029846,
    0.6781607270240784,
    0.37320560216903687,
    0.25555548071861267,
    0.39688706398010254,
    0.36714968085289,
    0.30275216698646545,
    0.1773398518562317,
    0.38524580001831055,
    0.2672064006328583,
    0.5022420287132263,
    0.16091948747634888,
    0.11594197899103165,
    0.5477177500724792,
    0.4306567907333374,
    0.2909089922904968,
    0.3063828945159912,
    0.1704544872045517,
    0.3129250705242157
   ],
   "time": 163.33883795700967,
   "param": [
    {
     "p": 0.08821876347064972,
     "m": 1.0
    },
    {
     "p": 0.027285728603601456,
     "m": 1.0
    },
    {
     "p": 0.09346076846122742,
     "m": 1.0
    },
    {
     "p": 0.11087223887443542,
     "m": 1.0
    },
    {
     "p": 0.09884318709373474,
     "m": 1.0
    },
    {
     "p": 0.04600769281387329,
     "m": 1.0
    },
    {
     "p": 0.09876517206430435,
     "m": 1.0
    },
    {
     "p": 0.09930484741926193,
     "m": 1.0
    },
    {
     "p": 0.06411103904247284,
     "m": 1.0
    },
    {
     "p": 0.03924974054098129,
     "m": 1.0
    },
    {
     "p": 0.029912302270531654,
     "m": 1.0
    },
    {
     "p": 0.09320554882287979,
     "m": 1.0
    },
    {
     "p": 0.0778144970536232,
     "m": 1.0
    },
    {
     "p": 0.032948557287454605,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 96,
   "train_loss": 2.9138121604919434,
   "val_loss": 2.8120319843292236,
   "acc": 34.95,
   "f1": [
    0.6068375110626221,
    0.37558677792549133,
    0.2999999225139618,
    0.2421524077653885,
    0.12244890630245209,
    0.23364479839801788,
    0.4129031002521515,
    0.38461530208587646,
    0.3060108423233032,
    0.42285704612731934,
    0.09022551029920578,
    0.2624998986721039,
    0.3118278682231903,
    0.2136751413345337,
    0.1846153289079666,
    0.20765019953250885,
    0.28749987483024597,
    0.45595842599868774,
    0.2888887822628021,
    0.30597007274627686,
    0.5243444442749023,
    0.5130888819694519,
    0.3148147463798523,
    0.4526748061180115,
    0.6301368474960327,
    0.19889496266841888,
    0.24870456755161285,
    0.20983602106571198,
    0.4148934781551361,
    0.30270257592201233,
    0.3755457401275635,
    0.3301886022090912,
    0.2710621953010559,
    0.2727271616458893,
    0.31999990344047546,
    0.08196717500686646,
    0.35051536560058594,
    0.24107137322425842,
    0.2138364166021347,
    0.48484838008880615,
    0.29437223076820374,
    0.5520360469818115,
    0.23841053247451782,
    0.372548907995224,
    0.22222216427326202,
    0.1658536046743393,
    0.2105262726545334,
    0.5333332419395447,
    0.3559320867061615,
    0.3964756429195404,
    0.19289332628250122,
    0.3485476076602936,
    0.5668447613716125,
    0.5872339010238647,
    0.5217390656471252,
    0.1401868611574173,
    0.5056177973747253,
    0.24999989569187164,
    0.31275710463523865,
    0.3157894015312195,
    0.6607141494750977,
    0.45398759841918945,
    0.4408600926399231,
    0.36559128761291504,
    0.18957340717315674,
    0.20512813329696655,
    0.08633087575435638,
    0.28855711221694946,
    0.6551722884178162,
    0.5882351398468018,
    0.43575406074523926,
    0.5671640634536743,
    0.035398200154304504,
    0.43999987840652466,
    0.21857915818691254,
    0.6098653674125671,
    0.5865383148193359,
    0.19047611951828003,
    0.21343867480754852,
    0.27428561449050903,
    0.1868131160736084,
    0.2588233947753906,
    0.7099998593330383,
    0.3738316595554352,
    0.24691346287727356,
    0.3956833779811859,
    0.39449530839920044,
    0.3837208151817322,
    0.14705877006053925,
    0.30057793855667114,
    0.27777770161628723,
    0.5066665410995483,
    0.22222214937210083,
    0.1758241057395935,
    0.5592415928840637,
    0.4576270282268524,
    0.3113771378993988,
    0.30769219994544983,
    0.11594197899103165,
    0.2658226788043976
   ],
   "time": 158.8438410302624,
   "param": [
    {
     "p": 0.08854495733976364,
     "m": 1.0
    },
    {
     "p": 0.030880818143486977,
     "m": 1.0
    },
    {
     "p": 0.07935834676027298,
     "m": 1.0
    },
    {
     "p": 0.09232568740844727,
     "m": 1.0
    },
    {
     "p": 0.09483325481414795,
     "m": 1.0
    },
    {
     "p": 0.049664027988910675,
     "m": 1.0
    },
    {
     "p": 0.10007085651159286,
     "m": 1.0
    },
    {
     "p": 0.09786168485879898,
     "m": 1.0
    },
    {
     "p": 0.06557977944612503,
     "m": 1.0
    },
    {
     "p": 0.042253851890563965,
     "m": 1.0
    },
    {
     "p": 0.03502526879310608,
     "m": 1.0
    },
    {
     "p": 0.09238073974847794,
     "m": 1.0
    },
    {
     "p": 0.10262776911258698,
     "m": 1.0
    },
    {
     "p": 0.0285929087549448,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 97,
   "train_loss": 3.3197641372680664,
   "val_loss": 2.7948291301727295,
   "acc": 35.01,
   "f1": [
    0.619289219379425,
    0.4018263518810272,
    0.3586955666542053,
    0.247999906539917,
    0.1752987504005432,
    0.2812499403953552,
    0.3974357545375824,
    0.37373724579811096,
    0.2934781610965729,
    0.41610726714134216,
    0.12121205776929855,
    0.23913034796714783,
    0.25870639085769653,
    0.23655906319618225,
    0.20809243619441986,
    0.23232315480709076,
    0.3976607024669647,
    0.5198236703872681,
    0.2937852144241333,
    0.3184078335762024,
    0.5918366312980652,
    0.46445485949516296,
    0.3135133981704712,
    0.529999852180481,
    0.5342464447021484,
    0.22115376591682434,
    0.24358965456485748,
    0.21256029605865479,
    0.36206886172294617,
    0.2543351650238037,
    0.36686381697654724,
    0.32352936267852783,
    0.28571420907974243,
    0.2446807622909546,
    0.37349388003349304,
    0.17112290859222412,
    0.32402223348617554,
    0.188888818025589,
    0.21719448268413544,
    0.45128190517425537,
    0.304526686668396,
    0.5224488377571106,
    0.2956520915031433,
    0.35193121433258057,
    0.26086944341659546,
    0.15028895437717438,
    0.2298850268125534,
    0.4725273549556732,
    0.4313724637031555,
    0.42156851291656494,
    0.18791939318180084,
    0.2492011934518814,
    0.5801525712013245,
    0.5603111982345581,
    0.5533979535102844,
    0.10687016695737839,
    0.5111110210418701,
    0.3999998867511749,
    0.3287670314311981,
    0.26315778493881226,
    0.7074234485626221,
    0.44943806529045105,
    0.39520949125289917,
    0.38095223903656006,
    0.18439710140228271,
    0.20408155024051666,
    0.11612897366285324,
    0.382978618144989,
    0.6141730546951294,
    0.5575755834579468,
    0.4519229531288147,
    0.6233765482902527,
    0.12121205776929855,
    0.42452818155288696,
    0.20765019953250885,
    0.5634918808937073,
    0.5978259444236755,
    0.15894033014774323,
    0.2136751413345337,
    0.29803910851478577,
    0.18181809782981873,
    0.2456139326095581,
    0.7309643626213074,
    0.32195112109184265,
    0.24154582619667053,
    0.3599999248981476,
    0.372548907995224,
    0.36893191933631897,
    0.14184391498565674,
    0.3555554449558258,
    0.2739725410938263,
    0.520408034324646,
    0.23188398778438568,
    0.17964066565036774,
    0.5608464479446411,
    0.4427480101585388,
    0.28695645928382874,
    0.37623751163482666,
    0.13157887756824493,
    0.30057793855667114
   ],
   "time": 163.70099294930696,
   "param": [
    {
     "p": 0.09997684508562088,
     "m": 1.0
    },
    {
     "p": 0.028716623783111572,
     "m": 1.0
    },
    {
     "p": 0.10291718691587448,
     "m": 1.0
    },
    {
     "p": 0.09772541373968124,
     "m": 1.0
    },
    {
     "p": 0.09148164093494415,
     "m": 1.0
    },
    {
     "p": 0.04680602625012398,
     "m": 1.0
    },
    {
     "p": 0.09463418275117874,
     "m": 1.0
    },
    {
     "p": 0.09482676535844803,
     "m": 1.0
    },
    {
     "p": 0.06081974878907204,
     "m": 1.0
    },
    {
     "p": 0.03947210684418678,
     "m": 1.0
    },
    {
     "p": 0.042458441108465195,
     "m": 1.0
    },
    {
     "p": 0.09184086322784424,
     "m": 1.0
    },
    {
     "p": 0.07978694140911102,
     "m": 1.0
    },
    {
     "p": 0.028537215664982796,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 98,
   "train_loss": 3.6029605865478516,
   "val_loss": 2.8760337829589844,
   "acc": 35.35,
   "f1": [
    0.6562498807907104,
    0.42857131361961365,
    0.26621150970458984,
    0.17808210849761963,
    0.14207643270492554,
    0.28310492634773254,
    0.3367346227169037,
    0.3625729978084564,
    0.4161849021911621,
    0.4111110270023346,
    0.12030069530010223,
    0.23115570843219757,
    0.30120471119880676,
    0.2643677294254303,
    0.18784524500370026,
    0.2071712464094162,
    0.3440859317779541,
    0.45555540919303894,
    0.2976743280887604,
    0.34042540192604065,
    0.5311201810836792,
    0.49792519211769104,
    0.2793295085430145,
    0.5833332538604736,
    0.5959182381629944,
    0.20731700956821442,
    0.23036640882492065,
    0.22966498136520386,
    0.3999998867511749,
    0.2649005651473999,
    0.4123710095882416,
    0.3579765260219574,
    0.3314284682273865,
    0.322274774312973,
    0.3540668785572052,
    0.1405404806137085,
    0.29365071654319763,
    0.17821775376796722,
    0.17117109894752502,
    0.4835163354873657,
    0.2812499403953552,
    0.6067414879798889,
    0.30621999502182007,
    0.37499985098838806,
    0.23595495522022247,
    0.15853650867938995,
    0.1746724247932434,
    0.5244443416595459,
    0.44444435834884644,
    0.41269832849502563,
    0.15757569670677185,
    0.32222211360931396,
    0.5936071872711182,
    0.6178008913993835,
    0.5158370137214661,
    0.16666659712791443,
    0.5393257141113281,
    0.35483860969543457,
    0.3798881769180298,
    0.2941175699234009,
    0.7109003663063049,
    0.4096384346485138,
    0.41148313879966736,
    0.36111101508140564,
    0.161943256855011,
    0.20087330043315887,
    0.09090903401374817,
    0.35602086782455444,
    0.6999998688697815,
    0.5662099123001099,
    0.4299998879432678,
    0.6228069067001343,
    0.12949636578559875,
    0.3529410660266876,
    0.20320846140384674,
    0.645502507686615,
    0.5240174531936646,
    0.22707417607307434,
    0.20454540848731995,
    0.278026819229126,
    0.14371250569820404,
    0.2700421214103699,
    0.6902653574943542,
    0.36559128761291504,
    0.26845628023147583,
    0.434782475233078,
    0.3419688045978546,
    0.3431371748447418,
    0.1735159158706665,
    0.3598325252532959,
    0.2941175401210785,
    0.4799998998641968,
    0.15384607017040253,
    0.23157887160778046,
    0.5020919442176819,
    0.4745761454105377,
    0.2614377737045288,
    0.3267972767353058,
    0.14857135713100433,
    0.3289472758769989
   ],
   "time": 165.09555135387927,
   "param": [
    {
     "p": 0.08981773257255554,
     "m": 1.0
    },
    {
     "p": 0.03413059562444687,
     "m": 1.0
    },
    {
     "p": 0.09581433981657028,
     "m": 1.0
    },
    {
     "p": 0.1022120788693428,
     "m": 1.0
    },
    {
     "p": 0.07961690425872803,
     "m": 1.0
    },
    {
     "p": 0.051371410489082336,
     "m": 1.0
    },
    {
     "p": 0.09612643718719482,
     "m": 1.0
    },
    {
     "p": 0.09632235765457153,
     "m": 1.0
    },
    {
     "p": 0.05958157032728195,
     "m": 1.0
    },
    {
     "p": 0.055072762072086334,
     "m": 1.0
    },
    {
     "p": 0.04064646735787392,
     "m": 1.0
    },
    {
     "p": 0.06579409539699554,
     "m": 1.0
    },
    {
     "p": 0.09941799938678741,
     "m": 1.0
    },
    {
     "p": 0.03407520800828934,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 99,
   "train_loss": 3.2286550998687744,
   "val_loss": 2.9416942596435547,
   "acc": 35.4,
   "f1": [
    0.6133331656455994,
    0.37398362159729004,
    0.33333322405815125,
    0.2576685845851898,
    0.15238089859485626,
    0.2547169029712677,
    0.4361701011657715,
    0.36144572496414185,
    0.2734176814556122,
    0.3621397912502289,
    0.18823523819446564,
    0.28971952199935913,
    0.3111110329627991,
    0.20571422576904297,
    0.1749999076128006,
    0.25668442249298096,
    0.278026819229126,
    0.5099998712539673,
    0.35185176134109497,
    0.2739725410938263,
    0.5420559644699097,
    0.49729716777801514,
    0.30456843972206116,
    0.4999998211860657,
    0.6181817054748535,
    0.2436547577381134,
    0.26373615860939026,
    0.21568621695041656,
    0.42528724670410156,
    0.2886596620082855,
    0.39130425453186035,
    0.3225805461406708,
    0.30208322405815125,
    0.2649005651473999,
    0.3018867075443268,
    0.20377352833747864,
    0.3908045291900635,
    0.2075471132993698,
    0.23529402911663055,
    0.4713374376296997,
    0.3139533996582031,
    0.5757573843002319,
    0.2695034444332123,
    0.3555554449558258,
    0.21428565680980682,
    0.22680403292179108,
    0.17283941805362701,
    0.47368407249450684,
    0.46829259395599365,
    0.4239630401134491,
    0.20134222507476807,
    0.30935242772102356,
    0.607999861240387,
    0.5754715800285339,
    0.5730992555618286,
    0.12154688686132431,
    0.5360823273658752,
    0.3516482412815094,
    0.3763439953327179,
    0.34343424439430237,
    0.725490152835846,
    0.3758388161659241,
    0.40659332275390625,
    0.37735840678215027,
    0.20242910087108612,
    0.2564101815223694,
    0.17358486354351044,
    0.3170730471611023,
    0.666666567325592,
    0.619289219379425,
    0.4622640609741211,
    0.5864660143852234,
    0.12972965836524963,
    0.3435581922531128,
    0.18478251993656158,
    0.6604650020599365,
    0.5686272978782654,
    0.2025315910577774,
    0.22119809687137604,
    0.28571417927742004,
    0.1393442153930664,
    0.255999892950058,
    0.7283235192298889,
    0.3899998664855957,
    0.25555548071861267,
    0.446808397769928,
    0.35443025827407837,
    0.30877184867858887,
    0.1729728877544403,
    0.38888880610466003,
    0.331707239151001,
    0.5192306637763977,
    0.17021270096302032,
    0.1990049034357071,
    0.574585497379303,
    0.4280441701412201,
    0.3152172863483429,
    0.299999862909317,
    0.10416660457849503,
    0.3841806650161743
   ],
   "time": 162.97096350882202,
   "param": [
    {
     "p": 0.08279566466808319,
     "m": 1.0
    },
    {
     "p": 0.033781591802835464,
     "m": 1.0
    },
    {
     "p": 0.08837531507015228,
     "m": 1.0
    },
    {
     "p": 0.08661854267120361,
     "m": 1.0
    },
    {
     "p": 0.08378369361162186,
     "m": 1.0
    },
    {
     "p": 0.04244549572467804,
     "m": 1.0
    },
    {
     "p": 0.09125901758670807,
     "m": 1.0
    },
    {
     "p": 0.09739946573972702,
     "m": 1.0
    },
    {
     "p": 0.07920599728822708,
     "m": 1.0
    },
    {
     "p": 0.053002551198005676,
     "m": 1.0
    },
    {
     "p": 0.0353933647274971,
     "m": 1.0
    },
    {
     "p": 0.09841211140155792,
     "m": 1.0
    },
    {
     "p": 0.09359582513570786,
     "m": 1.0
    },
    {
     "p": 0.03393125906586647,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 100,
   "train_loss": 3.429558515548706,
   "val_loss": 2.8981845378875732,
   "acc": 34.99,
   "f1": [
    0.6507176160812378,
    0.3765689730644226,
    0.30526304244995117,
    0.17171710729599,
    0.13714279234409332,
    0.24786315858364105,
    0.39301300048828125,
    0.39473670721054077,
    0.36226406693458557,
    0.39153432846069336,
    0.16883111000061035,
    0.24299058318138123,
    0.278787761926651,
    0.2564101815223694,
    0.17218534648418427,
    0.20168060064315796,
    0.33777767419815063,
    0.5344826579093933,
    0.3217390477657318,
    0.28272244334220886,
    0.5940592885017395,
    0.4903845191001892,
    0.31632643938064575,
    0.5824174284934998,
    0.6567163467407227,
    0.19905206561088562,
    0.262857049703598,
    0.21518979966640472,
    0.43093910813331604,
    0.2745097279548645,
    0.33548372983932495,
    0.3793102204799652,
    0.329268217086792,
    0.20270265638828278,
    0.28099164366722107,
    0.13065321743488312,
    0.35643553733825684,
    0.23529404401779175,
    0.23232315480709076,
    0.46391740441322327,
    0.2707422971725464,
    0.5345621109008789,
    0.2543351650238037,
    0.3282441794872284,
    0.24299058318138123,
    0.13513506948947906,
    0.22459883987903595,
    0.4788731336593628,
    0.40796008706092834,
    0.39843741059303284,
    0.22784802317619324,
    0.2765956223011017,
    0.5627704858779907,
    0.5971562266349792,
    0.44444435834884644,
    0.15028895437717438,
    0.5128204226493835,
    0.35978829860687256,
    0.3470318615436554,
    0.327868789434433,
    0.7216493487358093,
    0.41095879673957825,
    0.4085105359554291,
    0.34374991059303284,
    0.07692302018404007,
    0.262857049703598,
    0.09424077719449997,
    0.3351350426673889,
    0.6930691599845886,
    0.5321887135505676,
    0.4590162932872772,
    0.6048778891563416,
    0.08450698852539062,
    0.34224584698677063,
    0.13235288858413696,
    0.6407765746116638,
    0.5753422975540161,
    0.2403845638036728,
    0.21999992430210114,
    0.2589927613735199,
    0.1499999463558197,
    0.18320602178573608,
    0.6794257164001465,
    0.35294109582901,
    0.2555064857006073,
    0.35582810640335083,
    0.3999998867511749,
    0.3568074107170105,
    0.16289585828781128,
    0.3759397566318512,
    0.2783504128456116,
    0.48401811718940735,
    0.15053758025169373,
    0.2290075719356537,
    0.46979856491088867,
    0.4824119210243225,
    0.35193121433258057,
    0.2843136191368103,
    0.12716756761074066,
    0.31249991059303284
   ],
   "time": 162.63103924226016,
   "param": [
    {
     "p": 0.08364049345254898,
     "m": 1.0
    },
    {
     "p": 0.030334467068314552,
     "m": 1.0
    },
    {
     "p": 0.08449339121580124,
     "m": 1.0
    },
    {
     "p": 0.092885822057724,
     "m": 1.0
    },
    {
     "p": 0.09274783730506897,
     "m": 1.0
    },
    {
     "p": 0.03656904399394989,
     "m": 1.0
    },
    {
     "p": 0.10362500697374344,
     "m": 1.0
    },
    {
     "p": 0.09171336889266968,
     "m": 1.0
    },
    {
     "p": 0.06782720983028412,
     "m": 1.0
    },
    {
     "p": 0.05716507136821747,
     "m": 1.0
    },
    {
     "p": 0.0474415086209774,
     "m": 1.0
    },
    {
     "p": 0.08935932070016861,
     "m": 1.0
    },
    {
     "p": 0.0896734818816185,
     "m": 1.0
    },
    {
     "p": 0.03252393752336502,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 101,
   "train_loss": 3.8271901607513428,
   "val_loss": 3.1141343116760254,
   "acc": 35.22,
   "f1": [
    0.5599998831748962,
    0.4066389203071594,
    0.2830187678337097,
    0.239999920129776,
    0.12643671035766602,
    0.31325292587280273,
    0.4018690288066864,
    0.38497641682624817,
    0.3269961178302765,
    0.3771928548812866,
    0.16666659712791443,
    0.25274714827537537,
    0.29268285632133484,
    0.29906532168388367,
    0.17964066565036774,
    0.1990949511528015,
    0.30851057171821594,
    0.5454543828964233,
    0.3885713219642639,
    0.23376618325710297,
    0.5648146867752075,
    0.4927534759044647,
    0.28571420907974243,
    0.5798815488815308,
    0.5853657722473145,
    0.2424241602420807,
    0.24505920708179474,
    0.18848159909248352,
    0.37426888942718506,
    0.30952370166778564,
    0.3756905198097229,
    0.3367346227169037,
    0.3111110329627991,
    0.3148147463798523,
    0.29126206040382385,
    0.15228420495986938,
    0.4210525155067444,
    0.206060528755188,
    0.22857138514518738,
    0.41717782616615295,
    0.33913031220436096,
    0.6236557960510254,
    0.3316582143306732,
    0.3494423031806946,
    0.19762840867042542,
    0.17241372168064117,
    0.1775147169828415,
    0.5125626921653748,
    0.4631577730178833,
    0.43956032395362854,
    0.18421046435832977,
    0.2909089922904968,
    0.6118720173835754,
    0.623255729675293,
    0.5463413596153259,
    0.18064509332180023,
    0.5087717771530151,
    0.34716975688934326,
    0.37499991059303284,
    0.28742504119873047,
    0.7452828288078308,
    0.43999987840652466,
    0.4230768084526062,
    0.3314915895462036,
    0.09090903401374817,
    0.238805890083313,
    0.15151509642601013,
    0.2727271318435669,
    0.6497888565063477,
    0.5833332538604736,
    0.37908485531806946,
    0.6328123807907104,
    0.12499994039535522,
    0.35573115944862366,
    0.19913412630558014,
    0.5936071872711182,
    0.603550136089325,
    0.1868131160736084,
    0.21468918025493622,
    0.2576685845851898,
    0.14285707473754883,
    0.2713567018508911,
    0.7076921463012695,
    0.3540668785572052,
    0.26666656136512756,
    0.3592813014984131,
    0.43518510460853577,
    0.39560428261756897,
    0.14479632675647736,
    0.4050632119178772,
    0.29032251238822937,
    0.49999988079071045,
    0.1869158148765564,
    0.239999920129776,
    0.6178008913993835,
    0.44776105880737305,
    0.25352105498313904,
    0.3135133981704712,
    0.16216211020946503,
    0.30769217014312744
   ],
   "time": 161.7845131997019,
   "param": [
    {
     "p": 0.09359171241521835,
     "m": 1.0
    },
    {
     "p": 0.030459068715572357,
     "m": 1.0
    },
    {
     "p": 0.09365851432085037,
     "m": 1.0
    },
    {
     "p": 0.10200371593236923,
     "m": 1.0
    },
    {
     "p": 0.07597658038139343,
     "m": 1.0
    },
    {
     "p": 0.04192497208714485,
     "m": 1.0
    },
    {
     "p": 0.09302769601345062,
     "m": 1.0
    },
    {
     "p": 0.10367952287197113,
     "m": 1.0
    },
    {
     "p": 0.06988148391246796,
     "m": 1.0
    },
    {
     "p": 0.04405074566602707,
     "m": 1.0
    },
    {
     "p": 0.03741680085659027,
     "m": 1.0
    },
    {
     "p": 0.09240993857383728,
     "m": 1.0
    },
    {
     "p": 0.0860259011387825,
     "m": 1.0
    },
    {
     "p": 0.03589337319135666,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 102,
   "train_loss": 3.1148123741149902,
   "val_loss": 3.046084403991699,
   "acc": 35.28,
   "f1": [
    0.6442306041717529,
    0.372548907995224,
    0.33532923460006714,
    0.2378377616405487,
    0.13402055203914642,
    0.28244268894195557,
    0.44943806529045105,
    0.3692306876182556,
    0.32432425022125244,
    0.43373486399650574,
    0.10126575827598572,
    0.2584269046783447,
    0.29896897077560425,
    0.1970442682504654,
    0.22222214937210083,
    0.20338976383209229,
    0.318471223115921,
    0.4766353964805603,
    0.3248729705810547,
    0.28363627195358276,
    0.5975608825683594,
    0.4647301733493805,
    0.3141360282897949,
    0.5495494604110718,
    0.5748030543327332,
    0.1647058129310608,
    0.25906726717948914,
    0.21830980479717255,
    0.44670039415359497,
    0.3522725999355316,
    0.3628317713737488,
    0.35714274644851685,
    0.3119265139102936,
    0.3431371748447418,
    0.27329182624816895,
    0.1725887656211853,
    0.3522725999355316,
    0.23744283616542816,
    0.22058817744255066,
    0.4785274565219879,
    0.33497530221939087,
    0.5940592885017395,
    0.28571417927742004,
    0.3374999165534973,
    0.1854303926229477,
    0.20134222507476807,
    0.22093015909194946,
    0.4745761752128601,
    0.4277455508708954,
    0.42253509163856506,
    0.2741115987300873,
    0.3157893717288971,
    0.5791853666305542,
    0.5887848734855652,
    0.528846025466919,
    0.10588229447603226,
    0.4705880880355835,
    0.3692306876182556,
    0.32452818751335144,
    0.2830187678337097,
    0.7346937656402588,
    0.4499998986721039,
    0.3999998867511749,
    0.33606547117233276,
    0.16243648529052734,
    0.2793295085430145,
    0.18110232055187225,
    0.31623923778533936,
    0.6930691599845886,
    0.5876287817955017,
    0.4342104196548462,
    0.6476188898086548,
    0.08490559458732605,
    0.37185919284820557,
    0.19459453225135803,
    0.662983238697052,
    0.587155818939209,
    0.17021268606185913,
    0.1951218843460083,
    0.26666656136512756,
    0.15686269104480743,
    0.28272244334220886,
    0.7243241667747498,
    0.37735840678215027,
    0.22929932177066803,
    0.4083768427371979,
    0.38578668236732483,
    0.36714968085289,
    0.17194563150405884,
    0.37864065170288086,
    0.30769219994544983,
    0.5052630305290222,
    0.20930226147174835,
    0.19230762124061584,
    0.5277776718139648,
    0.4155843257904053,
    0.32835814356803894,
    0.3090128004550934,
    0.13829779624938965,
    0.34224584698677063
   ],
   "time": 162.69935098476708,
   "param": [
    {
     "p": 0.09137512743473053,
     "m": 1.0
    },
    {
     "p": 0.033150266855955124,
     "m": 1.0
    },
    {
     "p": 0.09070154279470444,
     "m": 1.0
    },
    {
     "p": 0.09728552401065826,
     "m": 1.0
    },
    {
     "p": 0.08966035395860672,
     "m": 1.0
    },
    {
     "p": 0.046913031488657,
     "m": 1.0
    },
    {
     "p": 0.08868018537759781,
     "m": 1.0
    },
    {
     "p": 0.09283943474292755,
     "m": 1.0
    },
    {
     "p": 0.06495954096317291,
     "m": 1.0
    },
    {
     "p": 0.04746435210108757,
     "m": 1.0
    },
    {
     "p": 0.04024365544319153,
     "m": 1.0
    },
    {
     "p": 0.09086468070745468,
     "m": 1.0
    },
    {
     "p": 0.09264492988586426,
     "m": 1.0
    },
    {
     "p": 0.033217329531908035,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 103,
   "train_loss": 3.328673839569092,
   "val_loss": 2.942781448364258,
   "acc": 35.01,
   "f1": [
    0.6422017216682434,
    0.3383083641529083,
    0.3057323694229126,
    0.3096773326396942,
    0.08633087575435638,
    0.2424241602420807,
    0.45555540919303894,
    0.3804876506328583,
    0.2931033670902252,
    0.43930622935295105,
    0.15602830052375793,
    0.2660549581050873,
    0.34817805886268616,
    0.24742262065410614,
    0.20388342440128326,
    0.23115570843219757,
    0.30555546283721924,
    0.4623654782772064,
    0.3350784480571747,
    0.30701744556427,
    0.6288658380508423,
    0.4858298599720001,
    0.299465149641037,
    0.5979380011558533,
    0.5853657722473145,
    0.21323524415493011,
    0.21590900421142578,
    0.24999994039535522,
    0.3421051502227783,
    0.2685184180736542,
    0.38578668236732483,
    0.3026314675807953,
    0.31372541189193726,
    0.33333322405815125,
    0.29213473200798035,
    0.20074345171451569,
    0.33492809534072876,
    0.23414628207683563,
    0.28999990224838257,
    0.4947367310523987,
    0.34343424439430237,
    0.6043955087661743,
    0.2980768382549286,
    0.3414632976055145,
    0.1990049034357071,
    0.16666661202907562,
    0.11842100322246552,
    0.5148513317108154,
    0.39826828241348267,
    0.37288129329681396,
    0.1438848376274109,
    0.24615377187728882,
    0.5787232518196106,
    0.5943394899368286,
    0.5244443416595459,
    0.14193542301654816,
    0.47787603735923767,
    0.346320241689682,
    0.3636362552642822,
    0.3285022974014282,
    0.7181816697120667,
    0.3979056477546692,
    0.445652037858963,
    0.36956506967544556,
    0.14285707473754883,
    0.239999920129776,
    0.14893612265586853,
    0.3314284682273865,
    0.715908944606781,
    0.5789472460746765,
    0.43979042768478394,
    0.619289219379425,
    0.07407400757074356,
    0.3827749788761139,
    0.1497325599193573,
    0.6244342923164368,
    0.5771142840385437,
    0.2404370754957199,
    0.20487797260284424,
    0.27999991178512573,
    0.16494840383529663,
    0.2735848128795624,
    0.6910993456840515,
    0.33128824830055237,
    0.27433618903160095,
    0.36482077836990356,
    0.39676105976104736,
    0.31730762124061584,
    0.07575751841068268,
    0.3448275029659271,
    0.246575266122818,
    0.45833322405815125,
    0.1449274718761444,
    0.18719203770160675,
    0.535353422164917,
    0.4411763548851013,
    0.28220847249031067,
    0.31730762124061584,
    0.08465602248907089,
    0.2790696918964386
   ],
   "time": 163.8817783249542,
   "param": [
    {
     "p": 0.08694913983345032,
     "m": 1.0
    },
    {
     "p": 0.03419593721628189,
     "m": 1.0
    },
    {
     "p": 0.0885825976729393,
     "m": 1.0
    },
    {
     "p": 0.08736331760883331,
     "m": 1.0
    },
    {
     "p": 0.08474036306142807,
     "m": 1.0
    },
    {
     "p": 0.047648463398218155,
     "m": 1.0
    },
    {
     "p": 0.0942675769329071,
     "m": 1.0
    },
    {
     "p": 0.08381100744009018,
     "m": 1.0
    },
    {
     "p": 0.06659170240163803,
     "m": 1.0
    },
    {
     "p": 0.046802498400211334,
     "m": 1.0
    },
    {
     "p": 0.04850204661488533,
     "m": 1.0
    },
    {
     "p": 0.09788325428962708,
     "m": 1.0
    },
    {
     "p": 0.09097649902105331,
     "m": 1.0
    },
    {
     "p": 0.04168561473488808,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 104,
   "train_loss": 4.068111896514893,
   "val_loss": 2.8496391773223877,
   "acc": 35.2,
   "f1": [
    0.6268655061721802,
    0.35658904910087585,
    0.3276835083961487,
    0.2545453906059265,
    0.11180117726325989,
    0.23859642446041107,
    0.37885454297065735,
    0.38043469190597534,
    0.3148147463798523,
    0.4331209361553192,
    0.24324317276477814,
    0.20809243619441986,
    0.3583814203739166,
    0.2713567018508911,
    0.20512813329696655,
    0.18633535504341125,
    0.32214754819869995,
    0.5120771527290344,
    0.31067952513694763,
    0.2886596620082855,
    0.5961536765098572,
    0.5133689045906067,
    0.31999990344047546,
    0.5135133862495422,
    0.6701569557189941,
    0.2037036269903183,
    0.2165604531764984,
    0.20080316066741943,
    0.45263150334358215,
    0.2983424663543701,
    0.3628317713737488,
    0.3459458649158478,
    0.3566878139972687,
    0.2883720099925995,
    0.3032785952091217,
    0.20118334889411926,
    0.35398221015930176,
    0.18421044945716858,
    0.2547169029712677,
    0.48421040177345276,
    0.3208555281162262,
    0.562211811542511,
    0.3148147463798523,
    0.3755457401275635,
    0.19230762124061584,
    0.20320846140384674,
    0.18274106085300446,
    0.4954127371311188,
    0.41739121079444885,
    0.3979056477546692,
    0.1749999076128006,
    0.27205872535705566,
    0.5454544425010681,
    0.5677964687347412,
    0.5056177973747253,
    0.1639343500137329,
    0.5050503611564636,
    0.3502824008464813,
    0.4041449725627899,
    0.31279608607292175,
    0.7093595266342163,
    0.44047608971595764,
    0.42931926250457764,
    0.32195112109184265,
    0.19920313358306885,
    0.23170723021030426,
    0.08108101785182953,
    0.19999991357326508,
    0.5985400676727295,
    0.6052630543708801,
    0.4111110270023346,
    0.6292133331298828,
    0.07633582502603531,
    0.36792439222335815,
    0.15023468434810638,
    0.6034481525421143,
    0.5588234066963196,
    0.22608689963817596,
    0.23188398778438568,
    0.278787761926651,
    0.14201176166534424,
    0.20987647771835327,
    0.7395831346511841,
    0.3487178385257721,
    0.26262614130973816,
    0.3720929026603699,
    0.4052862524986267,
    0.41052618622779846,
    0.15662643313407898,
    0.3133902847766876,
    0.2397259622812271,
    0.46351921558380127,
    0.22009563446044922,
    0.210526242852211,
    0.579234778881073,
    0.439655065536499,
    0.32258057594299316,
    0.28782278299331665,
    0.14358967542648315,
    0.30065348744392395
   ],
   "time": 160.90252351667732,
   "param": [
    {
     "p": 0.08688075095415115,
     "m": 1.0
    },
    {
     "p": 0.0322740264236927,
     "m": 1.0
    },
    {
     "p": 0.08601930737495422,
     "m": 1.0
    },
    {
     "p": 0.09682799875736237,
     "m": 1.0
    },
    {
     "p": 0.08573172986507416,
     "m": 1.0
    },
    {
     "p": 0.048800673335790634,
     "m": 1.0
    },
    {
     "p": 0.08809171617031097,
     "m": 1.0
    },
    {
     "p": 0.08733595907688141,
     "m": 1.0
    },
    {
     "p": 0.06972114741802216,
     "m": 1.0
    },
    {
     "p": 0.04725084453821182,
     "m": 1.0
    },
    {
     "p": 0.050315070897340775,
     "m": 1.0
    },
    {
     "p": 0.08953582495450974,
     "m": 1.0
    },
    {
     "p": 0.09254508465528488,
     "m": 1.0
    },
    {
     "p": 0.038669805973768234,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 105,
   "train_loss": 3.257601022720337,
   "val_loss": 2.7934441566467285,
   "acc": 35.04,
   "f1": [
    0.617283821105957,
    0.3855420649051666,
    0.331707239151001,
    0.262857049703598,
    0.19636358320713043,
    0.23728805780410767,
    0.3878786563873291,
    0.4150942265987396,
    0.30418241024017334,
    0.43786972761154175,
    0.12565438449382782,
    0.23788540065288544,
    0.33684200048446655,
    0.2655600905418396,
    0.19101116061210632,
    0.22480614483356476,
    0.2999998927116394,
    0.5277776718139648,
    0.31428563594818115,
    0.32584258913993835,
    0.5688071846961975,
    0.4729062616825104,
    0.29813653230667114,
    0.442952960729599,
    0.5916665196418762,
    0.23584897816181183,
    0.26993855834007263,
    0.1990949511528015,
    0.42857128381729126,
    0.2622949779033661,
    0.37614670395851135,
    0.33802807331085205,
    0.3157893717288971,
    0.2673795819282532,
    0.28965505957603455,
    0.15228420495986938,
    0.2941175699234009,
    0.20930226147174835,
    0.23853203654289246,
    0.4705880880355835,
    0.36871495842933655,
    0.6030149459838867,
    0.32432422041893005,
    0.33823519945144653,
    0.2099999338388443,
    0.2116401493549347,
    0.1696968972682953,
    0.5050503611564636,
    0.44599294662475586,
    0.4170211851596832,
    0.21782170236110687,
    0.30769219994544983,
    0.5757575035095215,
    0.6439023613929749,
    0.5234374403953552,
    0.165217325091362,
    0.47470811009407043,
    0.346666544675827,
    0.3703702688217163,
    0.2807016372680664,
    0.6877826452255249,
    0.46575334668159485,
    0.44559577107429504,
    0.3318776488304138,
    0.19138747453689575,
    0.22727267444133759,
    0.10457510501146317,
    0.22666659951210022,
    0.6080584526062012,
    0.5829595327377319,
    0.41884803771972656,
    0.6278025507926941,
    0.1405404806137085,
    0.36714968085289,
    0.16113737225532532,
    0.639593780040741,
    0.5837836861610413,
    0.19393931329250336,
    0.13235288858413696,
    0.2529643774032593,
    0.15555550158023834,
    0.2456139326095581,
    0.6636770367622375,
    0.3151514232158661,
    0.22352932393550873,
    0.3739129900932312,
    0.3402060866355896,
    0.36123335361480713,
    0.1810344010591507,
    0.39805811643600464,
    0.278026819229126,
    0.44571414589881897,
    0.19875767827033997,
    0.16993455588817596,
    0.5573769211769104,
    0.4656083285808563,
    0.30588221549987793,
    0.309278279542923,
    0.15730330348014832,
    0.3121386468410492
   ],
   "time": 160.82562592532486,
   "param": [
    {
     "p": 0.08640799671411514,
     "m": 1.0
    },
    {
     "p": 0.028750630095601082,
     "m": 1.0
    },
    {
     "p": 0.0939616709947586,
     "m": 1.0
    },
    {
     "p": 0.0867132693529129,
     "m": 1.0
    },
    {
     "p": 0.08086655288934708,
     "m": 1.0
    },
    {
     "p": 0.04947468265891075,
     "m": 1.0
    },
    {
     "p": 0.09116167575120926,
     "m": 1.0
    },
    {
     "p": 0.09383648633956909,
     "m": 1.0
    },
    {
     "p": 0.061379872262477875,
     "m": 1.0
    },
    {
     "p": 0.04814394190907478,
     "m": 1.0
    },
    {
     "p": 0.04758542403578758,
     "m": 1.0
    },
    {
     "p": 0.0942198634147644,
     "m": 1.0
    },
    {
     "p": 0.10312266647815704,
     "m": 1.0
    },
    {
     "p": 0.03437522426247597,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 106,
   "train_loss": 3.146918773651123,
   "val_loss": 3.0946316719055176,
   "acc": 35.15,
   "f1": [
    0.6489360928535461,
    0.42512065172195435,
    0.33502528071403503,
    0.22222216427326202,
    0.11718744784593582,
    0.2598424553871155,
    0.40677958726882935,
    0.4096384644508362,
    0.3369564116001129,
    0.48837196826934814,
    0.2127658873796463,
    0.18652844429016113,
    0.3166666030883789,
    0.24999991059303284,
    0.19393931329250336,
    0.20430098474025726,
    0.3783782720565796,
    0.47619035840034485,
    0.24999991059303284,
    0.28571417927742004,
    0.6091369390487671,
    0.5377357006072998,
    0.3389829397201538,
    0.5700481534004211,
    0.653465211391449,
    0.18274106085300446,
    0.2434781938791275,
    0.22018341720104218,
    0.4313724637031555,
    0.3157893717288971,
    0.3948496878147125,
    0.3798881769180298,
    0.2962961792945862,
    0.30555546283721924,
    0.31372541189193726,
    0.18378373980522156,
    0.3013697862625122,
    0.1846153438091278,
    0.1499999314546585,
    0.5106381177902222,
    0.291139155626297,
    0.4773661196231842,
    0.28999990224838257,
    0.2537633776664734,
    0.12716756761074066,
    0.21978014707565308,
    0.21621613204479218,
    0.49599987268447876,
    0.4930231273174286,
    0.3934425115585327,
    0.21374039351940155,
    0.2933332622051239,
    0.5221238136291504,
    0.5681816935539246,
    0.5111110210418701,
    0.13559316098690033,
    0.48913031816482544,
    0.36607131361961365,
    0.3882351815700531,
    0.3013697862625122,
    0.6844443082809448,
    0.43636354804039,
    0.44808733463287354,
    0.3627450466156006,
    0.123287633061409,
    0.24786315858364105,
    0.17840369045734406,
    0.3316582143306732,
    0.6724889278411865,
    0.5806450843811035,
    0.45106372237205505,
    0.6350710391998291,
    0.10144922137260437,
    0.4086955785751343,
    0.18713442981243134,
    0.6280191540718079,
    0.6073297262191772,
    0.17391297221183777,
    0.23788540065288544,
    0.26804113388061523,
    0.1360543668270111,
    0.2739725410938263,
    0.6851851344108582,
    0.3369564116001129,
    0.22352932393550873,
    0.4137929677963257,
    0.39655160903930664,
    0.3157893717288971,
    0.165517196059227,
    0.3486841320991516,
    0.2702701687812805,
    0.5263156890869141,
    0.1558440923690796,
    0.2181817591190338,
    0.5384613871574402,
    0.44670039415359497,
    0.27329182624816895,
    0.3908045291900635,
    0.12578611075878143,
    0.26153838634490967
   ],
   "time": 162.53450121730566,
   "param": [
    {
     "p": 0.08918512612581253,
     "m": 1.0
    },
    {
     "p": 0.03238386660814285,
     "m": 1.0
    },
    {
     "p": 0.08321502804756165,
     "m": 1.0
    },
    {
     "p": 0.107194684445858,
     "m": 1.0
    },
    {
     "p": 0.08762917667627335,
     "m": 1.0
    },
    {
     "p": 0.05182867869734764,
     "m": 1.0
    },
    {
     "p": 0.09244351089000702,
     "m": 1.0
    },
    {
     "p": 0.0888635590672493,
     "m": 1.0
    },
    {
     "p": 0.07414638996124268,
     "m": 1.0
    },
    {
     "p": 0.05173259973526001,
     "m": 1.0
    },
    {
     "p": 0.04471465200185776,
     "m": 1.0
    },
    {
     "p": 0.07719890773296356,
     "m": 1.0
    },
    {
     "p": 0.08178744465112686,
     "m": 1.0
    },
    {
     "p": 0.03767643868923187,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 107,
   "train_loss": 4.114902496337891,
   "val_loss": 2.9758641719818115,
   "acc": 35.03,
   "f1": [
    0.6091369390487671,
    0.3783782720565796,
    0.327868789434433,
    0.2578124403953552,
    0.14545448124408722,
    0.206060528755188,
    0.3592813014984131,
    0.3846152722835541,
    0.27831709384918213,
    0.41891881823539734,
    0.16774186491966248,
    0.26415085792541504,
    0.3444443643093109,
    0.24137921631336212,
    0.2233501821756363,
    0.21296289563179016,
    0.30331745743751526,
    0.4694834351539612,
    0.27631568908691406,
    0.21301770210266113,
    0.5863873362541199,
    0.5361700654029846,
    0.30303022265434265,
    0.563535749912262,
    0.6327682137489319,
    0.20895515382289886,
    0.25316447019577026,
    0.23102305829524994,
    0.42285704612731934,
    0.28048771619796753,
    0.40206170082092285,
    0.38157883286476135,
    0.32369929552078247,
    0.34024888277053833,
    0.24025969207286835,
    0.18749994039535522,
    0.37426888942718506,
    0.1957446187734604,
    0.18285706639289856,
    0.4914284646511078,
    0.31999990344047546,
    0.5549736618995667,
    0.2642856538295746,
    0.3428570628166199,
    0.20359273254871368,
    0.239999920129776,
    0.20833326876163483,
    0.5056602954864502,
    0.38775497674942017,
    0.3798881769180298,
    0.21495321393013,
    0.28813549876213074,
    0.5276594758033752,
    0.5887848734855652,
    0.5089284181594849,
    0.16184966266155243,
    0.5728641748428345,
    0.3837208151817322,
    0.33802807331085205,
    0.2721087336540222,
    0.6923075318336487,
    0.38490554690361023,
    0.4474884569644928,
    0.37999987602233887,
    0.22471901774406433,
    0.262857049703598,
    0.2244897186756134,
    0.3043477535247803,
    0.7115383744239807,
    0.5607475638389587,
    0.3878325819969177,
    0.6146340370178223,
    0.09448814392089844,
    0.30952370166778564,
    0.22115376591682434,
    0.6162160634994507,
    0.5800864696502686,
    0.18633535504341125,
    0.23255807161331177,
    0.23204411566257477,
    0.1401868611574173,
    0.2786068916320801,
    0.704761803150177,
    0.2676055133342743,
    0.1985815018415451,
    0.36585354804992676,
    0.382978618144989,
    0.3032785952091217,
    0.13818176090717316,
    0.42156851291656494,
    0.31746023893356323,
    0.47747737169265747,
    0.19277101755142212,
    0.17435890436172485,
    0.5377357006072998,
    0.4463517963886261,
    0.30674833059310913,
    0.3428570628166199,
    0.11180117726325989,
    0.38139525055885315
   ],
   "time": 160.98263941332698,
   "param": [
    {
     "p": 0.08918213099241257,
     "m": 1.0
    },
    {
     "p": 0.029553337022662163,
     "m": 1.0
    },
    {
     "p": 0.08661182969808578,
     "m": 1.0
    },
    {
     "p": 0.08874158561229706,
     "m": 1.0
    },
    {
     "p": 0.08751217275857925,
     "m": 1.0
    },
    {
     "p": 0.05451023578643799,
     "m": 1.0
    },
    {
     "p": 0.09549198299646378,
     "m": 1.0
    },
    {
     "p": 0.10420384258031845,
     "m": 1.0
    },
    {
     "p": 0.0629810094833374,
     "m": 1.0
    },
    {
     "p": 0.047470010817050934,
     "m": 1.0
    },
    {
     "p": 0.03726229444146156,
     "m": 1.0
    },
    {
     "p": 0.08629778027534485,
     "m": 1.0
    },
    {
     "p": 0.09005303680896759,
     "m": 1.0
    },
    {
     "p": 0.04012865200638771,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 108,
   "train_loss": 3.646810531616211,
   "val_loss": 2.8257832527160645,
   "acc": 35.03,
   "f1": [
    0.6439023613929749,
    0.367346853017807,
    0.35675665736198425,
    0.238805890083313,
    0.1061946302652359,
    0.2613064646720886,
    0.43216070532798767,
    0.33492809534072876,
    0.30051806569099426,
    0.4530385434627533,
    0.09090903401374817,
    0.29714274406433105,
    0.34042540192604065,
    0.2099999338388443,
    0.2127659022808075,
    0.1748633086681366,
    0.358024537563324,
    0.47619035840034485,
    0.3043477535247803,
    0.3171805441379547,
    0.5555554032325745,
    0.5037593245506287,
    0.3157894015312195,
    0.48809507489204407,
    0.6222221255302429,
    0.1725887656211853,
    0.25125616788864136,
    0.18867920339107513,
    0.40692633390426636,
    0.28571420907974243,
    0.37864065170288086,
    0.36180898547172546,
    0.2901553809642792,
    0.32222211360931396,
    0.2798634171485901,
    0.17021268606185913,
    0.36686381697654724,
    0.23214277625083923,
    0.20858889818191528,
    0.45871543884277344,
    0.28571417927742004,
    0.5272725820541382,
    0.29665064811706543,
    0.334727942943573,
    0.22222214937210083,
    0.17460311949253082,
    0.17333325743675232,
    0.44673532247543335,
    0.3820223808288574,
    0.39215680956840515,
    0.239999920129776,
    0.2887699604034424,
    0.5121950507164001,
    0.587155818939209,
    0.524590015411377,
    0.123287633061409,
    0.4933919608592987,
    0.38043469190597534,
    0.37288129329681396,
    0.30051806569099426,
    0.7263681292533875,
    0.3975902497768402,
    0.4466018080711365,
    0.3374998867511749,
    0.10344821214675903,
    0.24761897325515747,
    0.12149526178836823,
    0.3170730471611023,
    0.7462685704231262,
    0.5876287817955017,
    0.4599998891353607,
    0.6062990427017212,
    0.1509433388710022,
    0.3398691415786743,
    0.20833326876163483,
    0.6099998950958252,
    0.5589519143104553,
    0.1717790812253952,
    0.2121211439371109,
    0.24390237033367157,
    0.1395348161458969,
    0.27799221873283386,
    0.7106597423553467,
    0.36158180236816406,
    0.20289847254753113,
    0.4180789887905121,
    0.35573115944862366,
    0.34999990463256836,
    0.1634240448474884,
    0.3663002848625183,
    0.26751580834388733,
    0.4907405972480774,
    0.2561575770378113,
    0.14606735110282898,
    0.5454544425010681,
    0.45871543884277344,
    0.2767294645309448,
    0.2954544723033905,
    0.12865489721298218,
    0.3566878139972687
   ],
   "time": 163.19406418129802,
   "param": [
    {
     "p": 0.09179393947124481,
     "m": 1.0
    },
    {
     "p": 0.03345656394958496,
     "m": 1.0
    },
    {
     "p": 0.08167149871587753,
     "m": 1.0
    },
    {
     "p": 0.08368561416864395,
     "m": 1.0
    },
    {
     "p": 0.08101625740528107,
     "m": 1.0
    },
    {
     "p": 0.05242161452770233,
     "m": 1.0
    },
    {
     "p": 0.07895845174789429,
     "m": 1.0
    },
    {
     "p": 0.09803568571805954,
     "m": 1.0
    },
    {
     "p": 0.07641585916280746,
     "m": 1.0
    },
    {
     "p": 0.053331080824136734,
     "m": 1.0
    },
    {
     "p": 0.049325499683618546,
     "m": 1.0
    },
    {
     "p": 0.08930777758359909,
     "m": 1.0
    },
    {
     "p": 0.0924442932009697,
     "m": 1.0
    },
    {
     "p": 0.03813600167632103,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 109,
   "train_loss": 3.471118688583374,
   "val_loss": 3.0319039821624756,
   "acc": 35.64,
   "f1": [
    0.6320753693580627,
    0.31999990344047546,
    0.37777766585350037,
    0.2906976044178009,
    0.11320747435092926,
    0.2901960015296936,
    0.4352940320968628,
    0.38251355290412903,
    0.34523800015449524,
    0.39195966720581055,
    0.18604646623134613,
    0.21198150515556335,
    0.36521732807159424,
    0.23529402911663055,
    0.20858889818191528,
    0.212290421128273,
    0.3657141625881195,
    0.492890864610672,
    0.3411763310432434,
    0.32599109411239624,
    0.5462554097175598,
    0.4579123854637146,
    0.2941175401210785,
    0.5743588209152222,
    0.6761903762817383,
    0.2256409376859665,
    0.28272244334220886,
    0.2783504128456116,
    0.44444429874420166,
    0.27433618903160095,
    0.39148926734924316,
    0.34101372957229614,
    0.33802807331085205,
    0.33333322405815125,
    0.27999991178512573,
    0.24422433972358704,
    0.3408070504665375,
    0.15624994039535522,
    0.2545453906059265,
    0.4780486822128296,
    0.3583814203739166,
    0.4978164732456207,
    0.3091786503791809,
    0.3601531684398651,
    0.18439710140228271,
    0.19999992847442627,
    0.15909084677696228,
    0.46808499097824097,
    0.4756755530834198,
    0.44776105880737305,
    0.21428564190864563,
    0.26373621821403503,
    0.5907171964645386,
    0.590908944606781,
    0.45833322405815125,
    0.1081080511212349,
    0.5445024967193604,
    0.3469386696815491,
    0.3440859317779541,
    0.3482586145401001,
    0.741463303565979,
    0.44047608971595764,
    0.4260353744029999,
    0.3648647665977478,
    0.19480513036251068,
    0.24999989569187164,
    0.15887843072414398,
    0.33333319425582886,
    0.7379677891731262,
    0.5462554097175598,
    0.4020099639892578,
    0.645502507686615,
    0.12834219634532928,
    0.39999985694885254,
    0.17391300201416016,
    0.6282721161842346,
    0.5439999103546143,
    0.18090447783470154,
    0.20883527398109436,
    0.2727271318435669,
    0.1333332657814026,
    0.2692306935787201,
    0.7234041690826416,
    0.2953019142150879,
    0.228260800242424,
    0.3999998867511749,
    0.30555546283721924,
    0.37130793929100037,
    0.16153839230537415,
    0.36690640449523926,
    0.28225794434547424,
    0.48044681549072266,
    0.1240309551358223,
    0.1898733526468277,
    0.5663716197013855,
    0.38271594047546387,
    0.27777770161628723,
    0.35416656732559204,
    0.12154688686132431,
    0.4262293577194214
   ],
   "time": 163.2821850311011,
   "param": [
    {
     "p": 0.08443284034729004,
     "m": 1.0
    },
    {
     "p": 0.0361289381980896,
     "m": 1.0
    },
    {
     "p": 0.09052487462759018,
     "m": 1.0
    },
    {
     "p": 0.07529070973396301,
     "m": 1.0
    },
    {
     "p": 0.09913712739944458,
     "m": 1.0
    },
    {
     "p": 0.05085105448961258,
     "m": 1.0
    },
    {
     "p": 0.08761770278215408,
     "m": 1.0
    },
    {
     "p": 0.09321948885917664,
     "m": 1.0
    },
    {
     "p": 0.06926099210977554,
     "m": 1.0
    },
    {
     "p": 0.057789165526628494,
     "m": 1.0
    },
    {
     "p": 0.04627406969666481,
     "m": 1.0
    },
    {
     "p": 0.08954684436321259,
     "m": 1.0
    },
    {
     "p": 0.08065527677536011,
     "m": 1.0
    },
    {
     "p": 0.03927086293697357,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 110,
   "train_loss": 3.609368324279785,
   "val_loss": 2.722379446029663,
   "acc": 35.07,
   "f1": [
    0.666666567325592,
    0.3290042281150818,
    0.33333322405815125,
    0.2659573554992676,
    0.10204074531793594,
    0.3049326539039612,
    0.4245808720588684,
    0.3478259742259979,
    0.3736262619495392,
    0.39252325892448425,
    0.13414627313613892,
    0.2872926890850067,
    0.30674833059310913,
    0.1971830427646637,
    0.2071712464094162,
    0.16149060428142548,
    0.3365383446216583,
    0.526829183101654,
    0.32365134358406067,
    0.2582780718803406,
    0.5631066560745239,
    0.4827585518360138,
    0.3275861144065857,
    0.5714284777641296,
    0.6526314616203308,
    0.19999994337558746,
    0.279411643743515,
    0.21548815071582794,
    0.4198893904685974,
    0.27722764015197754,
    0.34024888277053833,
    0.322274774312973,
    0.3253011107444763,
    0.30597007274627686,
    0.3152708411216736,
    0.18633535504341125,
    0.3473052978515625,
    0.2575106620788574,
    0.2762430012226105,
    0.5269460082054138,
    0.2972972095012665,
    0.49438196420669556,
    0.3102039694786072,
    0.28571417927742004,
    0.2176164984703064,
    0.20264311134815216,
    0.23188398778438568,
    0.47120407223701477,
    0.41346144676208496,
    0.4095236659049988,
    0.20430098474025726,
    0.28965505957603455,
    0.579591691493988,
    0.5922329425811768,
    0.5042734146118164,
    0.10638291388750076,
    0.5284972786903381,
    0.3999998867511749,
    0.33492809534072876,
    0.28742504119873047,
    0.7157893776893616,
    0.40764322876930237,
    0.4545453190803528,
    0.3502824008464813,
    0.21100911498069763,
    0.2702701687812805,
    0.12972965836524963,
    0.29437223076820374,
    0.652542233467102,
    0.5350876450538635,
    0.3783782720565796,
    0.580357015132904,
    0.10055860131978989,
    0.326315701007843,
    0.1694914698600769,
    0.6220094561576843,
    0.6229507327079773,
    0.17647051811218262,
    0.18079088628292084,
    0.2872926890850067,
    0.16279062628746033,
    0.2403845638036728,
    0.7192116975784302,
    0.31506839394569397,
    0.21874994039535522,
    0.3849371671676636,
    0.4086019992828369,
    0.34389129281044006,
    0.12499993294477463,
    0.35690221190452576,
    0.2873562276363373,
    0.4766837954521179,
    0.145695298910141,
    0.21463409066200256,
    0.5205478072166443,
    0.44559577107429504,
    0.306122362613678,
    0.32704389095306396,
    0.14965979754924774,
    0.36464083194732666
   ],
   "time": 160.56275349482894,
   "param": [
    {
     "p": 0.08577297627925873,
     "m": 1.0
    },
    {
     "p": 0.03156982362270355,
     "m": 1.0
    },
    {
     "p": 0.08995028585195541,
     "m": 1.0
    },
    {
     "p": 0.10560201108455658,
     "m": 1.0
    },
    {
     "p": 0.08556137979030609,
     "m": 1.0
    },
    {
     "p": 0.05100854113698006,
     "m": 1.0
    },
    {
     "p": 0.09059488028287888,
     "m": 1.0
    },
    {
     "p": 0.09046582877635956,
     "m": 1.0
    },
    {
     "p": 0.05517955869436264,
     "m": 1.0
    },
    {
     "p": 0.05917780473828316,
     "m": 1.0
    },
    {
     "p": 0.04542658105492592,
     "m": 1.0
    },
    {
     "p": 0.08731191605329514,
     "m": 1.0
    },
    {
     "p": 0.08436234295368195,
     "m": 1.0
    },
    {
     "p": 0.03801606222987175,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 111,
   "train_loss": 3.221973419189453,
   "val_loss": 2.8771207332611084,
   "acc": 35.02,
   "f1": [
    0.6458331942558289,
    0.3697478175163269,
    0.2771083414554596,
    0.25157222151756287,
    0.0928269475698471,
    0.22907482087612152,
    0.3431951701641083,
    0.3677128851413727,
    0.3152172863483429,
    0.39106133580207825,
    0.145695298910141,
    0.26881712675094604,
    0.3316582143306732,
    0.281406968832016,
    0.2211054563522339,
    0.1983470320701599,
    0.3703702688217163,
    0.5502644181251526,
    0.2944784462451935,
    0.19913412630558014,
    0.5803107619285583,
    0.49999988079071045,
    0.3786981403827667,
    0.5894736051559448,
    0.6930691599845886,
    0.2430938482284546,
    0.22018341720104218,
    0.20388342440128326,
    0.4085105359554291,
    0.25688064098358154,
    0.37450188398361206,
    0.2959999144077301,
    0.3313608467578888,
    0.29553258419036865,
    0.27631571888923645,
    0.16666659712791443,
    0.3636362850666046,
    0.18779337406158447,
    0.23913037776947021,
    0.4886362552642822,
    0.30999991297721863,
    0.6249998807907104,
    0.32142847776412964,
    0.36521732807159424,
    0.17813760042190552,
    0.22222213447093964,
    0.24418595433235168,
    0.5196077227592468,
    0.47474732995033264,
    0.4036695957183838,
    0.20512813329696655,
    0.3018867075443268,
    0.5480426549911499,
    0.6185566186904907,
    0.477272629737854,
    0.12422355264425278,
    0.47826072573661804,
    0.4077668786048889,
    0.32352936267852783,
    0.3118278682231903,
    0.6744184494018555,
    0.47474732995033264,
    0.4630540609359741,
    0.40268445014953613,
    0.1379309892654419,
    0.18934904038906097,
    0.11464963108301163,
    0.3265305161476135,
    0.7525771856307983,
    0.5333332419395447,
    0.43564343452453613,
    0.6037734746932983,
    0.16666661202907562,
    0.39548009634017944,
    0.213483065366745,
    0.6116504073143005,
    0.6067414879798889,
    0.19540224969387054,
    0.19999994337558746,
    0.2888887822628021,
    0.17877088487148285,
    0.23893800377845764,
    0.6764704585075378,
    0.3563217520713806,
    0.21582727134227753,
    0.41048023104667664,
    0.3523315489292145,
    0.38918909430503845,
    0.148837149143219,
    0.41474640369415283,
    0.30075180530548096,
    0.4672130346298218,
    0.18579228222370148,
    0.17073164880275726,
    0.556212842464447,
    0.4485980272293091,
    0.16058386862277985,
    0.2867382764816284,
    0.11214946955442429,
    0.3510637581348419
   ],
   "time": 162.8597161239013,
   "param": [
    {
     "p": 0.08248399198055267,
     "m": 1.0
    },
    {
     "p": 0.041353944689035416,
     "m": 1.0
    },
    {
     "p": 0.08368895202875137,
     "m": 1.0
    },
    {
     "p": 0.09808212518692017,
     "m": 1.0
    },
    {
     "p": 0.10089259594678879,
     "m": 1.0
    },
    {
     "p": 0.0568334124982357,
     "m": 1.0
    },
    {
     "p": 0.08351514488458633,
     "m": 1.0
    },
    {
     "p": 0.1011696308851242,
     "m": 1.0
    },
    {
     "p": 0.07132697105407715,
     "m": 1.0
    },
    {
     "p": 0.049682777374982834,
     "m": 1.0
    },
    {
     "p": 0.04221651330590248,
     "m": 1.0
    },
    {
     "p": 0.0834750384092331,
     "m": 1.0
    },
    {
     "p": 0.0667450875043869,
     "m": 1.0
    },
    {
     "p": 0.038533858954906464,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 112,
   "train_loss": 3.8694705963134766,
   "val_loss": 2.667912244796753,
   "acc": 34.64,
   "f1": [
    0.5433961153030396,
    0.34599146246910095,
    0.3351954519748688,
    0.22471901774406433,
    0.14876028895378113,
    0.2638888359069824,
    0.4242422878742218,
    0.3502824008464813,
    0.2983424663543701,
    0.46242761611938477,
    0.16981124877929688,
    0.2524271011352539,
    0.3111110329627991,
    0.24096375703811646,
    0.19444438815116882,
    0.20657269656658173,
    0.3139533996582031,
    0.4915253520011902,
    0.3931623101234436,
    0.23913034796714783,
    0.5812807083129883,
    0.48132768273353577,
    0.3065692186355591,
    0.5432096719741821,
    0.6068375110626221,
    0.17948710918426514,
    0.24896258115768433,
    0.19580411911010742,
    0.4410255253314972,
    0.3084576427936554,
    0.3882351815700531,
    0.32369929552078247,
    0.2914571762084961,
    0.2560974657535553,
    0.27649760246276855,
    0.17948710918426514,
    0.28476813435554504,
    0.2258063703775406,
    0.25961530208587646,
    0.438709557056427,
    0.3467741012573242,
    0.5773194432258606,
    0.2550334632396698,
    0.35955044627189636,
    0.20091316103935242,
    0.22377613186836243,
    0.22093015909194946,
    0.43442606925964355,
    0.4155843257904053,
    0.3383083641529083,
    0.1951218843460083,
    0.2845849096775055,
    0.5740739107131958,
    0.5671641230583191,
    0.5326085686683655,
    0.09950242191553116,
    0.529999852180481,
    0.3478259742259979,
    0.3555554449558258,
    0.291139155626297,
    0.688372015953064,
    0.4306218922138214,
    0.4615383446216583,
    0.32599109411239624,
    0.188888818025589,
    0.27428561449050903,
    0.14218004047870636,
    0.3068180978298187,
    0.6880732178688049,
    0.5206610560417175,
    0.4351463317871094,
    0.5119046568870544,
    0.11111104488372803,
    0.3444443643093109,
    0.19178076088428497,
    0.5990782380104065,
    0.5446807742118835,
    0.1746724247932434,
    0.19444438815116882,
    0.16993455588817596,
    0.1528661698102951,
    0.23076915740966797,
    0.7109003663063049,
    0.3566878139972687,
    0.1629629135131836,
    0.3478259742259979,
    0.3926939368247986,
    0.3861384987831116,
    0.13414627313613892,
    0.3657141625881195,
    0.30303022265434265,
    0.439655065536499,
    0.20720712840557098,
    0.22222214937210083,
    0.5326631665229797,
    0.43850257992744446,
    0.30046939849853516,
    0.2999999225139618,
    0.13664589822292328,
    0.37563440203666687
   ],
   "time": 161.88712573423982,
   "param": [
    {
     "p": 0.08693720400333405,
     "m": 1.0
    },
    {
     "p": 0.0395519845187664,
     "m": 1.0
    },
    {
     "p": 0.08535460382699966,
     "m": 1.0
    },
    {
     "p": 0.09813395887613297,
     "m": 1.0
    },
    {
     "p": 0.08739716559648514,
     "m": 1.0
    },
    {
     "p": 0.055736903101205826,
     "m": 1.0
    },
    {
     "p": 0.06572609394788742,
     "m": 1.0
    },
    {
     "p": 0.09377732127904892,
     "m": 1.0
    },
    {
     "p": 0.08241219073534012,
     "m": 1.0
    },
    {
     "p": 0.053419750183820724,
     "m": 1.0
    },
    {
     "p": 0.03888619318604469,
     "m": 1.0
    },
    {
     "p": 0.08038514852523804,
     "m": 1.0
    },
    {
     "p": 0.08664274215698242,
     "m": 1.0
    },
    {
     "p": 0.04563872888684273,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 113,
   "train_loss": 3.6832919120788574,
   "val_loss": 2.895902395248413,
   "acc": 34.61,
   "f1": [
    0.6178008913993835,
    0.4077668786048889,
    0.31428563594818115,
    0.24291490018367767,
    0.14285707473754883,
    0.17021270096302032,
    0.4311376214027405,
    0.40764322876930237,
    0.3473052978515625,
    0.4177214205265045,
    0.07692302018404007,
    0.21518979966640472,
    0.32432422041893005,
    0.25116273760795593,
    0.19480513036251068,
    0.2214021533727646,
    0.3348415493965149,
    0.506912350654602,
    0.33333325386047363,
    0.246575266122818,
    0.5906734466552734,
    0.45569613575935364,
    0.30674833059310913,
    0.6101693511009216,
    0.6826921701431274,
    0.17307688295841217,
    0.2692306935787201,
    0.2233501821756363,
    0.4745761454105377,
    0.2621358335018158,
    0.3467741012573242,
    0.29292917251586914,
    0.3373492956161499,
    0.2807016372680664,
    0.2999998927116394,
    0.13461533188819885,
    0.3575417995452881,
    0.2366863340139389,
    0.2127659022808075,
    0.4180789887905121,
    0.26136353611946106,
    0.48484838008880615,
    0.30999991297721863,
    0.368230938911438,
    0.23076917231082916,
    0.22317588329315186,
    0.23414628207683563,
    0.47808754444122314,
    0.4043320417404175,
    0.33333322405815125,
    0.19004517793655396,
    0.32599109411239624,
    0.5867767333984375,
    0.5662099123001099,
    0.4183672070503235,
    0.14746539294719696,
    0.5303866267204285,
    0.4102562665939331,
    0.3152708411216736,
    0.24516120553016663,
    0.7127658128738403,
    0.44705867767333984,
    0.43093910813331604,
    0.3999999165534973,
    0.17021270096302032,
    0.2256409376859665,
    0.06097555160522461,
    0.30303019285202026,
    0.7219511270523071,
    0.5344826579093933,
    0.38983041048049927,
    0.6446279287338257,
    0.09230764210224152,
    0.3272726535797119,
    0.1499999314546585,
    0.5853657722473145,
    0.6256982088088989,
    0.19047611951828003,
    0.20202015340328217,
    0.2682925760746002,
    0.11612897366285324,
    0.18978095054626465,
    0.6727271676063538,
    0.3271027207374573,
    0.26027390360832214,
    0.33128827810287476,
    0.3846152722835541,
    0.3908045291900635,
    0.13173647224903107,
    0.3981480300426483,
    0.28571420907974243,
    0.47004595398902893,
    0.1916166990995407,
    0.1747572273015976,
    0.5614033937454224,
    0.4352940320968628,
    0.2696628272533417,
    0.33179715275764465,
    0.13991764187812805,
    0.3522725999355316
   ],
   "time": 163.26711822487414,
   "param": [
    {
     "p": 0.07926531136035919,
     "m": 1.0
    },
    {
     "p": 0.0357515849173069,
     "m": 1.0
    },
    {
     "p": 0.0815829411149025,
     "m": 1.0
    },
    {
     "p": 0.08453364670276642,
     "m": 1.0
    },
    {
     "p": 0.08130151778459549,
     "m": 1.0
    },
    {
     "p": 0.057656753808259964,
     "m": 1.0
    },
    {
     "p": 0.09913917630910873,
     "m": 1.0
    },
    {
     "p": 0.0899965688586235,
     "m": 1.0
    },
    {
     "p": 0.07734186202287674,
     "m": 1.0
    },
    {
     "p": 0.054038140922784805,
     "m": 1.0
    },
    {
     "p": 0.05048456788063049,
     "m": 1.0
    },
    {
     "p": 0.08127851039171219,
     "m": 1.0
    },
    {
     "p": 0.08469223231077194,
     "m": 1.0
    },
    {
     "p": 0.04293714463710785,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 114,
   "train_loss": 3.1949315071105957,
   "val_loss": 3.0092811584472656,
   "acc": 35.26,
   "f1": [
    0.6557375192642212,
    0.39622631669044495,
    0.2769230008125305,
    0.24489788711071014,
    0.12621353566646576,
    0.24669595062732697,
    0.37681150436401367,
    0.3804876506328583,
    0.31067952513694763,
    0.4217686057090759,
    0.09022551029920578,
    0.2264150083065033,
    0.29885047674179077,
    0.24324318766593933,
    0.2488037496805191,
    0.17964066565036774,
    0.3657141625881195,
    0.5360823273658752,
    0.3568074107170105,
    0.28193822503089905,
    0.627906858921051,
    0.4832712709903717,
    0.30769217014312744,
    0.5979380011558533,
    0.5576207041740417,
    0.23728805780410767,
    0.2522521913051605,
    0.19999995827674866,
    0.502923846244812,
    0.29885047674179077,
    0.37185919284820557,
    0.366812139749527,
    0.3289472758769989,
    0.2564101815223694,
    0.30208322405815125,
    0.17204295098781586,
    0.3599999248981476,
    0.1977185755968094,
    0.25352105498313904,
    0.44311365485191345,
    0.35416656732559204,
    0.5020574927330017,
    0.2739725410938263,
    0.33427757024765015,
    0.23913034796714783,
    0.17610056698322296,
    0.1494252234697342,
    0.46231144666671753,
    0.46632111072540283,
    0.3692306876182556,
    0.10687018185853958,
    0.26315784454345703,
    0.607999861240387,
    0.5771142840385437,
    0.5410627126693726,
    0.12440184503793716,
    0.5198236703872681,
    0.3493974804878235,
    0.3557691276073456,
    0.27814561128616333,
    0.705357015132904,
    0.4324323236942291,
    0.46153831481933594,
    0.37499991059303284,
    0.15686267614364624,
    0.24390234053134918,
    0.1789472997188568,
    0.31818172335624695,
    0.6307052373886108,
    0.5526314973831177,
    0.46788978576660156,
    0.6051281094551086,
    0.13284127414226532,
    0.36144572496414185,
    0.1896551102399826,
    0.595419704914093,
    0.5632182359695435,
    0.16597503423690796,
    0.24390234053134918,
    0.26666656136512756,
    0.12745091319084167,
    0.2685184180736542,
    0.6899562478065491,
    0.36123335361480713,
    0.19999994337558746,
    0.37984487414360046,
    0.37288129329681396,
    0.35582810640335083,
    0.119999960064888,
    0.3933332860469818,
    0.2790696620941162,
    0.4474884569644928,
    0.1550387144088745,
    0.18999992311000824,
    0.5462961196899414,
    0.4385963976383209,
    0.3184078335762024,
    0.3300969898700714,
    0.1445782482624054,
    0.3469386696815491
   ],
   "time": 161.57276604883373,
   "param": [
    {
     "p": 0.09298492968082428,
     "m": 1.0
    },
    {
     "p": 0.03313605859875679,
     "m": 1.0
    },
    {
     "p": 0.10180593281984329,
     "m": 1.0
    },
    {
     "p": 0.09505012631416321,
     "m": 1.0
    },
    {
     "p": 0.08489329367876053,
     "m": 1.0
    },
    {
     "p": 0.04848349466919899,
     "m": 1.0
    },
    {
     "p": 0.08500063419342041,
     "m": 1.0
    },
    {
     "p": 0.0736391693353653,
     "m": 1.0
    },
    {
     "p": 0.06669745594263077,
     "m": 1.0
    },
    {
     "p": 0.054866693913936615,
     "m": 1.0
    },
    {
     "p": 0.04865402355790138,
     "m": 1.0
    },
    {
     "p": 0.09302616864442825,
     "m": 1.0
    },
    {
     "p": 0.08725901693105698,
     "m": 1.0
    },
    {
     "p": 0.03450307622551918,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 115,
   "train_loss": 3.4450912475585938,
   "val_loss": 2.7684154510498047,
   "acc": 35.46,
   "f1": [
    0.6502462029457092,
    0.35294109582901,
    0.3111110329627991,
    0.28758159279823303,
    0.11055269837379456,
    0.2992125153541565,
    0.4311376214027405,
    0.41666656732559204,
    0.3070864975452423,
    0.3939392864704132,
    0.18064509332180023,
    0.2613064646720886,
    0.3474177420139313,
    0.2524271011352539,
    0.2244897186756134,
    0.16049376130104065,
    0.3186812400817871,
    0.4873095452785492,
    0.35398221015930176,
    0.3157893717288971,
    0.5462961196899414,
    0.5320196151733398,
    0.32748526334762573,
    0.5326085686683655,
    0.6491227149963379,
    0.18633535504341125,
    0.26666656136512756,
    0.20118334889411926,
    0.4099377691745758,
    0.30409345030784607,
    0.40157467126846313,
    0.3350784480571747,
    0.31155768036842346,
    0.3386242389678955,
    0.3551400303840637,
    0.1290321946144104,
    0.36871495842933655,
    0.23387089371681213,
    0.25870639085769653,
    0.4699452221393585,
    0.28181809186935425,
    0.5784311890602112,
    0.2601625323295593,
    0.34862375259399414,
    0.24271836876869202,
    0.19742482900619507,
    0.20799992978572845,
    0.4785274565219879,
    0.5140186548233032,
    0.38392844796180725,
    0.15053758025169373,
    0.3157894015312195,
    0.5876776576042175,
    0.5833331942558289,
    0.497175008058548,
    0.140350803732872,
    0.5485712885856628,
    0.3510637581348419,
    0.3720929026603699,
    0.3234041631221771,
    0.727272629737854,
    0.4222221076488495,
    0.38095229864120483,
    0.3731342554092407,
    0.19875767827033997,
    0.2543351650238037,
    0.18811874091625214,
    0.23529404401779175,
    0.6948355436325073,
    0.5106381773948669,
    0.3369564116001129,
    0.5990337133407593,
    0.12380944937467575,
    0.39583319425582886,
    0.14371250569820404,
    0.6034481525421143,
    0.5676854848861694,
    0.2124999314546585,
    0.18025743961334229,
    0.30150744318962097,
    0.17808213829994202,
    0.2976189851760864,
    0.7213113307952881,
    0.3286384046077728,
    0.24324318766593933,
    0.3470318615436554,
    0.42512065172195435,
    0.35205981135368347,
    0.15966379642486572,
    0.3999999165534973,
    0.280373752117157,
    0.4786323606967926,
    0.18884113430976868,
    0.17187494039535522,
    0.5539904832839966,
    0.4507041275501251,
    0.23602473735809326,
    0.31999990344047546,
    0.1226993277668953,
    0.4042551815509796
   ],
   "time": 162.97592355776578,
   "param": [
    {
     "p": 0.09128017723560333,
     "m": 1.0
    },
    {
     "p": 0.03664669394493103,
     "m": 1.0
    },
    {
     "p": 0.07689028233289719,
     "m": 1.0
    },
    {
     "p": 0.09127941727638245,
     "m": 1.0
    },
    {
     "p": 0.08743893355131149,
     "m": 1.0
    },
    {
     "p": 0.05542707443237305,
     "m": 1.0
    },
    {
     "p": 0.08716636896133423,
     "m": 1.0
    },
    {
     "p": 0.08953207731246948,
     "m": 1.0
    },
    {
     "p": 0.07764960825443268,
     "m": 1.0
    },
    {
     "p": 0.06352819502353668,
     "m": 1.0
    },
    {
     "p": 0.049475040286779404,
     "m": 1.0
    },
    {
     "p": 0.06549631804227829,
     "m": 1.0
    },
    {
     "p": 0.09140186011791229,
     "m": 1.0
    },
    {
     "p": 0.036788009107112885,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 116,
   "train_loss": 3.7072482109069824,
   "val_loss": 2.8675804138183594,
   "acc": 35.31,
   "f1": [
    0.6203702688217163,
    0.34343424439430237,
    0.33939382433891296,
    0.21965309977531433,
    0.13186809420585632,
    0.24096375703811646,
    0.4561401903629303,
    0.39004138112068176,
    0.25555548071861267,
    0.38461530208587646,
    0.18652844429016113,
    0.2366863340139389,
    0.33179715275764465,
    0.21192045509815216,
    0.23312875628471375,
    0.19875767827033997,
    0.2966100871562958,
    0.5060239434242249,
    0.3398057222366333,
    0.2898550033569336,
    0.5575219988822937,
    0.4911031126976013,
    0.30952370166778564,
    0.5846152901649475,
    0.5501857995986938,
    0.1932772397994995,
    0.26041656732559204,
    0.23529405891895294,
    0.42931926250457764,
    0.28571417927742004,
    0.41474640369415283,
    0.33333322405815125,
    0.32075464725494385,
    0.32222211360931396,
    0.3195875287055969,
    0.140350803732872,
    0.34394893050193787,
    0.236453115940094,
    0.25777769088745117,
    0.46153831481933594,
    0.3024389147758484,
    0.5391303300857544,
    0.31372538208961487,
    0.37209296226501465,
    0.27380943298339844,
    0.24657529592514038,
    0.29694315791130066,
    0.5220882296562195,
    0.4029303193092346,
    0.3663002848625183,
    0.2399999350309372,
    0.3274335563182831,
    0.6249998807907104,
    0.5872339010238647,
    0.4678361415863037,
    0.11814339458942413,
    0.5344826579093933,
    0.36129021644592285,
    0.3049326539039612,
    0.2659573554992676,
    0.7253884673118591,
    0.3980098366737366,
    0.40641695261001587,
    0.36559128761291504,
    0.1846153289079666,
    0.28181809186935425,
    0.1256038099527359,
    0.238805890083313,
    0.6990289688110352,
    0.5036495327949524,
    0.4201679825782776,
    0.6282721161842346,
    0.12716756761074066,
    0.4018263518810272,
    0.16289585828781128,
    0.5233643651008606,
    0.5856351852416992,
    0.19767434895038605,
    0.24186037480831146,
    0.2541435658931732,
    0.17021270096302032,
    0.24539868533611298,
    0.6698563694953918,
    0.24999992549419403,
    0.19696961343288422,
    0.36144572496414185,
    0.3462896943092346,
    0.3362067937850952,
    0.10588229447603226,
    0.38647329807281494,
    0.3022221326828003,
    0.5207098722457886,
    0.23115570843219757,
    0.23841053247451782,
    0.5472635626792908,
    0.4541061818599701,
    0.20437948405742645,
    0.29523801803588867,
    0.12987005710601807,
    0.3374998867511749
   ],
   "time": 163.16764884535223,
   "param": [
    {
     "p": 0.07673271000385284,
     "m": 1.0
    },
    {
     "p": 0.03859847038984299,
     "m": 1.0
    },
    {
     "p": 0.0856938585639,
     "m": 1.0
    },
    {
     "p": 0.08422450721263885,
     "m": 1.0
    },
    {
     "p": 0.07272933423519135,
     "m": 1.0
    },
    {
     "p": 0.058322206139564514,
     "m": 1.0
    },
    {
     "p": 0.09315706044435501,
     "m": 1.0
    },
    {
     "p": 0.09348110854625702,
     "m": 1.0
    },
    {
     "p": 0.06870190054178238,
     "m": 1.0
    },
    {
     "p": 0.05194497108459473,
     "m": 1.0
    },
    {
     "p": 0.04825657233595848,
     "m": 1.0
    },
    {
     "p": 0.09041652083396912,
     "m": 1.0
    },
    {
     "p": 0.09608698636293411,
     "m": 1.0
    },
    {
     "p": 0.04165391996502876,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 117,
   "train_loss": 3.592594623565674,
   "val_loss": 2.873913526535034,
   "acc": 34.57,
   "f1": [
    0.6153844594955444,
    0.34862375259399414,
    0.27350419759750366,
    0.1777777075767517,
    0.07999995350837708,
    0.2513660192489624,
    0.3716813027858734,
    0.3552122712135315,
    0.29896897077560425,
    0.38974347710609436,
    0.13749992847442627,
    0.22222214937210083,
    0.29508188366889954,
    0.23448269069194794,
    0.22857137024402618,
    0.1990949511528015,
    0.36559128761291504,
    0.5146197080612183,
    0.29665064811706543,
    0.2783504128456116,
    0.5478259921073914,
    0.5273630023002625,
    0.33333322405815125,
    0.5118482112884521,
    0.6632652282714844,
    0.1445782482624054,
    0.26666656136512756,
    0.2211054563522339,
    0.42857128381729126,
    0.265060156583786,
    0.33466124534606934,
    0.29032251238822937,
    0.3152172863483429,
    0.30150744318962097,
    0.3524228036403656,
    0.16589856147766113,
    0.34343424439430237,
    0.1775147169828415,
    0.23280414938926697,
    0.5029938817024231,
    0.33939382433891296,
    0.5545453429222107,
    0.3313608467578888,
    0.32214754819869995,
    0.19999992847442627,
    0.20095685124397278,
    0.2583731412887573,
    0.502282977104187,
    0.44571414589881897,
    0.3559320867061615,
    0.20155030488967896,
    0.3555554449558258,
    0.5371427536010742,
    0.5517240166664124,
    0.4435482919216156,
    0.12972965836524963,
    0.5339804887771606,
    0.35714274644851685,
    0.348314493894577,
    0.3195875287055969,
    0.710382342338562,
    0.4069766402244568,
    0.4022987186908722,
    0.3586955666542053,
    0.11538457125425339,
    0.2127659022808075,
    0.13065321743488312,
    0.2820512056350708,
    0.669999897480011,
    0.5034964680671692,
    0.3468207120895386,
    0.5703421235084534,
    0.1556885540485382,
    0.3431371748447418,
    0.16080394387245178,
    0.5390070080757141,
    0.6187844276428223,
    0.20134222507476807,
    0.19999992847442627,
    0.2807016670703888,
    0.18867920339107513,
    0.2583025097846985,
    0.685082733631134,
    0.33333322405815125,
    0.24675315618515015,
    0.4018690288066864,
    0.4756755530834198,
    0.32704389095306396,
    0.16935478150844574,
    0.3285302221775055,
    0.26041656732559204,
    0.46788978576660156,
    0.24186037480831146,
    0.19323663413524628,
    0.5561496019363403,
    0.45833322405815125,
    0.290502667427063,
    0.26573416590690613,
    0.1379309743642807,
    0.33939382433891296
   ],
   "time": 160.09862229879946,
   "param": [
    {
     "p": 0.08539395779371262,
     "m": 1.0
    },
    {
     "p": 0.03603524714708328,
     "m": 1.0
    },
    {
     "p": 0.0752260833978653,
     "m": 1.0
    },
    {
     "p": 0.09060271084308624,
     "m": 1.0
    },
    {
     "p": 0.08781276643276215,
     "m": 1.0
    },
    {
     "p": 0.05898213014006615,
     "m": 1.0
    },
    {
     "p": 0.09082994610071182,
     "m": 1.0
    },
    {
     "p": 0.0951712429523468,
     "m": 1.0
    },
    {
     "p": 0.06489798426628113,
     "m": 1.0
    },
    {
     "p": 0.06116286665201187,
     "m": 1.0
    },
    {
     "p": 0.05612054839730263,
     "m": 1.0
    },
    {
     "p": 0.08500953018665314,
     "m": 1.0
    },
    {
     "p": 0.07266563177108765,
     "m": 1.0
    },
    {
     "p": 0.04008929431438446,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 118,
   "train_loss": 3.9173340797424316,
   "val_loss": 2.8458733558654785,
   "acc": 35.35,
   "f1": [
    0.6296295523643494,
    0.3414633274078369,
    0.2987011969089508,
    0.21904754638671875,
    0.12621353566646576,
    0.22619038820266724,
    0.41346144676208496,
    0.4204544126987457,
    0.2906976044178009,
    0.44970402121543884,
    0.13235288858413696,
    0.24630534648895264,
    0.3444443643093109,
    0.25301194190979004,
    0.194871723651886,
    0.17679551243782043,
    0.32402223348617554,
    0.5539904832839966,
    0.36842095851898193,
    0.22278475761413574,
    0.5714284777641296,
    0.4859153926372528,
    0.32258057594299316,
    0.5384615063667297,
    0.6160336136817932,
    0.17283941805362701,
    0.2597401440143585,
    0.19999992847442627,
    0.4790417551994324,
    0.24864855408668518,
    0.38150280714035034,
    0.34615373611450195,
    0.3487178385257721,
    0.299465149641037,
    0.3092104494571686,
    0.14399996399879456,
    0.33333322405815125,
    0.19444438815116882,
    0.2357722967863083,
    0.4550897181034088,
    0.32258057594299316,
    0.5361700654029846,
    0.2692306935787201,
    0.4257424473762512,
    0.1777777075767517,
    0.22346359491348267,
    0.19191910326480865,
    0.4886362552642822,
    0.46632111072540283,
    0.3905324339866638,
    0.16766461730003357,
    0.2893890142440796,
    0.5641024708747864,
    0.5876287817955017,
    0.5527637004852295,
    0.09326418489217758,
    0.5074625611305237,
    0.3478259742259979,
    0.3157893419265747,
    0.30158719420433044,
    0.7068964242935181,
    0.4223601520061493,
    0.39252325892448425,
    0.3798881769180298,
    0.20858889818191528,
    0.24299058318138123,
    0.15294109284877777,
    0.3517586886882782,
    0.6696034073829651,
    0.5286343097686768,
    0.39999985694885254,
    0.5783131718635559,
    0.1333332657814026,
    0.4015443027019501,
    0.19923365116119385,
    0.5940592885017395,
    0.6122447848320007,
    0.2424241602420807,
    0.2288556545972824,
    0.2954544425010681,
    0.19178076088428497,
    0.21590900421142578,
    0.7014216780662537,
    0.31818172335624695,
    0.24034328758716583,
    0.43749988079071045,
    0.43850257992744446,
    0.35978829860687256,
    0.1242937222123146,
    0.3555554747581482,
    0.2790696918964386,
    0.4824119210243225,
    0.20091316103935242,
    0.22222216427326202,
    0.5297296643257141,
    0.42857128381729126,
    0.2558138370513916,
    0.3208555281162262,
    0.1052631139755249,
    0.390243798494339
   ],
   "time": 165.2567717190832,
   "param": [
    {
     "p": 0.08556593209505081,
     "m": 1.0
    },
    {
     "p": 0.03968771919608116,
     "m": 1.0
    },
    {
     "p": 0.0863058790564537,
     "m": 1.0
    },
    {
     "p": 0.08600234985351562,
     "m": 1.0
    },
    {
     "p": 0.06780020892620087,
     "m": 1.0
    },
    {
     "p": 0.058204781264066696,
     "m": 1.0
    },
    {
     "p": 0.08136206865310669,
     "m": 1.0
    },
    {
     "p": 0.09793251752853394,
     "m": 1.0
    },
    {
     "p": 0.06381336599588394,
     "m": 1.0
    },
    {
     "p": 0.05730251222848892,
     "m": 1.0
    },
    {
     "p": 0.0531899519264698,
     "m": 1.0
    },
    {
     "p": 0.08405405282974243,
     "m": 1.0
    },
    {
     "p": 0.09526070952415466,
     "m": 1.0
    },
    {
     "p": 0.04351790249347687,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 119,
   "train_loss": 3.3716721534729004,
   "val_loss": 2.8928699493408203,
   "acc": 35.16,
   "f1": [
    0.6063346862792969,
    0.36180898547172546,
    0.2782607972621918,
    0.1881532520055771,
    0.15609751641750336,
    0.2739725410938263,
    0.4153004288673401,
    0.3775508999824524,
    0.2983424663543701,
    0.4129031002521515,
    0.15819202363491058,
    0.2513660192489624,
    0.30270257592201233,
    0.2444443702697754,
    0.24999991059303284,
    0.1844659447669983,
    0.39195966720581055,
    0.504761815071106,
    0.3171805441379547,
    0.2727271616458893,
    0.596858561038971,
    0.5062239766120911,
    0.3647797703742981,
    0.4810125231742859,
    0.663461446762085,
    0.18536579608917236,
    0.23048320412635803,
    0.20388342440128326,
    0.3999999165534973,
    0.26666656136512756,
    0.3636362552642822,
    0.35185176134109497,
    0.3352600038051605,
    0.33480167388916016,
    0.3348415493965149,
    0.15920390188694,
    0.30065348744392395,
    0.21319790184497833,
    0.20792071521282196,
    0.4565216302871704,
    0.3069306015968323,
    0.6242773532867432,
    0.3537413775920868,
    0.30630624294281006,
    0.2014387845993042,
    0.24691346287727356,
    0.21556879580020905,
    0.49773746728897095,
    0.44705867767333984,
    0.3841806650161743,
    0.18378373980522156,
    0.28859052062034607,
    0.582089364528656,
    0.5862067937850952,
    0.5213268995285034,
    0.12499994784593582,
    0.5596328973770142,
    0.37349388003349304,
    0.323809415102005,
    0.3152172863483429,
    0.7373736500740051,
    0.45405393838882446,
    0.4861876964569092,
    0.32142847776412964,
    0.1854303926229477,
    0.2240663468837738,
    0.17085421085357666,
    0.2598869204521179,
    0.6111109852790833,
    0.5311201810836792,
    0.4431816637516022,
    0.6007603406906128,
    0.08144789934158325,
    0.38251355290412903,
    0.20600852370262146,
    0.5976094603538513,
    0.6291078925132751,
    0.19548864662647247,
    0.216666579246521,
    0.2716048061847687,
    0.13836471736431122,
    0.24999994039535522,
    0.6964284181594849,
    0.3272726535797119,
    0.24175815284252167,
    0.39490434527397156,
    0.3529410660266876,
    0.37179476022720337,
    0.19672124087810516,
    0.42790690064430237,
    0.2549799978733063,
    0.49411749839782715,
    0.20105813443660736,
    0.216666579246521,
    0.5283017754554749,
    0.43902426958084106,
    0.2545453608036041,
    0.31279608607292175,
    0.15686267614364624,
    0.32142847776412964
   ],
   "time": 163.60816848650575,
   "param": [
    {
     "p": 0.0923900231719017,
     "m": 1.0
    },
    {
     "p": 0.033865682780742645,
     "m": 1.0
    },
    {
     "p": 0.09172876924276352,
     "m": 1.0
    },
    {
     "p": 0.08722050487995148,
     "m": 1.0
    },
    {
     "p": 0.06924289464950562,
     "m": 1.0
    },
    {
     "p": 0.06595929712057114,
     "m": 1.0
    },
    {
     "p": 0.08896179497241974,
     "m": 1.0
    },
    {
     "p": 0.10319589078426361,
     "m": 1.0
    },
    {
     "p": 0.06766384094953537,
     "m": 1.0
    },
    {
     "p": 0.06159602478146553,
     "m": 1.0
    },
    {
     "p": 0.05440222844481468,
     "m": 1.0
    },
    {
     "p": 0.08130921423435211,
     "m": 1.0
    },
    {
     "p": 0.058093927800655365,
     "m": 1.0
    },
    {
     "p": 0.04437001049518585,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 120,
   "train_loss": 3.5472116470336914,
   "val_loss": 2.5524582862854004,
   "acc": 35.26,
   "f1": [
    0.6524062752723694,
    0.37499991059303284,
    0.34177201986312866,
    0.21719448268413544,
    0.09999994933605194,
    0.26086950302124023,
    0.3855420649051666,
    0.4545453190803528,
    0.31275710463523865,
    0.39795905351638794,
    0.18404902517795563,
    0.25961530208587646,
    0.3654821515083313,
    0.21301770210266113,
    0.20809243619441986,
    0.18749992549419403,
    0.3469386696815491,
    0.5025123953819275,
    0.34123215079307556,
    0.28318578004837036,
    0.5700481534004211,
    0.5252523422241211,
    0.3314284682273865,
    0.5445024967193604,
    0.6407765746116638,
    0.21224483847618103,
    0.26086947321891785,
    0.2371133416891098,
    0.4433496594429016,
    0.2758619785308838,
    0.387096643447876,
    0.3050846457481384,
    0.280898779630661,
    0.29473677277565,
    0.29268285632133484,
    0.1414140909910202,
    0.322274774312973,
    0.20491798222064972,
    0.2456139624118805,
    0.44571414589881897,
    0.34523800015449524,
    0.5361700654029846,
    0.27380943298339844,
    0.36065569519996643,
    0.228571355342865,
    0.2010049670934677,
    0.20125779509544373,
    0.5193368792533875,
    0.4112148582935333,
    0.3917524814605713,
    0.1604277491569519,
    0.2737429738044739,
    0.6124400496482849,
    0.6153844594955444,
    0.4916200041770935,
    0.14213192462921143,
    0.4770641028881073,
    0.3626372814178467,
    0.32950183749198914,
    0.27329182624816895,
    0.7476633787155151,
    0.4402514398097992,
    0.46428558230400085,
    0.39285704493522644,
    0.1339712291955948,
    0.18497103452682495,
    0.10588229447603226,
    0.3018867075443268,
    0.7216493487358093,
    0.5514017343521118,
    0.41176459193229675,
    0.6442306041717529,
    0.19108274579048157,
    0.4102562665939331,
    0.193548321723938,
    0.6188339591026306,
    0.5523808598518372,
    0.19999992847442627,
    0.20111726224422455,
    0.24050623178482056,
    0.16239310801029205,
    0.23776215314865112,
    0.6981130838394165,
    0.37096765637397766,
    0.24358965456485748,
    0.37453174591064453,
    0.4476189613342285,
    0.3699999153614044,
    0.15873010456562042,
    0.35251790285110474,
    0.2746780216693878,
    0.47619035840034485,
    0.1777777075767517,
    0.16666659712791443,
    0.5671641230583191,
    0.44239622354507446,
    0.2634729743003845,
    0.3408070504665375,
    0.16064251959323883,
    0.4260353744029999
   ],
   "time": 161.54476040694863,
   "param": [
    {
     "p": 0.07603158801794052,
     "m": 1.0
    },
    {
     "p": 0.03899601846933365,
     "m": 1.0
    },
    {
     "p": 0.09234371781349182,
     "m": 1.0
    },
    {
     "p": 0.083379827439785,
     "m": 1.0
    },
    {
     "p": 0.07984618842601776,
     "m": 1.0
    },
    {
     "p": 0.06110779568552971,
     "m": 1.0
    },
    {
     "p": 0.09198370575904846,
     "m": 1.0
    },
    {
     "p": 0.08311047405004501,
     "m": 1.0
    },
    {
     "p": 0.06743679195642471,
     "m": 1.0
    },
    {
     "p": 0.05504350736737251,
     "m": 1.0
    },
    {
     "p": 0.0570848286151886,
     "m": 1.0
    },
    {
     "p": 0.08178853243589401,
     "m": 1.0
    },
    {
     "p": 0.0899994894862175,
     "m": 1.0
    },
    {
     "p": 0.04184751212596893,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 121,
   "train_loss": 3.870483636856079,
   "val_loss": 2.9479079246520996,
   "acc": 35.11,
   "f1": [
    0.6406925916671753,
    0.3707316219806671,
    0.2870812714099884,
    0.23318377137184143,
    0.13414627313613892,
    0.1931033730506897,
    0.4096384644508362,
    0.372413694858551,
    0.3168315887451172,
    0.42682915925979614,
    0.1442307084798813,
    0.19277101755142212,
    0.2558138370513916,
    0.2288556545972824,
    0.22966498136520386,
    0.1810344010591507,
    0.3431371748447418,
    0.5279186367988586,
    0.25490185618400574,
    0.2820512056350708,
    0.5937498807907104,
    0.4142856299877167,
    0.31284910440444946,
    0.5367964506149292,
    0.6376810669898987,
    0.1503758728504181,
    0.27999988198280334,
    0.21395343542099,
    0.4574466943740845,
    0.2745096981525421,
    0.360248327255249,
    0.3112839460372925,
    0.2938387989997864,
    0.3493449091911316,
    0.309278279542923,
    0.1789472997188568,
    0.33333325386047363,
    0.2097901701927185,
    0.26785707473754883,
    0.509090781211853,
    0.3440859317779541,
    0.5333332419395447,
    0.2871793806552887,
    0.37918204069137573,
    0.2774565517902374,
    0.18791939318180084,
    0.2710621953010559,
    0.4978164732456207,
    0.47572803497314453,
    0.4265401363372803,
    0.20408158004283905,
    0.3592813014984131,
    0.5610858201980591,
    0.5858584046363831,
    0.46999987959861755,
    0.12093015760183334,
    0.5081079602241516,
    0.33884286880493164,
    0.3253011107444763,
    0.33816415071487427,
    0.7393363118171692,
    0.37426888942718506,
    0.41269823908805847,
    0.35955044627189636,
    0.14012733101844788,
    0.2716048061847687,
    0.12834219634532928,
    0.23287664353847504,
    0.7115383744239807,
    0.5254901647567749,
    0.393063485622406,
    0.6051281094551086,
    0.13580238819122314,
    0.31034475564956665,
    0.1793721318244934,
    0.6421051621437073,
    0.5999999046325684,
    0.22413785755634308,
    0.20087330043315887,
    0.292035311460495,
    0.15337419509887695,
    0.3024389147758484,
    0.6912441253662109,
    0.329670250415802,
    0.24598921835422516,
    0.42285704612731934,
    0.36690640449523926,
    0.3098590672016144,
    0.1556885540485382,
    0.39795905351638794,
    0.3265305161476135,
    0.45161277055740356,
    0.2597402036190033,
    0.19101116061210632,
    0.48387086391448975,
    0.4408162534236908,
    0.36842095851898193,
    0.3049326539039612,
    0.1103447824716568,
    0.36464083194732666
   ],
   "time": 163.40240715816617,
   "param": [
    {
     "p": 0.07179825752973557,
     "m": 1.0
    },
    {
     "p": 0.03622822463512421,
     "m": 1.0
    },
    {
     "p": 0.0960773155093193,
     "m": 1.0
    },
    {
     "p": 0.08771612495183945,
     "m": 1.0
    },
    {
     "p": 0.08429671823978424,
     "m": 1.0
    },
    {
     "p": 0.0641217902302742,
     "m": 1.0
    },
    {
     "p": 0.09016763418912888,
     "m": 1.0
    },
    {
     "p": 0.09474869817495346,
     "m": 1.0
    },
    {
     "p": 0.05584673583507538,
     "m": 1.0
    },
    {
     "p": 0.06188512220978737,
     "m": 1.0
    },
    {
     "p": 0.043792322278022766,
     "m": 1.0
    },
    {
     "p": 0.076917365193367,
     "m": 1.0
    },
    {
     "p": 0.09447934478521347,
     "m": 1.0
    },
    {
     "p": 0.0419243723154068,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 122,
   "train_loss": 3.3914802074432373,
   "val_loss": 2.9062047004699707,
   "acc": 35.51,
   "f1": [
    0.6387433409690857,
    0.4075828194618225,
    0.2891565263271332,
    0.21428565680980682,
    0.14285708963871002,
    0.2256409376859665,
    0.3846152722835541,
    0.4081631600856781,
    0.3217390477657318,
    0.4018263518810272,
    0.2065216600894928,
    0.23809516429901123,
    0.34482747316360474,
    0.17721512913703918,
    0.2470587193965912,
    0.1559632420539856,
    0.3999998867511749,
    0.5194804668426514,
    0.33333322405815125,
    0.28571420907974243,
    0.5771142840385437,
    0.4999999403953552,
    0.3037973642349243,
    0.5870645046234131,
    0.5714284777641296,
    0.1858406364917755,
    0.30621999502182007,
    0.23913034796714783,
    0.42931926250457764,
    0.28571417927742004,
    0.39548009634017944,
    0.28235283493995667,
    0.3157893717288971,
    0.30337071418762207,
    0.2753622531890869,
    0.15294109284877777,
    0.323809415102005,
    0.220779150724411,
    0.26086950302124023,
    0.4942527115345001,
    0.3369564116001129,
    0.5844747424125671,
    0.28260859847068787,
    0.3264094293117523,
    0.21359217166900635,
    0.2061854749917984,
    0.16113737225532532,
    0.5024153590202332,
    0.47715723514556885,
    0.4262293577194214,
    0.2124999314546585,
    0.3131312429904938,
    0.5840706825256348,
    0.5671640634536743,
    0.4405285120010376,
    0.13991764187812805,
    0.5113635063171387,
    0.32584258913993835,
    0.3557691276073456,
    0.27322396636009216,
    0.7142854928970337,
    0.43850257992744446,
    0.4315788447856903,
    0.32298123836517334,
    0.1290321946144104,
    0.26993855834007263,
    0.10071936994791031,
    0.2923975884914398,
    0.6695650219917297,
    0.5541123747825623,
    0.3976607024669647,
    0.6481480002403259,
    0.08571423590183258,
    0.38610032200813293,
    0.1619046926498413,
    0.5849801898002625,
    0.5528453588485718,
    0.21929818391799927,
    0.21568621695041656,
    0.3096233606338501,
    0.1255604773759842,
    0.28999990224838257,
    0.7040814757347107,
    0.3524903655052185,
    0.2366863340139389,
    0.44943806529045105,
    0.32911381125450134,
    0.4043714702129364,
    0.15624994039535522,
    0.33217987418174744,
    0.2934781610965729,
    0.5193368792533875,
    0.25870639085769653,
    0.19047611951828003,
    0.5294116139411926,
    0.41711217164993286,
    0.2937852144241333,
    0.3217390477657318,
    0.14285708963871002,
    0.41666656732559204
   ],
   "time": 164.07750063482672,
   "param": [
    {
     "p": 0.0799284428358078,
     "m": 1.0
    },
    {
     "p": 0.04288230091333389,
     "m": 1.0
    },
    {
     "p": 0.0955318957567215,
     "m": 1.0
    },
    {
     "p": 0.08755098283290863,
     "m": 1.0
    },
    {
     "p": 0.075027696788311,
     "m": 1.0
    },
    {
     "p": 0.05833515524864197,
     "m": 1.0
    },
    {
     "p": 0.08495574444532394,
     "m": 1.0
    },
    {
     "p": 0.0912368893623352,
     "m": 1.0
    },
    {
     "p": 0.04720523953437805,
     "m": 1.0
    },
    {
     "p": 0.062130071222782135,
     "m": 1.0
    },
    {
     "p": 0.05691329017281532,
     "m": 1.0
    },
    {
     "p": 0.07802768051624298,
     "m": 1.0
    },
    {
     "p": 0.09462285786867142,
     "m": 1.0
    },
    {
     "p": 0.04565175250172615,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 123,
   "train_loss": 3.7823030948638916,
   "val_loss": 2.908769369125366,
   "acc": 34.64,
   "f1": [
    0.6666665077209473,
    0.33333322405815125,
    0.32584258913993835,
    0.14184391498565674,
    0.13043470680713654,
    0.2843601107597351,
    0.4096384644508362,
    0.3783782720565796,
    0.34920626878738403,
    0.40384599566459656,
    0.140350803732872,
    0.2616821527481079,
    0.3195265531539917,
    0.22549012303352356,
    0.247999906539917,
    0.17241373658180237,
    0.32989683747291565,
    0.43881845474243164,
    0.3703702688217163,
    0.2673795819282532,
    0.616278886795044,
    0.41666659712791443,
    0.2815532982349396,
    0.5128204226493835,
    0.6090908050537109,
    0.23595495522022247,
    0.24999988079071045,
    0.19811314344406128,
    0.35294109582901,
    0.3157893717288971,
    0.3549782335758209,
    0.3669723868370056,
    0.3276835083961487,
    0.2923975884914398,
    0.2629481256008148,
    0.10606056451797485,
    0.3313608467578888,
    0.20600852370262146,
    0.22660093009471893,
    0.5274723768234253,
    0.30331745743751526,
    0.5937498807907104,
    0.29197070002555847,
    0.3278687596321106,
    0.19999992847442627,
    0.1596243679523468,
    0.2629106938838959,
    0.49011847376823425,
    0.4485980272293091,
    0.3775508999824524,
    0.2258063703775406,
    0.29629620909690857,
    0.5818180441856384,
    0.5855854153633118,
    0.48587560653686523,
    0.1156068742275238,
    0.47619038820266724,
    0.32298123836517334,
    0.3268481194972992,
    0.2758619785308838,
    0.7236180305480957,
    0.41666656732559204,
    0.45197728276252747,
    0.3383083641529083,
    0.05084741488099098,
    0.21390368044376373,
    0.16239310801029205,
    0.3374998867511749,
    0.6866952180862427,
    0.5841582417488098,
    0.3861384987831116,
    0.5982142090797424,
    0.12941168248653412,
    0.2614377737045288,
    0.1729728877544403,
    0.620320737361908,
    0.5688887238502502,
    0.20353974401950836,
    0.22772268950939178,
    0.1857142299413681,
    0.1282050609588623,
    0.27083322405815125,
    0.6386553049087524,
    0.3049326539039612,
    0.2488037496805191,
    0.38888877630233765,
    0.3953487277030945,
    0.36065563559532166,
    0.1365852952003479,
    0.35833320021629333,
    0.2598424553871155,
    0.49372372031211853,
    0.25125616788864136,
    0.18834073841571808,
    0.5172412395477295,
    0.4615383446216583,
    0.2721087336540222,
    0.26966285705566406,
    0.13173647224903107,
    0.3756905198097229
   ],
   "time": 160.499319287017,
   "param": [
    {
     "p": 0.08317930996417999,
     "m": 1.0
    },
    {
     "p": 0.0393635518848896,
     "m": 1.0
    },
    {
     "p": 0.0778074562549591,
     "m": 1.0
    },
    {
     "p": 0.09134378284215927,
     "m": 1.0
    },
    {
     "p": 0.08164262771606445,
     "m": 1.0
    },
    {
     "p": 0.05542188882827759,
     "m": 1.0
    },
    {
     "p": 0.0856398269534111,
     "m": 1.0
    },
    {
     "p": 0.09714052826166153,
     "m": 1.0
    },
    {
     "p": 0.07318264245986938,
     "m": 1.0
    },
    {
     "p": 0.062003422528505325,
     "m": 1.0
    },
    {
     "p": 0.04187734052538872,
     "m": 1.0
    },
    {
     "p": 0.08273141086101532,
     "m": 1.0
    },
    {
     "p": 0.0809423103928566,
     "m": 1.0
    },
    {
     "p": 0.047723833471536636,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 124,
   "train_loss": 3.8145854473114014,
   "val_loss": 2.790630578994751,
   "acc": 35.09,
   "f1": [
    0.6274508833885193,
    0.3831774890422821,
    0.3034482002258301,
    0.17391297221183777,
    0.09876536577939987,
    0.2697673439979553,
    0.4469272196292877,
    0.362790584564209,
    0.3058822751045227,
    0.42162150144577026,
    0.11688306927680969,
    0.28742504119873047,
    0.3478260338306427,
    0.23414628207683563,
    0.24277448654174805,
    0.19905206561088562,
    0.32704389095306396,
    0.48039206862449646,
    0.378109335899353,
    0.26751580834388733,
    0.49097466468811035,
    0.49756085872650146,
    0.28695645928382874,
    0.4871794283390045,
    0.5785122513771057,
    0.20560741424560547,
    0.3041473925113678,
    0.19730934500694275,
    0.41666656732559204,
    0.3043477535247803,
    0.40637436509132385,
    0.34509798884391785,
    0.33333319425582886,
    0.28846150636672974,
    0.29813653230667114,
    0.18652844429016113,
    0.3798881769180298,
    0.20105813443660736,
    0.23788540065288544,
    0.47474732995033264,
    0.2966100871562958,
    0.48648643493652344,
    0.2812499403953552,
    0.3428570628166199,
    0.1775147169828415,
    0.2258063703775406,
    0.2521738111972809,
    0.4837207794189453,
    0.4945053458213806,
    0.4093022048473358,
    0.20444436371326447,
    0.2674417495727539,
    0.5527271628379822,
    0.582914412021637,
    0.48076915740966797,
    0.0886075422167778,
    0.5030673146247864,
    0.3711339235305786,
    0.3157894015312195,
    0.29508188366889954,
    0.7186145782470703,
    0.4713374376296997,
    0.39999985694885254,
    0.40624988079071045,
    0.11235948652029037,
    0.2424241602420807,
    0.17674411833286285,
    0.34482747316360474,
    0.6826921701431274,
    0.5619046092033386,
    0.4182508587837219,
    0.645502507686615,
    0.10457510501146317,
    0.3314284682273865,
    0.1683167666196823,
    0.5583038330078125,
    0.6327682137489319,
    0.19999992847442627,
    0.20304562151432037,
    0.25157222151756287,
    0.14285707473754883,
    0.23236507177352905,
    0.7039104700088501,
    0.314606636762619,
    0.2727271318435669,
    0.359712153673172,
    0.3372548520565033,
    0.3820223808288574,
    0.15384608507156372,
    0.43269219994544983,
    0.2983424663543701,
    0.4899998903274536,
    0.1931033730506897,
    0.17085421085357666,
    0.5586591362953186,
    0.4307691156864166,
    0.22377613186836243,
    0.29864245653152466,
    0.13333328068256378,
    0.3699420988559723
   ],
   "time": 163.76483579259366,
   "param": [
    {
     "p": 0.07630684971809387,
     "m": 1.0
    },
    {
     "p": 0.039458684623241425,
     "m": 1.0
    },
    {
     "p": 0.08500660955905914,
     "m": 1.0
    },
    {
     "p": 0.08752015233039856,
     "m": 1.0
    },
    {
     "p": 0.06877456605434418,
     "m": 1.0
    },
    {
     "p": 0.05745134502649307,
     "m": 1.0
    },
    {
     "p": 0.09773506969213486,
     "m": 1.0
    },
    {
     "p": 0.09795905649662018,
     "m": 1.0
    },
    {
     "p": 0.07090362161397934,
     "m": 1.0
    },
    {
     "p": 0.0612100325524807,
     "m": 1.0
    },
    {
     "p": 0.04453868791460991,
     "m": 1.0
    },
    {
     "p": 0.08742792904376984,
     "m": 1.0
    },
    {
     "p": 0.0810198187828064,
     "m": 1.0
    },
    {
     "p": 0.04468758776783943,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 125,
   "train_loss": 3.8262553215026855,
   "val_loss": 2.758735418319702,
   "acc": 35.12,
   "f1": [
    0.6270268559455872,
    0.3926939368247986,
    0.30303019285202026,
    0.24836592376232147,
    0.13043470680713654,
    0.2559240758419037,
    0.40718549489974976,
    0.37804868817329407,
    0.34745752811431885,
    0.44571414589881897,
    0.09638547897338867,
    0.2366863340139389,
    0.3431951701641083,
    0.20746882259845734,
    0.24083760380744934,
    0.23595495522022247,
    0.367346853017807,
    0.4377681314945221,
    0.32704389095306396,
    0.28571420907974243,
    0.4923075735569,
    0.4013157784938812,
    0.2731276750564575,
    0.5333331823348999,
    0.5975102186203003,
    0.2105262577533722,
    0.31249991059303284,
    0.1911262422800064,
    0.45054933428764343,
    0.29319363832473755,
    0.3626372814178467,
    0.39195966720581055,
    0.33333322405815125,
    0.31147530674934387,
    0.31638407707214355,
    0.18018010258674622,
    0.38043469190597534,
    0.23529404401779175,
    0.25945934653282166,
    0.474226713180542,
    0.33333319425582886,
    0.5454543828964233,
    0.320441871881485,
    0.3599999248981476,
    0.21428564190864563,
    0.19780214130878448,
    0.22222214937210083,
    0.5213268995285034,
    0.4711109697818756,
    0.40590396523475647,
    0.21568621695041656,
    0.31147530674934387,
    0.5683452486991882,
    0.5989303588867188,
    0.5060239434242249,
    0.11834313720464706,
    0.5297296643257141,
    0.32335323095321655,
    0.3184078335762024,
    0.3068180978298187,
    0.7064219117164612,
    0.4246574342250824,
    0.4145076870918274,
    0.37696322798728943,
    0.12087904661893845,
    0.21999992430210114,
    0.15819202363491058,
    0.24390234053134918,
    0.6905827522277832,
    0.5462554097175598,
    0.4162435233592987,
    0.62135910987854,
    0.11224482953548431,
    0.3666665554046631,
    0.11111105233430862,
    0.5964910984039307,
    0.6382977366447449,
    0.17333325743675232,
    0.17117109894752502,
    0.29032251238822937,
    0.14864858984947205,
    0.23529405891895294,
    0.6918917894363403,
    0.3603602349758148,
    0.2550334632396698,
    0.41666656732559204,
    0.35359105467796326,
    0.40624988079071045,
    0.1365852952003479,
    0.38571423292160034,
    0.25531908869743347,
    0.5273630023002625,
    0.24489787220954895,
    0.20224712789058685,
    0.5714284777641296,
    0.4129553437232971,
    0.23287664353847504,
    0.3428570628166199,
    0.12380944937467575,
    0.376623272895813
   ],
   "time": 158.88611895684153,
   "param": [
    {
     "p": 0.08723925054073334,
     "m": 1.0
    },
    {
     "p": 0.04217664524912834,
     "m": 1.0
    },
    {
     "p": 0.07905113697052002,
     "m": 1.0
    },
    {
     "p": 0.06867541372776031,
     "m": 1.0
    },
    {
     "p": 0.07672944664955139,
     "m": 1.0
    },
    {
     "p": 0.06424273550510406,
     "m": 1.0
    },
    {
     "p": 0.0840892493724823,
     "m": 1.0
    },
    {
     "p": 0.09498504549264908,
     "m": 1.0
    },
    {
     "p": 0.07220502942800522,
     "m": 1.0
    },
    {
     "p": 0.06340846419334412,
     "m": 1.0
    },
    {
     "p": 0.049275223165750504,
     "m": 1.0
    },
    {
     "p": 0.0780084878206253,
     "m": 1.0
    },
    {
     "p": 0.08772243559360504,
     "m": 1.0
    },
    {
     "p": 0.05219143629074097,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 126,
   "train_loss": 2.921039581298828,
   "val_loss": 2.7278172969818115,
   "acc": 34.74,
   "f1": [
    0.6111109852790833,
    0.36904752254486084,
    0.29951682686805725,
    0.21192045509815216,
    0.11695902049541473,
    0.23414628207683563,
    0.4276728630065918,
    0.36956512928009033,
    0.3251230716705322,
    0.429447740316391,
    0.13698624074459076,
    0.22988496720790863,
    0.2873562276363373,
    0.2430938482284546,
    0.21800939738750458,
    0.1769230216741562,
    0.3703702688217163,
    0.45161280035972595,
    0.23529404401779175,
    0.2832617461681366,
    0.6107783317565918,
    0.5286343097686768,
    0.2872926890850067,
    0.5431033372879028,
    0.5764191746711731,
    0.2061854749917984,
    0.2959182858467102,
    0.2115383893251419,
    0.4123710095882416,
    0.26881712675094604,
    0.36158180236816406,
    0.3117869794368744,
    0.32835814356803894,
    0.29126206040382385,
    0.31632643938064575,
    0.14857135713100433,
    0.3428570628166199,
    0.21904754638671875,
    0.23107562959194183,
    0.4766837954521179,
    0.29473677277565,
    0.5607475638389587,
    0.29139062762260437,
    0.3699999153614044,
    0.18274106085300446,
    0.19459453225135803,
    0.21590900421142578,
    0.5045044422149658,
    0.4827585518360138,
    0.3982299864292145,
    0.17204295098781586,
    0.2995593845844269,
    0.5387453436851501,
    0.6310677528381348,
    0.4945053458213806,
    0.10191076993942261,
    0.506912350654602,
    0.3463686406612396,
    0.3131312429904938,
    0.24999991059303284,
    0.6695650219917297,
    0.4230768084526062,
    0.4799998700618744,
    0.3301886022090912,
    0.1219511553645134,
    0.23655906319618225,
    0.11320748925209045,
    0.3195265531539917,
    0.6868685483932495,
    0.5918366312980652,
    0.41237106919288635,
    0.6095237135887146,
    0.13749992847442627,
    0.42448970675468445,
    0.17801040410995483,
    0.6072872877120972,
    0.6378377079963684,
    0.22459883987903595,
    0.2234041839838028,
    0.2592591345310211,
    0.19999992847442627,
    0.29166659712791443,
    0.6698563694953918,
    0.33333322405815125,
    0.2366863340139389,
    0.37894731760025024,
    0.3383083641529083,
    0.3855420649051666,
    0.15228420495986938,
    0.35251790285110474,
    0.25906726717948914,
    0.4066389203071594,
    0.16326524317264557,
    0.16867463290691376,
    0.547485888004303,
    0.43902426958084106,
    0.2569831311702728,
    0.29268285632133484,
    0.13407814502716064,
    0.33333322405815125
   ],
   "time": 162.161850922741,
   "param": [
    {
     "p": 0.08868800103664398,
     "m": 1.0
    },
    {
     "p": 0.04357781633734703,
     "m": 1.0
    },
    {
     "p": 0.07810075581073761,
     "m": 1.0
    },
    {
     "p": 0.07375148683786392,
     "m": 1.0
    },
    {
     "p": 0.08200017362833023,
     "m": 1.0
    },
    {
     "p": 0.05527203157544136,
     "m": 1.0
    },
    {
     "p": 0.08661545813083649,
     "m": 1.0
    },
    {
     "p": 0.09351334720849991,
     "m": 1.0
    },
    {
     "p": 0.07234247028827667,
     "m": 1.0
    },
    {
     "p": 0.056764423847198486,
     "m": 1.0
    },
    {
     "p": 0.05884341523051262,
     "m": 1.0
    },
    {
     "p": 0.07918393611907959,
     "m": 1.0
    },
    {
     "p": 0.08586075901985168,
     "m": 1.0
    },
    {
     "p": 0.04548591375350952,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 127,
   "train_loss": 3.5780081748962402,
   "val_loss": 3.0202109813690186,
   "acc": 35.34,
   "f1": [
    0.596638560295105,
    0.3495144844055176,
    0.28813549876213074,
    0.2686566412448883,
    0.13868607580661774,
    0.22352932393550873,
    0.38497641682624817,
    0.37668150663375854,
    0.3018867075443268,
    0.3999998867511749,
    0.15950913727283478,
    0.2298850268125534,
    0.34374991059303284,
    0.2048192024230957,
    0.22222216427326202,
    0.20553353428840637,
    0.36144572496414185,
    0.49785396456718445,
    0.3842363655567169,
    0.3050846457481384,
    0.5876776576042175,
    0.4608694612979889,
    0.32584258913993835,
    0.5595853924751282,
    0.6118720173835754,
    0.22966498136520386,
    0.30456843972206116,
    0.2464454174041748,
    0.41758227348327637,
    0.2723003923892975,
    0.37499991059303284,
    0.32520318031311035,
    0.31055888533592224,
    0.3068180978298187,
    0.29959505796432495,
    0.06557372957468033,
    0.29629620909690857,
    0.24761897325515747,
    0.20487797260284424,
    0.49729716777801514,
    0.24999991059303284,
    0.6120217442512512,
    0.2983870208263397,
    0.3433475196361542,
    0.210526242852211,
    0.19108274579048157,
    0.2167486995458603,
    0.5405403971672058,
    0.47513800859451294,
    0.3979056477546692,
    0.15028895437717438,
    0.25098028779029846,
    0.6052630543708801,
    0.5355647206306458,
    0.4210525155067444,
    0.09999993443489075,
    0.5049503445625305,
    0.3301886022090912,
    0.2941175401210785,
    0.306122362613678,
    0.7127658128738403,
    0.429447740316391,
    0.43749991059303284,
    0.3465345501899719,
    0.18487389385700226,
    0.25961530208587646,
    0.15135130286216736,
    0.37373724579811096,
    0.7123286128044128,
    0.5686272978782654,
    0.45210719108581543,
    0.5904760956764221,
    0.1258740872144699,
    0.3584904372692108,
    0.17964066565036774,
    0.5825241804122925,
    0.6161136031150818,
    0.2470587193965912,
    0.18279562890529633,
    0.2705881595611572,
    0.16216209530830383,
    0.2580644488334656,
    0.6919430494308472,
    0.320441871881485,
    0.24175815284252167,
    0.40517228841781616,
    0.41284388303756714,
    0.3934425115585327,
    0.1126759946346283,
    0.3790321350097656,
    0.3170730471611023,
    0.47916653752326965,
    0.119999960064888,
    0.19540224969387054,
    0.575916051864624,
    0.46551719307899475,
    0.2795697748661041,
    0.35454532504081726,
    0.140350803732872,
    0.36559128761291504
   ],
   "time": 162.91185208503157,
   "param": [
    {
     "p": 0.07514919340610504,
     "m": 1.0
    },
    {
     "p": 0.04423664137721062,
     "m": 1.0
    },
    {
     "p": 0.06972954422235489,
     "m": 1.0
    },
    {
     "p": 0.079914890229702,
     "m": 1.0
    },
    {
     "p": 0.07929333299398422,
     "m": 1.0
    },
    {
     "p": 0.061608314514160156,
     "m": 1.0
    },
    {
     "p": 0.08872032910585403,
     "m": 1.0
    },
    {
     "p": 0.10399158298969269,
     "m": 1.0
    },
    {
     "p": 0.07720610499382019,
     "m": 1.0
    },
    {
     "p": 0.05242970585823059,
     "m": 1.0
    },
    {
     "p": 0.05057369917631149,
     "m": 1.0
    },
    {
     "p": 0.08585101366043091,
     "m": 1.0
    },
    {
     "p": 0.07991635799407959,
     "m": 1.0
    },
    {
     "p": 0.05137928947806358,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 128,
   "train_loss": 3.741471290588379,
   "val_loss": 2.79134202003479,
   "acc": 34.84,
   "f1": [
    0.6461536884307861,
    0.34599146246910095,
    0.3555554449558258,
    0.24203814566135406,
    0.1194029152393341,
    0.23684203624725342,
    0.364531934261322,
    0.382978618144989,
    0.2694299519062042,
    0.3794870972633362,
    0.14925366640090942,
    0.2807016372680664,
    0.3586955666542053,
    0.14516125619411469,
    0.21890540421009064,
    0.17721512913703918,
    0.3317534327507019,
    0.48908287286758423,
    0.29875513911247253,
    0.2954544425010681,
    0.5163933038711548,
    0.5045044422149658,
    0.29824554920196533,
    0.563535749912262,
    0.5772356390953064,
    0.17931029200553894,
    0.2758620083332062,
    0.19047611951828003,
    0.434782475233078,
    0.2685184180736542,
    0.36029404401779175,
    0.29268285632133484,
    0.3414633274078369,
    0.2788843810558319,
    0.30656924843788147,
    0.16744180023670197,
    0.32291656732559204,
    0.26086947321891785,
    0.20779213309288025,
    0.4823527932167053,
    0.2944161295890808,
    0.613065242767334,
    0.26666656136512756,
    0.35658904910087585,
    0.24999989569187164,
    0.22772268950939178,
    0.21455931663513184,
    0.5024629235267639,
    0.4577113389968872,
    0.37305691838264465,
    0.15706801414489746,
    0.3060108423233032,
    0.5654449462890625,
    0.5478259921073914,
    0.4871794283390045,
    0.12060294300317764,
    0.5445543527603149,
    0.3859647810459137,
    0.3540668785572052,
    0.29245272278785706,
    0.7340423464775085,
    0.4352940320968628,
    0.43523305654525757,
    0.3529410660266876,
    0.13432830572128296,
    0.20779214799404144,
    0.1940297931432724,
    0.2624998986721039,
    0.6751053929328918,
    0.5478259921073914,
    0.37563440203666687,
    0.6161615252494812,
    0.12244890630245209,
    0.2589927613735199,
    0.0869564637541771,
    0.5714284777641296,
    0.5865383148193359,
    0.20547938346862793,
    0.20883527398109436,
    0.265060156583786,
    0.13725484907627106,
    0.24637673795223236,
    0.7173911929130554,
    0.34394893050193787,
    0.24120594561100006,
    0.39548009634017944,
    0.38095226883888245,
    0.37288129329681396,
    0.11180117726325989,
    0.3525640070438385,
    0.29714274406433105,
    0.4903845191001892,
    0.18378373980522156,
    0.1656804084777832,
    0.5533979535102844,
    0.43153515458106995,
    0.31632643938064575,
    0.33179715275764465,
    0.18181811273097992,
    0.3653844892978668
   ],
   "time": 163.13457310386002,
   "param": [
    {
     "p": 0.07353395968675613,
     "m": 1.0
    },
    {
     "p": 0.04332562908530235,
     "m": 1.0
    },
    {
     "p": 0.09892138093709946,
     "m": 1.0
    },
    {
     "p": 0.07813829183578491,
     "m": 1.0
    },
    {
     "p": 0.06947574764490128,
     "m": 1.0
    },
    {
     "p": 0.06493701040744781,
     "m": 1.0
    },
    {
     "p": 0.08735788613557816,
     "m": 1.0
    },
    {
     "p": 0.0896996408700943,
     "m": 1.0
    },
    {
     "p": 0.07381007075309753,
     "m": 1.0
    },
    {
     "p": 0.06235969811677933,
     "m": 1.0
    },
    {
     "p": 0.04385621100664139,
     "m": 1.0
    },
    {
     "p": 0.08283906430006027,
     "m": 1.0
    },
    {
     "p": 0.08131606876850128,
     "m": 1.0
    },
    {
     "p": 0.05042922869324684,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 129,
   "train_loss": 4.311047077178955,
   "val_loss": 2.9835052490234375,
   "acc": 35.23,
   "f1": [
    0.6222221255302429,
    0.35483860969543457,
    0.30541861057281494,
    0.24580998718738556,
    0.11999993026256561,
    0.21800939738750458,
    0.36158180236816406,
    0.43564343452453613,
    0.318471223115921,
    0.38144323229789734,
    0.07999995350837708,
    0.2765956223011017,
    0.33699625730514526,
    0.2091502547264099,
    0.20765019953250885,
    0.2021275758743286,
    0.3647797703742981,
    0.5201792120933533,
    0.2773721516132355,
    0.2914571762084961,
    0.5462183356285095,
    0.5046727657318115,
    0.3383083641529083,
    0.49350637197494507,
    0.47499990463256836,
    0.24107137322425842,
    0.2891565263271332,
    0.19863007962703705,
    0.43720918893814087,
    0.2522521913051605,
    0.3716813027858734,
    0.3707316219806671,
    0.32352936267852783,
    0.3091786503791809,
    0.33992087841033936,
    0.16374263167381287,
    0.3050846457481384,
    0.20134222507476807,
    0.19736838340759277,
    0.45976996421813965,
    0.27385884523391724,
    0.5714284777641296,
    0.3101603388786316,
    0.3827749788761139,
    0.2340424805879593,
    0.22797919809818268,
    0.2765956223011017,
    0.5402842164039612,
    0.47236168384552,
    0.3482586145401001,
    0.17241372168064117,
    0.29235875606536865,
    0.5758754014968872,
    0.5573769211769104,
    0.4854367673397064,
    0.12334796041250229,
    0.5638296604156494,
    0.35582810640335083,
    0.3578946590423584,
    0.3141360282897949,
    0.7115383744239807,
    0.4081631302833557,
    0.4232803285121918,
    0.3756905198097229,
    0.1639343500137329,
    0.2312137931585312,
    0.21097040176391602,
    0.2173912525177002,
    0.6609440445899963,
    0.6009388566017151,
    0.4491977095603943,
    0.6140349507331848,
    0.1156068742275238,
    0.3171805441379547,
    0.17708326876163483,
    0.5663081407546997,
    0.6145250201225281,
    0.18300646543502808,
    0.21929818391799927,
    0.2842104732990265,
    0.18090447783470154,
    0.2843136191368103,
    0.6912441253662109,
    0.3369564116001129,
    0.2948717176914215,
    0.39473670721054077,
    0.4056602716445923,
    0.3733331859111786,
    0.15950913727283478,
    0.37668150663375854,
    0.3179486393928528,
    0.4098359942436218,
    0.13513506948947906,
    0.21999992430210114,
    0.5681816935539246,
    0.45643141865730286,
    0.20155030488967896,
    0.32804223895072937,
    0.1325300633907318,
    0.32183900475502014
   ],
   "time": 159.68711575493217,
   "param": [
    {
     "p": 0.07449382543563843,
     "m": 1.0
    },
    {
     "p": 0.046189215034246445,
     "m": 1.0
    },
    {
     "p": 0.09684094786643982,
     "m": 1.0
    },
    {
     "p": 0.08774776756763458,
     "m": 1.0
    },
    {
     "p": 0.08224459737539291,
     "m": 1.0
    },
    {
     "p": 0.057572171092033386,
     "m": 1.0
    },
    {
     "p": 0.07303476333618164,
     "m": 1.0
    },
    {
     "p": 0.085760697722435,
     "m": 1.0
    },
    {
     "p": 0.06965981423854828,
     "m": 1.0
    },
    {
     "p": 0.06135808303952217,
     "m": 1.0
    },
    {
     "p": 0.05297277867794037,
     "m": 1.0
    },
    {
     "p": 0.07766439765691757,
     "m": 1.0
    },
    {
     "p": 0.09333685040473938,
     "m": 1.0
    },
    {
     "p": 0.04112417250871658,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 130,
   "train_loss": 3.619429588317871,
   "val_loss": 3.075208902359009,
   "acc": 35.44,
   "f1": [
    0.5764191746711731,
    0.3584904372692108,
    0.34615373611450195,
    0.20547938346862793,
    0.11827950179576874,
    0.2677164673805237,
    0.3778800964355469,
    0.3763439953327179,
    0.3041473925113678,
    0.4210525155067444,
    0.09859149903059006,
    0.2138364166021347,
    0.32222211360931396,
    0.28571417927742004,
    0.19108274579048157,
    0.20930226147174835,
    0.33962252736091614,
    0.4745761752128601,
    0.31249991059303284,
    0.2682925760746002,
    0.5688071846961975,
    0.47653424739837646,
    0.31788066029548645,
    0.5454544425010681,
    0.6540283560752869,
    0.25274714827537537,
    0.3354036211967468,
    0.21395343542099,
    0.40999990701675415,
    0.27102795243263245,
    0.3778800964355469,
    0.3292180299758911,
    0.2833332419395447,
    0.28019312024116516,
    0.32432422041893005,
    0.12865489721298218,
    0.30097079277038574,
    0.2148759663105011,
    0.23809517920017242,
    0.45976996421813965,
    0.31788066029548645,
    0.5784311890602112,
    0.32298123836517334,
    0.3738316595554352,
    0.2065216600894928,
    0.22009563446044922,
    0.2368420511484146,
    0.4976957440376282,
    0.4861876964569092,
    0.382978618144989,
    0.15873010456562042,
    0.2475246638059616,
    0.5339804887771606,
    0.5654007196426392,
    0.4705880880355835,
    0.04799995943903923,
    0.5227271318435669,
    0.33333325386047363,
    0.3459458649158478,
    0.2685184180736542,
    0.6949151158332825,
    0.43518510460853577,
    0.4269661605358124,
    0.3376622498035431,
    0.1749999225139618,
    0.21960778534412384,
    0.07575751841068268,
    0.33050838112831116,
    0.6752135157585144,
    0.5647058486938477,
    0.3984673321247101,
    0.6555553674697876,
    0.12087904661893845,
    0.37914684414863586,
    0.1898733526468277,
    0.6231154203414917,
    0.6477271318435669,
    0.19209031760692596,
    0.22522515058517456,
    0.3041473925113678,
    0.15662643313407898,
    0.28235283493995667,
    0.7111109495162964,
    0.37558677792549133,
    0.25730982422828674,
    0.3801651895046234,
    0.41414129734039307,
    0.38775497674942017,
    0.19266046583652496,
    0.3666665554046631,
    0.3057323694229126,
    0.5192306637763977,
    0.2193547636270523,
    0.20289847254753113,
    0.5358850359916687,
    0.4274192452430725,
    0.30158719420433044,
    0.3084111213684082,
    0.12941168248653412,
    0.36082467436790466
   ],
   "time": 161.97546608373523,
   "param": [
    {
     "p": 0.0774230808019638,
     "m": 1.0
    },
    {
     "p": 0.044932588934898376,
     "m": 1.0
    },
    {
     "p": 0.08657839894294739,
     "m": 1.0
    },
    {
     "p": 0.08244242519140244,
     "m": 1.0
    },
    {
     "p": 0.0848856121301651,
     "m": 1.0
    },
    {
     "p": 0.06092284619808197,
     "m": 1.0
    },
    {
     "p": 0.07847277075052261,
     "m": 1.0
    },
    {
     "p": 0.09044496715068817,
     "m": 1.0
    },
    {
     "p": 0.07328079640865326,
     "m": 1.0
    },
    {
     "p": 0.05896769464015961,
     "m": 1.0
    },
    {
     "p": 0.05354245379567146,
     "m": 1.0
    },
    {
     "p": 0.08426740020513535,
     "m": 1.0
    },
    {
     "p": 0.08062351495027542,
     "m": 1.0
    },
    {
     "p": 0.043215543031692505,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 131,
   "train_loss": 3.2767648696899414,
   "val_loss": 2.8048672676086426,
   "acc": 34.62,
   "f1": [
    0.6068375110626221,
    0.35616424679756165,
    0.28193822503089905,
    0.23478256165981293,
    0.1256038099527359,
    0.2575106620788574,
    0.38596484065055847,
    0.3999998867511749,
    0.2592591345310211,
    0.4502616822719574,
    0.14358967542648315,
    0.22797919809818268,
    0.26415085792541504,
    0.23414628207683563,
    0.19999994337558746,
    0.14012733101844788,
    0.329670250415802,
    0.4766837954521179,
    0.3726707398891449,
    0.2599999010562897,
    0.5977010130882263,
    0.5234374403953552,
    0.32258057594299316,
    0.5054942965507507,
    0.6113988757133484,
    0.13422814011573792,
    0.32369929552078247,
    0.22222216427326202,
    0.4099377691745758,
    0.23589736223220825,
    0.37885454297065735,
    0.306122362613678,
    0.2882882058620453,
    0.323809415102005,
    0.2696628272533417,
    0.18536579608917236,
    0.30555546283721924,
    0.19428564608097076,
    0.23036640882492065,
    0.4777776598930359,
    0.3409090042114258,
    0.553571343421936,
    0.31764698028564453,
    0.3126842975616455,
    0.17931029200553894,
    0.22797919809818268,
    0.238805890083313,
    0.5242717266082764,
    0.44559577107429504,
    0.35955044627189636,
    0.18090447783470154,
    0.31034475564956665,
    0.520408034324646,
    0.5663081407546997,
    0.46938762068748474,
    0.11244974285364151,
    0.5435895919799805,
    0.3389829695224762,
    0.319248765707016,
    0.32456132769584656,
    0.7462685704231262,
    0.3428570330142975,
    0.46601933240890503,
    0.36129021644592285,
    0.1497325599193573,
    0.228571355342865,
    0.11180117726325989,
    0.31901830434799194,
    0.688372015953064,
    0.5016721487045288,
    0.40677958726882935,
    0.5753423571586609,
    0.13999994099140167,
    0.326315701007843,
    0.13559316098690033,
    0.5229681134223938,
    0.5551019906997681,
    0.2202642410993576,
    0.24358965456485748,
    0.26190465688705444,
    0.13422814011573792,
    0.23170723021030426,
    0.6666665077209473,
    0.3425924777984619,
    0.23318377137184143,
    0.3943661153316498,
    0.4043714702129364,
    0.36633655428886414,
    0.123287633061409,
    0.3931623101234436,
    0.2580644488334656,
    0.5177663564682007,
    0.123287633061409,
    0.22929932177066803,
    0.4569287598133087,
    0.4315788447856903,
    0.2716048061847687,
    0.3599999248981476,
    0.14583328366279602,
    0.3522725999355316
   ],
   "time": 162.3486742330715,
   "param": [
    {
     "p": 0.08717651665210724,
     "m": 1.0
    },
    {
     "p": 0.04493553936481476,
     "m": 1.0
    },
    {
     "p": 0.08391103893518448,
     "m": 1.0
    },
    {
     "p": 0.0813477635383606,
     "m": 1.0
    },
    {
     "p": 0.07777521759271622,
     "m": 1.0
    },
    {
     "p": 0.059148918837308884,
     "m": 1.0
    },
    {
     "p": 0.08046717941761017,
     "m": 1.0
    },
    {
     "p": 0.088548444211483,
     "m": 1.0
    },
    {
     "p": 0.06325449794530869,
     "m": 1.0
    },
    {
     "p": 0.059988297522068024,
     "m": 1.0
    },
    {
     "p": 0.04118736833333969,
     "m": 1.0
    },
    {
     "p": 0.09661336988210678,
     "m": 1.0
    },
    {
     "p": 0.08165034651756287,
     "m": 1.0
    },
    {
     "p": 0.05399547517299652,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 132,
   "train_loss": 3.419788360595703,
   "val_loss": 2.744732141494751,
   "acc": 35.09,
   "f1": [
    0.5702478289604187,
    0.4042551815509796,
    0.28855711221694946,
    0.21649475395679474,
    0.11403502523899078,
    0.2673795819282532,
    0.4024389386177063,
    0.41711217164993286,
    0.2580644190311432,
    0.4705880880355835,
    0.1497325599193573,
    0.25301194190979004,
    0.33593741059303284,
    0.24489787220954895,
    0.23232315480709076,
    0.21505369246006012,
    0.35359105467796326,
    0.4954127371311188,
    0.3675675094127655,
    0.23584897816181183,
    0.5550238490104675,
    0.5252523422241211,
    0.32432422041893005,
    0.5888323187828064,
    0.6132074594497681,
    0.1970442682504654,
    0.2629481256008148,
    0.19999992847442627,
    0.43564343452453613,
    0.327868789434433,
    0.40178558230400085,
    0.3113771378993988,
    0.327868789434433,
    0.30409345030784607,
    0.27350419759750366,
    0.14285708963871002,
    0.2723403573036194,
    0.22222216427326202,
    0.24277448654174805,
    0.48314592242240906,
    0.31764698028564453,
    0.48031488060951233,
    0.28181809186935425,
    0.31111106276512146,
    0.17877088487148285,
    0.21333324909210205,
    0.1768706887960434,
    0.49999988079071045,
    0.4016392230987549,
    0.4161849021911621,
    0.20765019953250885,
    0.3231440484523773,
    0.5491801500320435,
    0.555065929889679,
    0.5057469606399536,
    0.1333332657814026,
    0.5267855525016785,
    0.3763439953327179,
    0.31901830434799194,
    0.3468207120895386,
    0.7109003663063049,
    0.4311925768852234,
    0.4086019992828369,
    0.3529410660266876,
    0.18378373980522156,
    0.2269502729177475,
    0.14659680426120758,
    0.22727267444133759,
    0.6694559454917908,
    0.570175290107727,
    0.4780486822128296,
    0.6767675280570984,
    0.1242937222123146,
    0.36129021644592285,
    0.1682242453098297,
    0.6034481525421143,
    0.6178008913993835,
    0.20276491343975067,
    0.21649475395679474,
    0.3113771378993988,
    0.12307685613632202,
    0.2834644913673401,
    0.6272726058959961,
    0.36464083194732666,
    0.22988496720790863,
    0.3846152722835541,
    0.3551400303840637,
    0.41935470700263977,
    0.10457510501146317,
    0.333333283662796,
    0.28440356254577637,
    0.5419353246688843,
    0.0886075422167778,
    0.2424241602420807,
    0.525139570236206,
    0.4229389727115631,
    0.30864188075065613,
    0.3041473925113678,
    0.11392398923635483,
    0.3287670612335205
   ],
   "time": 162.4426678828895,
   "param": [
    {
     "p": 0.0884774774312973,
     "m": 1.0
    },
    {
     "p": 0.04447055980563164,
     "m": 1.0
    },
    {
     "p": 0.08045991510152817,
     "m": 1.0
    },
    {
     "p": 0.08234108239412308,
     "m": 1.0
    },
    {
     "p": 0.08141069859266281,
     "m": 1.0
    },
    {
     "p": 0.06206527352333069,
     "m": 1.0
    },
    {
     "p": 0.09420190006494522,
     "m": 1.0
    },
    {
     "p": 0.07290297001600266,
     "m": 1.0
    },
    {
     "p": 0.07410852611064911,
     "m": 1.0
    },
    {
     "p": 0.06438761204481125,
     "m": 1.0
    },
    {
     "p": 0.044664934277534485,
     "m": 1.0
    },
    {
     "p": 0.0765366479754448,
     "m": 1.0
    },
    {
     "p": 0.07961021363735199,
     "m": 1.0
    },
    {
     "p": 0.054362207651138306,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 133,
   "train_loss": 3.571732997894287,
   "val_loss": 2.8779380321502686,
   "acc": 35.3,
   "f1": [
    0.6082947254180908,
    0.39215680956840515,
    0.30621999502182007,
    0.18404902517795563,
    0.11194024980068207,
    0.23129244148731232,
    0.38961026072502136,
    0.45398759841918945,
    0.2514968812465668,
    0.40975597500801086,
    0.22797919809818268,
    0.238805890083313,
    0.3827749788761139,
    0.24691346287727356,
    0.208791121840477,
    0.2198580950498581,
    0.33333319425582886,
    0.4607328474521637,
    0.3763439953327179,
    0.3013697862625122,
    0.5437787175178528,
    0.4651162028312683,
    0.3113771378993988,
    0.5649716258049011,
    0.6228069067001343,
    0.22222216427326202,
    0.290502667427063,
    0.21621614694595337,
    0.45238080620765686,
    0.29059821367263794,
    0.3384614884853363,
    0.32599109411239624,
    0.29885047674179077,
    0.2692306935787201,
    0.3022221326828003,
    0.1494252234697342,
    0.2977098226547241,
    0.22297292947769165,
    0.2191780060529709,
    0.517646849155426,
    0.35121941566467285,
    0.5863873362541199,
    0.3463686406612396,
    0.30952370166778564,
    0.251428484916687,
    0.2021275758743286,
    0.2371133416891098,
    0.522612988948822,
    0.4978164732456207,
    0.4137929677963257,
    0.20779214799404144,
    0.29032251238822937,
    0.5890908241271973,
    0.574585497379303,
    0.4615384042263031,
    0.11920525878667831,
    0.5429863333702087,
    0.3251230716705322,
    0.3253587782382965,
    0.2643677294254303,
    0.7123286128044128,
    0.45454537868499756,
    0.4347825050354004,
    0.3583814203739166,
    0.13223135471343994,
    0.20930226147174835,
    0.077922023832798,
    0.2456139326095581,
    0.7179486155509949,
    0.5999999046325684,
    0.41052618622779846,
    0.602040708065033,
    0.1459226906299591,
    0.38709667325019836,
    0.15469607710838318,
    0.6027396321296692,
    0.569696843624115,
    0.18072283267974854,
    0.239999920129776,
    0.2697673439979553,
    0.1717790812253952,
    0.30909082293510437,
    0.6885244846343994,
    0.34972667694091797,
    0.19999991357326508,
    0.39534875750541687,
    0.36842095851898193,
    0.3923443853855133,
    0.16494840383529663,
    0.38914018869400024,
    0.22619038820266724,
    0.5185183882713318,
    0.23236507177352905,
    0.19999992847442627,
    0.5643563270568848,
    0.45685264468193054,
    0.2553190588951111,
    0.28260862827301025,
    0.09448814392089844,
    0.39735087752342224
   ],
   "time": 158.7670674500987,
   "param": [
    {
     "p": 0.09028821438550949,
     "m": 1.0
    },
    {
     "p": 0.04946570843458176,
     "m": 1.0
    },
    {
     "p": 0.08104079961776733,
     "m": 1.0
    },
    {
     "p": 0.08430036902427673,
     "m": 1.0
    },
    {
     "p": 0.07352221757173538,
     "m": 1.0
    },
    {
     "p": 0.06229928880929947,
     "m": 1.0
    },
    {
     "p": 0.09860630333423615,
     "m": 1.0
    },
    {
     "p": 0.08771409094333649,
     "m": 1.0
    },
    {
     "p": 0.06548431515693665,
     "m": 1.0
    },
    {
     "p": 0.06037166714668274,
     "m": 1.0
    },
    {
     "p": 0.05048764497041702,
     "m": 1.0
    },
    {
     "p": 0.0750780999660492,
     "m": 1.0
    },
    {
     "p": 0.07271014899015427,
     "m": 1.0
    },
    {
     "p": 0.04863115772604942,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 134,
   "train_loss": 3.4793972969055176,
   "val_loss": 2.800640821456909,
   "acc": 34.73,
   "f1": [
    0.6532661318778992,
    0.3950616121292114,
    0.29078006744384766,
    0.22702695429325104,
    0.12435225397348404,
    0.16279064118862152,
    0.40191373229026794,
    0.4331209361553192,
    0.30392149090766907,
    0.415094256401062,
    0.1438848376274109,
    0.2256409376859665,
    0.35193121433258057,
    0.23463678359985352,
    0.24999989569187164,
    0.2117646485567093,
    0.36464083194732666,
    0.4406778812408447,
    0.331707239151001,
    0.2784809470176697,
    0.45551592111587524,
    0.5102038979530334,
    0.30208322405815125,
    0.5473682880401611,
    0.6231154203414917,
    0.2473117560148239,
    0.3295453190803528,
    0.22134381532669067,
    0.4198893904685974,
    0.2948717176914215,
    0.3459458649158478,
    0.326315701007843,
    0.3542855978012085,
    0.28220847249031067,
    0.35454532504081726,
    0.16666659712791443,
    0.2983870208263397,
    0.18957340717315674,
    0.21455931663513184,
    0.47953203320503235,
    0.30578503012657166,
    0.524590015411377,
    0.31788066029548645,
    0.3272726535797119,
    0.24210518598556519,
    0.20168060064315796,
    0.22522515058517456,
    0.5315313935279846,
    0.4411763548851013,
    0.38888877630233765,
    0.14723920822143555,
    0.2886596918106079,
    0.5608464479446411,
    0.587155818939209,
    0.49484527111053467,
    0.11518317461013794,
    0.47169798612594604,
    0.3351954519748688,
    0.3441859781742096,
    0.28571417927742004,
    0.6991149187088013,
    0.4222221076488495,
    0.39069753885269165,
    0.3636362850666046,
    0.13526564836502075,
    0.22222213447093964,
    0.1650484949350357,
    0.24637670814990997,
    0.7037035822868347,
    0.5809522867202759,
    0.3904760777950287,
    0.5789472460746765,
    0.12698405981063843,
    0.38222211599349976,
    0.12738847732543945,
    0.5853657722473145,
    0.5989846587181091,
    0.2181817591190338,
    0.20300747454166412,
    0.25730982422828674,
    0.16883111000061035,
    0.24193541705608368,
    0.6772485375404358,
    0.37288129329681396,
    0.2541435658931732,
    0.4081631600856781,
    0.39106133580207825,
    0.35955044627189636,
    0.14634139835834503,
    0.38427940011024475,
    0.2722512185573578,
    0.487046480178833,
    0.19108274579048157,
    0.2553190290927887,
    0.5170730352401733,
    0.42857131361961365,
    0.2838708758354187,
    0.28464412689208984,
    0.1810344010591507,
    0.36871495842933655
   ],
   "time": 161.2546308906749,
   "param": [
    {
     "p": 0.08124712854623795,
     "m": 1.0
    },
    {
     "p": 0.047058481723070145,
     "m": 1.0
    },
    {
     "p": 0.08642882853746414,
     "m": 1.0
    },
    {
     "p": 0.08537673950195312,
     "m": 1.0
    },
    {
     "p": 0.06805414706468582,
     "m": 1.0
    },
    {
     "p": 0.06413830816745758,
     "m": 1.0
    },
    {
     "p": 0.08515475690364838,
     "m": 1.0
    },
    {
     "p": 0.08457273244857788,
     "m": 1.0
    },
    {
     "p": 0.0685310810804367,
     "m": 1.0
    },
    {
     "p": 0.07526998221874237,
     "m": 1.0
    },
    {
     "p": 0.04753800481557846,
     "m": 1.0
    },
    {
     "p": 0.07684046030044556,
     "m": 1.0
    },
    {
     "p": 0.07891770452260971,
     "m": 1.0
    },
    {
     "p": 0.05087180435657501,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 135,
   "train_loss": 3.1503148078918457,
   "val_loss": 2.8747780323028564,
   "acc": 35.09,
   "f1": [
    0.6598983407020569,
    0.3580785095691681,
    0.3091786503791809,
    0.2048192024230957,
    0.12145744264125824,
    0.27999991178512573,
    0.3741934299468994,
    0.4177776873111725,
    0.28749987483024597,
    0.4720495045185089,
    0.15384607017040253,
    0.24590153992176056,
    0.38766512274742126,
    0.2374998927116394,
    0.1754385232925415,
    0.18579228222370148,
    0.33333322405815125,
    0.5119998455047607,
    0.35185176134109497,
    0.30366483330726624,
    0.5612244009971619,
    0.3988763689994812,
    0.290502667427063,
    0.562211811542511,
    0.631578803062439,
    0.2025315761566162,
    0.29032251238822937,
    0.2204081267118454,
    0.4320986270904541,
    0.26666656136512756,
    0.3121386468410492,
    0.3431951701641083,
    0.29437223076820374,
    0.32978713512420654,
    0.3107568919658661,
    0.16806717216968536,
    0.3694266378879547,
    0.18285706639289856,
    0.23391805589199066,
    0.434782475233078,
    0.2741115987300873,
    0.6099998950958252,
    0.3066665530204773,
    0.35897424817085266,
    0.13422814011573792,
    0.19811314344406128,
    0.210526242852211,
    0.5079363584518433,
    0.42168664932250977,
    0.387096643447876,
    0.18374551832675934,
    0.29694315791130066,
    0.5857739448547363,
    0.6060605049133301,
    0.4734298884868622,
    0.07547163963317871,
    0.521008312702179,
    0.39069753885269165,
    0.3320753574371338,
    0.31764698028564453,
    0.7100589871406555,
    0.4331209361553192,
    0.4489794969558716,
    0.3217390477657318,
    0.15819202363491058,
    0.20735779404640198,
    0.12182734906673431,
    0.3316061198711395,
    0.6944442987442017,
    0.5354329943656921,
    0.41379299759864807,
    0.5979380011558533,
    0.1507537066936493,
    0.2838708758354187,
    0.1242937222123146,
    0.5680932998657227,
    0.6120217442512512,
    0.1675977110862732,
    0.24999991059303284,
    0.2366863340139389,
    0.16666659712791443,
    0.2685184180736542,
    0.6956520080566406,
    0.37696322798728943,
    0.18045106530189514,
    0.40277767181396484,
    0.34848475456237793,
    0.37563440203666687,
    0.10322573781013489,
    0.3778800964355469,
    0.30392149090766907,
    0.5170730352401733,
    0.21301770210266113,
    0.1965317279100418,
    0.5410627126693726,
    0.4358973503112793,
    0.33333325386047363,
    0.3268481194972992,
    0.13483139872550964,
    0.38636353611946106
   ],
   "time": 163.02212918177247,
   "param": [
    {
     "p": 0.0826866403222084,
     "m": 1.0
    },
    {
     "p": 0.043645571917295456,
     "m": 1.0
    },
    {
     "p": 0.08575180172920227,
     "m": 1.0
    },
    {
     "p": 0.09096717834472656,
     "m": 1.0
    },
    {
     "p": 0.07720846682786942,
     "m": 1.0
    },
    {
     "p": 0.056574877351522446,
     "m": 1.0
    },
    {
     "p": 0.08319162577390671,
     "m": 1.0
    },
    {
     "p": 0.07842101156711578,
     "m": 1.0
    },
    {
     "p": 0.07164725661277771,
     "m": 1.0
    },
    {
     "p": 0.06302687525749207,
     "m": 1.0
    },
    {
     "p": 0.05583932623267174,
     "m": 1.0
    },
    {
     "p": 0.08220436424016953,
     "m": 1.0
    },
    {
     "p": 0.08680073916912079,
     "m": 1.0
    },
    {
     "p": 0.04203416034579277,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 136,
   "train_loss": 3.754255771636963,
   "val_loss": 3.1629016399383545,
   "acc": 34.6,
   "f1": [
    0.6395347118377686,
    0.3487178385257721,
    0.29268285632133484,
    0.20858889818191528,
    0.1524663120508194,
    0.2934781610965729,
    0.35856562852859497,
    0.37885454297065735,
    0.3247862458229065,
    0.45454534888267517,
    0.10769226402044296,
    0.2470587193965912,
    0.3220972716808319,
    0.2214021533727646,
    0.2541435658931732,
    0.1899440735578537,
    0.35675665736198425,
    0.4380951225757599,
    0.3428570330142975,
    0.26415085792541504,
    0.5632182359695435,
    0.45484939217567444,
    0.2753622531890869,
    0.49999988079071045,
    0.5736433863639832,
    0.26041656732559204,
    0.27199992537498474,
    0.19999992847442627,
    0.44198882579803467,
    0.31944435834884644,
    0.3826713562011719,
    0.3428570628166199,
    0.3301886022090912,
    0.3348836302757263,
    0.320441871881485,
    0.1162789985537529,
    0.31441038846969604,
    0.20408156514167786,
    0.1990049034357071,
    0.5088756084442139,
    0.2944161295890808,
    0.5882351994514465,
    0.3090128004550934,
    0.382978618144989,
    0.193548321723938,
    0.23963125050067902,
    0.24137921631336212,
    0.49746179580688477,
    0.47826072573661804,
    0.4024389386177063,
    0.22966498136520386,
    0.2758619785308838,
    0.5748986601829529,
    0.6310158967971802,
    0.5108224153518677,
    0.09716593474149704,
    0.4659089744091034,
    0.39490434527397156,
    0.32452818751335144,
    0.3069306015968323,
    0.7021275758743286,
    0.3921567499637604,
    0.4292682111263275,
    0.36464083194732666,
    0.09022551029920578,
    0.23703694343566895,
    0.17674411833286285,
    0.24203814566135406,
    0.7457625269889832,
    0.6249998807907104,
    0.36601296067237854,
    0.6328123807907104,
    0.12080531567335129,
    0.3999998867511749,
    0.14207643270492554,
    0.6368157267570496,
    0.5833332538604736,
    0.22222214937210083,
    0.22325573861598969,
    0.24203814566135406,
    0.18300646543502808,
    0.1986754685640335,
    0.6701569557189941,
    0.33121007680892944,
    0.22988496720790863,
    0.3803679943084717,
    0.38738730549812317,
    0.38674020767211914,
    0.12499993294477463,
    0.3355262577533722,
    0.2937062084674835,
    0.5052630305290222,
    0.19459453225135803,
    0.1891890913248062,
    0.5342464447021484,
    0.38674020767211914,
    0.35483860969543457,
    0.3703702688217163,
    0.13333328068256378,
    0.27631568908691406
   ],
   "time": 163.6798873366788,
   "param": [
    {
     "p": 0.08109713345766068,
     "m": 1.0
    },
    {
     "p": 0.044189903885126114,
     "m": 1.0
    },
    {
     "p": 0.09206970036029816,
     "m": 1.0
    },
    {
     "p": 0.08307451754808426,
     "m": 1.0
    },
    {
     "p": 0.07051778584718704,
     "m": 1.0
    },
    {
     "p": 0.07145923376083374,
     "m": 1.0
    },
    {
     "p": 0.07034239917993546,
     "m": 1.0
    },
    {
     "p": 0.0915703997015953,
     "m": 1.0
    },
    {
     "p": 0.06961674988269806,
     "m": 1.0
    },
    {
     "p": 0.06416034698486328,
     "m": 1.0
    },
    {
     "p": 0.0572601817548275,
     "m": 1.0
    },
    {
     "p": 0.08297022432088852,
     "m": 1.0
    },
    {
     "p": 0.07463781535625458,
     "m": 1.0
    },
    {
     "p": 0.04703364148736,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 137,
   "train_loss": 3.1557140350341797,
   "val_loss": 2.925858736038208,
   "acc": 34.99,
   "f1": [
    0.5702478289604187,
    0.3842363655567169,
    0.3286384046077728,
    0.211055189371109,
    0.12060294300317764,
    0.2340424805879593,
    0.45128190517425537,
    0.331034392118454,
    0.2941175699234009,
    0.4632767140865326,
    0.15662643313407898,
    0.28048771619796753,
    0.319248765707016,
    0.25125616788864136,
    0.20454540848731995,
    0.19383254647254944,
    0.31730762124061584,
    0.4607328474521637,
    0.3435581922531128,
    0.30833324790000916,
    0.5546217560768127,
    0.5194804668426514,
    0.32432422041893005,
    0.48888877034187317,
    0.6413500905036926,
    0.2061854749917984,
    0.2612611949443817,
    0.2580644488334656,
    0.43786972761154175,
    0.2530611455440521,
    0.362499862909317,
    0.3529410660266876,
    0.31249991059303284,
    0.26341456174850464,
    0.2482757866382599,
    0.14285707473754883,
    0.2949307858943939,
    0.17670676112174988,
    0.23529404401779175,
    0.4624998867511749,
    0.2883720099925995,
    0.596858561038971,
    0.309278279542923,
    0.3436122238636017,
    0.19767434895038605,
    0.19999994337558746,
    0.27272719144821167,
    0.5286343097686768,
    0.4414413571357727,
    0.38392844796180725,
    0.20512813329696655,
    0.2741934657096863,
    0.5589519143104553,
    0.5739909410476685,
    0.44217678904533386,
    0.0869564488530159,
    0.5145226716995239,
    0.37320560216903687,
    0.3711339235305786,
    0.31067952513694763,
    0.6611568927764893,
    0.44221094250679016,
    0.4502616822719574,
    0.33333322405815125,
    0.13333328068256378,
    0.24210518598556519,
    0.08108101785182953,
    0.2987011969089508,
    0.6597937345504761,
    0.590908944606781,
    0.41284388303756714,
    0.577777624130249,
    0.10606056451797485,
    0.29850736260414124,
    0.21524657309055328,
    0.6120217442512512,
    0.5863873362541199,
    0.2202642410993576,
    0.18421044945716858,
    0.2531644403934479,
    0.16176463663578033,
    0.26785707473754883,
    0.6467660069465637,
    0.3419688045978546,
    0.21839071810245514,
    0.3736262619495392,
    0.4315788447856903,
    0.3046356737613678,
    0.1279069036245346,
    0.4271843731403351,
    0.30697670578956604,
    0.504132091999054,
    0.21296289563179016,
    0.20720712840557098,
    0.5410627126693726,
    0.4310343861579895,
    0.3406592309474945,
    0.33027511835098267,
    0.1604277491569519,
    0.36269423365592957
   ],
   "time": 163.27346440404654,
   "param": [
    {
     "p": 0.08907575905323029,
     "m": 1.0
    },
    {
     "p": 0.052775755524635315,
     "m": 1.0
    },
    {
     "p": 0.09121456742286682,
     "m": 1.0
    },
    {
     "p": 0.08802233636379242,
     "m": 1.0
    },
    {
     "p": 0.06443538516759872,
     "m": 1.0
    },
    {
     "p": 0.06310124695301056,
     "m": 1.0
    },
    {
     "p": 0.07909048348665237,
     "m": 1.0
    },
    {
     "p": 0.08930948376655579,
     "m": 1.0
    },
    {
     "p": 0.06454786658287048,
     "m": 1.0
    },
    {
     "p": 0.06010666489601135,
     "m": 1.0
    },
    {
     "p": 0.05011123791337013,
     "m": 1.0
    },
    {
     "p": 0.07086551934480667,
     "m": 1.0
    },
    {
     "p": 0.08433075249195099,
     "m": 1.0
    },
    {
     "p": 0.05301294103264809,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 138,
   "train_loss": 3.6896824836730957,
   "val_loss": 2.902918577194214,
   "acc": 35.04,
   "f1": [
    0.6439023613929749,
    0.37864065170288086,
    0.2840908169746399,
    0.24083760380744934,
    0.1153845563530922,
    0.21596238017082214,
    0.40796008706092834,
    0.39378228783607483,
    0.30851057171821594,
    0.4019606411457062,
    0.18848159909248352,
    0.18749994039535522,
    0.31999990344047546,
    0.23809516429901123,
    0.17021270096302032,
    0.16744180023670197,
    0.3483870029449463,
    0.48430484533309937,
    0.33720916509628296,
    0.2464454174041748,
    0.6354165077209473,
    0.49785396456718445,
    0.30999991297721863,
    0.48837196826934814,
    0.6218487024307251,
    0.20238088071346283,
    0.2513660192489624,
    0.20454540848731995,
    0.42528724670410156,
    0.2525251507759094,
    0.37004393339157104,
    0.3265305161476135,
    0.2956520915031433,
    0.30851057171821594,
    0.25906726717948914,
    0.14358967542648315,
    0.32402223348617554,
    0.13559316098690033,
    0.2244897186756134,
    0.446808397769928,
    0.2641508877277374,
    0.5990337133407593,
    0.3465345501899719,
    0.31999990344047546,
    0.2524271011352539,
    0.28723397850990295,
    0.246575266122818,
    0.5247523188591003,
    0.452830046415329,
    0.39215677976608276,
    0.19178074598312378,
    0.2597402036190033,
    0.5675674080848694,
    0.6010361909866333,
    0.4903845191001892,
    0.1528661698102951,
    0.5306121110916138,
    0.38862547278404236,
    0.3555554449558258,
    0.314606636762619,
    0.7149757146835327,
    0.42708319425582886,
    0.45976996421813965,
    0.30046939849853516,
    0.15384607017040253,
    0.2389935851097107,
    0.2065216600894928,
    0.29850736260414124,
    0.7014216780662537,
    0.5689654350280762,
    0.4405285120010376,
    0.5936071872711182,
    0.12748998403549194,
    0.36464083194732666,
    0.15217386186122894,
    0.5813952088356018,
    0.6380951404571533,
    0.22093015909194946,
    0.2065216600894928,
    0.29268285632133484,
    0.1754385232925415,
    0.2424241453409195,
    0.6477271318435669,
    0.31055888533592224,
    0.2470587193965912,
    0.39639630913734436,
    0.3843136429786682,
    0.3376622200012207,
    0.14285707473754883,
    0.3693692684173584,
    0.2575756907463074,
    0.4596773386001587,
    0.228260800242424,
    0.17560969293117523,
    0.5664739012718201,
    0.4550263583660126,
    0.3626372814178467,
    0.33502528071403503,
    0.1452513188123703,
    0.36458322405815125
   ],
   "time": 162.95087802782655,
   "param": [
    {
     "p": 0.08263601362705231,
     "m": 1.0
    },
    {
     "p": 0.048244766891002655,
     "m": 1.0
    },
    {
     "p": 0.07478529214859009,
     "m": 1.0
    },
    {
     "p": 0.08674383908510208,
     "m": 1.0
    },
    {
     "p": 0.081839919090271,
     "m": 1.0
    },
    {
     "p": 0.059122513979673386,
     "m": 1.0
    },
    {
     "p": 0.07512278109788895,
     "m": 1.0
    },
    {
     "p": 0.08391598612070084,
     "m": 1.0
    },
    {
     "p": 0.07018717378377914,
     "m": 1.0
    },
    {
     "p": 0.06542100757360458,
     "m": 1.0
    },
    {
     "p": 0.05990907922387123,
     "m": 1.0
    },
    {
     "p": 0.07341665774583817,
     "m": 1.0
    },
    {
     "p": 0.0887947529554367,
     "m": 1.0
    },
    {
     "p": 0.049860116094350815,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 139,
   "train_loss": 3.2670021057128906,
   "val_loss": 3.0857322216033936,
   "acc": 35.88,
   "f1": [
    0.6384975910186768,
    0.38626599311828613,
    0.3285022974014282,
    0.24175815284252167,
    0.13284127414226532,
    0.2723003923892975,
    0.43786972761154175,
    0.40624988079071045,
    0.36649200320243835,
    0.48447185754776,
    0.1333332657814026,
    0.2580644190311432,
    0.31325289607048035,
    0.2540982663631439,
    0.2264150232076645,
    0.1911262422800064,
    0.3666665554046631,
    0.43999987840652466,
    0.30232545733451843,
    0.2972972095012665,
    0.6231154203414917,
    0.4758363366127014,
    0.30857133865356445,
    0.5398228764533997,
    0.6802029013633728,
    0.27472516894340515,
    0.26315784454345703,
    0.23728807270526886,
    0.41048023104667664,
    0.27555546164512634,
    0.3594468832015991,
    0.33457237482070923,
    0.2887699604034424,
    0.26373615860939026,
    0.31155768036842346,
    0.188888818025589,
    0.3408070504665375,
    0.1809523105621338,
    0.1921396702528,
    0.43349742889404297,
    0.3084576427936554,
    0.5999999046325684,
    0.32183897495269775,
    0.34234222769737244,
    0.1635219305753708,
    0.20382159948349,
    0.19108274579048157,
    0.4402514398097992,
    0.4245808720588684,
    0.33962252736091614,
    0.2091502547264099,
    0.3217390477657318,
    0.579710066318512,
    0.5734766125679016,
    0.4772725999355316,
    0.12213735282421112,
    0.5327101349830627,
    0.3522725999355316,
    0.35359105467796326,
    0.27667975425720215,
    0.6831682324409485,
    0.4745761454105377,
    0.4491977095603943,
    0.34615373611450195,
    0.17241372168064117,
    0.28260859847068787,
    0.14857135713100433,
    0.33333319425582886,
    0.688372015953064,
    0.5606693625450134,
    0.45555540919303894,
    0.6153844594955444,
    0.17959177494049072,
    0.3675675094127655,
    0.1914892941713333,
    0.6090908050537109,
    0.6039602756500244,
    0.22857137024402618,
    0.22093015909194946,
    0.25490185618400574,
    0.1438848376274109,
    0.29585790634155273,
    0.6249998807907104,
    0.3465345501899719,
    0.29585790634155273,
    0.4293783903121948,
    0.3820223808288574,
    0.3706895411014557,
    0.1777777075767517,
    0.3593749403953552,
    0.2959182858467102,
    0.5520831942558289,
    0.2234041839838028,
    0.17567561566829681,
    0.5631066560745239,
    0.4401912987232208,
    0.32835814356803894,
    0.37696322798728943,
    0.15044242143630981,
    0.41379299759864807
   ],
   "time": 162.2098446143791,
   "param": [
    {
     "p": 0.08186902850866318,
     "m": 1.0
    },
    {
     "p": 0.04708981513977051,
     "m": 1.0
    },
    {
     "p": 0.08842434734106064,
     "m": 1.0
    },
    {
     "p": 0.08939367532730103,
     "m": 1.0
    },
    {
     "p": 0.0729178711771965,
     "m": 1.0
    },
    {
     "p": 0.0637405514717102,
     "m": 1.0
    },
    {
     "p": 0.07847003638744354,
     "m": 1.0
    },
    {
     "p": 0.08568763732910156,
     "m": 1.0
    },
    {
     "p": 0.0760398581624031,
     "m": 1.0
    },
    {
     "p": 0.049152109771966934,
     "m": 1.0
    },
    {
     "p": 0.06117641553282738,
     "m": 1.0
    },
    {
     "p": 0.08450987190008163,
     "m": 1.0
    },
    {
     "p": 0.07130128145217896,
     "m": 1.0
    },
    {
     "p": 0.05022751912474632,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 140,
   "train_loss": 3.625131130218506,
   "val_loss": 2.8166372776031494,
   "acc": 34.81,
   "f1": [
    0.6633662581443787,
    0.35416656732559204,
    0.27999991178512573,
    0.2333332598209381,
    0.0874999463558197,
    0.2412450611591339,
    0.33802807331085205,
    0.36559128761291504,
    0.28272244334220886,
    0.43956032395362854,
    0.07407402247190475,
    0.24899591505527496,
    0.34181809425354004,
    0.2834007143974304,
    0.2138364166021347,
    0.21904754638671875,
    0.2794759273529053,
    0.4699452221393585,
    0.32231393456459045,
    0.23204411566257477,
    0.5309733152389526,
    0.5371427536010742,
    0.3139533996582031,
    0.5026736855506897,
    0.5412540435791016,
    0.21118006110191345,
    0.256410151720047,
    0.21224483847618103,
    0.3817426860332489,
    0.2909089922904968,
    0.36293426156044006,
    0.378378301858902,
    0.2834007143974304,
    0.3068782389163971,
    0.3121386468410492,
    0.1844659447669983,
    0.33333322405815125,
    0.23214277625083923,
    0.22115376591682434,
    0.4910178482532501,
    0.2723734676837921,
    0.5948716402053833,
    0.2413792610168457,
    0.3663002848625183,
    0.21538454294204712,
    0.21978014707565308,
    0.25668442249298096,
    0.553672194480896,
    0.46486473083496094,
    0.36601296067237854,
    0.19999994337558746,
    0.2845849096775055,
    0.577777624130249,
    0.5990337133407593,
    0.4745761752128601,
    0.10191076993942261,
    0.48648640513420105,
    0.35359105467796326,
    0.3586955666542053,
    0.326315701007843,
    0.6171874403953552,
    0.44444432854652405,
    0.44943806529045105,
    0.3398691415786743,
    0.145695298910141,
    0.24528293311595917,
    0.18285706639289856,
    0.2658958435058594,
    0.6117646098136902,
    0.5254901647567749,
    0.4123710095882416,
    0.6239998936653137,
    0.16666659712791443,
    0.3699999153614044,
    0.11111106723546982,
    0.5679011344909668,
    0.6220094561576843,
    0.23214277625083923,
    0.18439710140228271,
    0.2954544425010681,
    0.16406241059303284,
    0.23963125050067902,
    0.6810809373855591,
    0.33333322405815125,
    0.2543351650238037,
    0.36904752254486084,
    0.372548907995224,
    0.39252325892448425,
    0.12244893610477448,
    0.32362452149391174,
    0.2834007143974304,
    0.46242761611938477,
    0.21126753091812134,
    0.18181809782981873,
    0.5158370137214661,
    0.411984920501709,
    0.2840908169746399,
    0.279411643743515,
    0.10843367874622345,
    0.31034475564956665
   ],
   "time": 161.60323478560895,
   "param": [
    {
     "p": 0.08111052215099335,
     "m": 1.0
    },
    {
     "p": 0.04735882207751274,
     "m": 1.0
    },
    {
     "p": 0.08892003446817398,
     "m": 1.0
    },
    {
     "p": 0.08164256811141968,
     "m": 1.0
    },
    {
     "p": 0.07643863558769226,
     "m": 1.0
    },
    {
     "p": 0.06438787281513214,
     "m": 1.0
    },
    {
     "p": 0.08624560385942459,
     "m": 1.0
    },
    {
     "p": 0.08461549878120422,
     "m": 1.0
    },
    {
     "p": 0.06331274658441544,
     "m": 1.0
    },
    {
     "p": 0.059359826147556305,
     "m": 1.0
    },
    {
     "p": 0.060577403753995895,
     "m": 1.0
    },
    {
     "p": 0.0744684636592865,
     "m": 1.0
    },
    {
     "p": 0.07889658212661743,
     "m": 1.0
    },
    {
     "p": 0.05266537889838219,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 141,
   "train_loss": 3.894998073577881,
   "val_loss": 2.854447364807129,
   "acc": 35.27,
   "f1": [
    0.5951218605041504,
    0.3386242389678955,
    0.31067952513694763,
    0.22346359491348267,
    0.12195117771625519,
    0.2550334930419922,
    0.39378228783607483,
    0.3771427571773529,
    0.31249991059303284,
    0.42285704612731934,
    0.16666659712791443,
    0.281406968832016,
    0.32558128237724304,
    0.2561575770378113,
    0.20289847254753113,
    0.22093015909194946,
    0.3515150547027588,
    0.47120407223701477,
    0.34254133701324463,
    0.3240739703178406,
    0.6048778891563416,
    0.5083332657814026,
    0.30630621314048767,
    0.5414363145828247,
    0.6460175514221191,
    0.2244897186756134,
    0.27218925952911377,
    0.19607838988304138,
    0.4593299925327301,
    0.29032251238822937,
    0.3846152722835541,
    0.31390124559402466,
    0.3184078335762024,
    0.28426387906074524,
    0.2882882058620453,
    0.19587622582912445,
    0.3289472758769989,
    0.21725237369537354,
    0.19760474562644958,
    0.4910178482532501,
    0.29126206040382385,
    0.589371919631958,
    0.28571417927742004,
    0.3219813406467438,
    0.15894033014774323,
    0.25352105498313904,
    0.24999994039535522,
    0.49999988079071045,
    0.48387083411216736,
    0.3999999165534973,
    0.1452513188123703,
    0.30392149090766907,
    0.5507245659828186,
    0.5904760956764221,
    0.5368419289588928,
    0.123287633061409,
    0.5168538093566895,
    0.32124343514442444,
    0.3387977182865143,
    0.28235283493995667,
    0.6872245073318481,
    0.42285704612731934,
    0.43979042768478394,
    0.3726707398891449,
    0.18320603668689728,
    0.23030294477939606,
    0.17164172232151031,
    0.36871495842933655,
    0.733333170413971,
    0.579710066318512,
    0.4615383446216583,
    0.5931557416915894,
    0.10526309907436371,
    0.35658904910087585,
    0.17808210849761963,
    0.5980390906333923,
    0.6256982088088989,
    0.26086947321891785,
    0.19251330196857452,
    0.3068782389163971,
    0.1641024947166443,
    0.2702701687812805,
    0.697435736656189,
    0.3096773326396942,
    0.2097901701927185,
    0.41891881823539734,
    0.39252325892448425,
    0.4088396728038788,
    0.13861380517482758,
    0.35714277625083923,
    0.2727271616458893,
    0.4818180501461029,
    0.18719203770160675,
    0.1735159158706665,
    0.5887848734855652,
    0.43601882457733154,
    0.2550334632396698,
    0.2937852144241333,
    0.13872826099395752,
    0.3578946590423584
   ],
   "time": 165.0016950359568,
   "param": [
    {
     "p": 0.07731364667415619,
     "m": 1.0
    },
    {
     "p": 0.0466570146381855,
     "m": 1.0
    },
    {
     "p": 0.0846833810210228,
     "m": 1.0
    },
    {
     "p": 0.08673758804798126,
     "m": 1.0
    },
    {
     "p": 0.067718505859375,
     "m": 1.0
    },
    {
     "p": 0.061078909784555435,
     "m": 1.0
    },
    {
     "p": 0.07876728475093842,
     "m": 1.0
    },
    {
     "p": 0.0818108320236206,
     "m": 1.0
    },
    {
     "p": 0.06372258812189102,
     "m": 1.0
    },
    {
     "p": 0.06929648667573929,
     "m": 1.0
    },
    {
     "p": 0.056753695011138916,
     "m": 1.0
    },
    {
     "p": 0.07899174094200134,
     "m": 1.0
    },
    {
     "p": 0.09110945463180542,
     "m": 1.0
    },
    {
     "p": 0.0553588941693306,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 142,
   "train_loss": 3.4395079612731934,
   "val_loss": 2.6477537155151367,
   "acc": 35.31,
   "f1": [
    0.6063828468322754,
    0.35454532504081726,
    0.31764698028564453,
    0.22950810194015503,
    0.1442307084798813,
    0.30545443296432495,
    0.4099377691745758,
    0.39784935116767883,
    0.3091786503791809,
    0.46808499097824097,
    0.14379078149795532,
    0.2758619785308838,
    0.41314542293548584,
    0.22131142020225525,
    0.24999992549419403,
    0.20512813329696655,
    0.3473052978515625,
    0.49586769938468933,
    0.3586955666542053,
    0.27799221873283386,
    0.5740739107131958,
    0.492537260055542,
    0.306122362613678,
    0.5380709171295166,
    0.6117646098136902,
    0.24539868533611298,
    0.30857133865356445,
    0.21449270844459534,
    0.4338623583316803,
    0.32558128237724304,
    0.3765689730644226,
    0.3253011107444763,
    0.3428570628166199,
    0.29213473200798035,
    0.3168315887451172,
    0.17624516785144806,
    0.3076922297477722,
    0.19047613441944122,
    0.19587622582912445,
    0.4541061818599701,
    0.26244333386421204,
    0.5544553399085999,
    0.3317534327507019,
    0.366812139749527,
    0.20338977873325348,
    0.2066420167684555,
    0.22485199570655823,
    0.4671532213687897,
    0.4232363998889923,
    0.36559128761291504,
    0.20192298293113708,
    0.29032251238822937,
    0.5570775270462036,
    0.6067414879798889,
    0.4972374439239502,
    0.07741929590702057,
    0.48780474066734314,
    0.35064926743507385,
    0.32432422041893005,
    0.2784809172153473,
    0.7040814757347107,
    0.4210525155067444,
    0.4712642431259155,
    0.36871495842933655,
    0.1748633086681366,
    0.212290421128273,
    0.10666660219430923,
    0.23287664353847504,
    0.7149319648742676,
    0.6272187829017639,
    0.4690264165401459,
    0.6135456562042236,
    0.13513506948947906,
    0.34343424439430237,
    0.11594197899103165,
    0.6210525035858154,
    0.6222221255302429,
    0.22093015909194946,
    0.20512814819812775,
    0.24113468825817108,
    0.1450776606798172,
    0.2723734676837921,
    0.6990289688110352,
    0.329670250415802,
    0.21978014707565308,
    0.40677958726882935,
    0.3831774890422821,
    0.38993698358535767,
    0.16030527651309967,
    0.3228698670864105,
    0.3083699643611908,
    0.5174128413200378,
    0.15151509642601013,
    0.17391300201416016,
    0.5291478633880615,
    0.44670039415359497,
    0.3846152722835541,
    0.39130425453186035,
    0.09876536577939987,
    0.279411643743515
   ],
   "time": 164.7216698974371,
   "param": [
    {
     "p": 0.08521043509244919,
     "m": 1.0
    },
    {
     "p": 0.04781829193234444,
     "m": 1.0
    },
    {
     "p": 0.08144333213567734,
     "m": 1.0
    },
    {
     "p": 0.07945002615451813,
     "m": 1.0
    },
    {
     "p": 0.06466823071241379,
     "m": 1.0
    },
    {
     "p": 0.07298760861158371,
     "m": 1.0
    },
    {
     "p": 0.08798784017562866,
     "m": 1.0
    },
    {
     "p": 0.08916208148002625,
     "m": 1.0
    },
    {
     "p": 0.07594563812017441,
     "m": 1.0
    },
    {
     "p": 0.061165280640125275,
     "m": 1.0
    },
    {
     "p": 0.049802016466856,
     "m": 1.0
    },
    {
     "p": 0.07255041599273682,
     "m": 1.0
    },
    {
     "p": 0.07563550770282745,
     "m": 1.0
    },
    {
     "p": 0.05617330223321915,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 143,
   "train_loss": 3.464462995529175,
   "val_loss": 2.6416537761688232,
   "acc": 35.02,
   "f1": [
    0.5892856121063232,
    0.35416656732559204,
    0.34883710741996765,
    0.20833326876163483,
    0.1156068742275238,
    0.24999991059303284,
    0.3628690838813782,
    0.3953487277030945,
    0.29940110445022583,
    0.4145076870918274,
    0.16853927075862885,
    0.29268282651901245,
    0.3474177420139313,
    0.22857137024402618,
    0.21301770210266113,
    0.21468918025493622,
    0.34523800015449524,
    0.5026736855506897,
    0.26900574564933777,
    0.31249991059303284,
    0.5495494604110718,
    0.5188283324241638,
    0.2962961792945862,
    0.45833322405815125,
    0.6229506731033325,
    0.24509796500205994,
    0.2727271318435669,
    0.21794866025447845,
    0.4222221076488495,
    0.2962961792945862,
    0.38578668236732483,
    0.3463686406612396,
    0.32579174637794495,
    0.24324318766593933,
    0.3478259742259979,
    0.1754385381937027,
    0.3276835083961487,
    0.1729728877544403,
    0.23963125050067902,
    0.44705867767333984,
    0.30567678809165955,
    0.5592415928840637,
    0.3203882575035095,
    0.35251790285110474,
    0.1990949511528015,
    0.2206895798444748,
    0.19780214130878448,
    0.4335663318634033,
    0.46242761611938477,
    0.39655160903930664,
    0.20408155024051666,
    0.3365383446216583,
    0.604255199432373,
    0.5934064984321594,
    0.518134593963623,
    0.07361957430839539,
    0.4867255389690399,
    0.3809523284435272,
    0.31999990344047546,
    0.3050846457481384,
    0.666666567325592,
    0.425531804561615,
    0.4432430863380432,
    0.33802807331085205,
    0.16304342448711395,
    0.2634729743003845,
    0.15950913727283478,
    0.20895513892173767,
    0.5905510783195496,
    0.5276594758033752,
    0.46632111072540283,
    0.544262170791626,
    0.10256402939558029,
    0.3854544162750244,
    0.19867542386054993,
    0.5369648933410645,
    0.5844747424125671,
    0.19393931329250336,
    0.2433861643075943,
    0.265060156583786,
    0.1379309743642807,
    0.24710416793823242,
    0.623255729675293,
    0.3209875524044037,
    0.22929932177066803,
    0.36458322405815125,
    0.3542855978012085,
    0.4148934781551361,
    0.046511583030223846,
    0.3603602349758148,
    0.26822152733802795,
    0.5164833664894104,
    0.19999991357326508,
    0.23913034796714783,
    0.5647057294845581,
    0.44210511445999146,
    0.34224584698677063,
    0.30857133865356445,
    0.15999993681907654,
    0.31372538208961487
   ],
   "time": 163.34420189913362,
   "param": [
    {
     "p": 0.07711487263441086,
     "m": 1.0
    },
    {
     "p": 0.048938922584056854,
     "m": 1.0
    },
    {
     "p": 0.08819703012704849,
     "m": 1.0
    },
    {
     "p": 0.08595860749483109,
     "m": 1.0
    },
    {
     "p": 0.07522640377283096,
     "m": 1.0
    },
    {
     "p": 0.062294721603393555,
     "m": 1.0
    },
    {
     "p": 0.07975020259618759,
     "m": 1.0
    },
    {
     "p": 0.08868653327226639,
     "m": 1.0
    },
    {
     "p": 0.06697030365467072,
     "m": 1.0
    },
    {
     "p": 0.06783751398324966,
     "m": 1.0
    },
    {
     "p": 0.05485878512263298,
     "m": 1.0
    },
    {
     "p": 0.07689530402421951,
     "m": 1.0
    },
    {
     "p": 0.07511181384325027,
     "m": 1.0
    },
    {
     "p": 0.05215899646282196,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 144,
   "train_loss": 3.3844687938690186,
   "val_loss": 2.9013755321502686,
   "acc": 35.71,
   "f1": [
    0.6274508833885193,
    0.41052618622779846,
    0.29523801803588867,
    0.20858889818191528,
    0.15023468434810638,
    0.267147958278656,
    0.38914018869400024,
    0.368663489818573,
    0.30555546283721924,
    0.43979042768478394,
    0.1449274718761444,
    0.23913034796714783,
    0.3314915895462036,
    0.13740453124046326,
    0.2436547577381134,
    0.2006688416004181,
    0.36809808015823364,
    0.49999988079071045,
    0.3411763310432434,
    0.2592591345310211,
    0.5913977026939392,
    0.5084744691848755,
    0.33179715275764465,
    0.5714284777641296,
    0.639269232749939,
    0.21568621695041656,
    0.28187909722328186,
    0.19230762124061584,
    0.40540531277656555,
    0.2553190290927887,
    0.4018690288066864,
    0.3383083641529083,
    0.32432422041893005,
    0.3265305161476135,
    0.25101208686828613,
    0.1717790812253952,
    0.33333325386047363,
    0.2243901938199997,
    0.23958325386047363,
    0.46808499097824097,
    0.3116881847381592,
    0.5135133862495422,
    0.33333325386047363,
    0.2955974340438843,
    0.1818181276321411,
    0.16923071444034576,
    0.22818784415721893,
    0.5174128413200378,
    0.4277455508708954,
    0.38644057512283325,
    0.2181817591190338,
    0.3469386696815491,
    0.5599998831748962,
    0.604255199432373,
    0.497175008058548,
    0.10928954929113388,
    0.5071768760681152,
    0.34999990463256836,
    0.2857142388820648,
    0.3408070504665375,
    0.7342994213104248,
    0.4772725999355316,
    0.45398759841918945,
    0.41758227348327637,
    0.1395348310470581,
    0.22535203397274017,
    0.17021268606185913,
    0.3034482002258301,
    0.7179486155509949,
    0.6111109852790833,
    0.4504503309726715,
    0.6448596715927124,
    0.11764699965715408,
    0.30952370166778564,
    0.20512813329696655,
    0.5999999046325684,
    0.6315788626670837,
    0.239999920129776,
    0.20138882100582123,
    0.31034475564956665,
    0.17187494039535522,
    0.2933332622051239,
    0.652542233467102,
    0.36082467436790466,
    0.239999920129776,
    0.40476179122924805,
    0.3853210210800171,
    0.3147207200527191,
    0.14448663592338562,
    0.3255813419818878,
    0.26666659116744995,
    0.4634144902229309,
    0.23280414938926697,
    0.1843317300081253,
    0.5550238490104675,
    0.4487804174423218,
    0.3957218527793884,
    0.3383083641529083,
    0.13496926426887512,
    0.3625729978084564
   ],
   "time": 162.10957980994135,
   "param": [
    {
     "p": 0.06316124647855759,
     "m": 1.0
    },
    {
     "p": 0.05232658609747887,
     "m": 1.0
    },
    {
     "p": 0.08427241444587708,
     "m": 1.0
    },
    {
     "p": 0.086805559694767,
     "m": 1.0
    },
    {
     "p": 0.07268421351909637,
     "m": 1.0
    },
    {
     "p": 0.07249554991722107,
     "m": 1.0
    },
    {
     "p": 0.08811665326356888,
     "m": 1.0
    },
    {
     "p": 0.0786517783999443,
     "m": 1.0
    },
    {
     "p": 0.06314186006784439,
     "m": 1.0
    },
    {
     "p": 0.07003392279148102,
     "m": 1.0
    },
    {
     "p": 0.050628259778022766,
     "m": 1.0
    },
    {
     "p": 0.08661777526140213,
     "m": 1.0
    },
    {
     "p": 0.07756918668746948,
     "m": 1.0
    },
    {
     "p": 0.053495023399591446,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 145,
   "train_loss": 3.157961845397949,
   "val_loss": 2.9036898612976074,
   "acc": 34.81,
   "f1": [
    0.5583332777023315,
    0.3675675094127655,
    0.37125736474990845,
    0.1931033730506897,
    0.07462681084871292,
    0.18181811273097992,
    0.3842363655567169,
    0.37614670395851135,
    0.31226757168769836,
    0.42452818155288696,
    0.14012733101844788,
    0.30769217014312744,
    0.28235283493995667,
    0.2264150232076645,
    0.19289332628250122,
    0.21561333537101746,
    0.3257574439048767,
    0.548076868057251,
    0.3157893717288971,
    0.28054288029670715,
    0.5526314973831177,
    0.5361700654029846,
    0.31155768036842346,
    0.5197739005088806,
    0.5990337133407593,
    0.23115570843219757,
    0.2843136191368103,
    0.2021275758743286,
    0.4022987186908722,
    0.24074065685272217,
    0.37681150436401367,
    0.37288129329681396,
    0.309278279542923,
    0.28358203172683716,
    0.2702701687812805,
    0.1407034695148468,
    0.3299999237060547,
    0.16346149146556854,
    0.2421524077653885,
    0.45859864354133606,
    0.2794116735458374,
    0.603351891040802,
    0.30337071418762207,
    0.33333322405815125,
    0.22222214937210083,
    0.21505369246006012,
    0.27777770161628723,
    0.48927029967308044,
    0.45263150334358215,
    0.37563440203666687,
    0.1658536046743393,
    0.29152533411979675,
    0.5808823108673096,
    0.5685278177261353,
    0.46913570165634155,
    0.12222215533256531,
    0.4595744013786316,
    0.38271594047546387,
    0.29875513911247253,
    0.3315507173538208,
    0.7099998593330383,
    0.45197728276252747,
    0.4020099639892578,
    0.35582810640335083,
    0.15887843072414398,
    0.2138364166021347,
    0.1563517451286316,
    0.3586955666542053,
    0.7109003663063049,
    0.6010927557945251,
    0.4484303891658783,
    0.6098653674125671,
    0.09954744577407837,
    0.3694778084754944,
    0.14371250569820404,
    0.5945944786071777,
    0.5826086401939392,
    0.18867920339107513,
    0.18749994039535522,
    0.27380943298339844,
    0.20689649879932404,
    0.2433861643075943,
    0.679245114326477,
    0.33684200048446655,
    0.2243901938199997,
    0.39473670721054077,
    0.3878786563873291,
    0.3999998867511749,
    0.1546391248703003,
    0.39252325892448425,
    0.30851057171821594,
    0.4031619727611542,
    0.19999992847442627,
    0.14659680426120758,
    0.5463413596153259,
    0.43715834617614746,
    0.27118635177612305,
    0.33918121457099915,
    0.1450776606798172,
    0.31724128127098083
   ],
   "time": 160.54031634051353,
   "param": [
    {
     "p": 0.07254350185394287,
     "m": 1.0
    },
    {
     "p": 0.04662541672587395,
     "m": 1.0
    },
    {
     "p": 0.07595863938331604,
     "m": 1.0
    },
    {
     "p": 0.09286180883646011,
     "m": 1.0
    },
    {
     "p": 0.06532352417707443,
     "m": 1.0
    },
    {
     "p": 0.0731903538107872,
     "m": 1.0
    },
    {
     "p": 0.0781579315662384,
     "m": 1.0
    },
    {
     "p": 0.08867579698562622,
     "m": 1.0
    },
    {
     "p": 0.0800529345870018,
     "m": 1.0
    },
    {
     "p": 0.05390630662441254,
     "m": 1.0
    },
    {
     "p": 0.05947384983301163,
     "m": 1.0
    },
    {
     "p": 0.07867538928985596,
     "m": 1.0
    },
    {
     "p": 0.08730436116456985,
     "m": 1.0
    },
    {
     "p": 0.04725009575486183,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 146,
   "train_loss": 3.7621397972106934,
   "val_loss": 2.5548739433288574,
   "acc": 34.93,
   "f1": [
    0.5866665840148926,
    0.4170615077018738,
    0.28048771619796753,
    0.18587355315685272,
    0.1379309743642807,
    0.2681158781051636,
    0.4142010807991028,
    0.4044942855834961,
    0.34920626878738403,
    0.4021162986755371,
    0.1528661698102951,
    0.2117646485567093,
    0.3363635540008545,
    0.2233501821756363,
    0.21621613204479218,
    0.19191910326480865,
    0.3356642425060272,
    0.4873095452785492,
    0.256410151720047,
    0.3529410660266876,
    0.5844747424125671,
    0.5073169469833374,
    0.35359105467796326,
    0.4938269853591919,
    0.5928853154182434,
    0.22485199570655823,
    0.24271836876869202,
    0.15053758025169373,
    0.40268445014953613,
    0.29245272278785706,
    0.3722943067550659,
    0.30418241024017334,
    0.2980768382549286,
    0.27551010251045227,
    0.2842104732990265,
    0.17821775376796722,
    0.30999991297721863,
    0.18836559355258942,
    0.23728807270526886,
    0.40718549489974976,
    0.2999999523162842,
    0.5764704942703247,
    0.2576685845851898,
    0.3405795991420746,
    0.24864855408668518,
    0.19587622582912445,
    0.28695645928382874,
    0.4823527932167053,
    0.43333321809768677,
    0.4291844367980957,
    0.22459883987903595,
    0.3115941286087036,
    0.549828052520752,
    0.6407765746116638,
    0.542713463306427,
    0.09523803740739822,
    0.5128204226493835,
    0.4161849021911621,
    0.28925609588623047,
    0.32432422041893005,
    0.7038625478744507,
    0.44444429874420166,
    0.4324323236942291,
    0.35051536560058594,
    0.17142853140830994,
    0.22325573861598969,
    0.1497325599193573,
    0.2674417495727539,
    0.7244896292686462,
    0.5787232518196106,
    0.45454534888267517,
    0.5841582417488098,
    0.14545448124408722,
    0.34523800015449524,
    0.15957440435886383,
    0.5583332777023315,
    0.6598983407020569,
    0.22222216427326202,
    0.22009563446044922,
    0.12698407471179962,
    0.15602830052375793,
    0.2485874742269516,
    0.6847825050354004,
    0.32558128237724304,
    0.17391297221183777,
    0.4191615581512451,
    0.39285701513290405,
    0.3463686406612396,
    0.07194238901138306,
    0.3659573495388031,
    0.30270257592201233,
    0.5196077227592468,
    0.17021270096302032,
    0.23469379544258118,
    0.5769229531288147,
    0.4507041275501251,
    0.30487796664237976,
    0.3084576427936554,
    0.15999993681907654,
    0.33962252736091614
   ],
   "time": 161.04484926816076,
   "param": [
    {
     "p": 0.07648295909166336,
     "m": 1.0
    },
    {
     "p": 0.04353310540318489,
     "m": 1.0
    },
    {
     "p": 0.08864496648311615,
     "m": 1.0
    },
    {
     "p": 0.09762194752693176,
     "m": 1.0
    },
    {
     "p": 0.060609374195337296,
     "m": 1.0
    },
    {
     "p": 0.0687623918056488,
     "m": 1.0
    },
    {
     "p": 0.08245164901018143,
     "m": 1.0
    },
    {
     "p": 0.09034065902233124,
     "m": 1.0
    },
    {
     "p": 0.07132979482412338,
     "m": 1.0
    },
    {
     "p": 0.0520898662507534,
     "m": 1.0
    },
    {
     "p": 0.055802181363105774,
     "m": 1.0
    },
    {
     "p": 0.08293644338846207,
     "m": 1.0
    },
    {
     "p": 0.07038763165473938,
     "m": 1.0
    },
    {
     "p": 0.059006936848163605,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 147,
   "train_loss": 4.0070037841796875,
   "val_loss": 2.719233989715576,
   "acc": 34.93,
   "f1": [
    0.6326529383659363,
    0.3617020547389984,
    0.3151514232158661,
    0.22707417607307434,
    0.1461186707019806,
    0.25210076570510864,
    0.3905324339866638,
    0.3555554449558258,
    0.35135123133659363,
    0.4606059193611145,
    0.16783210635185242,
    0.299465149641037,
    0.35658904910087585,
    0.2021275758743286,
    0.25892847776412964,
    0.19323663413524628,
    0.2659573554992676,
    0.47004595398902893,
    0.34554967284202576,
    0.23958325386047363,
    0.5939393043518066,
    0.42657333612442017,
    0.3315507173538208,
    0.49599987268447876,
    0.704761803150177,
    0.21256029605865479,
    0.26190468668937683,
    0.19417467713356018,
    0.44198882579803467,
    0.27322396636009216,
    0.3783782124519348,
    0.3287670314311981,
    0.27049171924591064,
    0.3090128004550934,
    0.31249991059303284,
    0.20289847254753113,
    0.3024389147758484,
    0.239999920129776,
    0.23529404401779175,
    0.44444432854652405,
    0.2869197428226471,
    0.5302324295043945,
    0.29864245653152466,
    0.3636362850666046,
    0.17142851650714874,
    0.20858889818191528,
    0.2901553809642792,
    0.48623839020729065,
    0.4526748061180115,
    0.37433144450187683,
    0.145695298910141,
    0.2801302373409271,
    0.5860804915428162,
    0.5876287817955017,
    0.5432097911834717,
    0.11956514418125153,
    0.4599998891353607,
    0.3626372814178467,
    0.33333322405815125,
    0.3064514994621277,
    0.666666567325592,
    0.43999987840652466,
    0.39252325892448425,
    0.327868789434433,
    0.16793887317180634,
    0.2790696620941162,
    0.17840369045734406,
    0.3508770763874054,
    0.6564101576805115,
    0.6146340370178223,
    0.445652037858963,
    0.5999998450279236,
    0.09195395559072495,
    0.3265305161476135,
    0.19469019770622253,
    0.5866665840148926,
    0.6417111158370972,
    0.17931029200553894,
    0.2006269097328186,
    0.3076922297477722,
    0.1798941045999527,
    0.21428564190864563,
    0.6697673201560974,
    0.30051806569099426,
    0.24050623178482056,
    0.3841806650161743,
    0.4195120930671692,
    0.3522011637687683,
    0.10999993234872818,
    0.4239630401134491,
    0.28571417927742004,
    0.47761180996894836,
    0.21495321393013,
    0.22429899871349335,
    0.5436891913414001,
    0.41212108731269836,
    0.21897803246974945,
    0.3431951701641083,
    0.10370365530252457,
    0.3046356737613678
   ],
   "time": 162.51530644483864,
   "param": [
    {
     "p": 0.08024562895298004,
     "m": 1.0
    },
    {
     "p": 0.04630002751946449,
     "m": 1.0
    },
    {
     "p": 0.08543471992015839,
     "m": 1.0
    },
    {
     "p": 0.07608144730329514,
     "m": 1.0
    },
    {
     "p": 0.07336601614952087,
     "m": 1.0
    },
    {
     "p": 0.058793775737285614,
     "m": 1.0
    },
    {
     "p": 0.08136774599552155,
     "m": 1.0
    },
    {
     "p": 0.06951505690813065,
     "m": 1.0
    },
    {
     "p": 0.08050783723592758,
     "m": 1.0
    },
    {
     "p": 0.07132405787706375,
     "m": 1.0
    },
    {
     "p": 0.06204253435134888,
     "m": 1.0
    },
    {
     "p": 0.08426614105701447,
     "m": 1.0
    },
    {
     "p": 0.0783037468791008,
     "m": 1.0
    },
    {
     "p": 0.052451226860284805,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 148,
   "train_loss": 3.416341543197632,
   "val_loss": 2.7566263675689697,
   "acc": 35.46,
   "f1": [
    0.555133044719696,
    0.43999987840652466,
    0.3024389147758484,
    0.19913412630558014,
    0.10884349048137665,
    0.294573575258255,
    0.38636353611946106,
    0.42857131361961365,
    0.28235283493995667,
    0.45833322405815125,
    0.21111102402210236,
    0.28235283493995667,
    0.34374991059303284,
    0.23376615345478058,
    0.22105254232883453,
    0.22471901774406433,
    0.34554967284202576,
    0.5137613415718079,
    0.31249991059303284,
    0.30588221549987793,
    0.627906858921051,
    0.4980543851852417,
    0.28925609588623047,
    0.5502644181251526,
    0.600858211517334,
    0.21428565680980682,
    0.2723403573036194,
    0.193548321723938,
    0.4183005392551422,
    0.2745096981525421,
    0.3882782757282257,
    0.32195112109184265,
    0.3711339235305786,
    0.2473117560148239,
    0.2922077178955078,
    0.12213735282421112,
    0.3350784480571747,
    0.21399171650409698,
    0.2234041839838028,
    0.4705881178379059,
    0.28571420907974243,
    0.5663716197013855,
    0.3267325758934021,
    0.33928561210632324,
    0.22962957620620728,
    0.193548321723938,
    0.2403845638036728,
    0.5084744691848755,
    0.4204544126987457,
    0.41148313879966736,
    0.16766461730003357,
    0.33497530221939087,
    0.5739909410476685,
    0.5862067937850952,
    0.4733726978302002,
    0.15294109284877777,
    0.4498268961906433,
    0.32704389095306396,
    0.3399999141693115,
    0.2597401440143585,
    0.704761803150177,
    0.3831774890422821,
    0.4301074147224426,
    0.3250882625579834,
    0.1754385232925415,
    0.26373615860939026,
    0.1194029375910759,
    0.23312875628471375,
    0.7029701471328735,
    0.5439329743385315,
    0.40298497676849365,
    0.5916665196418762,
    0.16494840383529663,
    0.2820512056350708,
    0.17708326876163483,
    0.585152804851532,
    0.5866665840148926,
    0.18884113430976868,
    0.1931033730506897,
    0.30337071418762207,
    0.17610056698322296,
    0.2597402036190033,
    0.7157893776893616,
    0.25730982422828674,
    0.25116273760795593,
    0.4200912117958069,
    0.3905324339866638,
    0.3317534327507019,
    0.16993455588817596,
    0.37815114855766296,
    0.26254817843437195,
    0.4736841320991516,
    0.1325300633907318,
    0.07246371358633041,
    0.5454544425010681,
    0.4491977095603943,
    0.3678159713745117,
    0.35532984137535095,
    0.14606735110282898,
    0.33939382433891296
   ],
   "time": 164.04810221400112,
   "param": [
    {
     "p": 0.07434539496898651,
     "m": 1.0
    },
    {
     "p": 0.04762452468276024,
     "m": 1.0
    },
    {
     "p": 0.0850554034113884,
     "m": 1.0
    },
    {
     "p": 0.08229801803827286,
     "m": 1.0
    },
    {
     "p": 0.06973995268344879,
     "m": 1.0
    },
    {
     "p": 0.06599639356136322,
     "m": 1.0
    },
    {
     "p": 0.07455109059810638,
     "m": 1.0
    },
    {
     "p": 0.0796690359711647,
     "m": 1.0
    },
    {
     "p": 0.07802040874958038,
     "m": 1.0
    },
    {
     "p": 0.0648406520485878,
     "m": 1.0
    },
    {
     "p": 0.05882994458079338,
     "m": 1.0
    },
    {
     "p": 0.09004133939743042,
     "m": 1.0
    },
    {
     "p": 0.07892578840255737,
     "m": 1.0
    },
    {
     "p": 0.050062138587236404,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 149,
   "train_loss": 3.526010274887085,
   "val_loss": 2.7210261821746826,
   "acc": 35.18,
   "f1": [
    0.6063828468322754,
    0.38647329807281494,
    0.2790696620941162,
    0.15789468586444855,
    0.1365852952003479,
    0.19999992847442627,
    0.39285704493522644,
    0.3741934299468994,
    0.28402355313301086,
    0.36111101508140564,
    0.19791658222675323,
    0.24539868533611298,
    0.38043469190597534,
    0.2399999350309372,
    0.22834637761116028,
    0.21463409066200256,
    0.30939218401908875,
    0.467661589384079,
    0.38502663373947144,
    0.306122362613678,
    0.5970147848129272,
    0.5098037719726562,
    0.33333322405815125,
    0.5086703896522522,
    0.5714284777641296,
    0.17218534648418427,
    0.2258063703775406,
    0.18439710140228271,
    0.4299064576625824,
    0.2430938482284546,
    0.3456788957118988,
    0.3714284896850586,
    0.329670250415802,
    0.29714274406433105,
    0.2755904495716095,
    0.20792071521282196,
    0.3764704465866089,
    0.19548864662647247,
    0.19565211236476898,
    0.4606740176677704,
    0.28571417927742004,
    0.5913977026939392,
    0.28318578004837036,
    0.3494423031806946,
    0.18285706639289856,
    0.23966935276985168,
    0.2681563198566437,
    0.4626865088939667,
    0.4659089744091034,
    0.38139525055885315,
    0.19178076088428497,
    0.3141360282897949,
    0.5661762952804565,
    0.6543776988983154,
    0.49785396456718445,
    0.11042939126491547,
    0.4529913365840912,
    0.3627450466156006,
    0.3386242389678955,
    0.2771083414554596,
    0.6951870322227478,
    0.4186045527458191,
    0.4313724637031555,
    0.33593741059303284,
    0.16766461730003357,
    0.26341456174850464,
    0.11695900559425354,
    0.2456139326095581,
    0.6781114935874939,
    0.5531913638114929,
    0.4104476869106293,
    0.6576575636863708,
    0.12080531567335129,
    0.3428570628166199,
    0.16931210458278656,
    0.6086955666542053,
    0.5622488856315613,
    0.18823520839214325,
    0.20731700956821442,
    0.2658226788043976,
    0.14689259231090546,
    0.2783504128456116,
    0.6930691599845886,
    0.3352600038051605,
    0.19428564608097076,
    0.45248857140541077,
    0.39106133580207825,
    0.33121007680892944,
    0.15525108575820923,
    0.4385963976383209,
    0.2727271318435669,
    0.43678149580955505,
    0.23157887160778046,
    0.17840369045734406,
    0.5628139972686768,
    0.436893105506897,
    0.25730982422828674,
    0.33333325386047363,
    0.11956514418125153,
    0.31355923414230347
   ],
   "time": 163.23635139130056,
   "param": [
    {
     "p": 0.08909451961517334,
     "m": 1.0
    },
    {
     "p": 0.04475683346390724,
     "m": 1.0
    },
    {
     "p": 0.07796827703714371,
     "m": 1.0
    },
    {
     "p": 0.08302881568670273,
     "m": 1.0
    },
    {
     "p": 0.07478179782629013,
     "m": 1.0
    },
    {
     "p": 0.07090849429368973,
     "m": 1.0
    },
    {
     "p": 0.07375065982341766,
     "m": 1.0
    },
    {
     "p": 0.08850020915269852,
     "m": 1.0
    },
    {
     "p": 0.07259740680456161,
     "m": 1.0
    },
    {
     "p": 0.054907072335481644,
     "m": 1.0
    },
    {
     "p": 0.05649624019861221,
     "m": 1.0
    },
    {
     "p": 0.07314583659172058,
     "m": 1.0
    },
    {
     "p": 0.08791566640138626,
     "m": 1.0
    },
    {
     "p": 0.05214812606573105,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 150,
   "train_loss": 3.5043692588806152,
   "val_loss": 3.0106523036956787,
   "acc": 34.77,
   "f1": [
    0.6602869629859924,
    0.3636362850666046,
    0.3398057222366333,
    0.20125779509544373,
    0.11764701455831528,
    0.27272719144821167,
    0.35365843772888184,
    0.38190943002700806,
    0.2655600905418396,
    0.4223601520061493,
    0.1985815018415451,
    0.23829780519008636,
    0.37209296226501465,
    0.1052631139755249,
    0.19607838988304138,
    0.23214277625083923,
    0.38190943002700806,
    0.5065500736236572,
    0.35602086782455444,
    0.25668442249298096,
    0.562211811542511,
    0.45756447315216064,
    0.3208555281162262,
    0.5699998736381531,
    0.5955554842948914,
    0.1445782482624054,
    0.2753622233867645,
    0.21800939738750458,
    0.3881855607032776,
    0.2705881595611572,
    0.3617020547389984,
    0.35294109582901,
    0.33333322405815125,
    0.3089430034160614,
    0.29787224531173706,
    0.12658220529556274,
    0.31535258889198303,
    0.13533830642700195,
    0.22321420907974243,
    0.41935470700263977,
    0.2700421214103699,
    0.5686272978782654,
    0.24624615907669067,
    0.3135887682437897,
    0.18604643642902374,
    0.239520862698555,
    0.20571422576904297,
    0.5104601383209229,
    0.4242422878742218,
    0.4022345542907715,
    0.19905206561088562,
    0.3647797703742981,
    0.5714284777641296,
    0.5904760956764221,
    0.4454544484615326,
    0.12765952944755554,
    0.5284972786903381,
    0.36714968085289,
    0.3217390477657318,
    0.34123215079307556,
    0.6982757449150085,
    0.44444429874420166,
    0.41975298523902893,
    0.31355923414230347,
    0.12578611075878143,
    0.1931033730506897,
    0.12987008690834045,
    0.29213473200798035,
    0.6794257164001465,
    0.5662099123001099,
    0.3999999165534973,
    0.5621620416641235,
    0.10328631848096848,
    0.34482747316360474,
    0.13749992847442627,
    0.5819671154022217,
    0.6285713315010071,
    0.2167486995458603,
    0.21296289563179016,
    0.2574256360530853,
    0.18652844429016113,
    0.2564101815223694,
    0.6666664481163025,
    0.2797201871871948,
    0.21904754638671875,
    0.3797467052936554,
    0.37558677792549133,
    0.3827749788761139,
    0.16589856147766113,
    0.4278606176376343,
    0.29189181327819824,
    0.5188678503036499,
    0.2256409376859665,
    0.18905465304851532,
    0.5065500736236572,
    0.45535701513290405,
    0.27631568908691406,
    0.3529410660266876,
    0.13824880123138428,
    0.348314493894577
   ],
   "time": 161.4229340320453,
   "param": [
    {
     "p": 0.0728035718202591,
     "m": 1.0
    },
    {
     "p": 0.05671854689717293,
     "m": 1.0
    },
    {
     "p": 0.07853758335113525,
     "m": 1.0
    },
    {
     "p": 0.0891210064291954,
     "m": 1.0
    },
    {
     "p": 0.07084014266729355,
     "m": 1.0
    },
    {
     "p": 0.06965558975934982,
     "m": 1.0
    },
    {
     "p": 0.08433877676725388,
     "m": 1.0
    },
    {
     "p": 0.07310400903224945,
     "m": 1.0
    },
    {
     "p": 0.06224757060408592,
     "m": 1.0
    },
    {
     "p": 0.051817137748003006,
     "m": 1.0
    },
    {
     "p": 0.05933322012424469,
     "m": 1.0
    },
    {
     "p": 0.07792188227176666,
     "m": 1.0
    },
    {
     "p": 0.09068521112203598,
     "m": 1.0
    },
    {
     "p": 0.06287579983472824,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 151,
   "train_loss": 4.125483989715576,
   "val_loss": 3.002568483352661,
   "acc": 34.98,
   "f1": [
    0.6736840605735779,
    0.3957218527793884,
    0.3034482002258301,
    0.2522521913051605,
    0.11956514418125153,
    0.27272719144821167,
    0.4204544126987457,
    0.4516127407550812,
    0.25301194190979004,
    0.44578301906585693,
    0.11764701455831528,
    0.239520862698555,
    0.3529410660266876,
    0.22009563446044922,
    0.19178076088428497,
    0.23529402911663055,
    0.3803679943084717,
    0.47787603735923767,
    0.25352105498313904,
    0.2616821527481079,
    0.5575219988822937,
    0.4894513487815857,
    0.30769219994544983,
    0.517646849155426,
    0.6766167879104614,
    0.24083760380744934,
    0.2722512185573578,
    0.26785707473754883,
    0.45121943950653076,
    0.22857137024402618,
    0.3880595862865448,
    0.40659332275390625,
    0.32195112109184265,
    0.31155768036842346,
    0.31535258889198303,
    0.17699109017848969,
    0.28571420907974243,
    0.18939387798309326,
    0.23529404401779175,
    0.43575406074523926,
    0.34999990463256836,
    0.5217390656471252,
    0.26086950302124023,
    0.3408070504665375,
    0.21590900421142578,
    0.20388342440128326,
    0.26373615860939026,
    0.4978164732456207,
    0.40740731358528137,
    0.38674020767211914,
    0.1951218843460083,
    0.28782278299331665,
    0.6141077876091003,
    0.5820105075836182,
    0.48314592242240906,
    0.14606735110282898,
    0.47540971636772156,
    0.3636362850666046,
    0.36633655428886414,
    0.3350784480571747,
    0.7164177894592285,
    0.3443707227706909,
    0.4248703718185425,
    0.30275216698646545,
    0.18934904038906097,
    0.2333332598209381,
    0.12643671035766602,
    0.21518979966640472,
    0.7399998903274536,
    0.5243444442749023,
    0.4088887572288513,
    0.6027396321296692,
    0.1390373706817627,
    0.3636362552642822,
    0.188888818025589,
    0.5421244502067566,
    0.6198828816413879,
    0.17679551243782043,
    0.2258063703775406,
    0.220779150724411,
    0.14074067771434784,
    0.26540276408195496,
    0.6862744092941284,
    0.3384614586830139,
    0.1940297782421112,
    0.3868311941623688,
    0.40659332275390625,
    0.3619908392429352,
    0.1658536046743393,
    0.337748259305954,
    0.2918454110622406,
    0.5199998617172241,
    0.2099999338388443,
    0.208791121840477,
    0.558139443397522,
    0.4411763548851013,
    0.3195265531539917,
    0.2819671332836151,
    0.10596020519733429,
    0.3034482002258301
   ],
   "time": 162.88561951182783,
   "param": [
    {
     "p": 0.07043582201004028,
     "m": 1.0
    },
    {
     "p": 0.057399943470954895,
     "m": 1.0
    },
    {
     "p": 0.08083602041006088,
     "m": 1.0
    },
    {
     "p": 0.08873721212148666,
     "m": 1.0
    },
    {
     "p": 0.07339850068092346,
     "m": 1.0
    },
    {
     "p": 0.07302694767713547,
     "m": 1.0
    },
    {
     "p": 0.07794675976037979,
     "m": 1.0
    },
    {
     "p": 0.07443860918283463,
     "m": 1.0
    },
    {
     "p": 0.06226591765880585,
     "m": 1.0
    },
    {
     "p": 0.06607897579669952,
     "m": 1.0
    },
    {
     "p": 0.06186354532837868,
     "m": 1.0
    },
    {
     "p": 0.06309991329908371,
     "m": 1.0
    },
    {
     "p": 0.083700992166996,
     "m": 1.0
    },
    {
     "p": 0.06677088886499405,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 152,
   "train_loss": 3.285244941711426,
   "val_loss": 2.8115854263305664,
   "acc": 35.02,
   "f1": [
    0.6146787405014038,
    0.333333283662796,
    0.27777770161628723,
    0.14723920822143555,
    0.0759493038058281,
    0.2415093332529068,
    0.3736262619495392,
    0.3999998867511749,
    0.29896897077560425,
    0.39805811643600464,
    0.1854303926229477,
    0.2532750070095062,
    0.3003194332122803,
    0.2796609401702881,
    0.23391805589199066,
    0.22857137024402618,
    0.2949307858943939,
    0.49523797631263733,
    0.36082467436790466,
    0.2457626312971115,
    0.5904760956764221,
    0.5576921701431274,
    0.3352600038051605,
    0.5110130310058594,
    0.6467660069465637,
    0.22831043601036072,
    0.25352105498313904,
    0.1675977110862732,
    0.35335680842399597,
    0.27173903584480286,
    0.3908045291900635,
    0.3728812634944916,
    0.30526304244995117,
    0.2686566412448883,
    0.29319363832473755,
    0.2276422381401062,
    0.3098590672016144,
    0.2264150232076645,
    0.283950537443161,
    0.4352940320968628,
    0.2899627387523651,
    0.6404492855072021,
    0.26027390360832214,
    0.38461530208587646,
    0.20382159948349,
    0.228571355342865,
    0.11475405097007751,
    0.47619035840034485,
    0.45121943950653076,
    0.3731342554092407,
    0.19730934500694275,
    0.30097079277038574,
    0.5412842631340027,
    0.5961536765098572,
    0.5235601663589478,
    0.10679605603218079,
    0.4933919608592987,
    0.3703702688217163,
    0.3706895411014557,
    0.28099164366722107,
    0.6697673201560974,
    0.4022987186908722,
    0.4075828194618225,
    0.29245272278785706,
    0.1989527940750122,
    0.2091502547264099,
    0.1989527940750122,
    0.20547938346862793,
    0.666666567325592,
    0.5989303588867188,
    0.4549018442630768,
    0.5984846949577332,
    0.11392398923635483,
    0.42342329025268555,
    0.14772720634937286,
    0.6146340370178223,
    0.5498006939888,
    0.22535204887390137,
    0.2577318847179413,
    0.2014387845993042,
    0.1654134839773178,
    0.2574256360530853,
    0.6495725512504578,
    0.2771083414554596,
    0.1986754685640335,
    0.37668150663375854,
    0.36018943786621094,
    0.37563440203666687,
    0.03199996426701546,
    0.4297519624233246,
    0.2622949779033661,
    0.4854367673397064,
    0.1499999314546585,
    0.1499999314546585,
    0.5570775270462036,
    0.46017688512802124,
    0.32142847776412964,
    0.24427472054958344,
    0.1507537066936493,
    0.41573023796081543
   ],
   "time": 163.59045160468668,
   "param": [
    {
     "p": 0.07542605698108673,
     "m": 1.0
    },
    {
     "p": 0.05834561958909035,
     "m": 1.0
    },
    {
     "p": 0.07694555819034576,
     "m": 1.0
    },
    {
     "p": 0.08351007848978043,
     "m": 1.0
    },
    {
     "p": 0.06584608554840088,
     "m": 1.0
    },
    {
     "p": 0.06873372942209244,
     "m": 1.0
    },
    {
     "p": 0.08001924306154251,
     "m": 1.0
    },
    {
     "p": 0.07424984872341156,
     "m": 1.0
    },
    {
     "p": 0.07622062414884567,
     "m": 1.0
    },
    {
     "p": 0.06947514414787292,
     "m": 1.0
    },
    {
     "p": 0.06156684830784798,
     "m": 1.0
    },
    {
     "p": 0.07967472076416016,
     "m": 1.0
    },
    {
     "p": 0.07547009736299515,
     "m": 1.0
    },
    {
     "p": 0.05451633781194687,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 153,
   "train_loss": 3.850898265838623,
   "val_loss": 2.8274223804473877,
   "acc": 34.97,
   "f1": [
    0.6169153451919556,
    0.38766512274742126,
    0.29245272278785706,
    0.18934904038906097,
    0.12834219634532928,
    0.22608689963817596,
    0.3552630543708801,
    0.378109335899353,
    0.34224584698677063,
    0.43373486399650574,
    0.13836471736431122,
    0.24528293311595917,
    0.34449753165245056,
    0.2347417026758194,
    0.18079088628292084,
    0.16580304503440857,
    0.36815908551216125,
    0.4504503309726715,
    0.360248327255249,
    0.2643677294254303,
    0.5841582417488098,
    0.47747737169265747,
    0.29107969999313354,
    0.529999852180481,
    0.6134452819824219,
    0.22314044833183289,
    0.2790696620941162,
    0.22222214937210083,
    0.42727261781692505,
    0.31034475564956665,
    0.32911381125450134,
    0.3699420988559723,
    0.29824554920196533,
    0.3157894015312195,
    0.28925609588623047,
    0.1914892941713333,
    0.3578946590423584,
    0.22831043601036072,
    0.2258063703775406,
    0.5027320981025696,
    0.3260868787765503,
    0.5918366312980652,
    0.2870369255542755,
    0.35964900255203247,
    0.16666659712791443,
    0.2165604531764984,
    0.18285706639289856,
    0.4999999403953552,
    0.4324323236942291,
    0.3629031479358673,
    0.19108274579048157,
    0.28855711221694946,
    0.5714284181594849,
    0.5809127688407898,
    0.4949493706226349,
    0.13422814011573792,
    0.5263156890869141,
    0.3354036211967468,
    0.28115007281303406,
    0.24277448654174805,
    0.6880732178688049,
    0.40624988079071045,
    0.4043714702129364,
    0.3267972767353058,
    0.119999960064888,
    0.22510816156864166,
    0.18072283267974854,
    0.2592591345310211,
    0.6754384636878967,
    0.5882351398468018,
    0.39999985694885254,
    0.6034481525421143,
    0.140350803732872,
    0.41284388303756714,
    0.19047614932060242,
    0.5774056911468506,
    0.6291078925132751,
    0.24210518598556519,
    0.20571422576904297,
    0.2718445658683777,
    0.18502195179462433,
    0.18823523819446564,
    0.6488887667655945,
    0.32183900475502014,
    0.23076915740966797,
    0.36464083194732666,
    0.36815908551216125,
    0.4210525155067444,
    0.16243648529052734,
    0.3041236400604248,
    0.3008129298686981,
    0.4227641224861145,
    0.22881349921226501,
    0.2256409376859665,
    0.5539904832839966,
    0.43999987840652466,
    0.2745096981525421,
    0.3586955666542053,
    0.0886075422167778,
    0.3489931523799896
   ],
   "time": 161.49879926163703,
   "param": [
    {
     "p": 0.07951390743255615,
     "m": 1.0
    },
    {
     "p": 0.04875350371003151,
     "m": 1.0
    },
    {
     "p": 0.07972965389490128,
     "m": 1.0
    },
    {
     "p": 0.0753411203622818,
     "m": 1.0
    },
    {
     "p": 0.07399597764015198,
     "m": 1.0
    },
    {
     "p": 0.07399646192789078,
     "m": 1.0
    },
    {
     "p": 0.06907819956541061,
     "m": 1.0
    },
    {
     "p": 0.07325413823127747,
     "m": 1.0
    },
    {
     "p": 0.07329750061035156,
     "m": 1.0
    },
    {
     "p": 0.0657293051481247,
     "m": 1.0
    },
    {
     "p": 0.06231686845421791,
     "m": 1.0
    },
    {
     "p": 0.08076007664203644,
     "m": 1.0
    },
    {
     "p": 0.07961327582597733,
     "m": 1.0
    },
    {
     "p": 0.06462007015943527,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 154,
   "train_loss": 3.464712619781494,
   "val_loss": 2.913698673248291,
   "acc": 35.39,
   "f1": [
    0.6448085904121399,
    0.3417084515094757,
    0.32258057594299316,
    0.15172408521175385,
    0.16438350081443787,
    0.27555546164512634,
    0.4469272196292877,
    0.4086019992828369,
    0.24870456755161285,
    0.45033106207847595,
    0.1528661698102951,
    0.2553190290927887,
    0.31279608607292175,
    0.2843136191368103,
    0.1844659447669983,
    0.18867920339107513,
    0.3383083641529083,
    0.5110130310058594,
    0.3487178385257721,
    0.27649760246276855,
    0.5846152901649475,
    0.5191488265991211,
    0.30107519030570984,
    0.4814813435077667,
    0.5950412750244141,
    0.22999992966651917,
    0.2525251507759094,
    0.23853203654289246,
    0.4180789887905121,
    0.2561982572078705,
    0.39111098647117615,
    0.368663489818573,
    0.32635971903800964,
    0.239999920129776,
    0.2617800235748291,
    0.14736837148666382,
    0.3195875287055969,
    0.2333332598209381,
    0.255143940448761,
    0.44776105880737305,
    0.309278279542923,
    0.5470851063728333,
    0.37179476022720337,
    0.36820071935653687,
    0.23841053247451782,
    0.17241372168064117,
    0.2374998927116394,
    0.4736841320991516,
    0.4339621663093567,
    0.41474640369415283,
    0.21951214969158173,
    0.31858399510383606,
    0.5425099730491638,
    0.5789473056793213,
    0.539215624332428,
    0.15277770161628723,
    0.4999998211860657,
    0.3882351815700531,
    0.3317534327507019,
    0.3361343741416931,
    0.7096772789955139,
    0.4347825050354004,
    0.4319247901439667,
    0.3372548520565033,
    0.11764698475599289,
    0.2091502547264099,
    0.1219511553645134,
    0.35071080923080444,
    0.6446279287338257,
    0.602040708065033,
    0.3981899321079254,
    0.6116504073143005,
    0.10884349048137665,
    0.3904108703136444,
    0.18867918848991394,
    0.619289219379425,
    0.5972849726676941,
    0.23170723021030426,
    0.22580638527870178,
    0.24390234053134918,
    0.1773398518562317,
    0.2431371659040451,
    0.7111109495162964,
    0.2923975884914398,
    0.2105262726545334,
    0.4533332288265228,
    0.34710732102394104,
    0.34254133701324463,
    0.0869564637541771,
    0.3655913174152374,
    0.2910446524620056,
    0.5497074723243713,
    0.1965317279100418,
    0.1647058129310608,
    0.5517240166664124,
    0.40476179122924805,
    0.24489788711071014,
    0.3167419731616974,
    0.14285707473754883,
    0.3473052978515625
   ],
   "time": 163.1449836147949,
   "param": [
    {
     "p": 0.07887305319309235,
     "m": 1.0
    },
    {
     "p": 0.051790814846754074,
     "m": 1.0
    },
    {
     "p": 0.0791371539235115,
     "m": 1.0
    },
    {
     "p": 0.07602749764919281,
     "m": 1.0
    },
    {
     "p": 0.07564830034971237,
     "m": 1.0
    },
    {
     "p": 0.07065558433532715,
     "m": 1.0
    },
    {
     "p": 0.08433418720960617,
     "m": 1.0
    },
    {
     "p": 0.07457368820905685,
     "m": 1.0
    },
    {
     "p": 0.07691171765327454,
     "m": 1.0
    },
    {
     "p": 0.06807348877191544,
     "m": 1.0
    },
    {
     "p": 0.055423393845558167,
     "m": 1.0
    },
    {
     "p": 0.07725527882575989,
     "m": 1.0
    },
    {
     "p": 0.07480846345424652,
     "m": 1.0
    },
    {
     "p": 0.05648750439286232,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 155,
   "train_loss": 3.7806928157806396,
   "val_loss": 2.716423988342285,
   "acc": 34.96,
   "f1": [
    0.5787232518196106,
    0.3529410660266876,
    0.3892616331577301,
    0.2062779664993286,
    0.12499994039535522,
    0.2117646485567093,
    0.38888877630233765,
    0.40637436509132385,
    0.2812499403953552,
    0.4102562963962555,
    0.16249993443489075,
    0.28571420907974243,
    0.3493974804878235,
    0.2426777482032776,
    0.2206895798444748,
    0.21390368044376373,
    0.35121941566467285,
    0.47499990463256836,
    0.2749998867511749,
    0.2583332359790802,
    0.5576921701431274,
    0.5076140761375427,
    0.3148147463798523,
    0.5786800384521484,
    0.653465211391449,
    0.23636355996131897,
    0.239999920129776,
    0.18181811273097992,
    0.4052862524986267,
    0.28571420907974243,
    0.38888880610466003,
    0.28947359323501587,
    0.3797467350959778,
    0.3134327530860901,
    0.2938387989997864,
    0.17959177494049072,
    0.34615373611450195,
    0.18934904038906097,
    0.22317588329315186,
    0.4756755530834198,
    0.28820955753326416,
    0.596858561038971,
    0.3354036211967468,
    0.34374991059303284,
    0.22399993240833282,
    0.2127659022808075,
    0.23170723021030426,
    0.4677965044975281,
    0.412811279296875,
    0.4265401363372803,
    0.17877088487148285,
    0.25770303606987,
    0.47674402594566345,
    0.6099998950958252,
    0.5038759112358093,
    0.10666660219430923,
    0.511415421962738,
    0.3468207120895386,
    0.323809415102005,
    0.2904563546180725,
    0.7668392062187195,
    0.4242422878742218,
    0.46486473083496094,
    0.3692306876182556,
    0.11249993741512299,
    0.19642849266529083,
    0.140350803732872,
    0.3444443643093109,
    0.6695277690887451,
    0.5955054759979248,
    0.4248703718185425,
    0.6063828468322754,
    0.09142850339412689,
    0.413043349981308,
    0.1654134839773178,
    0.5840706825256348,
    0.6285713315010071,
    0.2181817591190338,
    0.20138882100582123,
    0.24413138628005981,
    0.13157887756824493,
    0.2934781610965729,
    0.6448978185653687,
    0.3043477535247803,
    0.2061854749917984,
    0.35649538040161133,
    0.39252325892448425,
    0.3771427571773529,
    0.16901402175426483,
    0.36190465092658997,
    0.262711763381958,
    0.4799998700618744,
    0.20125779509544373,
    0.198198139667511,
    0.5561496019363403,
    0.436893105506897,
    0.32352936267852783,
    0.35675665736198425,
    0.13095231354236603,
    0.34579432010650635
   ],
   "time": 162.36452761199325,
   "param": [
    {
     "p": 0.08695279806852341,
     "m": 1.0
    },
    {
     "p": 0.0522451251745224,
     "m": 1.0
    },
    {
     "p": 0.0749383345246315,
     "m": 1.0
    },
    {
     "p": 0.0728454515337944,
     "m": 1.0
    },
    {
     "p": 0.07521454244852066,
     "m": 1.0
    },
    {
     "p": 0.06786812096834183,
     "m": 1.0
    },
    {
     "p": 0.08004327118396759,
     "m": 1.0
    },
    {
     "p": 0.0794682651758194,
     "m": 1.0
    },
    {
     "p": 0.07526250183582306,
     "m": 1.0
    },
    {
     "p": 0.07369143515825272,
     "m": 1.0
    },
    {
     "p": 0.06445957720279694,
     "m": 1.0
    },
    {
     "p": 0.07016099989414215,
     "m": 1.0
    },
    {
     "p": 0.06911071389913559,
     "m": 1.0
    },
    {
     "p": 0.057738859206438065,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 156,
   "train_loss": 2.9319827556610107,
   "val_loss": 3.059187889099121,
   "acc": 34.92,
   "f1": [
    0.6276593804359436,
    0.37499991059303284,
    0.33333322405815125,
    0.15469607710838318,
    0.15310998260974884,
    0.26415085792541504,
    0.36046499013900757,
    0.43902432918548584,
    0.2812499403953552,
    0.3465345501899719,
    0.1258740872144699,
    0.2514968812465668,
    0.32352936267852783,
    0.23834188282489777,
    0.19742482900619507,
    0.19999992847442627,
    0.3387977182865143,
    0.477272629737854,
    0.3387977182865143,
    0.2727271616458893,
    0.5339365601539612,
    0.5224488377571106,
    0.3195265531539917,
    0.5490195155143738,
    0.593984842300415,
    0.18905465304851532,
    0.24999991059303284,
    0.20472435653209686,
    0.4260353744029999,
    0.2962961792945862,
    0.3592813014984131,
    0.3202846050262451,
    0.3402060866355896,
    0.28723397850990295,
    0.2739725410938263,
    0.19251330196857452,
    0.29787227511405945,
    0.22222216427326202,
    0.2421524077653885,
    0.48888877034187317,
    0.25510191917419434,
    0.6408838629722595,
    0.2999999225139618,
    0.300884872674942,
    0.2173912227153778,
    0.206060528755188,
    0.152671679854393,
    0.5396823883056641,
    0.4573989808559418,
    0.4331796169281006,
    0.15384609997272491,
    0.28193822503089905,
    0.6044443249702454,
    0.5882351994514465,
    0.4280935525894165,
    0.10256403684616089,
    0.5158370137214661,
    0.30281683802604675,
    0.3428570628166199,
    0.3167419731616974,
    0.728155255317688,
    0.4022987186908722,
    0.39449530839920044,
    0.3228698670864105,
    0.2066115140914917,
    0.2488478720188141,
    0.13513506948947906,
    0.4036695957183838,
    0.741463303565979,
    0.5816324949264526,
    0.44705867767333984,
    0.5957446098327637,
    0.07751933485269547,
    0.367346853017807,
    0.1728394329547882,
    0.6034481525421143,
    0.5636362433433533,
    0.19587622582912445,
    0.19459453225135803,
    0.28767114877700806,
    0.1103447824716568,
    0.25668442249298096,
    0.6334840059280396,
    0.2941175401210785,
    0.265060156583786,
    0.35573115944862366,
    0.37692299485206604,
    0.3846152722835541,
    0.11881181597709656,
    0.4301074147224426,
    0.3151514232158661,
    0.4945053458213806,
    0.1379309743642807,
    0.18478251993656158,
    0.5132741928100586,
    0.42253509163856506,
    0.3209875524044037,
    0.28762534260749817,
    0.18269222974777222,
    0.3523315489292145
   ],
   "time": 161.11678095161915,
   "param": [
    {
     "p": 0.07653380185365677,
     "m": 1.0
    },
    {
     "p": 0.05002627894282341,
     "m": 1.0
    },
    {
     "p": 0.08197974413633347,
     "m": 1.0
    },
    {
     "p": 0.08085143566131592,
     "m": 1.0
    },
    {
     "p": 0.0779116079211235,
     "m": 1.0
    },
    {
     "p": 0.06849107146263123,
     "m": 1.0
    },
    {
     "p": 0.060555681586265564,
     "m": 1.0
    },
    {
     "p": 0.07435446977615356,
     "m": 1.0
    },
    {
     "p": 0.06365354359149933,
     "m": 1.0
    },
    {
     "p": 0.06347618997097015,
     "m": 1.0
    },
    {
     "p": 0.06425366550683975,
     "m": 1.0
    },
    {
     "p": 0.09414570033550262,
     "m": 1.0
    },
    {
     "p": 0.08446655422449112,
     "m": 1.0
    },
    {
     "p": 0.059300314635038376,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 157,
   "train_loss": 4.267241477966309,
   "val_loss": 2.991710901260376,
   "acc": 35.13,
   "f1": [
    0.649484395980835,
    0.41212108731269836,
    0.28947359323501587,
    0.20657269656658173,
    0.11111104488372803,
    0.2099446803331375,
    0.3950616121292114,
    0.3908045291900635,
    0.2769230008125305,
    0.41052618622779846,
    0.188888818025589,
    0.27218925952911377,
    0.35019445419311523,
    0.23463678359985352,
    0.154929518699646,
    0.18518511950969696,
    0.37349388003349304,
    0.486772358417511,
    0.32584258913993835,
    0.28426387906074524,
    0.5596328973770142,
    0.4310343861579895,
    0.3084111213684082,
    0.534031331539154,
    0.5990782380104065,
    0.21186435222625732,
    0.25112098455429077,
    0.20657269656658173,
    0.47916653752326965,
    0.31034475564956665,
    0.3951611816883087,
    0.3763439953327179,
    0.3144652843475342,
    0.32075464725494385,
    0.24324317276477814,
    0.20087330043315887,
    0.2937852144241333,
    0.21004560589790344,
    0.24669595062732697,
    0.45454537868499756,
    0.324607253074646,
    0.613065242767334,
    0.29553258419036865,
    0.31067952513694763,
    0.188888818025589,
    0.20224712789058685,
    0.2577318847179413,
    0.47619035840034485,
    0.446808397769928,
    0.45555540919303894,
    0.15476183593273163,
    0.2605040967464447,
    0.5675674080848694,
    0.5652172565460205,
    0.5196077227592468,
    0.13836471736431122,
    0.548076868057251,
    0.30366483330726624,
    0.2786884307861328,
    0.28571420907974243,
    0.6990289688110352,
    0.4509802758693695,
    0.4787232577800751,
    0.38918909430503845,
    0.1509433388710022,
    0.22556383907794952,
    0.14334464073181152,
    0.3068782389163971,
    0.7373736500740051,
    0.5767440795898438,
    0.426778107881546,
    0.5772356390953064,
    0.15300540626049042,
    0.36585354804992676,
    0.16901402175426483,
    0.5177303552627563,
    0.6436780691146851,
    0.20359273254871368,
    0.18867918848991394,
    0.28272244334220886,
    0.1242937222123146,
    0.2690582275390625,
    0.6727271676063538,
    0.3318384885787964,
    0.22222213447093964,
    0.3787877857685089,
    0.40206170082092285,
    0.36129021644592285,
    0.15458931028842926,
    0.345276802778244,
    0.283950537443161,
    0.4615383446216583,
    0.2649005651473999,
    0.21839071810245514,
    0.5395347476005554,
    0.43181803822517395,
    0.30939218401908875,
    0.32888880372047424,
    0.10322573781013489,
    0.2999999225139618
   ],
   "time": 162.64552803244442,
   "param": [
    {
     "p": 0.07404549419879913,
     "m": 1.0
    },
    {
     "p": 0.06088525056838989,
     "m": 1.0
    },
    {
     "p": 0.07782049477100372,
     "m": 1.0
    },
    {
     "p": 0.07529492676258087,
     "m": 1.0
    },
    {
     "p": 0.056776098906993866,
     "m": 1.0
    },
    {
     "p": 0.06328502297401428,
     "m": 1.0
    },
    {
     "p": 0.08388166129589081,
     "m": 1.0
    },
    {
     "p": 0.07509056478738785,
     "m": 1.0
    },
    {
     "p": 0.0645189955830574,
     "m": 1.0
    },
    {
     "p": 0.06795603036880493,
     "m": 1.0
    },
    {
     "p": 0.05414174497127533,
     "m": 1.0
    },
    {
     "p": 0.08819891512393951,
     "m": 1.0
    },
    {
     "p": 0.08804430067539215,
     "m": 1.0
    },
    {
     "p": 0.07006055861711502,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 158,
   "train_loss": 3.9594228267669678,
   "val_loss": 3.0653514862060547,
   "acc": 34.8,
   "f1": [
    0.6338796615600586,
    0.35294109582901,
    0.2991451919078827,
    0.22093015909194946,
    0.12621353566646576,
    0.2834644913673401,
    0.34482747316360474,
    0.4232803285121918,
    0.2872926890850067,
    0.3832334280014038,
    0.13872826099395752,
    0.24870456755161285,
    0.30303019285202026,
    0.15384608507156372,
    0.23788540065288544,
    0.2014387995004654,
    0.3417084515094757,
    0.5400842428207397,
    0.36842095851898193,
    0.2699999213218689,
    0.5531913638114929,
    0.48132768273353577,
    0.28235283493995667,
    0.5560973882675171,
    0.6372547745704651,
    0.1548386514186859,
    0.24742262065410614,
    0.15277770161628723,
    0.45360812544822693,
    0.2566370666027069,
    0.34972667694091797,
    0.35502949357032776,
    0.32160791754722595,
    0.31155768036842346,
    0.2758619785308838,
    0.15165871381759644,
    0.3186812400817871,
    0.2244897186756134,
    0.2434781938791275,
    0.45555540919303894,
    0.3260868787765503,
    0.5699480772018433,
    0.28571420907974243,
    0.3381294012069702,
    0.19999992847442627,
    0.18784524500370026,
    0.22222214937210083,
    0.4659089744091034,
    0.423611044883728,
    0.42639580368995667,
    0.1965811401605606,
    0.31088075041770935,
    0.6097559332847595,
    0.6147539615631104,
    0.49999988079071045,
    0.15686267614364624,
    0.5283017754554749,
    0.32804223895072937,
    0.33789944648742676,
    0.2937852144241333,
    0.7179486155509949,
    0.43181803822517395,
    0.43979042768478394,
    0.3522725999355316,
    0.17021270096302032,
    0.23529405891895294,
    0.15525108575820923,
    0.29677411913871765,
    0.6201549768447876,
    0.5876776576042175,
    0.42708319425582886,
    0.6188339591026306,
    0.12121205776929855,
    0.390243798494339,
    0.16842098534107208,
    0.5648146867752075,
    0.6382977366447449,
    0.21590900421142578,
    0.19736838340759277,
    0.23463678359985352,
    0.13888882100582123,
    0.2786068916320801,
    0.6513760089874268,
    0.32124343514442444,
    0.21621614694595337,
    0.432748407125473,
    0.35744670033454895,
    0.3485476076602936,
    0.1028570905327797,
    0.3859647810459137,
    0.26804113388061523,
    0.550898015499115,
    0.20408155024051666,
    0.17171710729599,
    0.47908735275268555,
    0.41573023796081543,
    0.33918121457099915,
    0.27118638157844543,
    0.10062886029481888,
    0.3522011637687683
   ],
   "time": 163.18000220227987,
   "param": [
    {
     "p": 0.06777294725179672,
     "m": 1.0
    },
    {
     "p": 0.049718134105205536,
     "m": 1.0
    },
    {
     "p": 0.0856008231639862,
     "m": 1.0
    },
    {
     "p": 0.08354201912879944,
     "m": 1.0
    },
    {
     "p": 0.08132809400558472,
     "m": 1.0
    },
    {
     "p": 0.07733100652694702,
     "m": 1.0
    },
    {
     "p": 0.07722321152687073,
     "m": 1.0
    },
    {
     "p": 0.0880807414650917,
     "m": 1.0
    },
    {
     "p": 0.056515272706747055,
     "m": 1.0
    },
    {
     "p": 0.05795687064528465,
     "m": 1.0
    },
    {
     "p": 0.06309154629707336,
     "m": 1.0
    },
    {
     "p": 0.07429400831460953,
     "m": 1.0
    },
    {
     "p": 0.07654739916324615,
     "m": 1.0
    },
    {
     "p": 0.06099797040224075,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 159,
   "train_loss": 3.7720069885253906,
   "val_loss": 2.8907670974731445,
   "acc": 34.05,
   "f1": [
    0.6046510338783264,
    0.3882351815700531,
    0.27272719144821167,
    0.23015865683555603,
    0.12448127567768097,
    0.2673266530036926,
    0.3617020547389984,
    0.3675675094127655,
    0.29166659712791443,
    0.36180898547172546,
    0.15853650867938995,
    0.291139155626297,
    0.24657529592514038,
    0.1854303926229477,
    0.23529405891895294,
    0.16513754427433014,
    0.33333325386047363,
    0.4745761454105377,
    0.326315701007843,
    0.24390234053134918,
    0.5999998450279236,
    0.4769873321056366,
    0.34482747316360474,
    0.5454544425010681,
    0.6604650020599365,
    0.208791121840477,
    0.30769217014312744,
    0.18633535504341125,
    0.4331796169281006,
    0.24864855408668518,
    0.39784935116767883,
    0.27555546164512634,
    0.2972972095012665,
    0.2810809910297394,
    0.2977098226547241,
    0.17040351033210754,
    0.3131312429904938,
    0.19424454867839813,
    0.20289847254753113,
    0.4840763211250305,
    0.2745097279548645,
    0.5869563817977905,
    0.3147207200527191,
    0.2774868309497833,
    0.19101116061210632,
    0.17283941805362701,
    0.20588228106498718,
    0.4474884569644928,
    0.3952568471431732,
    0.3950616121292114,
    0.2124999314546585,
    0.2574256360530853,
    0.595419704914093,
    0.5676854848861694,
    0.46491214632987976,
    0.13483139872550964,
    0.4955751299858093,
    0.33777767419815063,
    0.31428563594818115,
    0.29694315791130066,
    0.6968324184417725,
    0.43749991059303284,
    0.40251561999320984,
    0.3141360282897949,
    0.0666666254401207,
    0.22702695429325104,
    0.13407814502716064,
    0.34343424439430237,
    0.7081338167190552,
    0.5714284777641296,
    0.39195966720581055,
    0.6363635063171387,
    0.11842100322246552,
    0.3720929026603699,
    0.17391300201416016,
    0.6354165077209473,
    0.6153843998908997,
    0.19626161456108093,
    0.20491798222064972,
    0.2741115987300873,
    0.12698405981063843,
    0.2685184180736542,
    0.6910993456840515,
    0.34234222769737244,
    0.22702695429325104,
    0.39301300048828125,
    0.3838382363319397,
    0.3977271616458893,
    0.1258740872144699,
    0.3923443853855133,
    0.268292635679245,
    0.5483869910240173,
    0.1868131160736084,
    0.17964066565036774,
    0.5067872405052185,
    0.42285704612731934,
    0.3179486393928528,
    0.31884047389030457,
    0.141592875123024,
    0.3351954519748688
   ],
   "time": 162.63687324151397,
   "param": [
    {
     "p": 0.07249753922224045,
     "m": 1.0
    },
    {
     "p": 0.05809022858738899,
     "m": 1.0
    },
    {
     "p": 0.08041892945766449,
     "m": 1.0
    },
    {
     "p": 0.08060632646083832,
     "m": 1.0
    },
    {
     "p": 0.07389789819717407,
     "m": 1.0
    },
    {
     "p": 0.07042381167411804,
     "m": 1.0
    },
    {
     "p": 0.07949727773666382,
     "m": 1.0
    },
    {
     "p": 0.0829399824142456,
     "m": 1.0
    },
    {
     "p": 0.06766343861818314,
     "m": 1.0
    },
    {
     "p": 0.06309157609939575,
     "m": 1.0
    },
    {
     "p": 0.0604478158056736,
     "m": 1.0
    },
    {
     "p": 0.07509013265371323,
     "m": 1.0
    },
    {
     "p": 0.07314465194940567,
     "m": 1.0
    },
    {
     "p": 0.06219037249684334,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 160,
   "train_loss": 3.2936975955963135,
   "val_loss": 2.744746208190918,
   "acc": 34.82,
   "f1": [
    0.6594592928886414,
    0.36686381697654724,
    0.2790696620941162,
    0.1438848376274109,
    0.12060294300317764,
    0.2530863583087921,
    0.45976996421813965,
    0.4230768084526062,
    0.3157893717288971,
    0.3874344527721405,
    0.13580238819122314,
    0.25906726717948914,
    0.3261801600456238,
    0.23293164372444153,
    0.21192045509815216,
    0.1764705330133438,
    0.3469386696815491,
    0.4561402499675751,
    0.33121007680892944,
    0.21714277565479279,
    0.639593780040741,
    0.4595744013786316,
    0.3195265531539917,
    0.5555554032325745,
    0.5789473056793213,
    0.20129865407943726,
    0.2933332324028015,
    0.1951219141483307,
    0.41474640369415283,
    0.30303019285202026,
    0.38095229864120483,
    0.38095229864120483,
    0.300429105758667,
    0.31279608607292175,
    0.30232545733451843,
    0.2072538137435913,
    0.314606636762619,
    0.1410255879163742,
    0.2066420167684555,
    0.47161564230918884,
    0.28571420907974243,
    0.5370368957519531,
    0.31999990344047546,
    0.3076922297477722,
    0.15730330348014832,
    0.21890540421009064,
    0.2443438321352005,
    0.47619032859802246,
    0.48044681549072266,
    0.4232803285121918,
    0.1900825798511505,
    0.26315781474113464,
    0.5848374366760254,
    0.6040815114974976,
    0.47619032859802246,
    0.10169485956430435,
    0.5135133862495422,
    0.33548372983932495,
    0.3399999141693115,
    0.3139533996582031,
    0.6761903762817383,
    0.3636362552642822,
    0.44705867767333984,
    0.35365843772888184,
    0.12499994784593582,
    0.2517482042312622,
    0.06535942107439041,
    0.2121211439371109,
    0.6757989525794983,
    0.580357015132904,
    0.4075828194618225,
    0.6153844594955444,
    0.09790203720331192,
    0.3778800964355469,
    0.1029411256313324,
    0.6027396321296692,
    0.6211178302764893,
    0.22222216427326202,
    0.2274509072303772,
    0.26666659116744995,
    0.21714277565479279,
    0.23602473735809326,
    0.6600984334945679,
    0.37499991059303284,
    0.20125779509544373,
    0.3783782124519348,
    0.37575745582580566,
    0.40975597500801086,
    0.10999993234872818,
    0.36820071935653687,
    0.22222214937210083,
    0.5357141494750977,
    0.24999991059303284,
    0.1749999076128006,
    0.5533979535102844,
    0.4330707788467407,
    0.3043477535247803,
    0.32432422041893005,
    0.11594197899103165,
    0.3444443643093109
   ],
   "time": 158.17635265737772,
   "param": [
    {
     "p": 0.07156288623809814,
     "m": 1.0
    },
    {
     "p": 0.062529556453228,
     "m": 1.0
    },
    {
     "p": 0.07683862745761871,
     "m": 1.0
    },
    {
     "p": 0.07220323383808136,
     "m": 1.0
    },
    {
     "p": 0.0702565610408783,
     "m": 1.0
    },
    {
     "p": 0.06980083137750626,
     "m": 1.0
    },
    {
     "p": 0.07260981947183609,
     "m": 1.0
    },
    {
     "p": 0.08368053287267685,
     "m": 1.0
    },
    {
     "p": 0.07374773919582367,
     "m": 1.0
    },
    {
     "p": 0.06156469136476517,
     "m": 1.0
    },
    {
     "p": 0.07023261487483978,
     "m": 1.0
    },
    {
     "p": 0.07973179966211319,
     "m": 1.0
    },
    {
     "p": 0.07058078795671463,
     "m": 1.0
    },
    {
     "p": 0.06466037780046463,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 161,
   "train_loss": 3.7588093280792236,
   "val_loss": 2.8537912368774414,
   "acc": 35.21,
   "f1": [
    0.6296295523643494,
    0.38974347710609436,
    0.31372538208961487,
    0.20125779509544373,
    0.11249993741512299,
    0.24390237033367157,
    0.415094256401062,
    0.4204544126987457,
    0.25352105498313904,
    0.4198893904685974,
    0.1481480747461319,
    0.2681563198566437,
    0.320441871881485,
    0.21978014707565308,
    0.2105262577533722,
    0.17431186139583588,
    0.32402223348617554,
    0.535519003868103,
    0.35897424817085266,
    0.31092432141304016,
    0.5497629642486572,
    0.5026736855506897,
    0.3703702688217163,
    0.5463916063308716,
    0.6206895112991333,
    0.2560974657535553,
    0.2716048061847687,
    0.20087330043315887,
    0.39130425453186035,
    0.29787227511405945,
    0.3823528587818146,
    0.33802807331085205,
    0.3444443643093109,
    0.265682578086853,
    0.271676242351532,
    0.17840369045734406,
    0.3037973642349243,
    0.21538454294204712,
    0.23157887160778046,
    0.45161277055740356,
    0.35675665736198425,
    0.5533979535102844,
    0.3211008310317993,
    0.3703702688217163,
    0.14285707473754883,
    0.16867463290691376,
    0.13432830572128296,
    0.4748857021331787,
    0.4108106791973114,
    0.4137929677963257,
    0.17218534648418427,
    0.2674417495727539,
    0.5543859004974365,
    0.602040708065033,
    0.5327101349830627,
    0.1395348161458969,
    0.5205478072166443,
    0.3838382363319397,
    0.3300969898700714,
    0.29245272278785706,
    0.7031961679458618,
    0.47916653752326965,
    0.4410255253314972,
    0.38095223903656006,
    0.18947362899780273,
    0.22485199570655823,
    0.14432983100414276,
    0.24539868533611298,
    0.6759257912635803,
    0.5798317790031433,
    0.4186045527458191,
    0.62135910987854,
    0.1242937222123146,
    0.35467973351478577,
    0.17857135832309723,
    0.5825241804122925,
    0.6627905368804932,
    0.24864855408668518,
    0.23893800377845764,
    0.2807016372680664,
    0.16149060428142548,
    0.2872926890850067,
    0.6763284206390381,
    0.2771083414554596,
    0.2374998927116394,
    0.39285701513290405,
    0.36633655428886414,
    0.3578946590423584,
    0.10928954929113388,
    0.2924281656742096,
    0.26315784454345703,
    0.5108694434165955,
    0.23853203654289246,
    0.1559632420539856,
    0.5621620416641235,
    0.4409447908401489,
    0.3267325758934021,
    0.30996301770210266,
    0.11392398923635483,
    0.40740731358528137
   ],
   "time": 161.1515350509435,
   "param": [
    {
     "p": 0.07337547838687897,
     "m": 1.0
    },
    {
     "p": 0.05856579169631004,
     "m": 1.0
    },
    {
     "p": 0.07523416727781296,
     "m": 1.0
    },
    {
     "p": 0.09237183630466461,
     "m": 1.0
    },
    {
     "p": 0.06390835344791412,
     "m": 1.0
    },
    {
     "p": 0.07264943420886993,
     "m": 1.0
    },
    {
     "p": 0.07617489993572235,
     "m": 1.0
    },
    {
     "p": 0.07834658771753311,
     "m": 1.0
    },
    {
     "p": 0.06740885227918625,
     "m": 1.0
    },
    {
     "p": 0.059897731989622116,
     "m": 1.0
    },
    {
     "p": 0.06832334399223328,
     "m": 1.0
    },
    {
     "p": 0.073273666203022,
     "m": 1.0
    },
    {
     "p": 0.08284042030572891,
     "m": 1.0
    },
    {
     "p": 0.057629432529211044,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 162,
   "train_loss": 3.1334924697875977,
   "val_loss": 2.8750810623168945,
   "acc": 34.9,
   "f1": [
    0.5948716402053833,
    0.4088396728038788,
    0.2783504128456116,
    0.1775147169828415,
    0.09625662118196487,
    0.24590153992176056,
    0.35294109582901,
    0.37333324551582336,
    0.29885047674179077,
    0.44705867767333984,
    0.14084501564502716,
    0.26027390360832214,
    0.2898550033569336,
    0.2384105622768402,
    0.20388342440128326,
    0.1650484949350357,
    0.31914883852005005,
    0.47933873534202576,
    0.32214754819869995,
    0.2692306935787201,
    0.5258619785308838,
    0.45320188999176025,
    0.3043477237224579,
    0.4634144902229309,
    0.6572768688201904,
    0.2512076497077942,
    0.2891565263271332,
    0.2163742184638977,
    0.4484303891658783,
    0.26666659116744995,
    0.35897424817085266,
    0.38497641682624817,
    0.3311257064342499,
    0.32124343514442444,
    0.28187909722328186,
    0.18264833092689514,
    0.3076922297477722,
    0.19762840867042542,
    0.2384614795446396,
    0.4873095452785492,
    0.3260868787765503,
    0.5446427464485168,
    0.3196346163749695,
    0.35820886492729187,
    0.18300646543502808,
    0.1768706887960434,
    0.20895515382289886,
    0.5252523422241211,
    0.4177214205265045,
    0.3861384987831116,
    0.23076915740966797,
    0.2560552954673767,
    0.5855854153633118,
    0.6424869298934937,
    0.4916200041770935,
    0.09523803740739822,
    0.509090781211853,
    0.39090898633003235,
    0.32128506898880005,
    0.33333325386047363,
    0.7009344696998596,
    0.48421040177345276,
    0.4242422878742218,
    0.35416656732559204,
    0.12060294300317764,
    0.23602473735809326,
    0.1256038099527359,
    0.31638407707214355,
    0.7244896292686462,
    0.6054052114486694,
    0.4405285120010376,
    0.5627117156982422,
    0.12935318052768707,
    0.35502949357032776,
    0.15662643313407898,
    0.6274508833885193,
    0.566929042339325,
    0.20833326876163483,
    0.23469379544258118,
    0.30769217014312744,
    0.17808210849761963,
    0.2638297379016876,
    0.6562498807907104,
    0.33333322405815125,
    0.2473117560148239,
    0.38222211599349976,
    0.30270257592201233,
    0.40677958726882935,
    0.15165871381759644,
    0.34513264894485474,
    0.24669595062732697,
    0.5230767726898193,
    0.1855669468641281,
    0.21890540421009064,
    0.5789472460746765,
    0.4463517963886261,
    0.37433144450187683,
    0.3577980697154999,
    0.17821775376796722,
    0.36464083194732666
   ],
   "time": 163.18066795356572,
   "param": [
    {
     "p": 0.06996243447065353,
     "m": 1.0
    },
    {
     "p": 0.05916965380311012,
     "m": 1.0
    },
    {
     "p": 0.08814164251089096,
     "m": 1.0
    },
    {
     "p": 0.08050304651260376,
     "m": 1.0
    },
    {
     "p": 0.07832607626914978,
     "m": 1.0
    },
    {
     "p": 0.06824223697185516,
     "m": 1.0
    },
    {
     "p": 0.07817065715789795,
     "m": 1.0
    },
    {
     "p": 0.07989974319934845,
     "m": 1.0
    },
    {
     "p": 0.06394708156585693,
     "m": 1.0
    },
    {
     "p": 0.06606113910675049,
     "m": 1.0
    },
    {
     "p": 0.055507391691207886,
     "m": 1.0
    },
    {
     "p": 0.07385028898715973,
     "m": 1.0
    },
    {
     "p": 0.06902208179235458,
     "m": 1.0
    },
    {
     "p": 0.06919647753238678,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 163,
   "train_loss": 3.5099079608917236,
   "val_loss": 2.769134998321533,
   "acc": 34.91,
   "f1": [
    0.6425337791442871,
    0.39285701513290405,
    0.3316061198711395,
    0.1818181276321411,
    0.11494245380163193,
    0.25688064098358154,
    0.3837208151817322,
    0.40552979707717896,
    0.2617800235748291,
    0.41628947854042053,
    0.16176463663578033,
    0.24669595062732697,
    0.33802807331085205,
    0.2262442708015442,
    0.19266046583652496,
    0.15023468434810638,
    0.35897424817085266,
    0.47161564230918884,
    0.38775497674942017,
    0.22680403292179108,
    0.5636362433433533,
    0.46456682682037354,
    0.2934781610965729,
    0.5632182359695435,
    0.6086955070495605,
    0.2181817591190338,
    0.2658958435058594,
    0.21395343542099,
    0.4108106791973114,
    0.28571417927742004,
    0.39631327986717224,
    0.3215685188770294,
    0.3370785713195801,
    0.281406968832016,
    0.32034626603126526,
    0.1722487509250641,
    0.3249998986721039,
    0.19565211236476898,
    0.2310468554496765,
    0.4685713052749634,
    0.31372541189193726,
    0.5957446098327637,
    0.2959999144077301,
    0.3130989968776703,
    0.2010049670934677,
    0.21621613204479218,
    0.22222214937210083,
    0.46636757254600525,
    0.48623839020729065,
    0.3398691415786743,
    0.1891891211271286,
    0.29508185386657715,
    0.5691055655479431,
    0.649214506149292,
    0.49999988079071045,
    0.15909084677696228,
    0.5054942965507507,
    0.3315507173538208,
    0.3678159713745117,
    0.29268282651901245,
    0.7378638982772827,
    0.45918354392051697,
    0.4315788447856903,
    0.32989683747291565,
    0.1390373706817627,
    0.19999992847442627,
    0.09815943986177444,
    0.2840908169746399,
    0.6582277417182922,
    0.6181817054748535,
    0.45810040831565857,
    0.6384975910186768,
    0.14864858984947205,
    0.3982299864292145,
    0.16666659712791443,
    0.5232973694801331,
    0.6779659986495972,
    0.21978014707565308,
    0.18245607614517212,
    0.2696628272533417,
    0.16923069953918457,
    0.3111110329627991,
    0.6633662581443787,
    0.3152708411216736,
    0.14925366640090942,
    0.3524228036403656,
    0.4023667275905609,
    0.35502949357032776,
    0.08333326876163483,
    0.37999987602233887,
    0.2612611949443817,
    0.48913031816482544,
    0.1854303926229477,
    0.2176869958639145,
    0.5806450843811035,
    0.37777766585350037,
    0.29694315791130066,
    0.29629623889923096,
    0.14606735110282898,
    0.3217390477657318
   ],
   "time": 162.87939260248095,
   "param": [
    {
     "p": 0.07865747809410095,
     "m": 1.0
    },
    {
     "p": 0.05606342479586601,
     "m": 1.0
    },
    {
     "p": 0.07536831498146057,
     "m": 1.0
    },
    {
     "p": 0.08570168167352676,
     "m": 1.0
    },
    {
     "p": 0.07074157893657684,
     "m": 1.0
    },
    {
     "p": 0.06727135181427002,
     "m": 1.0
    },
    {
     "p": 0.08784706890583038,
     "m": 1.0
    },
    {
     "p": 0.08978508412837982,
     "m": 1.0
    },
    {
     "p": 0.06475238502025604,
     "m": 1.0
    },
    {
     "p": 0.05491987243294716,
     "m": 1.0
    },
    {
     "p": 0.06596053391695023,
     "m": 1.0
    },
    {
     "p": 0.06436129659414291,
     "m": 1.0
    },
    {
     "p": 0.07709793001413345,
     "m": 1.0
    },
    {
     "p": 0.061472028493881226,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 164,
   "train_loss": 3.7890820503234863,
   "val_loss": 2.917689561843872,
   "acc": 35.15,
   "f1": [
    0.6631577014923096,
    0.390243798494339,
    0.2976189851760864,
    0.19540224969387054,
    0.1650484949350357,
    0.2956520915031433,
    0.4245808720588684,
    0.4278606176376343,
    0.31249991059303284,
    0.4042551815509796,
    0.1556885540485382,
    0.2269502729177475,
    0.2966100871562958,
    0.238805890083313,
    0.18181811273097992,
    0.20512813329696655,
    0.28971952199935913,
    0.4924621880054474,
    0.35748788714408875,
    0.2558138370513916,
    0.6138612627983093,
    0.486274391412735,
    0.3184078335762024,
    0.5081079602241516,
    0.7015705108642578,
    0.22360241413116455,
    0.23963125050067902,
    0.21319790184497833,
    0.4431816637516022,
    0.24390235543251038,
    0.33179715275764465,
    0.3707864284515381,
    0.2707422971725464,
    0.2962961792945862,
    0.31746023893356323,
    0.06201545521616936,
    0.3313608467578888,
    0.1971830278635025,
    0.21198150515556335,
    0.5063289999961853,
    0.2737641930580139,
    0.579234778881073,
    0.28272244334220886,
    0.36641210317611694,
    0.19087132811546326,
    0.20833326876163483,
    0.2477063536643982,
    0.504761815071106,
    0.46829259395599365,
    0.40659332275390625,
    0.19459453225135803,
    0.32258057594299316,
    0.5434781908988953,
    0.5999999046325684,
    0.4756755530834198,
    0.12162157148122787,
    0.4923075735569,
    0.38043469190597534,
    0.348314493894577,
    0.32584258913993835,
    0.6306304931640625,
    0.4020099639892578,
    0.38738730549812317,
    0.320441871881485,
    0.18719203770160675,
    0.19999991357326508,
    0.15204671025276184,
    0.24999988079071045,
    0.6577776670455933,
    0.5447470545768738,
    0.4622220993041992,
    0.5910930633544922,
    0.10126575827598572,
    0.31155768036842346,
    0.20858889818191528,
    0.5583332777023315,
    0.6046510338783264,
    0.23913034796714783,
    0.19689112901687622,
    0.32978713512420654,
    0.17266181111335754,
    0.2755904495716095,
    0.7127658128738403,
    0.29585790634155273,
    0.22093015909194946,
    0.3855420649051666,
    0.34554967284202576,
    0.4077668786048889,
    0.07499993592500687,
    0.38222211599349976,
    0.2745097279548645,
    0.5118482112884521,
    0.16455689072608948,
    0.1729728877544403,
    0.5727698802947998,
    0.4385963976383209,
    0.3157894015312195,
    0.334545373916626,
    0.13402055203914642,
    0.30555546283721924
   ],
   "time": 163.57093729730695,
   "param": [
    {
     "p": 0.07045459747314453,
     "m": 1.0
    },
    {
     "p": 0.05938463658094406,
     "m": 1.0
    },
    {
     "p": 0.07368255406618118,
     "m": 1.0
    },
    {
     "p": 0.07971976697444916,
     "m": 1.0
    },
    {
     "p": 0.07659096270799637,
     "m": 1.0
    },
    {
     "p": 0.07405305653810501,
     "m": 1.0
    },
    {
     "p": 0.07563398033380508,
     "m": 1.0
    },
    {
     "p": 0.08250284194946289,
     "m": 1.0
    },
    {
     "p": 0.07296610623598099,
     "m": 1.0
    },
    {
     "p": 0.06942969560623169,
     "m": 1.0
    },
    {
     "p": 0.05919506773352623,
     "m": 1.0
    },
    {
     "p": 0.07590772956609726,
     "m": 1.0
    },
    {
     "p": 0.06599508225917816,
     "m": 1.0
    },
    {
     "p": 0.06448386609554291,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 165,
   "train_loss": 3.469341993331909,
   "val_loss": 2.6452770233154297,
   "acc": 34.38,
   "f1": [
    0.6222221255302429,
    0.38216549158096313,
    0.2935778796672821,
    0.1891890913248062,
    0.15458931028842926,
    0.2686566412448883,
    0.3287670612335205,
    0.3861384987831116,
    0.3117869794368744,
    0.40659332275390625,
    0.13157887756824493,
    0.2751321792602539,
    0.37558677792549133,
    0.20645155012607574,
    0.20105813443660736,
    0.17490488290786743,
    0.3389829397201538,
    0.47933873534202576,
    0.32432422041893005,
    0.26804113388061523,
    0.5856351852416992,
    0.4366810917854309,
    0.3113206624984741,
    0.5408161878585815,
    0.6790696382522583,
    0.20765019953250885,
    0.2529643774032593,
    0.23036640882492065,
    0.4812833070755005,
    0.25116273760795593,
    0.4111110270023346,
    0.33333325386047363,
    0.3131312429904938,
    0.2723003923892975,
    0.27160486578941345,
    0.13157887756824493,
    0.26297569274902344,
    0.19047614932060242,
    0.20491798222064972,
    0.4744184911251068,
    0.28318578004837036,
    0.6242773532867432,
    0.31325289607048035,
    0.3478259742259979,
    0.19318175315856934,
    0.1696968972682953,
    0.2583332359790802,
    0.4530385434627533,
    0.4656083285808563,
    0.3885713219642639,
    0.15384608507156372,
    0.27322396636009216,
    0.5833332538604736,
    0.6162160634994507,
    0.44230756163597107,
    0.13664589822292328,
    0.4808742105960846,
    0.32799988985061646,
    0.2845187783241272,
    0.28235283493995667,
    0.6631577014923096,
    0.4507041275501251,
    0.41269823908805847,
    0.34736835956573486,
    0.1792452037334442,
    0.14184391498565674,
    0.14906825125217438,
    0.3057323694229126,
    0.7462685704231262,
    0.579710066318512,
    0.4491524398326874,
    0.6224488615989685,
    0.14965979754924774,
    0.39622631669044495,
    0.12371128052473068,
    0.6111109852790833,
    0.6276593804359436,
    0.18292675912380219,
    0.20689646899700165,
    0.246575266122818,
    0.15310998260974884,
    0.2871793806552887,
    0.6249999403953552,
    0.29850736260414124,
    0.17679551243782043,
    0.3846152722835541,
    0.36123335361480713,
    0.3636362850666046,
    0.16161610186100006,
    0.3984062969684601,
    0.28415289521217346,
    0.5170730352401733,
    0.20382159948349,
    0.23015865683555603,
    0.5373133420944214,
    0.3356642425060272,
    0.3406112492084503,
    0.3135133981704712,
    0.15053758025169373,
    0.35483860969543457
   ],
   "time": 162.83795858826488,
   "param": [
    {
     "p": 0.08308278769254684,
     "m": 1.0
    },
    {
     "p": 0.051954809576272964,
     "m": 1.0
    },
    {
     "p": 0.07646780461072922,
     "m": 1.0
    },
    {
     "p": 0.0736401155591011,
     "m": 1.0
    },
    {
     "p": 0.07934200763702393,
     "m": 1.0
    },
    {
     "p": 0.07837588340044022,
     "m": 1.0
    },
    {
     "p": 0.07746780663728714,
     "m": 1.0
    },
    {
     "p": 0.073847196996212,
     "m": 1.0
    },
    {
     "p": 0.0772738978266716,
     "m": 1.0
    },
    {
     "p": 0.07108702510595322,
     "m": 1.0
    },
    {
     "p": 0.0477994941174984,
     "m": 1.0
    },
    {
     "p": 0.07413715869188309,
     "m": 1.0
    },
    {
     "p": 0.07085570693016052,
     "m": 1.0
    },
    {
     "p": 0.06466829776763916,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 166,
   "train_loss": 3.7302608489990234,
   "val_loss": 2.791649341583252,
   "acc": 35.09,
   "f1": [
    0.6153845191001892,
    0.3669723868370056,
    0.26666659116744995,
    0.17142851650714874,
    0.15238089859485626,
    0.33333325386047363,
    0.41711217164993286,
    0.39810416102409363,
    0.2999999225139618,
    0.4179103374481201,
    0.16783210635185242,
    0.27049171924591064,
    0.3529410660266876,
    0.24299058318138123,
    0.24999991059303284,
    0.210526242852211,
    0.32989683747291565,
    0.48913031816482544,
    0.34224584698677063,
    0.2825278043746948,
    0.6553670763969421,
    0.49785396456718445,
    0.29702961444854736,
    0.5312498211860657,
    0.6238530874252319,
    0.25870639085769653,
    0.24107137322425842,
    0.21719448268413544,
    0.40740731358528137,
    0.2681563198566437,
    0.38862547278404236,
    0.39378228783607483,
    0.30857133865356445,
    0.29864245653152466,
    0.32558128237724304,
    0.15204671025276184,
    0.30366483330726624,
    0.2255638688802719,
    0.22485199570655823,
    0.48888877034187317,
    0.29473677277565,
    0.5333332419395447,
    0.3084111213684082,
    0.3296702206134796,
    0.20689646899700165,
    0.2025315761566162,
    0.2181817591190338,
    0.46099281311035156,
    0.44776105880737305,
    0.43373486399650574,
    0.1481480747461319,
    0.2704401910305023,
    0.5691055655479431,
    0.5342959761619568,
    0.49756085872650146,
    0.12413787841796875,
    0.49523797631263733,
    0.30337071418762207,
    0.30769217014312744,
    0.2906976044178009,
    0.6919430494308472,
    0.44210511445999146,
    0.4313724637031555,
    0.38974347710609436,
    0.12857137620449066,
    0.20388342440128326,
    0.11320748925209045,
    0.2890172600746155,
    0.6839826703071594,
    0.5980390906333923,
    0.37735840678215027,
    0.6329113245010376,
    0.09090903401374817,
    0.3369564116001129,
    0.11510787159204483,
    0.6268655061721802,
    0.683937668800354,
    0.17218534648418427,
    0.2173912674188614,
    0.2614377737045288,
    0.14173223078250885,
    0.24528293311595917,
    0.6918917894363403,
    0.32558128237724304,
    0.22459883987903595,
    0.38626599311828613,
    0.38341957330703735,
    0.38578668236732483,
    0.11827950179576874,
    0.34126976132392883,
    0.24630534648895264,
    0.4495411515235901,
    0.1768706887960434,
    0.1957446187734604,
    0.5608464479446411,
    0.44776105880737305,
    0.3018867075443268,
    0.3370785713195801,
    0.12999993562698364,
    0.40206170082092285
   ],
   "time": 162.8987427726388,
   "param": [
    {
     "p": 0.06851191073656082,
     "m": 1.0
    },
    {
     "p": 0.059071365743875504,
     "m": 1.0
    },
    {
     "p": 0.08185791224241257,
     "m": 1.0
    },
    {
     "p": 0.08053268492221832,
     "m": 1.0
    },
    {
     "p": 0.07506506890058517,
     "m": 1.0
    },
    {
     "p": 0.08006295561790466,
     "m": 1.0
    },
    {
     "p": 0.07980997860431671,
     "m": 1.0
    },
    {
     "p": 0.0849776342511177,
     "m": 1.0
    },
    {
     "p": 0.07204191386699677,
     "m": 1.0
    },
    {
     "p": 0.05957798659801483,
     "m": 1.0
    },
    {
     "p": 0.05025160312652588,
     "m": 1.0
    },
    {
     "p": 0.07250683754682541,
     "m": 1.0
    },
    {
     "p": 0.06944792717695236,
     "m": 1.0
    },
    {
     "p": 0.06628431379795074,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 167,
   "train_loss": 3.377803325653076,
   "val_loss": 2.999075412750244,
   "acc": 34.78,
   "f1": [
    0.6242773532867432,
    0.4186045527458191,
    0.26751580834388733,
    0.19491519033908844,
    0.10958898812532425,
    0.26160329580307007,
    0.3974357545375824,
    0.39090898633003235,
    0.329268217086792,
    0.34848475456237793,
    0.08264458924531937,
    0.2599999010562897,
    0.31645557284355164,
    0.2436547577381134,
    0.2010049670934677,
    0.1965317279100418,
    0.314606636762619,
    0.517857015132904,
    0.3411763310432434,
    0.265060156583786,
    0.5560973882675171,
    0.4933919608592987,
    0.32820504903793335,
    0.49681511521339417,
    0.6448085904121399,
    0.25555548071861267,
    0.25339359045028687,
    0.1844659447669983,
    0.3999999463558197,
    0.33333322405815125,
    0.3636362552642822,
    0.3999998867511749,
    0.3435581922531128,
    0.2953585684299469,
    0.24324317276477814,
    0.19587622582912445,
    0.31999990344047546,
    0.18518511950969696,
    0.26484012603759766,
    0.4725273549556732,
    0.2953585684299469,
    0.596858561038971,
    0.3170730471611023,
    0.3202613890171051,
    0.2333332747220993,
    0.20118334889411926,
    0.18823520839214325,
    0.49484527111053467,
    0.4567900002002716,
    0.3636362850666046,
    0.15476183593273163,
    0.29292917251586914,
    0.6031744480133057,
    0.633165717124939,
    0.5028570294380188,
    0.13740451633930206,
    0.4615383744239807,
    0.3348836302757263,
    0.2983870208263397,
    0.2959640622138977,
    0.6991149187088013,
    0.42452818155288696,
    0.4200912117958069,
    0.36082467436790466,
    0.12408753484487534,
    0.2021275758743286,
    0.11464963108301163,
    0.2584269046783447,
    0.6903551816940308,
    0.6057690978050232,
    0.390243798494339,
    0.6349205374717712,
    0.0874999463558197,
    0.2767294645309448,
    0.17171710729599,
    0.6116504073143005,
    0.622641384601593,
    0.21834053099155426,
    0.2694299519062042,
    0.30526304244995117,
    0.18181811273097992,
    0.2176869958639145,
    0.6896550059318542,
    0.3535352647304535,
    0.15686267614364624,
    0.4291844367980957,
    0.3899998664855957,
    0.4059404730796814,
    0.11111105233430862,
    0.3981480300426483,
    0.2525251507759094,
    0.5073169469833374,
    0.21468918025493622,
    0.1414140909910202,
    0.5428570508956909,
    0.396624356508255,
    0.278787761926651,
    0.33050838112831116,
    0.15384608507156372,
    0.3592813014984131
   ],
   "time": 162.50962519273162,
   "param": [
    {
     "p": 0.05562824755907059,
     "m": 1.0
    },
    {
     "p": 0.05883929878473282,
     "m": 1.0
    },
    {
     "p": 0.09156257659196854,
     "m": 1.0
    },
    {
     "p": 0.0744975134730339,
     "m": 1.0
    },
    {
     "p": 0.07704821974039078,
     "m": 1.0
    },
    {
     "p": 0.07535982877016068,
     "m": 1.0
    },
    {
     "p": 0.06489303708076477,
     "m": 1.0
    },
    {
     "p": 0.07834985107183456,
     "m": 1.0
    },
    {
     "p": 0.06755856424570084,
     "m": 1.0
    },
    {
     "p": 0.07349608093500137,
     "m": 1.0
    },
    {
     "p": 0.06072897091507912,
     "m": 1.0
    },
    {
     "p": 0.07906241714954376,
     "m": 1.0
    },
    {
     "p": 0.07556446641683578,
     "m": 1.0
    },
    {
     "p": 0.06741103529930115,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 168,
   "train_loss": 3.8081421852111816,
   "val_loss": 2.6860640048980713,
   "acc": 34.71,
   "f1": [
    0.6368157267570496,
    0.3736262619495392,
    0.2774565517902374,
    0.19251330196857452,
    0.13173647224903107,
    0.2807016670703888,
    0.3522725999355316,
    0.4262293577194214,
    0.27722764015197754,
    0.36842095851898193,
    0.15757569670677185,
    0.2399999499320984,
    0.34224584698677063,
    0.2795697748661041,
    0.24615377187728882,
    0.18811874091625214,
    0.33548372983932495,
    0.48535552620887756,
    0.318471223115921,
    0.2543858587741852,
    0.5234374403953552,
    0.4736841320991516,
    0.3112839460372925,
    0.5479451417922974,
    0.6301368474960327,
    0.1971830278635025,
    0.28965505957603455,
    0.16528919339179993,
    0.3842363655567169,
    0.3113771378993988,
    0.3838382363319397,
    0.3619908392429352,
    0.29577454924583435,
    0.2256409376859665,
    0.29875513911247253,
    0.18947364389896393,
    0.2716048061847687,
    0.1868131160736084,
    0.20799992978572845,
    0.4852069914340973,
    0.30857133865356445,
    0.5686272978782654,
    0.28915655612945557,
    0.33064505457878113,
    0.19753079116344452,
    0.19047611951828003,
    0.19672125577926636,
    0.4380951225757599,
    0.4685713052749634,
    0.43333321809768677,
    0.15044242143630981,
    0.3542855978012085,
    0.585152804851532,
    0.6145831942558289,
    0.4812833070755005,
    0.1029411256313324,
    0.5022025108337402,
    0.3408070504665375,
    0.31428563594818115,
    0.34710732102394104,
    0.7019230127334595,
    0.2677164673805237,
    0.419999897480011,
    0.3225805461406708,
    0.15686269104480743,
    0.21301770210266113,
    0.16216211020946503,
    0.3129250705242157,
    0.6808509230613708,
    0.5857739448547363,
    0.4249998927116394,
    0.592920184135437,
    0.10055860131978989,
    0.4205606281757355,
    0.12499994784593582,
    0.6041665077209473,
    0.6105261445045471,
    0.18181811273097992,
    0.2613064646720886,
    0.2783504128456116,
    0.17346931993961334,
    0.21951214969158173,
    0.7005074620246887,
    0.3209875524044037,
    0.17829450964927673,
    0.4020099639892578,
    0.4365480840206146,
    0.3878786563873291,
    0.11173177510499954,
    0.36296290159225464,
    0.2672064006328583,
    0.522612988948822,
    0.19875767827033997,
    0.16774186491966248,
    0.5102879405021667,
    0.42790690064430237,
    0.3399999141693115,
    0.34177201986312866,
    0.1368420422077179,
    0.39285704493522644
   ],
   "time": 163.79148481134325,
   "param": [
    {
     "p": 0.07069149613380432,
     "m": 1.0
    },
    {
     "p": 0.055168040096759796,
     "m": 1.0
    },
    {
     "p": 0.07812128216028214,
     "m": 1.0
    },
    {
     "p": 0.07953909039497375,
     "m": 1.0
    },
    {
     "p": 0.07049629092216492,
     "m": 1.0
    },
    {
     "p": 0.07814692705869675,
     "m": 1.0
    },
    {
     "p": 0.06579693406820297,
     "m": 1.0
    },
    {
     "p": 0.07422324270009995,
     "m": 1.0
    },
    {
     "p": 0.07907957583665848,
     "m": 1.0
    },
    {
     "p": 0.06973656266927719,
     "m": 1.0
    },
    {
     "p": 0.07032541185617447,
     "m": 1.0
    },
    {
     "p": 0.07085923105478287,
     "m": 1.0
    },
    {
     "p": 0.07643807679414749,
     "m": 1.0
    },
    {
     "p": 0.0613778680562973,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 169,
   "train_loss": 3.901003122329712,
   "val_loss": 2.812619686126709,
   "acc": 34.2,
   "f1": [
    0.6325579881668091,
    0.37681150436401367,
    0.28999990224838257,
    0.20233455300331116,
    0.1354581117630005,
    0.28758159279823303,
    0.35467973351478577,
    0.39473670721054077,
    0.322274774312973,
    0.4402514398097992,
    0.13138681650161743,
    0.26395928859710693,
    0.33939382433891296,
    0.23469379544258118,
    0.2121211439371109,
    0.2072538137435913,
    0.37125736474990845,
    0.49327346682548523,
    0.32031241059303284,
    0.30541861057281494,
    0.5937498807907104,
    0.44280433654785156,
    0.2898550033569336,
    0.4942527115345001,
    0.6554619669914246,
    0.23809516429901123,
    0.30851057171821594,
    0.18390797078609467,
    0.43850257992744446,
    0.27722764015197754,
    0.33333322405815125,
    0.31372541189193726,
    0.27649760246276855,
    0.2688523828983307,
    0.2971886694431305,
    0.12578611075878143,
    0.31914883852005005,
    0.24193541705608368,
    0.21834053099155426,
    0.49411749839782715,
    0.360248327255249,
    0.5894736051559448,
    0.27350419759750366,
    0.33476385474205017,
    0.17840369045734406,
    0.2634729743003845,
    0.03448272496461868,
    0.4980543851852417,
    0.4306218922138214,
    0.39999985694885254,
    0.1445782482624054,
    0.3084111213684082,
    0.5645932555198669,
    0.5645932555198669,
    0.492890864610672,
    0.10126575827598572,
    0.5023254752159119,
    0.31764698028564453,
    0.31325289607048035,
    0.2999999225139618,
    0.6919829845428467,
    0.44571414589881897,
    0.42452818155288696,
    0.3516482412815094,
    0.1818181276321411,
    0.20987647771835327,
    0.1290322095155716,
    0.3057323694229126,
    0.6754384636878967,
    0.5714284777641296,
    0.40659332275390625,
    0.5544553399085999,
    0.13471496105194092,
    0.21874991059303284,
    0.19209031760692596,
    0.5803107619285583,
    0.6243385076522827,
    0.1989527940750122,
    0.22831043601036072,
    0.2559240758419037,
    0.14981268346309662,
    0.30270257592201233,
    0.6824643611907959,
    0.2871793806552887,
    0.24390234053134918,
    0.34024888277053833,
    0.34449753165245056,
    0.38636353611946106,
    0.1162789985537529,
    0.32835814356803894,
    0.27530357241630554,
    0.4936707317829132,
    0.12345672398805618,
    0.2046510875225067,
    0.5412842631340027,
    0.4146340489387512,
    0.24999989569187164,
    0.29251691699028015,
    0.14150936901569366,
    0.3516482412815094
   ],
   "time": 161.1616962365806,
   "param": [
    {
     "p": 0.06460817158222198,
     "m": 1.0
    },
    {
     "p": 0.06090833246707916,
     "m": 1.0
    },
    {
     "p": 0.07594253867864609,
     "m": 1.0
    },
    {
     "p": 0.09162933379411697,
     "m": 1.0
    },
    {
     "p": 0.07450713962316513,
     "m": 1.0
    },
    {
     "p": 0.07083151489496231,
     "m": 1.0
    },
    {
     "p": 0.08614543825387955,
     "m": 1.0
    },
    {
     "p": 0.07017678767442703,
     "m": 1.0
    },
    {
     "p": 0.06850782036781311,
     "m": 1.0
    },
    {
     "p": 0.06621090322732925,
     "m": 1.0
    },
    {
     "p": 0.057662058621644974,
     "m": 1.0
    },
    {
     "p": 0.06320049613714218,
     "m": 1.0
    },
    {
     "p": 0.07714198529720306,
     "m": 1.0
    },
    {
     "p": 0.07252751290798187,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 170,
   "train_loss": 3.9843626022338867,
   "val_loss": 2.741164445877075,
   "acc": 34.68,
   "f1": [
    0.5972849726676941,
    0.3723403513431549,
    0.3113771378993988,
    0.17449656128883362,
    0.10429443418979645,
    0.28813549876213074,
    0.413043349981308,
    0.39560428261756897,
    0.3147207200527191,
    0.39622631669044495,
    0.19767434895038605,
    0.2173912525177002,
    0.28148138523101807,
    0.26254817843437195,
    0.23589736223220825,
    0.2099999338388443,
    0.309859037399292,
    0.4886876940727234,
    0.33121007680892944,
    0.24669595062732697,
    0.602040708065033,
    0.5284551978111267,
    0.31730762124061584,
    0.4705880880355835,
    0.6200872659683228,
    0.22972965240478516,
    0.25870639085769653,
    0.18749992549419403,
    0.45631060004234314,
    0.23076918721199036,
    0.3363635540008545,
    0.3287670314311981,
    0.30303022265434265,
    0.25112098455429077,
    0.28571417927742004,
    0.1949458122253418,
    0.32369929552078247,
    0.19469019770622253,
    0.23463678359985352,
    0.5197739005088806,
    0.3350784480571747,
    0.574585497379303,
    0.32989683747291565,
    0.36431220173835754,
    0.17241372168064117,
    0.22549012303352356,
    0.22758615016937256,
    0.4818180501461029,
    0.4561401903629303,
    0.3636362552642822,
    0.19999992847442627,
    0.25233638286590576,
    0.6048778891563416,
    0.6136362552642822,
    0.46861910820007324,
    0.13173647224903107,
    0.5247523188591003,
    0.3100774586200714,
    0.36633655428886414,
    0.24516120553016663,
    0.6994534134864807,
    0.4499998986721039,
    0.43678146600723267,
    0.3493974804878235,
    0.16216209530830383,
    0.17674411833286285,
    0.16774186491966248,
    0.3208555281162262,
    0.763440728187561,
    0.5224488377571106,
    0.425531804561615,
    0.5345910787582397,
    0.13513506948947906,
    0.28758159279823303,
    0.16267937421798706,
    0.529999852180481,
    0.6126124858856201,
    0.21390368044376373,
    0.23312875628471375,
    0.33128824830055237,
    0.15172408521175385,
    0.25396814942359924,
    0.6764704585075378,
    0.3352600038051605,
    0.2021275758743286,
    0.38251355290412903,
    0.4095236659049988,
    0.40796008706092834,
    0.10362687706947327,
    0.3821137547492981,
    0.2736841142177582,
    0.5073169469833374,
    0.18421046435832977,
    0.18378373980522156,
    0.5654449462890625,
    0.4016392230987549,
    0.3365383446216583,
    0.3248729705810547,
    0.15469607710838318,
    0.368663489818573
   ],
   "time": 161.0307491235435,
   "param": [
    {
     "p": 0.07287997007369995,
     "m": 1.0
    },
    {
     "p": 0.05895835906267166,
     "m": 1.0
    },
    {
     "p": 0.0663473978638649,
     "m": 1.0
    },
    {
     "p": 0.08344351500272751,
     "m": 1.0
    },
    {
     "p": 0.067067451775074,
     "m": 1.0
    },
    {
     "p": 0.07558559626340866,
     "m": 1.0
    },
    {
     "p": 0.08146316558122635,
     "m": 1.0
    },
    {
     "p": 0.0769067332148552,
     "m": 1.0
    },
    {
     "p": 0.07867202162742615,
     "m": 1.0
    },
    {
     "p": 0.0724259614944458,
     "m": 1.0
    },
    {
     "p": 0.06236473470926285,
     "m": 1.0
    },
    {
     "p": 0.06903132051229477,
     "m": 1.0
    },
    {
     "p": 0.06473027914762497,
     "m": 1.0
    },
    {
     "p": 0.07012362778186798,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 171,
   "train_loss": 3.1730504035949707,
   "val_loss": 2.6717021465301514,
   "acc": 35.28,
   "f1": [
    0.5990337133407593,
    0.41269823908805847,
    0.31067952513694763,
    0.15894033014774323,
    0.15217386186122894,
    0.24999989569187164,
    0.36686381697654724,
    0.39195966720581055,
    0.2745096981525421,
    0.385650098323822,
    0.21590900421142578,
    0.24277448654174805,
    0.32291656732559204,
    0.27380943298339844,
    0.21917803585529327,
    0.21495321393013,
    0.3414633274078369,
    0.5714284181594849,
    0.3468207120895386,
    0.24545449018478394,
    0.5821594595909119,
    0.4734298884868622,
    0.32835814356803894,
    0.5242717266082764,
    0.6418603658676147,
    0.193548321723938,
    0.2624998986721039,
    0.2456139624118805,
    0.44848471879959106,
    0.2692306935787201,
    0.39166659116744995,
    0.33333322405815125,
    0.31325289607048035,
    0.3168315887451172,
    0.32352936267852783,
    0.1576354056596756,
    0.3389829397201538,
    0.21111102402210236,
    0.22916659712791443,
    0.4823527932167053,
    0.33333322405815125,
    0.5828570127487183,
    0.30487796664237976,
    0.27835047245025635,
    0.16249993443489075,
    0.21374039351940155,
    0.25373125076293945,
    0.5177663564682007,
    0.4487804174423218,
    0.3999998867511749,
    0.15909084677696228,
    0.2507644295692444,
    0.566929042339325,
    0.6185566186904907,
    0.5098037719726562,
    0.1010100394487381,
    0.5299144387245178,
    0.32804223895072937,
    0.33333325386047363,
    0.30357134342193604,
    0.7009344696998596,
    0.4469272196292877,
    0.44670039415359497,
    0.3657141625881195,
    0.18497103452682495,
    0.19444438815116882,
    0.19999991357326508,
    0.2934781610965729,
    0.7053138613700867,
    0.5624998807907104,
    0.42452818155288696,
    0.6037734746932983,
    0.12499994039535522,
    0.32352936267852783,
    0.15555550158023834,
    0.5507245659828186,
    0.59227454662323,
    0.238805890083313,
    0.1768706887960434,
    0.31428563594818115,
    0.13526564836502075,
    0.3135133981704712,
    0.6952379941940308,
    0.3032785952091217,
    0.21839071810245514,
    0.4183672070503235,
    0.3946187198162079,
    0.4170615077018738,
    0.10227267444133759,
    0.37450188398361206,
    0.2589927613735199,
    0.4360901117324829,
    0.19428564608097076,
    0.23170723021030426,
    0.528846025466919,
    0.382978618144989,
    0.24516120553016663,
    0.29665064811706543,
    0.140350803732872,
    0.3771427571773529
   ],
   "time": 163.58470943756402,
   "param": [
    {
     "p": 0.06831318885087967,
     "m": 1.0
    },
    {
     "p": 0.05510072410106659,
     "m": 1.0
    },
    {
     "p": 0.08128499984741211,
     "m": 1.0
    },
    {
     "p": 0.08805406093597412,
     "m": 1.0
    },
    {
     "p": 0.07397840917110443,
     "m": 1.0
    },
    {
     "p": 0.07104893773794174,
     "m": 1.0
    },
    {
     "p": 0.07809632271528244,
     "m": 1.0
    },
    {
     "p": 0.06998224556446075,
     "m": 1.0
    },
    {
     "p": 0.0772339329123497,
     "m": 1.0
    },
    {
     "p": 0.06377703696489334,
     "m": 1.0
    },
    {
     "p": 0.05479493364691734,
     "m": 1.0
    },
    {
     "p": 0.0695534348487854,
     "m": 1.0
    },
    {
     "p": 0.07802417129278183,
     "m": 1.0
    },
    {
     "p": 0.07075760513544083,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 172,
   "train_loss": 3.35847806930542,
   "val_loss": 2.8062987327575684,
   "acc": 34.89,
   "f1": [
    0.6597937345504761,
    0.364531934261322,
    0.3135133981704712,
    0.18018010258674622,
    0.11715474724769592,
    0.28571420907974243,
    0.35454532504081726,
    0.40764322876930237,
    0.33333322405815125,
    0.36686381697654724,
    0.13333328068256378,
    0.19323663413524628,
    0.30065348744392395,
    0.2444443702697754,
    0.16901402175426483,
    0.19243980944156647,
    0.36559128761291504,
    0.5174128413200378,
    0.35294109582901,
    0.27530357241630554,
    0.5922329425811768,
    0.48401811718940735,
    0.3316582143306732,
    0.5940592885017395,
    0.5914396047592163,
    0.22727267444133759,
    0.3057323694229126,
    0.22535204887390137,
    0.39583319425582886,
    0.26484012603759766,
    0.3999998867511749,
    0.3551400303840637,
    0.27083322405815125,
    0.2928869426250458,
    0.29951682686805725,
    0.15116271376609802,
    0.31788066029548645,
    0.13533830642700195,
    0.2288556545972824,
    0.5108694434165955,
    0.319248765707016,
    0.5248867273330688,
    0.3184078335762024,
    0.36090216040611267,
    0.20809243619441986,
    0.23232315480709076,
    0.25384610891342163,
    0.5096152424812317,
    0.387096643447876,
    0.3726235330104828,
    0.20388342440128326,
    0.3016759157180786,
    0.5559565424919128,
    0.6249998807907104,
    0.48739489912986755,
    0.09890103340148926,
    0.5472635626792908,
    0.31623923778533936,
    0.33962249755859375,
    0.3275861144065857,
    0.6999998688697815,
    0.3924049437046051,
    0.4129031002521515,
    0.36046499013900757,
    0.18264833092689514,
    0.26190465688705444,
    0.1932772397994995,
    0.18181811273097992,
    0.6495725512504578,
    0.5904760956764221,
    0.43428558111190796,
    0.595959484577179,
    0.1290321946144104,
    0.37671226263046265,
    0.1604277491569519,
    0.5955054759979248,
    0.6124400496482849,
    0.2097901701927185,
    0.24691349267959595,
    0.30409345030784607,
    0.1451612412929535,
    0.22459883987903595,
    0.666666567325592,
    0.34999990463256836,
    0.210526242852211,
    0.3636362552642822,
    0.3763439953327179,
    0.3771427571773529,
    0.10191076993942261,
    0.34951451420783997,
    0.23076917231082916,
    0.5494503974914551,
    0.22222216427326202,
    0.24598921835422516,
    0.5957446098327637,
    0.4046241343021393,
    0.1499999463558197,
    0.299999862909317,
    0.16753920912742615,
    0.3599999248981476
   ],
   "time": 162.75765560846776,
   "param": [
    {
     "p": 0.07536464929580688,
     "m": 1.0
    },
    {
     "p": 0.059536274522542953,
     "m": 1.0
    },
    {
     "p": 0.07467891275882721,
     "m": 1.0
    },
    {
     "p": 0.07729487121105194,
     "m": 1.0
    },
    {
     "p": 0.07448168098926544,
     "m": 1.0
    },
    {
     "p": 0.07132736593484879,
     "m": 1.0
    },
    {
     "p": 0.08368422836065292,
     "m": 1.0
    },
    {
     "p": 0.07401882857084274,
     "m": 1.0
    },
    {
     "p": 0.0649561807513237,
     "m": 1.0
    },
    {
     "p": 0.0678001120686531,
     "m": 1.0
    },
    {
     "p": 0.07401861995458603,
     "m": 1.0
    },
    {
     "p": 0.06246529892086983,
     "m": 1.0
    },
    {
     "p": 0.0793299674987793,
     "m": 1.0
    },
    {
     "p": 0.06104300171136856,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 173,
   "train_loss": 3.8323593139648438,
   "val_loss": 3.1039042472839355,
   "acc": 34.84,
   "f1": [
    0.6666665077209473,
    0.36190465092658997,
    0.27999991178512573,
    0.22702695429325104,
    0.09302320331335068,
    0.28260859847068787,
    0.37563440203666687,
    0.36718741059303284,
    0.30046939849853516,
    0.4301074147224426,
    0.15172408521175385,
    0.2275448441505432,
    0.2987011969089508,
    0.2488478720188141,
    0.1704544872045517,
    0.21395343542099,
    0.33928561210632324,
    0.561576247215271,
    0.36956506967544556,
    0.23391805589199066,
    0.6214687824249268,
    0.4999999403953552,
    0.35416656732559204,
    0.4936707317829132,
    0.623255729675293,
    0.21857915818691254,
    0.239999920129776,
    0.2010049670934677,
    0.41095879673957825,
    0.26153838634490967,
    0.3756905198097229,
    0.3285713493824005,
    0.30851057171821594,
    0.280898779630661,
    0.26600977778434753,
    0.11842100322246552,
    0.33783775568008423,
    0.193548321723938,
    0.22356490790843964,
    0.4698793888092041,
    0.3041473925113678,
    0.5894736051559448,
    0.28571420907974243,
    0.3354838192462921,
    0.2115383893251419,
    0.2061854749917984,
    0.18300646543502808,
    0.46332037448883057,
    0.4239999055862427,
    0.44444429874420166,
    0.165217325091362,
    0.2737641930580139,
    0.5376343131065369,
    0.5853657722473145,
    0.4924621880054474,
    0.11162783950567245,
    0.5471696853637695,
    0.31884050369262695,
    0.3470318615436554,
    0.2955664098262787,
    0.6554619669914246,
    0.3905324339866638,
    0.4292236268520355,
    0.35185176134109497,
    0.14864858984947205,
    0.22680403292179108,
    0.119999960064888,
    0.20289847254753113,
    0.6530610918998718,
    0.5821594595909119,
    0.436893105506897,
    0.6315788626670837,
    0.14285707473754883,
    0.3387977182865143,
    0.1749999076128006,
    0.6071427464485168,
    0.6399998664855957,
    0.23076915740966797,
    0.2564101815223694,
    0.27436816692352295,
    0.12949636578559875,
    0.24742262065410614,
    0.6737966537475586,
    0.3121950626373291,
    0.19999992847442627,
    0.39215680956840515,
    0.40404030680656433,
    0.3837208151817322,
    0.12499993294477463,
    0.36144569516181946,
    0.2713567018508911,
    0.48598119616508484,
    0.17877088487148285,
    0.16216209530830383,
    0.553571343421936,
    0.4028776288032532,
    0.3428570628166199,
    0.3196720480918884,
    0.13145533204078674,
    0.36464083194732666
   ],
   "time": 165.68883088603616,
   "param": [
    {
     "p": 0.07597101479768753,
     "m": 1.0
    },
    {
     "p": 0.056670140475034714,
     "m": 1.0
    },
    {
     "p": 0.07333406805992126,
     "m": 1.0
    },
    {
     "p": 0.07844249159097672,
     "m": 1.0
    },
    {
     "p": 0.074367456138134,
     "m": 1.0
    },
    {
     "p": 0.07031475007534027,
     "m": 1.0
    },
    {
     "p": 0.07640533149242401,
     "m": 1.0
    },
    {
     "p": 0.09156730026006699,
     "m": 1.0
    },
    {
     "p": 0.06854799389839172,
     "m": 1.0
    },
    {
     "p": 0.06469790637493134,
     "m": 1.0
    },
    {
     "p": 0.057446014136075974,
     "m": 1.0
    },
    {
     "p": 0.06696067005395889,
     "m": 1.0
    },
    {
     "p": 0.07358966767787933,
     "m": 1.0
    },
    {
     "p": 0.07168515771627426,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 174,
   "train_loss": 3.5577354431152344,
   "val_loss": 2.7679381370544434,
   "acc": 34.93,
   "f1": [
    0.625640869140625,
    0.40251561999320984,
    0.3116881847381592,
    0.18390797078609467,
    0.11428564786911011,
    0.25104594230651855,
    0.38961026072502136,
    0.3489931523799896,
    0.2598869204521179,
    0.4819276034832001,
    0.16993455588817596,
    0.28402355313301086,
    0.30275216698646545,
    0.1891891211271286,
    0.23529404401779175,
    0.18518511950969696,
    0.376623272895813,
    0.47908735275268555,
    0.33962252736091614,
    0.25098028779029846,
    0.5478259921073914,
    0.5230767726898193,
    0.30120471119880676,
    0.5286343097686768,
    0.6666665077209473,
    0.20809243619441986,
    0.3483870029449463,
    0.2061854749917984,
    0.5333331823348999,
    0.2812499403953552,
    0.4042551815509796,
    0.33333322405815125,
    0.31034475564956665,
    0.32432422041893005,
    0.25675666332244873,
    0.21097040176391602,
    0.3316582143306732,
    0.2421524077653885,
    0.24590153992176056,
    0.42639580368995667,
    0.3285713195800781,
    0.5803107619285583,
    0.2660943269729614,
    0.280373752117157,
    0.18032780289649963,
    0.2072538137435913,
    0.2099446803331375,
    0.4946235418319702,
    0.43601882457733154,
    0.4418603479862213,
    0.19230762124061584,
    0.2536022365093231,
    0.6260160803794861,
    0.6120688319206238,
    0.5133689045906067,
    0.12658223509788513,
    0.5670101642608643,
    0.3723403513431549,
    0.30496448278427124,
    0.3557691276073456,
    0.6842103600502014,
    0.39416050910949707,
    0.3981480300426483,
    0.33027511835098267,
    0.16249993443489075,
    0.1914892941713333,
    0.1307188868522644,
    0.2838708758354187,
    0.688372015953064,
    0.5619046092033386,
    0.3950616121292114,
    0.6063828468322754,
    0.11111105233430862,
    0.38251355290412903,
    0.17117109894752502,
    0.5390623807907104,
    0.6190475225448608,
    0.17647051811218262,
    0.22222216427326202,
    0.2641508877277374,
    0.12162157148122787,
    0.24875615537166595,
    0.6568626165390015,
    0.3248729705810547,
    0.2121211439371109,
    0.36633655428886414,
    0.39130425453186035,
    0.4301074147224426,
    0.15789467096328735,
    0.38367336988449097,
    0.2547169029712677,
    0.48453593254089355,
    0.211055189371109,
    0.15172408521175385,
    0.5268816351890564,
    0.4328356981277466,
    0.34224584698677063,
    0.35359105467796326,
    0.14847156405448914,
    0.3295453190803528
   ],
   "time": 162.83567535411566,
   "param": [
    {
     "p": 0.06833504885435104,
     "m": 1.0
    },
    {
     "p": 0.06342428177595139,
     "m": 1.0
    },
    {
     "p": 0.07604683190584183,
     "m": 1.0
    },
    {
     "p": 0.06750977039337158,
     "m": 1.0
    },
    {
     "p": 0.07302801311016083,
     "m": 1.0
    },
    {
     "p": 0.0699809268116951,
     "m": 1.0
    },
    {
     "p": 0.07172834873199463,
     "m": 1.0
    },
    {
     "p": 0.08317151665687561,
     "m": 1.0
    },
    {
     "p": 0.07499416917562485,
     "m": 1.0
    },
    {
     "p": 0.06401687860488892,
     "m": 1.0
    },
    {
     "p": 0.06797684729099274,
     "m": 1.0
    },
    {
     "p": 0.07696499675512314,
     "m": 1.0
    },
    {
     "p": 0.0827675387263298,
     "m": 1.0
    },
    {
     "p": 0.06005482003092766,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 175,
   "train_loss": 3.546874761581421,
   "val_loss": 2.782625913619995,
   "acc": 34.96,
   "f1": [
    0.6216214895248413,
    0.3703702688217163,
    0.29629620909690857,
    0.19209031760692596,
    0.11049716919660568,
    0.2580644190311432,
    0.3425924777984619,
    0.3771427571773529,
    0.29665064811706543,
    0.39810416102409363,
    0.1240309551358223,
    0.19847320020198822,
    0.2971886694431305,
    0.23170723021030426,
    0.20779214799404144,
    0.17931029200553894,
    0.3313608467578888,
    0.504761815071106,
    0.37185919284820557,
    0.2127659022808075,
    0.5892856121063232,
    0.5092591643333435,
    0.3113206624984741,
    0.48780474066734314,
    0.5724905729293823,
    0.2105262726545334,
    0.3295453190803528,
    0.17877088487148285,
    0.38993698358535767,
    0.2914571762084961,
    0.3553718030452728,
    0.3478260040283203,
    0.31451600790023804,
    0.32124343514442444,
    0.2636362612247467,
    0.10958898812532425,
    0.32075464725494385,
    0.1675977110862732,
    0.25936591625213623,
    0.43678146600723267,
    0.31914883852005005,
    0.5619046092033386,
    0.26254817843437195,
    0.34306561946868896,
    0.21862342953681946,
    0.2048192024230957,
    0.2481202334165573,
    0.4951455295085907,
    0.45033106207847595,
    0.4135020077228546,
    0.18300646543502808,
    0.2488888055086136,
    0.5754715800285339,
    0.616071343421936,
    0.520408034324646,
    0.11981560289859772,
    0.5499998927116394,
    0.35897424817085266,
    0.3277309536933899,
    0.3271027207374573,
    0.6581195592880249,
    0.3874998986721039,
    0.44444429874420166,
    0.320441871881485,
    0.1339712291955948,
    0.17948710918426514,
    0.1818181276321411,
    0.29940110445022583,
    0.5907471776008606,
    0.49999988079071045,
    0.49999988079071045,
    0.5833332538604736,
    0.10322573781013489,
    0.26027390360832214,
    0.19209031760692596,
    0.5593868494033813,
    0.6274508833885193,
    0.20512813329696655,
    0.23809516429901123,
    0.3269230127334595,
    0.15116271376609802,
    0.278787761926651,
    0.666666567325592,
    0.3522725999355316,
    0.21390368044376373,
    0.3797467350959778,
    0.37499991059303284,
    0.4432430863380432,
    0.13924044370651245,
    0.38222211599349976,
    0.23863628506660461,
    0.5549736618995667,
    0.18181811273097992,
    0.17112290859222412,
    0.5225224494934082,
    0.42063480615615845,
    0.36018943786621094,
    0.2638888359069824,
    0.11702121049165726,
    0.3838382363319397
   ],
   "time": 164.78865032456815,
   "param": [
    {
     "p": 0.06961134821176529,
     "m": 1.0
    },
    {
     "p": 0.07071098685264587,
     "m": 1.0
    },
    {
     "p": 0.06681272387504578,
     "m": 1.0
    },
    {
     "p": 0.08808959275484085,
     "m": 1.0
    },
    {
     "p": 0.07672971487045288,
     "m": 1.0
    },
    {
     "p": 0.06451438367366791,
     "m": 1.0
    },
    {
     "p": 0.06880217045545578,
     "m": 1.0
    },
    {
     "p": 0.08003094047307968,
     "m": 1.0
    },
    {
     "p": 0.07565826177597046,
     "m": 1.0
    },
    {
     "p": 0.05991656333208084,
     "m": 1.0
    },
    {
     "p": 0.07103721052408218,
     "m": 1.0
    },
    {
     "p": 0.06865105032920837,
     "m": 1.0
    },
    {
     "p": 0.06951642036437988,
     "m": 1.0
    },
    {
     "p": 0.06991858780384064,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 176,
   "train_loss": 4.5501604080200195,
   "val_loss": 2.874452829360962,
   "acc": 34.7,
   "f1": [
    0.623255729675293,
    0.4299064576625824,
    0.25274714827537537,
    0.22119809687137604,
    0.11494245380163193,
    0.26315781474113464,
    0.3804876506328583,
    0.39069753885269165,
    0.28440356254577637,
    0.40718549489974976,
    0.18604643642902374,
    0.22222214937210083,
    0.31746023893356323,
    0.283950537443161,
    0.1654134839773178,
    0.1467180997133255,
    0.33962252736091614,
    0.40892186760902405,
    0.32804223895072937,
    0.22222216427326202,
    0.5585584044456482,
    0.49019595980644226,
    0.3139533996582031,
    0.511627733707428,
    0.5892856121063232,
    0.19209031760692596,
    0.2585032880306244,
    0.17821775376796722,
    0.4186045527458191,
    0.29714274406433105,
    0.36458322405815125,
    0.2983050048351288,
    0.3121950626373291,
    0.2727271616458893,
    0.2761903405189514,
    0.15204671025276184,
    0.2718445658683777,
    0.2264150083065033,
    0.2421524077653885,
    0.43269219994544983,
    0.2980768382549286,
    0.5870645046234131,
    0.29166659712791443,
    0.281406968832016,
    0.1818181276321411,
    0.21428564190864563,
    0.21498367190361023,
    0.48076915740966797,
    0.47368407249450684,
    0.36871495842933655,
    0.22680403292179108,
    0.28571417927742004,
    0.6031744480133057,
    0.6341462135314941,
    0.4946235418319702,
    0.09322027862071991,
    0.5233643651008606,
    0.3783782720565796,
    0.35121941566467285,
    0.2999999225139618,
    0.7309643626213074,
    0.4402514398097992,
    0.4226802885532379,
    0.3118278682231903,
    0.12578611075878143,
    0.22748807072639465,
    0.15384609997272491,
    0.2682925760746002,
    0.7079644799232483,
    0.6261681318283081,
    0.4046241343021393,
    0.6473428606987,
    0.13452909886837006,
    0.3957218527793884,
    0.17142850160598755,
    0.5477177500724792,
    0.5999999046325684,
    0.2366863340139389,
    0.20111726224422455,
    0.26315778493881226,
    0.14285707473754883,
    0.28749987483024597,
    0.6899998784065247,
    0.34615373611450195,
    0.2576685845851898,
    0.3853210210800171,
    0.41818171739578247,
    0.3975902497768402,
    0.09459453821182251,
    0.3666665554046631,
    0.2622949779033661,
    0.48927029967308044,
    0.21839071810245514,
    0.179775208234787,
    0.525345504283905,
    0.46376800537109375,
    0.24203814566135406,
    0.2953585684299469,
    0.17441853880882263,
    0.3999998867511749
   ],
   "time": 165.38658503815532,
   "param": [
    {
     "p": 0.07855866104364395,
     "m": 1.0
    },
    {
     "p": 0.06331959366798401,
     "m": 1.0
    },
    {
     "p": 0.07689026743173599,
     "m": 1.0
    },
    {
     "p": 0.06975051015615463,
     "m": 1.0
    },
    {
     "p": 0.08662144094705582,
     "m": 1.0
    },
    {
     "p": 0.07554921507835388,
     "m": 1.0
    },
    {
     "p": 0.07073066383600235,
     "m": 1.0
    },
    {
     "p": 0.08247204124927521,
     "m": 1.0
    },
    {
     "p": 0.06142051890492439,
     "m": 1.0
    },
    {
     "p": 0.05319539085030556,
     "m": 1.0
    },
    {
     "p": 0.065853551030159,
     "m": 1.0
    },
    {
     "p": 0.07178898900747299,
     "m": 1.0
    },
    {
     "p": 0.061414122581481934,
     "m": 1.0
    },
    {
     "p": 0.08243503421545029,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 177,
   "train_loss": 3.3874998092651367,
   "val_loss": 3.0800414085388184,
   "acc": 34.79,
   "f1": [
    0.6101693511009216,
    0.3859647810459137,
    0.2898550033569336,
    0.19277101755142212,
    0.10071936994791031,
    0.26086947321891785,
    0.39130425453186035,
    0.32903218269348145,
    0.3043477237224579,
    0.3800903856754303,
    0.1379309892654419,
    0.22666659951210022,
    0.3186812400817871,
    0.23529404401779175,
    0.16326524317264557,
    0.18518511950969696,
    0.37125736474990845,
    0.46739116311073303,
    0.3350784480571747,
    0.26666656136512756,
    0.5767440795898438,
    0.5152837038040161,
    0.36144572496414185,
    0.4897957742214203,
    0.5982142090797424,
    0.20105813443660736,
    0.2696628272533417,
    0.20408159494400024,
    0.4424777626991272,
    0.27551010251045227,
    0.3793102502822876,
    0.3240739703178406,
    0.30769217014312744,
    0.2793295085430145,
    0.31050220131874084,
    0.14814810454845428,
    0.34615373611450195,
    0.1891890913248062,
    0.238805890083313,
    0.43523305654525757,
    0.2898550033569336,
    0.5258214473724365,
    0.28758159279823303,
    0.3636362552642822,
    0.17948710918426514,
    0.19811314344406128,
    0.21839071810245514,
    0.5066665410995483,
    0.42477864027023315,
    0.4623654782772064,
    0.16666659712791443,
    0.27777767181396484,
    0.5714285373687744,
    0.6054052114486694,
    0.5147678852081299,
    0.09039541333913803,
    0.49999988079071045,
    0.3626372814178467,
    0.32352930307388306,
    0.33460068702697754,
    0.7096772789955139,
    0.47398826479911804,
    0.45714274048805237,
    0.3369564116001129,
    0.17073164880275726,
    0.2264150232076645,
    0.16080394387245178,
    0.28571417927742004,
    0.718893826007843,
    0.6028706431388855,
    0.3894736170768738,
    0.5999999046325684,
    0.09756091237068176,
    0.3823528587818146,
    0.11764700710773468,
    0.5964910984039307,
    0.6043955087661743,
    0.23287664353847504,
    0.19889496266841888,
    0.2773721516132355,
    0.18705029785633087,
    0.24358968436717987,
    0.6333332657814026,
    0.3268481194972992,
    0.2264150232076645,
    0.3703702688217163,
    0.38497641682624817,
    0.40718549489974976,
    0.12999993562698364,
    0.3716813027858734,
    0.2644627094268799,
    0.438016414642334,
    0.210526242852211,
    0.14285708963871002,
    0.5683058500289917,
    0.4734298884868622,
    0.26415085792541504,
    0.32584258913993835,
    0.14432983100414276,
    0.33939382433891296
   ],
   "time": 160.9207438789308,
   "param": [
    {
     "p": 0.07405084371566772,
     "m": 1.0
    },
    {
     "p": 0.05280269682407379,
     "m": 1.0
    },
    {
     "p": 0.07740338146686554,
     "m": 1.0
    },
    {
     "p": 0.06624526530504227,
     "m": 1.0
    },
    {
     "p": 0.07494786381721497,
     "m": 1.0
    },
    {
     "p": 0.0765068456530571,
     "m": 1.0
    },
    {
     "p": 0.07454649358987808,
     "m": 1.0
    },
    {
     "p": 0.0810505822300911,
     "m": 1.0
    },
    {
     "p": 0.07301602512598038,
     "m": 1.0
    },
    {
     "p": 0.062373582273721695,
     "m": 1.0
    },
    {
     "p": 0.06553594768047333,
     "m": 1.0
    },
    {
     "p": 0.08073201030492783,
     "m": 1.0
    },
    {
     "p": 0.07330045104026794,
     "m": 1.0
    },
    {
     "p": 0.06748796254396439,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 178,
   "train_loss": 3.1565775871276855,
   "val_loss": 2.8834049701690674,
   "acc": 35.15,
   "f1": [
    0.5955554842948914,
    0.37860071659088135,
    0.3076922297477722,
    0.1729728877544403,
    0.16267937421798706,
    0.26415085792541504,
    0.36842095851898193,
    0.4019606411457062,
    0.2660549581050873,
    0.43786972761154175,
    0.18867920339107513,
    0.25730982422828674,
    0.323809415102005,
    0.255813866853714,
    0.20382159948349,
    0.17757000029087067,
    0.3563217520713806,
    0.47933873534202576,
    0.31775689125061035,
    0.24669595062732697,
    0.5528453588485718,
    0.4870847761631012,
    0.33789944648742676,
    0.4942527115345001,
    0.5974025130271912,
    0.25274714827537537,
    0.2815532982349396,
    0.1706666201353073,
    0.432748407125473,
    0.2901553809642792,
    0.29931965470314026,
    0.3441859781742096,
    0.3121386468410492,
    0.2999999225139618,
    0.3026314675807953,
    0.19178074598312378,
    0.3316061198711395,
    0.1914892941713333,
    0.2147650271654129,
    0.49746179580688477,
    0.2928869426250458,
    0.6010361909866333,
    0.2999999225139618,
    0.324607253074646,
    0.2727271616458893,
    0.19178076088428497,
    0.18518511950969696,
    0.4930231273174286,
    0.4670657217502594,
    0.413043349981308,
    0.19999991357326508,
    0.2519684433937073,
    0.5714284181594849,
    0.5887445211410522,
    0.46632111072540283,
    0.09655166417360306,
    0.4884791076183319,
    0.31205663084983826,
    0.3407406508922577,
    0.2914571762084961,
    0.6790696382522583,
    0.44047608971595764,
    0.39252325892448425,
    0.32128506898880005,
    0.19047614932060242,
    0.21839071810245514,
    0.119999960064888,
    0.22929932177066803,
    0.595419704914093,
    0.5963301062583923,
    0.41711217164993286,
    0.6166006922721863,
    0.13756607472896576,
    0.39130428433418274,
    0.19101116061210632,
    0.6108372807502747,
    0.6009851098060608,
    0.2234041839838028,
    0.231999933719635,
    0.28571417927742004,
    0.1635219305753708,
    0.22222214937210083,
    0.6346153020858765,
    0.32804223895072937,
    0.20588228106498718,
    0.39473676681518555,
    0.38961026072502136,
    0.4343433380126953,
    0.04958673566579819,
    0.3816792964935303,
    0.27160486578941345,
    0.49565204977989197,
    0.18947362899780273,
    0.1704544872045517,
    0.5631066560745239,
    0.4454975128173828,
    0.32941165566444397,
    0.323809415102005,
    0.13017743825912476,
    0.3797467350959778
   ],
   "time": 160.88076601736248,
   "param": [
    {
     "p": 0.08079057931900024,
     "m": 1.0
    },
    {
     "p": 0.05455348268151283,
     "m": 1.0
    },
    {
     "p": 0.07526776939630508,
     "m": 1.0
    },
    {
     "p": 0.07586788386106491,
     "m": 1.0
    },
    {
     "p": 0.0663943812251091,
     "m": 1.0
    },
    {
     "p": 0.07309281080961227,
     "m": 1.0
    },
    {
     "p": 0.08143136650323868,
     "m": 1.0
    },
    {
     "p": 0.06811346858739853,
     "m": 1.0
    },
    {
     "p": 0.06452371180057526,
     "m": 1.0
    },
    {
     "p": 0.07091851532459259,
     "m": 1.0
    },
    {
     "p": 0.06830859184265137,
     "m": 1.0
    },
    {
     "p": 0.08031917363405228,
     "m": 1.0
    },
    {
     "p": 0.06741493195295334,
     "m": 1.0
    },
    {
     "p": 0.07300323992967606,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 179,
   "train_loss": 3.3398001194000244,
   "val_loss": 2.8681437969207764,
   "acc": 35.05,
   "f1": [
    0.6078430414199829,
    0.3842363655567169,
    0.33333319425582886,
    0.17857135832309723,
    0.09999994188547134,
    0.27199992537498474,
    0.36809808015823364,
    0.3800903856754303,
    0.2656249403953552,
    0.43930622935295105,
    0.10937494784593582,
    0.22988496720790863,
    0.34343424439430237,
    0.2072538137435913,
    0.19999992847442627,
    0.15662643313407898,
    0.38157883286476135,
    0.47161564230918884,
    0.36649200320243835,
    0.33333325386047363,
    0.585152804851532,
    0.4907405972480774,
    0.3118278682231903,
    0.5154638290405273,
    0.6296295523643494,
    0.21319790184497833,
    0.20814472436904907,
    0.22222216427326202,
    0.43373486399650574,
    0.2659573554992676,
    0.3771928548812866,
    0.34013596177101135,
    0.2784809470176697,
    0.2690582275390625,
    0.3152708411216736,
    0.19642849266529083,
    0.3165466785430908,
    0.15135130286216736,
    0.23589736223220825,
    0.4973543584346771,
    0.34523800015449524,
    0.5901637673377991,
    0.31284910440444946,
    0.3698629140853882,
    0.20553353428840637,
    0.2084941565990448,
    0.18478251993656158,
    0.5151513814926147,
    0.4502616822719574,
    0.4120602011680603,
    0.22222214937210083,
    0.27705615758895874,
    0.5905510783195496,
    0.5862067937850952,
    0.4851484000682831,
    0.08284018188714981,
    0.502282977104187,
    0.38888877630233765,
    0.31229227781295776,
    0.3276835083961487,
    0.6779659986495972,
    0.44444432854652405,
    0.43575406074523926,
    0.31034475564956665,
    0.18518511950969696,
    0.22093015909194946,
    0.10204074531793594,
    0.3587442934513092,
    0.6854459643363953,
    0.6168223023414612,
    0.425531804561615,
    0.5764704942703247,
    0.08943083882331848,
    0.34394893050193787,
    0.18378373980522156,
    0.5538460612297058,
    0.654761791229248,
    0.21965309977531433,
    0.2702701687812805,
    0.2647058069705963,
    0.1694914698600769,
    0.25668442249298096,
    0.642857015132904,
    0.38497641682624817,
    0.24870456755161285,
    0.39603951573371887,
    0.4466018080711365,
    0.3414633274078369,
    0.07812494784593582,
    0.32467523217201233,
    0.25396817922592163,
    0.48535552620887756,
    0.20454540848731995,
    0.16374263167381287,
    0.5828570127487183,
    0.434782475233078,
    0.3431951701641083,
    0.2706766128540039,
    0.1279069036245346,
    0.3707864284515381
   ],
   "time": 160.5945710958913,
   "param": [
    {
     "p": 0.0741155818104744,
     "m": 1.0
    },
    {
     "p": 0.05727200210094452,
     "m": 1.0
    },
    {
     "p": 0.08220070600509644,
     "m": 1.0
    },
    {
     "p": 0.06531728804111481,
     "m": 1.0
    },
    {
     "p": 0.0679025799036026,
     "m": 1.0
    },
    {
     "p": 0.07440419495105743,
     "m": 1.0
    },
    {
     "p": 0.08480697870254517,
     "m": 1.0
    },
    {
     "p": 0.07874604314565659,
     "m": 1.0
    },
    {
     "p": 0.0723707377910614,
     "m": 1.0
    },
    {
     "p": 0.060822781175374985,
     "m": 1.0
    },
    {
     "p": 0.06715569645166397,
     "m": 1.0
    },
    {
     "p": 0.07799012213945389,
     "m": 1.0
    },
    {
     "p": 0.06485877931118011,
     "m": 1.0
    },
    {
     "p": 0.0720364972949028,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 180,
   "train_loss": 3.693162441253662,
   "val_loss": 2.78615665435791,
   "acc": 35.53,
   "f1": [
    0.5354329943656921,
    0.42857128381729126,
    0.2967032194137573,
    0.18867920339107513,
    0.08805025368928909,
    0.2547169029712677,
    0.40552979707717896,
    0.4338623583316803,
    0.3354036211967468,
    0.4230768084526062,
    0.21301770210266113,
    0.20779213309288025,
    0.2995593845844269,
    0.24657529592514038,
    0.20833326876163483,
    0.16853927075862885,
    0.34224584698677063,
    0.49777767062187195,
    0.3692306876182556,
    0.26395928859710693,
    0.5726870894432068,
    0.4841269254684448,
    0.314606636762619,
    0.5189187526702881,
    0.6261681318283081,
    0.23589736223220825,
    0.28571417927742004,
    0.23834188282489777,
    0.446808397769928,
    0.30541861057281494,
    0.37563440203666687,
    0.327868789434433,
    0.2692306935787201,
    0.3364485204219818,
    0.30999991297721863,
    0.1682242751121521,
    0.2906976044178009,
    0.17877088487148285,
    0.25961530208587646,
    0.4508668780326843,
    0.3050846457481384,
    0.5742572546005249,
    0.2699999213218689,
    0.2895441949367523,
    0.21965309977531433,
    0.24691346287727356,
    0.21576756238937378,
    0.5132741928100586,
    0.48421040177345276,
    0.3999999165534973,
    0.1777777075767517,
    0.32160791754722595,
    0.5770750045776367,
    0.6146787405014038,
    0.5454543828964233,
    0.11167506128549576,
    0.49999988079071045,
    0.3069306015968323,
    0.3402060866355896,
    0.2758619785308838,
    0.7019230127334595,
    0.4711109697818756,
    0.4530385434627533,
    0.3260868787765503,
    0.10937494784593582,
    0.2543351650238037,
    0.1818181276321411,
    0.3068782389163971,
    0.7128711342811584,
    0.5525290966033936,
    0.4711109697818756,
    0.6468084454536438,
    0.12499994039535522,
    0.4120602011680603,
    0.15950913727283478,
    0.5779815316200256,
    0.6524062752723694,
    0.2176869958639145,
    0.1635219305753708,
    0.33333322405815125,
    0.18604643642902374,
    0.2147650271654129,
    0.6540879011154175,
    0.35955044627189636,
    0.19277101755142212,
    0.38626599311828613,
    0.4504503309726715,
    0.38709667325019836,
    0.13157887756824493,
    0.31355923414230347,
    0.28363627195358276,
    0.5090908408164978,
    0.21395343542099,
    0.12987005710601807,
    0.5470851063728333,
    0.45581385493278503,
    0.25675666332244873,
    0.3253587782382965,
    0.12371128052473068,
    0.3487178385257721
   ],
   "time": 159.90331906452775,
   "param": [
    {
     "p": 0.07158462703227997,
     "m": 1.0
    },
    {
     "p": 0.0698709711432457,
     "m": 1.0
    },
    {
     "p": 0.06760591268539429,
     "m": 1.0
    },
    {
     "p": 0.07720369100570679,
     "m": 1.0
    },
    {
     "p": 0.07071857154369354,
     "m": 1.0
    },
    {
     "p": 0.0849066972732544,
     "m": 1.0
    },
    {
     "p": 0.0726071447134018,
     "m": 1.0
    },
    {
     "p": 0.07253361493349075,
     "m": 1.0
    },
    {
     "p": 0.05953950062394142,
     "m": 1.0
    },
    {
     "p": 0.07531813532114029,
     "m": 1.0
    },
    {
     "p": 0.059448957443237305,
     "m": 1.0
    },
    {
     "p": 0.07444166392087936,
     "m": 1.0
    },
    {
     "p": 0.06752246618270874,
     "m": 1.0
    },
    {
     "p": 0.07669798284769058,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 181,
   "train_loss": 4.446916580200195,
   "val_loss": 2.817045211791992,
   "acc": 34.69,
   "f1": [
    0.5789473056793213,
    0.3821137547492981,
    0.31632643938064575,
    0.18834073841571808,
    0.11224482953548431,
    0.22377613186836243,
    0.40579700469970703,
    0.38918909430503845,
    0.23904375731945038,
    0.43037962913513184,
    0.18791939318180084,
    0.26993855834007263,
    0.3421051502227783,
    0.23115570843219757,
    0.19827578961849213,
    0.16176463663578033,
    0.37426888942718506,
    0.47321414947509766,
    0.2807016372680664,
    0.25396817922592163,
    0.6153845191001892,
    0.4867255389690399,
    0.3351954519748688,
    0.5303866267204285,
    0.6368157267570496,
    0.19469019770622253,
    0.24096375703811646,
    0.25352105498313904,
    0.4788731336593628,
    0.28019312024116516,
    0.38095229864120483,
    0.3020407259464264,
    0.28776970505714417,
    0.2660943269729614,
    0.2605862617492676,
    0.19138747453689575,
    0.29694315791130066,
    0.2421524077653885,
    0.2061854749917984,
    0.4705880880355835,
    0.30769219994544983,
    0.5643563270568848,
    0.2962961792945862,
    0.35341355204582214,
    0.239999920129776,
    0.21455931663513184,
    0.22360241413116455,
    0.47747737169265747,
    0.3873516917228699,
    0.35978829860687256,
    0.1916166990995407,
    0.27096763253211975,
    0.5901638269424438,
    0.6057690978050232,
    0.47321414947509766,
    0.08759118616580963,
    0.5570775270462036,
    0.33333322405815125,
    0.3131312429904938,
    0.3139533996582031,
    0.6976743340492249,
    0.4823527932167053,
    0.42285704612731934,
    0.2955664098262787,
    0.14666660130023956,
    0.2091502547264099,
    0.16027869284152985,
    0.26900574564933777,
    0.7238093614578247,
    0.6099998950958252,
    0.4599998891353607,
    0.5955054759979248,
    0.11822652816772461,
    0.3272726535797119,
    0.15730330348014832,
    0.5752211213111877,
    0.5999999046325684,
    0.20105813443660736,
    0.18404902517795563,
    0.2731706500053406,
    0.14207643270492554,
    0.22881349921226501,
    0.6836733222007751,
    0.24999989569187164,
    0.24390234053134918,
    0.40191373229026794,
    0.40404030680656433,
    0.40659332275390625,
    0.07142851501703262,
    0.3659573495388031,
    0.28695645928382874,
    0.5326085686683655,
    0.22325573861598969,
    0.2433861643075943,
    0.5488370656967163,
    0.43881845474243164,
    0.35483863949775696,
    0.30526304244995117,
    0.07462681084871292,
    0.34782594442367554
   ],
   "time": 162.5428385436535,
   "param": [
    {
     "p": 0.0712873712182045,
     "m": 1.0
    },
    {
     "p": 0.06807873398065567,
     "m": 1.0
    },
    {
     "p": 0.08392379432916641,
     "m": 1.0
    },
    {
     "p": 0.07713651657104492,
     "m": 1.0
    },
    {
     "p": 0.05019858479499817,
     "m": 1.0
    },
    {
     "p": 0.07697908580303192,
     "m": 1.0
    },
    {
     "p": 0.08542785048484802,
     "m": 1.0
    },
    {
     "p": 0.06767653673887253,
     "m": 1.0
    },
    {
     "p": 0.07746487855911255,
     "m": 1.0
    },
    {
     "p": 0.07195041328668594,
     "m": 1.0
    },
    {
     "p": 0.06727547198534012,
     "m": 1.0
    },
    {
     "p": 0.06937253475189209,
     "m": 1.0
    },
    {
     "p": 0.0662929117679596,
     "m": 1.0
    },
    {
     "p": 0.06693539768457413,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 182,
   "train_loss": 3.4542219638824463,
   "val_loss": 2.849306344985962,
   "acc": 34.75,
   "f1": [
    0.5789473056793213,
    0.40394076704978943,
    0.2871793806552887,
    0.22727267444133759,
    0.12422355264425278,
    0.2599999010562897,
    0.40206170082092285,
    0.42780739068984985,
    0.25274714827537537,
    0.4022987186908722,
    0.140350803732872,
    0.23030294477939606,
    0.31884050369262695,
    0.2580644190311432,
    0.2099999338388443,
    0.15950913727283478,
    0.3314915895462036,
    0.48888877034187317,
    0.35602086782455444,
    0.26881712675094604,
    0.5948716402053833,
    0.5026176571846008,
    0.30337071418762207,
    0.5124998688697815,
    0.6481480002403259,
    0.21839071810245514,
    0.2843136191368103,
    0.20720712840557098,
    0.41666656732559204,
    0.3253011107444763,
    0.38022807240486145,
    0.3644443452358246,
    0.2543351650238037,
    0.28571417927742004,
    0.2976189851760864,
    0.2127659022808075,
    0.3265305161476135,
    0.20238088071346283,
    0.24545449018478394,
    0.4916200041770935,
    0.3389829397201538,
    0.5507245063781738,
    0.300884872674942,
    0.3517586886882782,
    0.1556885540485382,
    0.2404370754957199,
    0.23834188282489777,
    0.452830046415329,
    0.47169798612594604,
    0.4093022048473358,
    0.20430098474025726,
    0.26086950302124023,
    0.551236629486084,
    0.5670101642608643,
    0.4430379271507263,
    0.11249993741512299,
    0.4915253520011902,
    0.31249991059303284,
    0.32704389095306396,
    0.2741115987300873,
    0.6999998688697815,
    0.38502663373947144,
    0.45197728276252747,
    0.348314493894577,
    0.17117109894752502,
    0.19863007962703705,
    0.1528661698102951,
    0.27329182624816895,
    0.7227722406387329,
    0.6358972787857056,
    0.382978618144989,
    0.5929647088050842,
    0.10582003742456436,
    0.37288129329681396,
    0.14117641746997833,
    0.5546217560768127,
    0.6237622499465942,
    0.228571355342865,
    0.20224712789058685,
    0.290502667427063,
    0.16249993443489075,
    0.28571420907974243,
    0.6448596715927124,
    0.32558128237724304,
    0.256410151720047,
    0.382978618144989,
    0.3952568471431732,
    0.38636353611946106,
    0.10362687706947327,
    0.38938042521476746,
    0.22807009518146515,
    0.5202310085296631,
    0.22510816156864166,
    0.15686267614364624,
    0.5670101642608643,
    0.4041449725627899,
    0.2673266530036926,
    0.38888877630233765,
    0.14130428433418274,
    0.3409090042114258
   ],
   "time": 158.0263314815238,
   "param": [
    {
     "p": 0.06967173516750336,
     "m": 1.0
    },
    {
     "p": 0.06313519179821014,
     "m": 1.0
    },
    {
     "p": 0.06611468642950058,
     "m": 1.0
    },
    {
     "p": 0.06576820462942123,
     "m": 1.0
    },
    {
     "p": 0.0837458148598671,
     "m": 1.0
    },
    {
     "p": 0.07233002036809921,
     "m": 1.0
    },
    {
     "p": 0.08189386129379272,
     "m": 1.0
    },
    {
     "p": 0.07952000200748444,
     "m": 1.0
    },
    {
     "p": 0.0686110407114029,
     "m": 1.0
    },
    {
     "p": 0.06639309972524643,
     "m": 1.0
    },
    {
     "p": 0.06828522682189941,
     "m": 1.0
    },
    {
     "p": 0.07829214632511139,
     "m": 1.0
    },
    {
     "p": 0.06704430282115936,
     "m": 1.0
    },
    {
     "p": 0.0691947415471077,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 183,
   "train_loss": 3.5686633586883545,
   "val_loss": 2.904766082763672,
   "acc": 34.96,
   "f1": [
    0.6108372807502747,
    0.41269823908805847,
    0.35502949357032776,
    0.18934904038906097,
    0.13636359572410583,
    0.21686740219593048,
    0.3636362552642822,
    0.4361701011657715,
    0.3316061198711395,
    0.40490788221359253,
    0.1836734265089035,
    0.1862347573041916,
    0.31623923778533936,
    0.2937852144241333,
    0.26086947321891785,
    0.193548321723938,
    0.36601296067237854,
    0.5333331823348999,
    0.36046499013900757,
    0.28440356254577637,
    0.5675674080848694,
    0.49999988079071045,
    0.33532923460006714,
    0.4777776598930359,
    0.6698111891746521,
    0.193548321723938,
    0.2202642410993576,
    0.17161712050437927,
    0.3999998867511749,
    0.24096378684043884,
    0.3693692684173584,
    0.3565216362476349,
    0.32584258913993835,
    0.3301886022090912,
    0.2882882058620453,
    0.15909084677696228,
    0.32222211360931396,
    0.22988496720790863,
    0.2376236915588379,
    0.47619035840034485,
    0.31092432141304016,
    0.5654449462890625,
    0.2824857831001282,
    0.2928570806980133,
    0.2099446803331375,
    0.18181811273097992,
    0.18032780289649963,
    0.5145226716995239,
    0.48587560653686523,
    0.3820223808288574,
    0.20809243619441986,
    0.31355923414230347,
    0.5735292434692383,
    0.5999999046325684,
    0.5196077227592468,
    0.08092478662729263,
    0.5345621109008789,
    0.3522725999355316,
    0.31249991059303284,
    0.3186812400817871,
    0.6749998331069946,
    0.48387083411216736,
    0.4230768084526062,
    0.36241599917411804,
    0.15999993681907654,
    0.20547938346862793,
    0.15517236292362213,
    0.2807016372680664,
    0.6948355436325073,
    0.6222221255302429,
    0.4788731336593628,
    0.6074764728546143,
    0.13259662687778473,
    0.3763439953327179,
    0.12716756761074066,
    0.5963301062583923,
    0.6530610918998718,
    0.20289847254753113,
    0.2424241602420807,
    0.281406968832016,
    0.1559632420539856,
    0.19047611951828003,
    0.6770831346511841,
    0.3473052978515625,
    0.20689646899700165,
    0.3553718030452728,
    0.4154588282108307,
    0.40677958726882935,
    0.14746539294719696,
    0.32584264874458313,
    0.22297292947769165,
    0.5376343131065369,
    0.2545453608036041,
    0.19417467713356018,
    0.6021503806114197,
    0.42162150144577026,
    0.27096763253211975,
    0.32989683747291565,
    0.14358967542648315,
    0.44848471879959106
   ],
   "time": 162.00550527870655,
   "param": [
    {
     "p": 0.06792798638343811,
     "m": 1.0
    },
    {
     "p": 0.06261303275823593,
     "m": 1.0
    },
    {
     "p": 0.0698247030377388,
     "m": 1.0
    },
    {
     "p": 0.0758410319685936,
     "m": 1.0
    },
    {
     "p": 0.07695332169532776,
     "m": 1.0
    },
    {
     "p": 0.06623520702123642,
     "m": 1.0
    },
    {
     "p": 0.07293540239334106,
     "m": 1.0
    },
    {
     "p": 0.07467105239629745,
     "m": 1.0
    },
    {
     "p": 0.07992810755968094,
     "m": 1.0
    },
    {
     "p": 0.06718552112579346,
     "m": 1.0
    },
    {
     "p": 0.07263417541980743,
     "m": 1.0
    },
    {
     "p": 0.06517581641674042,
     "m": 1.0
    },
    {
     "p": 0.07286614924669266,
     "m": 1.0
    },
    {
     "p": 0.07520850002765656,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 184,
   "train_loss": 4.0226545333862305,
   "val_loss": 2.746088743209839,
   "acc": 35.25,
   "f1": [
    0.5925925374031067,
    0.38636353611946106,
    0.29319363832473755,
    0.210526242852211,
    0.12857137620449066,
    0.24107137322425842,
    0.40476179122924805,
    0.3515150547027588,
    0.28048771619796753,
    0.4271843731403351,
    0.15757569670677185,
    0.22222213447093964,
    0.26724129915237427,
    0.25274714827537537,
    0.22018341720104218,
    0.19540224969387054,
    0.33502528071403503,
    0.4684014320373535,
    0.34523800015449524,
    0.2739725410938263,
    0.49999988079071045,
    0.48044681549072266,
    0.3169397711753845,
    0.526829183101654,
    0.590908944606781,
    0.1734103411436081,
    0.24999988079071045,
    0.2121211439371109,
    0.45810040831565857,
    0.2807016372680664,
    0.4549761712551117,
    0.3697478175163269,
    0.33333322405815125,
    0.24277448654174805,
    0.32075464725494385,
    0.17674411833286285,
    0.28712859749794006,
    0.18823520839214325,
    0.18390797078609467,
    0.45454537868499756,
    0.3175964951515198,
    0.5544553399085999,
    0.2914571762084961,
    0.34507036209106445,
    0.18749994039535522,
    0.21495321393013,
    0.2096773386001587,
    0.4694834351539612,
    0.49214646220207214,
    0.4226802885532379,
    0.1704544872045517,
    0.27309226989746094,
    0.6341461539268494,
    0.6168223023414612,
    0.4919784665107727,
    0.07253880053758621,
    0.5199998617172241,
    0.3373492956161499,
    0.3376622498035431,
    0.329268217086792,
    0.7058822512626648,
    0.44705867767333984,
    0.42708319425582886,
    0.3551400303840637,
    0.14583328366279602,
    0.16867463290691376,
    0.19383254647254944,
    0.3228698670864105,
    0.6839826703071594,
    0.5508472919464111,
    0.40178558230400085,
    0.6578946113586426,
    0.09729723632335663,
    0.37373724579811096,
    0.19459453225135803,
    0.5638765096664429,
    0.6597937345504761,
    0.2274509072303772,
    0.24509796500205994,
    0.31284910440444946,
    0.1461186707019806,
    0.29665064811706543,
    0.7243241667747498,
    0.3157894015312195,
    0.228571355342865,
    0.39195966720581055,
    0.42528724670410156,
    0.3617020547389984,
    0.13173647224903107,
    0.366812139749527,
    0.30851057171821594,
    0.520408034324646,
    0.20765019953250885,
    0.15384607017040253,
    0.48192763328552246,
    0.4408600926399231,
    0.33476385474205017,
    0.34615373611450195,
    0.13829779624938965,
    0.3771427571773529
   ],
   "time": 160.13711826130748,
   "param": [
    {
     "p": 0.07004422694444656,
     "m": 1.0
    },
    {
     "p": 0.06472362577915192,
     "m": 1.0
    },
    {
     "p": 0.07462634891271591,
     "m": 1.0
    },
    {
     "p": 0.0807117447257042,
     "m": 1.0
    },
    {
     "p": 0.0696704164147377,
     "m": 1.0
    },
    {
     "p": 0.07419421523809433,
     "m": 1.0
    },
    {
     "p": 0.0734449028968811,
     "m": 1.0
    },
    {
     "p": 0.0815252736210823,
     "m": 1.0
    },
    {
     "p": 0.061860837042331696,
     "m": 1.0
    },
    {
     "p": 0.0677897110581398,
     "m": 1.0
    },
    {
     "p": 0.06845622509717941,
     "m": 1.0
    },
    {
     "p": 0.07565294951200485,
     "m": 1.0
    },
    {
     "p": 0.07231845706701279,
     "m": 1.0
    },
    {
     "p": 0.06498115509748459,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 185,
   "train_loss": 3.013192653656006,
   "val_loss": 2.7082371711730957,
   "acc": 34.61,
   "f1": [
    0.6162160634994507,
    0.35398221015930176,
    0.30526304244995117,
    0.22818784415721893,
    0.13852806389331818,
    0.21556879580020905,
    0.4059404730796814,
    0.44047608971595764,
    0.26341456174850464,
    0.40490788221359253,
    0.09090903401374817,
    0.23391805589199066,
    0.30999991297721863,
    0.2643677294254303,
    0.2138364166021347,
    0.22330091893672943,
    0.32835814356803894,
    0.5425531268119812,
    0.31999990344047546,
    0.22707417607307434,
    0.5531913042068481,
    0.5075756311416626,
    0.28571420907974243,
    0.44444429874420166,
    0.5588233470916748,
    0.2444443702697754,
    0.25104594230651855,
    0.19661010801792145,
    0.43835610151290894,
    0.27102795243263245,
    0.3703702688217163,
    0.3943660855293274,
    0.3313608467578888,
    0.19999994337558746,
    0.25396814942359924,
    0.13888882100582123,
    0.30769217014312744,
    0.19999994337558746,
    0.24999991059303284,
    0.46835434436798096,
    0.3350784480571747,
    0.5486724376678467,
    0.239999920129776,
    0.30935242772102356,
    0.2061854749917984,
    0.16888882219791412,
    0.1282050609588623,
    0.49795907735824585,
    0.43850257992744446,
    0.3540668785572052,
    0.14736837148666382,
    0.26008957624435425,
    0.5263157486915588,
    0.639269232749939,
    0.4753361940383911,
    0.15178565680980682,
    0.4710143804550171,
    0.37288129329681396,
    0.3362067937850952,
    0.30769217014312744,
    0.7004607319831848,
    0.486772358417511,
    0.44970402121543884,
    0.3499998450279236,
    0.188888818025589,
    0.16774186491966248,
    0.09395967423915863,
    0.2543351650238037,
    0.6981130838394165,
    0.6046510338783264,
    0.4398338794708252,
    0.6140349507331848,
    0.13245026767253876,
    0.3783782124519348,
    0.13407814502716064,
    0.4678361713886261,
    0.6559138894081116,
    0.22058817744255066,
    0.20338977873325348,
    0.2624998986721039,
    0.09756092727184296,
    0.2519684433937073,
    0.6320345401763916,
    0.3529410660266876,
    0.2376236915588379,
    0.382978618144989,
    0.36529669165611267,
    0.38596484065055847,
    0.10404618829488754,
    0.36749106645584106,
    0.2697673439979553,
    0.4765956401824951,
    0.20895515382289886,
    0.19191910326480865,
    0.596858561038971,
    0.42727261781692505,
    0.31489354372024536,
    0.33027511835098267,
    0.12096769362688065,
    0.3026314675807953
   ],
   "time": 163.6372313518077,
   "param": [
    {
     "p": 0.0778154656291008,
     "m": 1.0
    },
    {
     "p": 0.06222187727689743,
     "m": 1.0
    },
    {
     "p": 0.0748080387711525,
     "m": 1.0
    },
    {
     "p": 0.07187148928642273,
     "m": 1.0
    },
    {
     "p": 0.06905599683523178,
     "m": 1.0
    },
    {
     "p": 0.08207789808511734,
     "m": 1.0
    },
    {
     "p": 0.0728948786854744,
     "m": 1.0
    },
    {
     "p": 0.08157593011856079,
     "m": 1.0
    },
    {
     "p": 0.07619704306125641,
     "m": 1.0
    },
    {
     "p": 0.057851456105709076,
     "m": 1.0
    },
    {
     "p": 0.0543200708925724,
     "m": 1.0
    },
    {
     "p": 0.07093585282564163,
     "m": 1.0
    },
    {
     "p": 0.0683264285326004,
     "m": 1.0
    },
    {
     "p": 0.08004751056432724,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 186,
   "train_loss": 3.6206305027008057,
   "val_loss": 2.754910945892334,
   "acc": 35.19,
   "f1": [
    0.5764191746711731,
    0.3936169147491455,
    0.30208322405815125,
    0.19277101755142212,
    0.10062886029481888,
    0.24691346287727356,
    0.38271594047546387,
    0.4192138612270355,
    0.2415093332529068,
    0.37894728779792786,
    0.13157887756824493,
    0.2592591345310211,
    0.3043477535247803,
    0.23469379544258118,
    0.19767434895038605,
    0.23021575808525085,
    0.3431371748447418,
    0.4822133481502533,
    0.3389829397201538,
    0.1970442682504654,
    0.5583332777023315,
    0.4916665554046631,
    0.32748526334762573,
    0.5157893896102905,
    0.660633385181427,
    0.21428564190864563,
    0.2842104732990265,
    0.19459453225135803,
    0.447368323802948,
    0.27218925952911377,
    0.38144323229789734,
    0.32450324296951294,
    0.33333325386047363,
    0.27667975425720215,
    0.2888887822628021,
    0.18106988072395325,
    0.280373752117157,
    0.1725887656211853,
    0.2488037496805191,
    0.4905658960342407,
    0.3240739703178406,
    0.596858561038971,
    0.27678564190864563,
    0.31818172335624695,
    0.2446807622909546,
    0.20689648389816284,
    0.1951218843460083,
    0.46551719307899475,
    0.43601882457733154,
    0.3880595862865448,
    0.18604643642902374,
    0.280898779630661,
    0.5483869910240173,
    0.49158239364624023,
    0.48068660497665405,
    0.11578940600156784,
    0.5333331823348999,
    0.366812139749527,
    0.3370785713195801,
    0.31746023893356323,
    0.6782606840133667,
    0.48888877034187317,
    0.4086019992828369,
    0.3923443853855133,
    0.1509433388710022,
    0.22352932393550873,
    0.11538457125425339,
    0.26666659116744995,
    0.6502056121826172,
    0.5907171964645386,
    0.390243798494339,
    0.6082472205162048,
    0.13157887756824493,
    0.40692633390426636,
    0.18274106085300446,
    0.5624998807907104,
    0.6249998807907104,
    0.20270265638828278,
    0.21686740219593048,
    0.29743579030036926,
    0.1862744390964508,
    0.2840908169746399,
    0.7150257229804993,
    0.3463686406612396,
    0.17834389209747314,
    0.3966940939426422,
    0.3853210210800171,
    0.4088396728038788,
    0.13541659712791443,
    0.34101372957229614,
    0.28897330164909363,
    0.49746179580688477,
    0.24120594561100006,
    0.17948710918426514,
    0.5233643651008606,
    0.4549354910850525,
    0.2873562276363373,
    0.3316061198711395,
    0.12280695140361786,
    0.38709667325019836
   ],
   "time": 162.81154508143663,
   "param": [
    {
     "p": 0.0763321965932846,
     "m": 1.0
    },
    {
     "p": 0.06758598983287811,
     "m": 1.0
    },
    {
     "p": 0.07556378096342087,
     "m": 1.0
    },
    {
     "p": 0.07714163511991501,
     "m": 1.0
    },
    {
     "p": 0.06567074358463287,
     "m": 1.0
    },
    {
     "p": 0.07859387248754501,
     "m": 1.0
    },
    {
     "p": 0.0846552923321724,
     "m": 1.0
    },
    {
     "p": 0.07965445518493652,
     "m": 1.0
    },
    {
     "p": 0.0762108787894249,
     "m": 1.0
    },
    {
     "p": 0.06384269893169403,
     "m": 1.0
    },
    {
     "p": 0.06775325536727905,
     "m": 1.0
    },
    {
     "p": 0.061202920973300934,
     "m": 1.0
    },
    {
     "p": 0.06873328983783722,
     "m": 1.0
    },
    {
     "p": 0.05705893039703369,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 187,
   "train_loss": 4.156642913818359,
   "val_loss": 2.8922510147094727,
   "acc": 34.68,
   "f1": [
    0.6315788626670837,
    0.35121941566467285,
    0.2938774824142456,
    0.19277101755142212,
    0.08080802112817764,
    0.26315784454345703,
    0.3809523284435272,
    0.41666656732559204,
    0.291139155626297,
    0.3940885663032532,
    0.15277770161628723,
    0.23318377137184143,
    0.2937852144241333,
    0.2521738111972809,
    0.18461529910564423,
    0.1748633086681366,
    0.36158180236816406,
    0.475806325674057,
    0.36871495842933655,
    0.23841053247451782,
    0.5970147848129272,
    0.46545445919036865,
    0.3399999141693115,
    0.5472635626792908,
    0.5999999046325684,
    0.19999994337558746,
    0.27777770161628723,
    0.14705875515937805,
    0.4857141971588135,
    0.26415085792541504,
    0.3195265531539917,
    0.3979056477546692,
    0.2995593845844269,
    0.3091786503791809,
    0.3240739703178406,
    0.14634139835834503,
    0.29931965470314026,
    0.23589736223220825,
    0.22653715312480927,
    0.40718549489974976,
    0.3209875524044037,
    0.5684208869934082,
    0.27380943298339844,
    0.2640586197376251,
    0.23776215314865112,
    0.23350247740745544,
    0.14184391498565674,
    0.5446008443832397,
    0.4670657217502594,
    0.4278606176376343,
    0.17307688295841217,
    0.25104594230651855,
    0.5982142090797424,
    0.6274508833885193,
    0.39705875515937805,
    0.12987008690834045,
    0.5217390656471252,
    0.35502949357032776,
    0.32298123836517334,
    0.3431371748447418,
    0.6868685483932495,
    0.3950616121292114,
    0.41711217164993286,
    0.3723403513431549,
    0.21256029605865479,
    0.2536584436893463,
    0.13407814502716064,
    0.29107969999313354,
    0.679245114326477,
    0.5499998927116394,
    0.37735840678215027,
    0.6273061633110046,
    0.1361255943775177,
    0.3594468832015991,
    0.18884113430976868,
    0.5583755373954773,
    0.6301368474960327,
    0.13223135471343994,
    0.18713442981243134,
    0.3043477535247803,
    0.16326524317264557,
    0.24299058318138123,
    0.6947367191314697,
    0.33928561210632324,
    0.1857142299413681,
    0.41884803771972656,
    0.4069766402244568,
    0.40624988079071045,
    0.06818175315856934,
    0.34126976132392883,
    0.2928869426250458,
    0.43999990820884705,
    0.14285707473754883,
    0.16793888807296753,
    0.5205478072166443,
    0.4201679825782776,
    0.32051271200180054,
    0.2845849096775055,
    0.15165871381759644,
    0.38709667325019836
   ],
   "time": 160.9108812455088,
   "param": [
    {
     "p": 0.06761746108531952,
     "m": 1.0
    },
    {
     "p": 0.07320810854434967,
     "m": 1.0
    },
    {
     "p": 0.07818647474050522,
     "m": 1.0
    },
    {
     "p": 0.07584469020366669,
     "m": 1.0
    },
    {
     "p": 0.06956135481595993,
     "m": 1.0
    },
    {
     "p": 0.07647987455129623,
     "m": 1.0
    },
    {
     "p": 0.08038404583930969,
     "m": 1.0
    },
    {
     "p": 0.062436170876026154,
     "m": 1.0
    },
    {
     "p": 0.06667426228523254,
     "m": 1.0
    },
    {
     "p": 0.0703217163681984,
     "m": 1.0
    },
    {
     "p": 0.06884109228849411,
     "m": 1.0
    },
    {
     "p": 0.07009519636631012,
     "m": 1.0
    },
    {
     "p": 0.06741724908351898,
     "m": 1.0
    },
    {
     "p": 0.07293228805065155,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 188,
   "train_loss": 3.424225330352783,
   "val_loss": 2.926297187805176,
   "acc": 34.98,
   "f1": [
    0.6424869298934937,
    0.4186045527458191,
    0.2541435658931732,
    0.20512813329696655,
    0.14285708963871002,
    0.2953585684299469,
    0.41176459193229675,
    0.42727261781692505,
    0.2967032194137573,
    0.3931623101234436,
    0.17073164880275726,
    0.24175815284252167,
    0.3478259742259979,
    0.27118635177612305,
    0.19999994337558746,
    0.20532315969467163,
    0.32432422041893005,
    0.5235601663589478,
    0.3670884966850281,
    0.2588234543800354,
    0.6030149459838867,
    0.47916653752326965,
    0.3502824008464813,
    0.4790417551994324,
    0.6103284358978271,
    0.20408155024051666,
    0.2536584436893463,
    0.1965317279100418,
    0.39999985694885254,
    0.2976189851760864,
    0.3706895411014557,
    0.2914979159832001,
    0.2735848128795624,
    0.30275216698646545,
    0.29249006509780884,
    0.20242910087108612,
    0.3119265139102936,
    0.17073164880275726,
    0.2620086967945099,
    0.4615383446216583,
    0.31451600790023804,
    0.5402842164039612,
    0.29629620909690857,
    0.343283474445343,
    0.22222216427326202,
    0.21951214969158173,
    0.1746724247932434,
    0.4945454001426697,
    0.48167529702186584,
    0.3831774890422821,
    0.1219511553645134,
    0.265060156583786,
    0.5691698789596558,
    0.6288208365440369,
    0.5326631665229797,
    0.08080802112817764,
    0.5050503611564636,
    0.3552630543708801,
    0.35714274644851685,
    0.27777770161628723,
    0.6604650020599365,
    0.45810040831565857,
    0.4343433380126953,
    0.33492809534072876,
    0.14598533511161804,
    0.23036640882492065,
    0.12087904661893845,
    0.32748526334762573,
    0.672645628452301,
    0.5674417018890381,
    0.43438899517059326,
    0.5975102186203003,
    0.0447760745882988,
    0.3315507173538208,
    0.14606735110282898,
    0.6009388566017151,
    0.6567163467407227,
    0.21428564190864563,
    0.23584897816181183,
    0.32335323095321655,
    0.16216209530830383,
    0.24870456755161285,
    0.6766167879104614,
    0.2962961792945862,
    0.22325573861598969,
    0.4313724637031555,
    0.3307691812515259,
    0.43428558111190796,
    0.12334796041250229,
    0.382978618144989,
    0.22935770452022552,
    0.528846025466919,
    0.22797919809818268,
    0.19444438815116882,
    0.5541123747825623,
    0.36686381697654724,
    0.28187909722328186,
    0.28318578004837036,
    0.13452909886837006,
    0.4102562665939331
   ],
   "time": 163.17370162066072,
   "param": [
    {
     "p": 0.06445518136024475,
     "m": 1.0
    },
    {
     "p": 0.06635023653507233,
     "m": 1.0
    },
    {
     "p": 0.06538045406341553,
     "m": 1.0
    },
    {
     "p": 0.06525637954473495,
     "m": 1.0
    },
    {
     "p": 0.06512755900621414,
     "m": 1.0
    },
    {
     "p": 0.07597366720438004,
     "m": 1.0
    },
    {
     "p": 0.07931087911128998,
     "m": 1.0
    },
    {
     "p": 0.079628124833107,
     "m": 1.0
    },
    {
     "p": 0.07014446705579758,
     "m": 1.0
    },
    {
     "p": 0.06782647967338562,
     "m": 1.0
    },
    {
     "p": 0.06701605021953583,
     "m": 1.0
    },
    {
     "p": 0.07837670296430588,
     "m": 1.0
    },
    {
     "p": 0.07685709744691849,
     "m": 1.0
    },
    {
     "p": 0.0782967209815979,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 189,
   "train_loss": 3.730069398880005,
   "val_loss": 2.9522228240966797,
   "acc": 34.7,
   "f1": [
    0.6197181344032288,
    0.4221104085445404,
    0.2898550033569336,
    0.2771083414554596,
    0.1244443878531456,
    0.2622949779033661,
    0.38888877630233765,
    0.4417177140712738,
    0.2843136191368103,
    0.4203820824623108,
    0.1647058129310608,
    0.2193547636270523,
    0.2938387989997864,
    0.271493136882782,
    0.239999920129776,
    0.20598001778125763,
    0.3170730471611023,
    0.47963786125183105,
    0.26086950302124023,
    0.2393161654472351,
    0.5514401793479919,
    0.494381844997406,
    0.33777767419815063,
    0.5125626921653748,
    0.6418603658676147,
    0.2727271616458893,
    0.27999988198280334,
    0.17322826385498047,
    0.39999985694885254,
    0.2829267382621765,
    0.3899998664855957,
    0.3228698670864105,
    0.33783775568008423,
    0.28688517212867737,
    0.28187912702560425,
    0.16326524317264557,
    0.3220337927341461,
    0.2046510875225067,
    0.2095237374305725,
    0.40659332275390625,
    0.31279608607292175,
    0.5812807083129883,
    0.23859642446041107,
    0.3206750154495239,
    0.2054053246974945,
    0.23728805780410767,
    0.23391805589199066,
    0.504761815071106,
    0.46636757254600525,
    0.41245123744010925,
    0.13084106147289276,
    0.2739725410938263,
    0.6017698049545288,
    0.5887445211410522,
    0.4907974302768707,
    0.0983605906367302,
    0.5388126373291016,
    0.3736262619495392,
    0.3417084515094757,
    0.2944161295890808,
    0.689361572265625,
    0.3921567499637604,
    0.3868311941623688,
    0.3364485204219818,
    0.15384607017040253,
    0.21794864535331726,
    0.18300646543502808,
    0.2956520915031433,
    0.6919430494308472,
    0.5842695236206055,
    0.502564013004303,
    0.5991188287734985,
    0.12222215533256531,
    0.38095229864120483,
    0.17391297221183777,
    0.5806450843811035,
    0.5957446098327637,
    0.20134222507476807,
    0.18292675912380219,
    0.28758159279823303,
    0.15642453730106354,
    0.2580644190311432,
    0.6460175514221191,
    0.3315507173538208,
    0.23115570843219757,
    0.34013596177101135,
    0.34862375259399414,
    0.3435581922531128,
    0.17757000029087067,
    0.35294109582901,
    0.27874556183815,
    0.5096152424812317,
    0.11111106723546982,
    0.14358967542648315,
    0.5502644181251526,
    0.42857131361961365,
    0.31155768036842346,
    0.32432422041893005,
    0.1809523105621338,
    0.3666665554046631
   ],
   "time": 162.25453544035554,
   "param": [
    {
     "p": 0.07913064956665039,
     "m": 1.0
    },
    {
     "p": 0.05427465960383415,
     "m": 1.0
    },
    {
     "p": 0.07853177189826965,
     "m": 1.0
    },
    {
     "p": 0.07919982820749283,
     "m": 1.0
    },
    {
     "p": 0.06682691723108292,
     "m": 1.0
    },
    {
     "p": 0.0746997743844986,
     "m": 1.0
    },
    {
     "p": 0.07320409268140793,
     "m": 1.0
    },
    {
     "p": 0.08258552104234695,
     "m": 1.0
    },
    {
     "p": 0.05241665244102478,
     "m": 1.0
    },
    {
     "p": 0.07259225845336914,
     "m": 1.0
    },
    {
     "p": 0.0616474524140358,
     "m": 1.0
    },
    {
     "p": 0.07514692097902298,
     "m": 1.0
    },
    {
     "p": 0.0755462497472763,
     "m": 1.0
    },
    {
     "p": 0.07419721782207489,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 190,
   "train_loss": 4.049067497253418,
   "val_loss": 2.9659056663513184,
   "acc": 34.55,
   "f1": [
    0.6057690978050232,
    0.4315788447856903,
    0.3043477535247803,
    0.1891891211271286,
    0.16033749282360077,
    0.32195112109184265,
    0.4153004288673401,
    0.4083768427371979,
    0.2938387989997864,
    0.4069766402244568,
    0.14925366640090942,
    0.2105262726545334,
    0.30769219994544983,
    0.24786315858364105,
    0.19444438815116882,
    0.1965317279100418,
    0.3406592309474945,
    0.4827585518360138,
    0.3411763310432434,
    0.24271836876869202,
    0.613065242767334,
    0.49214646220207214,
    0.30952370166778564,
    0.5056177973747253,
    0.5863453149795532,
    0.22818784415721893,
    0.2909089922904968,
    0.188552126288414,
    0.3832334280014038,
    0.28571420907974243,
    0.39252325892448425,
    0.33057841658592224,
    0.32051271200180054,
    0.2783504128456116,
    0.3018867075443268,
    0.16799992322921753,
    0.27777770161628723,
    0.23589736223220825,
    0.25945934653282166,
    0.49411749839782715,
    0.2769230008125305,
    0.5550238490104675,
    0.27472516894340515,
    0.3653844892978668,
    0.24418595433235168,
    0.2421524077653885,
    0.2314814031124115,
    0.4799998998641968,
    0.4195120930671692,
    0.4670049846172333,
    0.1938774734735489,
    0.2685184180736542,
    0.582089364528656,
    0.579234778881073,
    0.4976957440376282,
    0.08658002316951752,
    0.4035086929798126,
    0.31506839394569397,
    0.3169013261795044,
    0.23170723021030426,
    0.6746030449867249,
    0.5024629235267639,
    0.42857131361961365,
    0.3838382363319397,
    0.1764705330133438,
    0.17610056698322296,
    0.15384609997272491,
    0.2269502729177475,
    0.6695277690887451,
    0.5743588209152222,
    0.41884803771972656,
    0.5531913042068481,
    0.1339712291955948,
    0.41573023796081543,
    0.13432830572128296,
    0.5436891913414001,
    0.6666665077209473,
    0.19791658222675323,
    0.22962957620620728,
    0.31914883852005005,
    0.15189866721630096,
    0.21848732233047485,
    0.6774192452430725,
    0.32369929552078247,
    0.24203814566135406,
    0.38056668639183044,
    0.41758227348327637,
    0.38461530208587646,
    0.1290322095155716,
    0.34374991059303284,
    0.2575756907463074,
    0.5073169469833374,
    0.2384614795446396,
    0.17840369045734406,
    0.5425531268119812,
    0.42512065172195435,
    0.2580644190311432,
    0.3267972767353058,
    0.14659680426120758,
    0.3692306876182556
   ],
   "time": 165.407515023835,
   "param": [
    {
     "p": 0.0723273977637291,
     "m": 1.0
    },
    {
     "p": 0.06808941066265106,
     "m": 1.0
    },
    {
     "p": 0.05863070487976074,
     "m": 1.0
    },
    {
     "p": 0.08189957588911057,
     "m": 1.0
    },
    {
     "p": 0.06567591428756714,
     "m": 1.0
    },
    {
     "p": 0.0683630034327507,
     "m": 1.0
    },
    {
     "p": 0.07362986356019974,
     "m": 1.0
    },
    {
     "p": 0.07661987841129303,
     "m": 1.0
    },
    {
     "p": 0.07203323394060135,
     "m": 1.0
    },
    {
     "p": 0.07724299281835556,
     "m": 1.0
    },
    {
     "p": 0.06328962743282318,
     "m": 1.0
    },
    {
     "p": 0.07231214642524719,
     "m": 1.0
    },
    {
     "p": 0.06613323837518692,
     "m": 1.0
    },
    {
     "p": 0.08375304192304611,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 191,
   "train_loss": 4.270258903503418,
   "val_loss": 2.727910041809082,
   "acc": 35.63,
   "f1": [
    0.6224488615989685,
    0.39682528376579285,
    0.26315778493881226,
    0.21686740219593048,
    0.15702472627162933,
    0.2705313265323639,
    0.36158180236816406,
    0.3703702688217163,
    0.2887699604034424,
    0.37681150436401367,
    0.154929518699646,
    0.2404370754957199,
    0.34999990463256836,
    0.22346359491348267,
    0.220779150724411,
    0.18518513441085815,
    0.32298123836517334,
    0.518134593963623,
    0.36470577120780945,
    0.2758620083332062,
    0.6145250201225281,
    0.4858298599720001,
    0.32599109411239624,
    0.5133689045906067,
    0.6255505681037903,
    0.25510191917419434,
    0.26027390360832214,
    0.19251330196857452,
    0.4615383446216583,
    0.26804113388061523,
    0.3894736170768738,
    0.3319500982761383,
    0.31304338574409485,
    0.30275216698646545,
    0.34554967284202576,
    0.2121211439371109,
    0.3269230127334595,
    0.22972965240478516,
    0.2426469922065735,
    0.46540868282318115,
    0.31088075041770935,
    0.47761186957359314,
    0.26666659116744995,
    0.3275260329246521,
    0.19587622582912445,
    0.25396814942359924,
    0.19230762124061584,
    0.5067872405052185,
    0.44670039415359497,
    0.43298953771591187,
    0.1647058129310608,
    0.26373615860939026,
    0.5952380299568176,
    0.5896413326263428,
    0.5306121110916138,
    0.13065321743488312,
    0.5167463421821594,
    0.3367346227169037,
    0.326315701007843,
    0.2956520915031433,
    0.7071821689605713,
    0.41610726714134216,
    0.3983401656150818,
    0.33333322405815125,
    0.16326524317264557,
    0.23463678359985352,
    0.14285707473754883,
    0.3402060866355896,
    0.6880732178688049,
    0.5588234066963196,
    0.45810040831565857,
    0.573584794998169,
    0.14634139835834503,
    0.39639630913734436,
    0.21538454294204712,
    0.5632652044296265,
    0.5941421389579773,
    0.19999992847442627,
    0.25862061977386475,
    0.2810809910297394,
    0.10884349048137665,
    0.29074883460998535,
    0.6636770367622375,
    0.2891565263271332,
    0.239999920129776,
    0.4066389203071594,
    0.37373724579811096,
    0.4150942265987396,
    0.11695900559425354,
    0.3665337860584259,
    0.29319363832473755,
    0.5112106204032898,
    0.19101116061210632,
    0.1445782482624054,
    0.5338644981384277,
    0.43720918893814087,
    0.2906976044178009,
    0.3467741012573242,
    0.15151509642601013,
    0.37804868817329407
   ],
   "time": 162.96562158875167,
   "param": [
    {
     "p": 0.07548413425683975,
     "m": 1.0
    },
    {
     "p": 0.05972544848918915,
     "m": 1.0
    },
    {
     "p": 0.08401110023260117,
     "m": 1.0
    },
    {
     "p": 0.07690437883138657,
     "m": 1.0
    },
    {
     "p": 0.0759798064827919,
     "m": 1.0
    },
    {
     "p": 0.07176131755113602,
     "m": 1.0
    },
    {
     "p": 0.06971822679042816,
     "m": 1.0
    },
    {
     "p": 0.07780333608388901,
     "m": 1.0
    },
    {
     "p": 0.07002010941505432,
     "m": 1.0
    },
    {
     "p": 0.06668779999017715,
     "m": 1.0
    },
    {
     "p": 0.055028270930051804,
     "m": 1.0
    },
    {
     "p": 0.07277224212884903,
     "m": 1.0
    },
    {
     "p": 0.07466799020767212,
     "m": 1.0
    },
    {
     "p": 0.06943579018115997,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 192,
   "train_loss": 4.436017990112305,
   "val_loss": 2.9023616313934326,
   "acc": 34.49,
   "f1": [
    0.6249998807907104,
    0.3942306339740753,
    0.2953019142150879,
    0.21782170236110687,
    0.16417905688285828,
    0.24691346287727356,
    0.3778800964355469,
    0.39004138112068176,
    0.329670250415802,
    0.37209296226501465,
    0.11764701455831528,
    0.239436537027359,
    0.32195112109184265,
    0.26415085792541504,
    0.1931033730506897,
    0.20895515382289886,
    0.2914571762084961,
    0.5317917466163635,
    0.3266931176185608,
    0.2580644488334656,
    0.5533979535102844,
    0.5062239766120911,
    0.3032785952091217,
    0.5197739005088806,
    0.6072872877120972,
    0.18823520839214325,
    0.26484012603759766,
    0.21789877116680145,
    0.3248729705810547,
    0.30851057171821594,
    0.3499998450279236,
    0.31999993324279785,
    0.3157894015312195,
    0.2995593845844269,
    0.30172407627105713,
    0.15238089859485626,
    0.3699420988559723,
    0.19999992847442627,
    0.1991700679063797,
    0.48837196826934814,
    0.28571420907974243,
    0.6031745076179504,
    0.280898779630661,
    0.34513264894485474,
    0.13749992847442627,
    0.1985815018415451,
    0.20087330043315887,
    0.45976996421813965,
    0.43333321809768677,
    0.37623751163482666,
    0.15228420495986938,
    0.2598869204521179,
    0.6457397937774658,
    0.5882351994514465,
    0.5177663564682007,
    0.08648642897605896,
    0.48484838008880615,
    0.32835814356803894,
    0.3165466785430908,
    0.32195112109184265,
    0.684491753578186,
    0.44067782163619995,
    0.46376800537109375,
    0.35602086782455444,
    0.17560969293117523,
    0.21524657309055328,
    0.15909084677696228,
    0.35416656732559204,
    0.6999998688697815,
    0.5161288976669312,
    0.42162150144577026,
    0.5979380011558533,
    0.12658220529556274,
    0.3535352647304535,
    0.18390797078609467,
    0.5979380011558533,
    0.6057690978050232,
    0.10937494784593582,
    0.2536584436893463,
    0.2955664098262787,
    0.14977967739105225,
    0.2692306935787201,
    0.6862744092941284,
    0.3295453190803528,
    0.2233501821756363,
    0.3775508999824524,
    0.3431951701641083,
    0.33228832483291626,
    0.04444439709186554,
    0.39069753885269165,
    0.2397259622812271,
    0.5502644181251526,
    0.24210518598556519,
    0.1866665780544281,
    0.468864381313324,
    0.44444429874420166,
    0.371900737285614,
    0.28947362303733826,
    0.10588229447603226,
    0.4311376214027405
   ],
   "time": 162.3104587206617,
   "param": [
    {
     "p": 0.0718967393040657,
     "m": 1.0
    },
    {
     "p": 0.05735611915588379,
     "m": 1.0
    },
    {
     "p": 0.07143097370862961,
     "m": 1.0
    },
    {
     "p": 0.06851094216108322,
     "m": 1.0
    },
    {
     "p": 0.07405464351177216,
     "m": 1.0
    },
    {
     "p": 0.08363348245620728,
     "m": 1.0
    },
    {
     "p": 0.08070214837789536,
     "m": 1.0
    },
    {
     "p": 0.07646137475967407,
     "m": 1.0
    },
    {
     "p": 0.07066934555768967,
     "m": 1.0
    },
    {
     "p": 0.06099221855401993,
     "m": 1.0
    },
    {
     "p": 0.06342057138681412,
     "m": 1.0
    },
    {
     "p": 0.07521852850914001,
     "m": 1.0
    },
    {
     "p": 0.06767723709344864,
     "m": 1.0
    },
    {
     "p": 0.07797569781541824,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 193,
   "train_loss": 3.472630262374878,
   "val_loss": 2.7804009914398193,
   "acc": 34.94,
   "f1": [
    0.6188339591026306,
    0.42051267623901367,
    0.31506839394569397,
    0.23414628207683563,
    0.15228420495986938,
    0.28260859847068787,
    0.38709667325019836,
    0.4508668780326843,
    0.26046502590179443,
    0.39195966720581055,
    0.2037036269903183,
    0.22222214937210083,
    0.35714274644851685,
    0.2376236915588379,
    0.2288556545972824,
    0.16842098534107208,
    0.33333325386047363,
    0.49090901017189026,
    0.3376622200012207,
    0.275229275226593,
    0.5765764713287354,
    0.4436618685722351,
    0.30232545733451843,
    0.534031331539154,
    0.6363635063171387,
    0.1965317279100418,
    0.2406638264656067,
    0.20359273254871368,
    0.45544540882110596,
    0.30057793855667114,
    0.39631327986717224,
    0.3478260040283203,
    0.2937852144241333,
    0.3274335563182831,
    0.2875816226005554,
    0.18811874091625214,
    0.3157893717288971,
    0.2204081267118454,
    0.217391237616539,
    0.44303786754608154,
    0.2976743280887604,
    0.5399999022483826,
    0.28260859847068787,
    0.3387095630168915,
    0.16753920912742615,
    0.2371133416891098,
    0.21395343542099,
    0.5021275877952576,
    0.4615383446216583,
    0.39837390184402466,
    0.12435225397348404,
    0.26373621821403503,
    0.5297296643257141,
    0.5882351994514465,
    0.5108694434165955,
    0.0980391651391983,
    0.506912350654602,
    0.3195265531539917,
    0.3091786503791809,
    0.31818172335624695,
    0.6956520080566406,
    0.37179476022720337,
    0.45121943950653076,
    0.390243798494339,
    0.19534875452518463,
    0.22891558706760406,
    0.12949636578559875,
    0.3374998867511749,
    0.6940637826919556,
    0.5725805163383484,
    0.41666656732559204,
    0.6039602756500244,
    0.1376146376132965,
    0.3018867075443268,
    0.1656804084777832,
    0.5517240166664124,
    0.6567163467407227,
    0.19999992847442627,
    0.21800939738750458,
    0.3487178385257721,
    0.11111105233430862,
    0.2406638264656067,
    0.6874998807907104,
    0.33333322405815125,
    0.18090447783470154,
    0.38918909430503845,
    0.378109335899353,
    0.43678146600723267,
    0.16080394387245178,
    0.36206886172294617,
    0.28571420907974243,
    0.5164318084716797,
    0.19999992847442627,
    0.1494252234697342,
    0.5121950507164001,
    0.445652037858963,
    0.3827749788761139,
    0.3352600038051605,
    0.13270136713981628,
    0.4044942855834961
   ],
   "time": 163.70708380453289,
   "param": [
    {
     "p": 0.05989891663193703,
     "m": 1.0
    },
    {
     "p": 0.0678940936923027,
     "m": 1.0
    },
    {
     "p": 0.0663246363401413,
     "m": 1.0
    },
    {
     "p": 0.06821870803833008,
     "m": 1.0
    },
    {
     "p": 0.07515642791986465,
     "m": 1.0
    },
    {
     "p": 0.07943125069141388,
     "m": 1.0
    },
    {
     "p": 0.07331578433513641,
     "m": 1.0
    },
    {
     "p": 0.07717594504356384,
     "m": 1.0
    },
    {
     "p": 0.07208394259214401,
     "m": 1.0
    },
    {
     "p": 0.07054195553064346,
     "m": 1.0
    },
    {
     "p": 0.07038718461990356,
     "m": 1.0
    },
    {
     "p": 0.07616856694221497,
     "m": 1.0
    },
    {
     "p": 0.0756734237074852,
     "m": 1.0
    },
    {
     "p": 0.067729152739048,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 194,
   "train_loss": 3.37801194190979,
   "val_loss": 2.8900890350341797,
   "acc": 35.43,
   "f1": [
    0.6022725701332092,
    0.3431371748447418,
    0.27799221873283386,
    0.22950810194015503,
    0.13407814502716064,
    0.28085100650787354,
    0.39189180731773376,
    0.4183672070503235,
    0.31999990344047546,
    0.44848471879959106,
    0.2262442708015442,
    0.23076917231082916,
    0.3592231869697571,
    0.2795697748661041,
    0.1916166990995407,
    0.19323663413524628,
    0.3431951701641083,
    0.5199998617172241,
    0.3456788957118988,
    0.31155768036842346,
    0.5617020726203918,
    0.4385963976383209,
    0.33492809534072876,
    0.4432430863380432,
    0.6502462029457092,
    0.2681563198566437,
    0.2816900610923767,
    0.22321420907974243,
    0.42857128381729126,
    0.2888887822628021,
    0.371900737285614,
    0.3716813027858734,
    0.30172407627105713,
    0.30456843972206116,
    0.32061058282852173,
    0.13714279234409332,
    0.3037973642349243,
    0.20338976383209229,
    0.24427475035190582,
    0.48837196826934814,
    0.28571420907974243,
    0.6021503806114197,
    0.31304338574409485,
    0.37999987602233887,
    0.1818181276321411,
    0.26900574564933777,
    0.16374263167381287,
    0.49070626497268677,
    0.4772725999355316,
    0.40999990701675415,
    0.21198150515556335,
    0.26395928859710693,
    0.6044443249702454,
    0.6632652282714844,
    0.48387083411216736,
    0.09756091237068176,
    0.5235601663589478,
    0.34883710741996765,
    0.3578946590423584,
    0.3139533996582031,
    0.6893202662467957,
    0.44578301906585693,
    0.4607328474521637,
    0.30824363231658936,
    0.12121205776929855,
    0.2816900908946991,
    0.18930034339427948,
    0.19847320020198822,
    0.6403507590293884,
    0.5899998545646667,
    0.43523305654525757,
    0.5938565731048584,
    0.15920390188694,
    0.326315701007843,
    0.16374263167381287,
    0.5809522867202759,
    0.6161615252494812,
    0.2251655012369156,
    0.2485874742269516,
    0.2824857831001282,
    0.17560969293117523,
    0.24096378684043884,
    0.6772485375404358,
    0.3441859781742096,
    0.23776215314865112,
    0.4259258210659027,
    0.38834938406944275,
    0.3999998867511749,
    0.11764699220657349,
    0.3999998867511749,
    0.2566037178039551,
    0.47540971636772156,
    0.1868131160736084,
    0.1559632420539856,
    0.550898015499115,
    0.4071427583694458,
    0.3151514232158661,
    0.35502949357032776,
    0.1226993277668953,
    0.3943660855293274
   ],
   "time": 159.68651930242777,
   "param": [
    {
     "p": 0.06968097388744354,
     "m": 1.0
    },
    {
     "p": 0.06485723704099655,
     "m": 1.0
    },
    {
     "p": 0.0776384249329567,
     "m": 1.0
    },
    {
     "p": 0.0757891982793808,
     "m": 1.0
    },
    {
     "p": 0.06515558063983917,
     "m": 1.0
    },
    {
     "p": 0.0831926092505455,
     "m": 1.0
    },
    {
     "p": 0.06717809289693832,
     "m": 1.0
    },
    {
     "p": 0.07407820224761963,
     "m": 1.0
    },
    {
     "p": 0.06857430934906006,
     "m": 1.0
    },
    {
     "p": 0.06543143093585968,
     "m": 1.0
    },
    {
     "p": 0.05981072783470154,
     "m": 1.0
    },
    {
     "p": 0.07794252783060074,
     "m": 1.0
    },
    {
     "p": 0.07419726252555847,
     "m": 1.0
    },
    {
     "p": 0.07647348195314407,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 195,
   "train_loss": 3.5160861015319824,
   "val_loss": 2.7937419414520264,
   "acc": 34.88,
   "f1": [
    0.6210044622421265,
    0.3846152722835541,
    0.31531521677970886,
    0.20809243619441986,
    0.1368420422077179,
    0.24999991059303284,
    0.4238409399986267,
    0.4096384346485138,
    0.2999999225139618,
    0.393063485622406,
    0.16666659712791443,
    0.21428564190864563,
    0.3406592309474945,
    0.24154582619667053,
    0.1914892941713333,
    0.1990949511528015,
    0.35294109582901,
    0.5473682880401611,
    0.32558128237724304,
    0.2522521913051605,
    0.5975608825683594,
    0.4758363366127014,
    0.3060108423233032,
    0.5111110210418701,
    0.6415093541145325,
    0.2206895798444748,
    0.2488037496805191,
    0.23636355996131897,
    0.46938762068748474,
    0.2972972095012665,
    0.37860071659088135,
    0.33476385474205017,
    0.29213473200798035,
    0.28749987483024597,
    0.24864855408668518,
    0.14222215116024017,
    0.2575106620788574,
    0.180851012468338,
    0.20689648389816284,
    0.5164833664894104,
    0.299465149641037,
    0.5744680166244507,
    0.2938774824142456,
    0.3268481194972992,
    0.18749994039535522,
    0.20304562151432037,
    0.1777777075767517,
    0.49549540877342224,
    0.4433496594429016,
    0.4052862524986267,
    0.19672125577926636,
    0.29752060770988464,
    0.570175290107727,
    0.5698322653770447,
    0.47747737169265747,
    0.12162157148122787,
    0.486274391412735,
    0.38251355290412903,
    0.31428563594818115,
    0.3469386696815491,
    0.6886791586875916,
    0.45454537868499756,
    0.41573023796081543,
    0.329317182302475,
    0.1452513188123703,
    0.262857049703598,
    0.17843861877918243,
    0.31034475564956665,
    0.7121950387954712,
    0.580357015132904,
    0.4491977095603943,
    0.6050419211387634,
    0.15189868211746216,
    0.35748788714408875,
    0.18421044945716858,
    0.580357015132904,
    0.6161615252494812,
    0.1846153289079666,
    0.1866666078567505,
    0.23170723021030426,
    0.15116271376609802,
    0.2673795819282532,
    0.6943003535270691,
    0.36559128761291504,
    0.19548864662647247,
    0.4041449725627899,
    0.36619704961776733,
    0.3885713219642639,
    0.0745341032743454,
    0.4016392230987549,
    0.25954189896583557,
    0.5517240166664124,
    0.16049376130104065,
    0.1410255879163742,
    0.5743588209152222,
    0.4432430863380432,
    0.30172407627105713,
    0.3023254871368408,
    0.161943256855011,
    0.3759397566318512
   ],
   "time": 164.88035191595554,
   "param": [
    {
     "p": 0.07777830958366394,
     "m": 1.0
    },
    {
     "p": 0.07053133100271225,
     "m": 1.0
    },
    {
     "p": 0.08052881062030792,
     "m": 1.0
    },
    {
     "p": 0.080396868288517,
     "m": 1.0
    },
    {
     "p": 0.06611870974302292,
     "m": 1.0
    },
    {
     "p": 0.06881176680326462,
     "m": 1.0
    },
    {
     "p": 0.07578621804714203,
     "m": 1.0
    },
    {
     "p": 0.07770297676324844,
     "m": 1.0
    },
    {
     "p": 0.06489517539739609,
     "m": 1.0
    },
    {
     "p": 0.058414146304130554,
     "m": 1.0
    },
    {
     "p": 0.06168821081519127,
     "m": 1.0
    },
    {
     "p": 0.06954802572727203,
     "m": 1.0
    },
    {
     "p": 0.07438095659017563,
     "m": 1.0
    },
    {
     "p": 0.07341855019330978,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 196,
   "train_loss": 3.934243679046631,
   "val_loss": 2.6955831050872803,
   "acc": 34.95,
   "f1": [
    0.6336632370948792,
    0.36190465092658997,
    0.34554967284202576,
    0.18633535504341125,
    0.10884349048137665,
    0.2555064857006073,
    0.3575417995452881,
    0.3942306339740753,
    0.2794116735458374,
    0.4302324652671814,
    0.15294109284877777,
    0.21395343542099,
    0.3240739703178406,
    0.23076915740966797,
    0.20454540848731995,
    0.1729728877544403,
    0.3699999153614044,
    0.4975123405456543,
    0.39153432846069336,
    0.22857138514518738,
    0.5671641230583191,
    0.4946235418319702,
    0.31034475564956665,
    0.4973543584346771,
    0.5982905030250549,
    0.24175815284252167,
    0.2583731412887573,
    0.21904754638671875,
    0.40394076704978943,
    0.30588221549987793,
    0.3362830877304077,
    0.3800903856754303,
    0.31914883852005005,
    0.34523800015449524,
    0.3285022974014282,
    0.1722487509250641,
    0.3374998867511749,
    0.18532812595367432,
    0.1951218843460083,
    0.4972374439239502,
    0.3406112492084503,
    0.5560536980628967,
    0.3352600038051605,
    0.3130989968776703,
    0.22784805297851562,
    0.22619038820266724,
    0.2061854749917984,
    0.49999988079071045,
    0.45569607615470886,
    0.4153004288673401,
    0.19101116061210632,
    0.26794248819351196,
    0.559321939945221,
    0.5948716402053833,
    0.4919354021549225,
    0.11764698475599289,
    0.4945053458213806,
    0.3678159713745117,
    0.35978829860687256,
    0.36714968085289,
    0.6820275187492371,
    0.396135151386261,
    0.40579700469970703,
    0.36158180236816406,
    0.1528661698102951,
    0.2262442708015442,
    0.14285707473754883,
    0.24844713509082794,
    0.6515835523605347,
    0.5882351398468018,
    0.40677958726882935,
    0.6556015014648438,
    0.12578611075878143,
    0.2873562276363373,
    0.1596243679523468,
    0.49402377009391785,
    0.6153844594955444,
    0.21839071810245514,
    0.23166018724441528,
    0.24358965456485748,
    0.1857142299413681,
    0.26728102564811707,
    0.6863903999328613,
    0.3096773326396942,
    0.23684203624725342,
    0.3771928548812866,
    0.3981480300426483,
    0.3980098366737366,
    0.11920525878667831,
    0.3560605049133301,
    0.26041656732559204,
    0.48421040177345276,
    0.23170723021030426,
    0.11299428343772888,
    0.49107134342193604,
    0.39852389693260193,
    0.3441859781742096,
    0.37499985098838806,
    0.1361255943775177,
    0.3722943067550659
   ],
   "time": 164.596121721901,
   "param": [
    {
     "p": 0.06492801010608673,
     "m": 1.0
    },
    {
     "p": 0.06350940465927124,
     "m": 1.0
    },
    {
     "p": 0.07587909698486328,
     "m": 1.0
    },
    {
     "p": 0.07259182631969452,
     "m": 1.0
    },
    {
     "p": 0.07665463536977768,
     "m": 1.0
    },
    {
     "p": 0.0817159116268158,
     "m": 1.0
    },
    {
     "p": 0.07813018560409546,
     "m": 1.0
    },
    {
     "p": 0.06422388553619385,
     "m": 1.0
    },
    {
     "p": 0.06921295821666718,
     "m": 1.0
    },
    {
     "p": 0.0693296417593956,
     "m": 1.0
    },
    {
     "p": 0.06368565559387207,
     "m": 1.0
    },
    {
     "p": 0.07032692432403564,
     "m": 1.0
    },
    {
     "p": 0.06998810172080994,
     "m": 1.0
    },
    {
     "p": 0.0798238143324852,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 197,
   "train_loss": 4.157087326049805,
   "val_loss": 2.740676164627075,
   "acc": 35.14,
   "f1": [
    0.607594907283783,
    0.4114284813404083,
    0.31249991059303284,
    0.18947362899780273,
    0.1333332657814026,
    0.2564101815223694,
    0.3820223808288574,
    0.40740731358528137,
    0.30857133865356445,
    0.42285704612731934,
    0.10606056451797485,
    0.24598921835422516,
    0.306122362613678,
    0.220779150724411,
    0.17857135832309723,
    0.18652844429016113,
    0.3555554449558258,
    0.4182508587837219,
    0.32298123836517334,
    0.23655906319618225,
    0.5841582417488098,
    0.48888880014419556,
    0.3387977182865143,
    0.5297296643257141,
    0.5764191746711731,
    0.23300965130329132,
    0.26254817843437195,
    0.22346359491348267,
    0.4210525155067444,
    0.3022221326828003,
    0.30952370166778564,
    0.3478260040283203,
    0.3568074107170105,
    0.31304338574409485,
    0.34343424439430237,
    0.16842098534107208,
    0.28272244334220886,
    0.18719203770160675,
    0.2430938482284546,
    0.5376343131065369,
    0.32584258913993835,
    0.5906734466552734,
    0.2901553809642792,
    0.3619908392429352,
    0.1951218843460083,
    0.27096763253211975,
    0.2208588421344757,
    0.5221238136291504,
    0.4366810917854309,
    0.4307691156864166,
    0.2117646485567093,
    0.2762430012226105,
    0.5608464479446411,
    0.574585497379303,
    0.5135133862495422,
    0.10062886029481888,
    0.5638296604156494,
    0.3743841052055359,
    0.34101372957229614,
    0.30952370166778564,
    0.6915886998176575,
    0.447368323802948,
    0.43564343452453613,
    0.39069753885269165,
    0.1673639565706253,
    0.21599994599819183,
    0.12565438449382782,
    0.31034475564956665,
    0.6324109435081482,
    0.5762710571289062,
    0.3950616121292114,
    0.5851062536239624,
    0.12021850794553757,
    0.33502528071403503,
    0.16267937421798706,
    0.5485230684280396,
    0.5448027849197388,
    0.2258063703775406,
    0.2692306935787201,
    0.28999990224838257,
    0.14364632964134216,
    0.26666659116744995,
    0.6576575636863708,
    0.32335323095321655,
    0.228571355342865,
    0.4108106791973114,
    0.3495144844055176,
    0.396135151386261,
    0.11224482953548431,
    0.38043469190597534,
    0.2749999165534973,
    0.4976957440376282,
    0.2094240039587021,
    0.16666659712791443,
    0.466403067111969,
    0.4322032928466797,
    0.3444443643093109,
    0.3428570628166199,
    0.16101689636707306,
    0.37499991059303284
   ],
   "time": 163.2991364505142,
   "param": [
    {
     "p": 0.06862542778253555,
     "m": 1.0
    },
    {
     "p": 0.07463245838880539,
     "m": 1.0
    },
    {
     "p": 0.07591846585273743,
     "m": 1.0
    },
    {
     "p": 0.0811997801065445,
     "m": 1.0
    },
    {
     "p": 0.06990616023540497,
     "m": 1.0
    },
    {
     "p": 0.0692591741681099,
     "m": 1.0
    },
    {
     "p": 0.06352375447750092,
     "m": 1.0
    },
    {
     "p": 0.08024744689464569,
     "m": 1.0
    },
    {
     "p": 0.06761734187602997,
     "m": 1.0
    },
    {
     "p": 0.07196993380784988,
     "m": 1.0
    },
    {
     "p": 0.06505211442708969,
     "m": 1.0
    },
    {
     "p": 0.06962816417217255,
     "m": 1.0
    },
    {
     "p": 0.06864672899246216,
     "m": 1.0
    },
    {
     "p": 0.07377306371927261,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 198,
   "train_loss": 3.5594420433044434,
   "val_loss": 2.6621875762939453,
   "acc": 35.03,
   "f1": [
    0.6473428606987,
    0.42352932691574097,
    0.3016759157180786,
    0.2099446803331375,
    0.11029406636953354,
    0.2714284658432007,
    0.4090908467769623,
    0.4469272196292877,
    0.2677823603153229,
    0.3979056477546692,
    0.16438350081443787,
    0.2576685845851898,
    0.3827749788761139,
    0.2559240758419037,
    0.2443438321352005,
    0.22413785755634308,
    0.37349388003349304,
    0.5252523422241211,
    0.3657141625881195,
    0.24120594561100006,
    0.5555554628372192,
    0.49565204977989197,
    0.3408070504665375,
    0.4712642431259155,
    0.6068375110626221,
    0.2430938482284546,
    0.2959182858467102,
    0.208791121840477,
    0.4020099639892578,
    0.2870812714099884,
    0.36956512928009033,
    0.3295453190803528,
    0.3169397711753845,
    0.3350784480571747,
    0.30630621314048767,
    0.1754385381937027,
    0.28723397850990295,
    0.2434781938791275,
    0.24096378684043884,
    0.4662575423717499,
    0.32558128237724304,
    0.603351891040802,
    0.33928561210632324,
    0.35897424817085266,
    0.21794864535331726,
    0.21333324909210205,
    0.2105262577533722,
    0.47577083110809326,
    0.4466018080711365,
    0.38427940011024475,
    0.22680403292179108,
    0.265682578086853,
    0.5887095332145691,
    0.5775399804115295,
    0.47916653752326965,
    0.15714280307292938,
    0.5185183882713318,
    0.3583814203739166,
    0.32352936267852783,
    0.30909082293510437,
    0.7064675688743591,
    0.4052286446094513,
    0.4670657217502594,
    0.3454544246196747,
    0.12738847732543945,
    0.20588228106498718,
    0.09729723632335663,
    0.2345678210258484,
    0.6778241395950317,
    0.6183573603630066,
    0.42352932691574097,
    0.5606693625450134,
    0.17085421085357666,
    0.2976189851760864,
    0.1866665780544281,
    0.6009851098060608,
    0.6321242451667786,
    0.18285706639289856,
    0.19444438815116882,
    0.29585790634155273,
    0.1844659447669983,
    0.2575106620788574,
    0.7100589871406555,
    0.29885047674179077,
    0.24539868533611298,
    0.38888880610466003,
    0.3775099515914917,
    0.4090907871723175,
    0.10999993234872818,
    0.3734438419342041,
    0.22093015909194946,
    0.5102038979530334,
    0.10434778034687042,
    0.19108274579048157,
    0.5046727657318115,
    0.3948496878147125,
    0.3068180978298187,
    0.33939382433891296,
    0.14117643237113953,
    0.32352930307388306
   ],
   "time": 163.16835233848542,
   "param": [
    {
     "p": 0.07309212535619736,
     "m": 1.0
    },
    {
     "p": 0.06353428214788437,
     "m": 1.0
    },
    {
     "p": 0.07358401268720627,
     "m": 1.0
    },
    {
     "p": 0.07652532309293747,
     "m": 1.0
    },
    {
     "p": 0.06458412855863571,
     "m": 1.0
    },
    {
     "p": 0.06773623824119568,
     "m": 1.0
    },
    {
     "p": 0.08256171643733978,
     "m": 1.0
    },
    {
     "p": 0.07372575998306274,
     "m": 1.0
    },
    {
     "p": 0.05892903357744217,
     "m": 1.0
    },
    {
     "p": 0.07235949486494064,
     "m": 1.0
    },
    {
     "p": 0.0643693208694458,
     "m": 1.0
    },
    {
     "p": 0.07761114090681076,
     "m": 1.0
    },
    {
     "p": 0.0733041912317276,
     "m": 1.0
    },
    {
     "p": 0.07808327674865723,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 199,
   "train_loss": 3.7756354808807373,
   "val_loss": 2.8695271015167236,
   "acc": 35.5,
   "f1": [
    0.5991901755332947,
    0.39449530839920044,
    0.3399999141693115,
    0.2091502547264099,
    0.10582003742456436,
    0.2705313265323639,
    0.3798881769180298,
    0.3999998867511749,
    0.30541861057281494,
    0.38053086400032043,
    0.10687018185853958,
    0.2576685845851898,
    0.36206886172294617,
    0.1971830427646637,
    0.20359273254871368,
    0.2120140790939331,
    0.3557691276073456,
    0.5138338804244995,
    0.3168315887451172,
    0.22525590658187866,
    0.6082947254180908,
    0.5140186548233032,
    0.3300969898700714,
    0.44047608971595764,
    0.6153845191001892,
    0.208791121840477,
    0.2524271011352539,
    0.210526242852211,
    0.3783782720565796,
    0.29126206040382385,
    0.390243798494339,
    0.33777767419815063,
    0.29365071654319763,
    0.30150744318962097,
    0.2649005651473999,
    0.13930343091487885,
    0.35616427659988403,
    0.20512813329696655,
    0.2867923676967621,
    0.491227924823761,
    0.2972972095012665,
    0.5628139972686768,
    0.32352930307388306,
    0.32490962743759155,
    0.23966935276985168,
    0.21192045509815216,
    0.2681563198566437,
    0.5176470279693604,
    0.4485980272293091,
    0.3999999165534973,
    0.17647051811218262,
    0.2638888359069824,
    0.575107216835022,
    0.5844747424125671,
    0.5309733152389526,
    0.10322573781013489,
    0.47572803497314453,
    0.35978829860687256,
    0.31284910440444946,
    0.3517586886882782,
    0.6940637826919556,
    0.42051267623901367,
    0.43930622935295105,
    0.3269230127334595,
    0.14634139835834503,
    0.2264150232076645,
    0.1307188868522644,
    0.23376615345478058,
    0.678413987159729,
    0.5785122513771057,
    0.43575406074523926,
    0.621513843536377,
    0.10062886029481888,
    0.4075828194618225,
    0.1747572273015976,
    0.5583332777023315,
    0.6169153451919556,
    0.20105813443660736,
    0.2613064646720886,
    0.262857049703598,
    0.11594197899103165,
    0.2621358335018158,
    0.6829267144203186,
    0.35365843772888184,
    0.19178076088428497,
    0.39130425453186035,
    0.40641695261001587,
    0.34977567195892334,
    0.0921052023768425,
    0.382978618144989,
    0.27173903584480286,
    0.5026176571846008,
    0.23045262694358826,
    0.2421524077653885,
    0.4837207794189453,
    0.4102562665939331,
    0.30952370166778564,
    0.3269230127334595,
    0.13157887756824493,
    0.35627520084381104
   ],
   "time": 162.50623619370162,
   "param": [
    {
     "p": 0.08380819857120514,
     "m": 1.0
    },
    {
     "p": 0.06592018902301788,
     "m": 1.0
    },
    {
     "p": 0.06655635684728622,
     "m": 1.0
    },
    {
     "p": 0.06978768855333328,
     "m": 1.0
    },
    {
     "p": 0.06308939307928085,
     "m": 1.0
    },
    {
     "p": 0.0711233839392662,
     "m": 1.0
    },
    {
     "p": 0.08519818633794785,
     "m": 1.0
    },
    {
     "p": 0.07842820882797241,
     "m": 1.0
    },
    {
     "p": 0.06440560519695282,
     "m": 1.0
    },
    {
     "p": 0.07003311067819595,
     "m": 1.0
    },
    {
     "p": 0.06884871423244476,
     "m": 1.0
    },
    {
     "p": 0.05514738708734512,
     "m": 1.0
    },
    {
     "p": 0.08520669490098953,
     "m": 1.0
    },
    {
     "p": 0.07244691997766495,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 200,
   "train_loss": 3.3189315795898438,
   "val_loss": 2.8619532585144043,
   "acc": 35.21,
   "f1": [
    0.6261681318283081,
    0.4059404730796814,
    0.327868789434433,
    0.1777777075767517,
    0.12162157148122787,
    0.2681563198566437,
    0.39999985694885254,
    0.4081631302833557,
    0.3313608467578888,
    0.4417177140712738,
    0.13138681650161743,
    0.2647058069705963,
    0.3419688045978546,
    0.24299058318138123,
    0.21857915818691254,
    0.21999992430210114,
    0.3487178385257721,
    0.5333331823348999,
    0.3351350426673889,
    0.3113206624984741,
    0.5876287817955017,
    0.49327346682548523,
    0.32352936267852783,
    0.5066665410995483,
    0.614718496799469,
    0.25274714827537537,
    0.26573416590690613,
    0.18604648113250732,
    0.4320986270904541,
    0.3026314675807953,
    0.3678159713745117,
    0.34599146246910095,
    0.2564101815223694,
    0.3406592309474945,
    0.2941175401210785,
    0.15172408521175385,
    0.32941165566444397,
    0.17616572976112366,
    0.2115383893251419,
    0.487046480178833,
    0.2966100871562958,
    0.5327510237693787,
    0.306122362613678,
    0.3628690838813782,
    0.1656804084777832,
    0.19999992847442627,
    0.16149060428142548,
    0.4738674461841583,
    0.4410255253314972,
    0.4230768084526062,
    0.24870456755161285,
    0.27433618903160095,
    0.5915491580963135,
    0.5892856121063232,
    0.44912275671958923,
    0.09638547897338867,
    0.4955751299858093,
    0.3211008310317993,
    0.34615373611450195,
    0.33476385474205017,
    0.6437767148017883,
    0.44198882579803467,
    0.445652037858963,
    0.35416656732559204,
    0.11510787159204483,
    0.22614836692810059,
    0.15899574756622314,
    0.2658226788043976,
    0.7150257229804993,
    0.5234374403953552,
    0.4215245544910431,
    0.5830256938934326,
    0.10204074531793594,
    0.37370234727859497,
    0.1497325599193573,
    0.5439999103546143,
    0.6526314616203308,
    0.22222216427326202,
    0.2741115987300873,
    0.28571417927742004,
    0.1899440735578537,
    0.2794759273529053,
    0.6511626243591309,
    0.24675315618515015,
    0.20657269656658173,
    0.39449530839920044,
    0.3523315489292145,
    0.3636362850666046,
    0.10843367874622345,
    0.3636362850666046,
    0.25179845094680786,
    0.505154550075531,
    0.23170723021030426,
    0.1793721318244934,
    0.505154550075531,
    0.40540531277656555,
    0.28187909722328186,
    0.3483870029449463,
    0.1282050609588623,
    0.3696681261062622
   ],
   "time": 163.14707488752902,
   "param": [
    {
     "p": 0.0780341848731041,
     "m": 1.0
    },
    {
     "p": 0.0734783336520195,
     "m": 1.0
    },
    {
     "p": 0.06824060529470444,
     "m": 1.0
    },
    {
     "p": 0.07077820599079132,
     "m": 1.0
    },
    {
     "p": 0.077499620616436,
     "m": 1.0
    },
    {
     "p": 0.0724356472492218,
     "m": 1.0
    },
    {
     "p": 0.07743624597787857,
     "m": 1.0
    },
    {
     "p": 0.07727497816085815,
     "m": 1.0
    },
    {
     "p": 0.07788623124361038,
     "m": 1.0
    },
    {
     "p": 0.07336093485355377,
     "m": 1.0
    },
    {
     "p": 0.055199626833200455,
     "m": 1.0
    },
    {
     "p": 0.07362030446529388,
     "m": 1.0
    },
    {
     "p": 0.05649574100971222,
     "m": 1.0
    },
    {
     "p": 0.0682593435049057,
     "m": 1.0
    }
   ]
  }
 ]
}