{
 "Accuracy": 36.52,
 "Time": [
  181.3816400383506,
  37.56818403902026,
  36579.405147936195
 ],
 "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": 9.223936080932617,
   "val_loss": 4.48665189743042,
   "acc": 3.65,
   "f1": [
    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,
    0.08223683387041092,
    0.0,
    0.0,
    0.09219852834939957,
    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,
    0.06694554537534714,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.03839262202382088,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.05900618061423302,
    0.0,
    0.0,
    0.11245672404766083,
    0.13551397621631622,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.01960783451795578,
    0.0,
    0.0,
    0.0,
    0.05376341938972473,
    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,
    0.019801972433924675,
    0.0,
    0.0,
    0.0,
    0.0746835321187973,
    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": 136.42338276375085,
   "param": [
    {
     "p": 0.0708274096250534,
     "m": 1.0
    },
    {
     "p": 0.06744910776615143,
     "m": 1.0
    },
    {
     "p": 0.06505516916513443,
     "m": 1.0
    },
    {
     "p": 0.07476437836885452,
     "m": 1.0
    },
    {
     "p": 0.08286917954683304,
     "m": 1.0
    },
    {
     "p": 0.07504599541425705,
     "m": 1.0
    },
    {
     "p": 0.08597065508365631,
     "m": 1.0
    },
    {
     "p": 0.07098262012004852,
     "m": 1.0
    },
    {
     "p": 0.06536325067281723,
     "m": 1.0
    },
    {
     "p": 0.07666219025850296,
     "m": 1.0
    },
    {
     "p": 0.0564722903072834,
     "m": 1.0
    },
    {
     "p": 0.07484862208366394,
     "m": 1.0
    },
    {
     "p": 0.07820496708154678,
     "m": 1.0
    },
    {
     "p": 0.0554841049015522,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 2,
   "train_loss": 8.316927909851074,
   "val_loss": 4.150028228759766,
   "acc": 7.37,
   "f1": [
    0.22346363961696625,
    0.12499994039535522,
    0.0,
    0.0,
    0.0,
    0.0,
    0.03636360913515091,
    0.0,
    0.0,
    0.07142851501703262,
    0.0,
    0.0,
    0.017093989998102188,
    0.0,
    0.0,
    0.0,
    0.0,
    0.08648642897605896,
    0.0,
    0.0,
    0.15929199755191803,
    0.0,
    0.0,
    0.1030302494764328,
    0.17105256021022797,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.018348604440689087,
    0.01626013033092022,
    0.0,
    0.07272721081972122,
    0.0,
    0.0,
    0.0,
    0.048681505024433136,
    0.0,
    0.03571423515677452,
    0.0,
    0.31249991059303284,
    0.0,
    0.01960783451795578,
    0.0,
    0.0,
    0.027397213503718376,
    0.0,
    0.054794467985630035,
    0.12286686897277832,
    0.0,
    0.0,
    0.2521294355392456,
    0.23030294477939606,
    0.1266375333070755,
    0.037036992609500885,
    0.10526309162378311,
    0.0,
    0.0,
    0.0,
    0.2588234543800354,
    0.0,
    0.23611104488372803,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.08888883143663406,
    0.0,
    0.0,
    0.09502258896827698,
    0.012986965477466583,
    0.08217911422252655,
    0.0,
    0.04210520535707474,
    0.1499999463558197,
    0.0,
    0.056277044117450714,
    0.0,
    0.0,
    0.0,
    0.3665337860584259,
    0.0,
    0.0,
    0.0,
    0.10147296637296677,
    0.0,
    0.011235903948545456,
    0.0,
    0.04444438964128494,
    0.0,
    0.019230758771300316,
    0.0,
    0.02962958812713623,
    0.0869564637541771,
    0.04999994486570358,
    0.07423576712608337,
    0.050847407430410385,
    0.05175035074353218
   ],
   "time": 180.32607648987323,
   "param": [
    {
     "p": 0.02538985386490822,
     "m": 1.0
    },
    {
     "p": 0.0007278547273017466,
     "m": 1.0
    },
    {
     "p": 0.1532081514596939,
     "m": 1.0
    },
    {
     "p": 0.1795700043439865,
     "m": 1.0
    },
    {
     "p": 0.02745932526886463,
     "m": 1.0
    },
    {
     "p": 0.10008791089057922,
     "m": 1.0
    },
    {
     "p": 0.10884959995746613,
     "m": 1.0
    },
    {
     "p": 0.11806125193834305,
     "m": 1.0
    },
    {
     "p": 0.0007278547273017466,
     "m": 1.0
    },
    {
     "p": 0.02354518510401249,
     "m": 1.0
    },
    {
     "p": 0.0025989424902945757,
     "m": 1.0
    },
    {
     "p": 0.07534406334161758,
     "m": 1.0
    },
    {
     "p": 0.18370217084884644,
     "m": 1.0
    },
    {
     "p": 0.0007278547273017466,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 3,
   "train_loss": 8.23735523223877,
   "val_loss": 3.9708218574523926,
   "acc": 9.63,
   "f1": [
    0.21192048490047455,
    0.09893986582756042,
    0.09493666887283325,
    0.0,
    0.0,
    0.0,
    0.09620248526334763,
    0.017699090763926506,
    0.019801972433924675,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.07534241676330566,
    0.07223471999168396,
    0.0,
    0.0,
    0.018691571429371834,
    0.1683366298675537,
    0.0,
    0.0723513811826706,
    0.2532750070095062,
    0.0,
    0.0,
    0.0,
    0.05324457958340645,
    0.02777773141860962,
    0.0,
    0.20083676278591156,
    0.0,
    0.11570242792367935,
    0.07999995350837708,
    0.0,
    0.03149602562189102,
    0.0,
    0.0,
    0.0,
    0.03636360913515091,
    0.0,
    0.09174308180809021,
    0.06611566245555878,
    0.0753064677119255,
    0.0,
    0.0,
    0.0,
    0.15300540626049042,
    0.1287553459405899,
    0.19883033633232117,
    0.0,
    0.07999993860721588,
    0.5273630023002625,
    0.20833326876163483,
    0.16793888807296753,
    0.0,
    0.13201315701007843,
    0.07008758932352066,
    0.0,
    0.15243898332118988,
    0.4330707788467407,
    0.09160300344228745,
    0.2795030474662781,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.2751321792602539,
    0.05128201097249985,
    0.23076917231082916,
    0.19534875452518463,
    0.06896546483039856,
    0.242537260055542,
    0.0,
    0.0,
    0.03773583099246025,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.31818175315856934,
    0.0,
    0.05749482661485672,
    0.018348604440689087,
    0.15384608507156372,
    0.022222168743610382,
    0.0,
    0.0,
    0.048780445009469986,
    0.0,
    0.025973977521061897,
    0.017391279339790344,
    0.0,
    0.1647058129310608,
    0.11956514418125153,
    0.0,
    0.01960783451795578,
    0.0
   ],
   "time": 181.53510936815292,
   "param": [
    {
     "p": 0.10380074381828308,
     "m": 1.0
    },
    {
     "p": 0.0007106359698809683,
     "m": 1.0
    },
    {
     "p": 0.11569502204656601,
     "m": 1.0
    },
    {
     "p": 0.12629570066928864,
     "m": 1.0
    },
    {
     "p": 0.08789696544408798,
     "m": 1.0
    },
    {
     "p": 0.06528815627098083,
     "m": 1.0
    },
    {
     "p": 0.06583677977323532,
     "m": 1.0
    },
    {
     "p": 0.1324739158153534,
     "m": 1.0
    },
    {
     "p": 0.0007106359698809683,
     "m": 1.0
    },
    {
     "p": 0.045924924314022064,
     "m": 1.0
    },
    {
     "p": 0.0034183566458523273,
     "m": 1.0
    },
    {
     "p": 0.11323806643486023,
     "m": 1.0
    },
    {
     "p": 0.13799940049648285,
     "m": 1.0
    },
    {
     "p": 0.0007106359698809683,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 4,
   "train_loss": 7.710464000701904,
   "val_loss": 3.789456367492676,
   "acc": 13.62,
   "f1": [
    0.21199995279312134,
    0.2084941565990448,
    0.0,
    0.016528895124793053,
    0.0,
    0.04861106351017952,
    0.05084741488099098,
    0.119999960064888,
    0.0,
    0.0,
    0.0,
    0.09418277442455292,
    0.028168966993689537,
    0.0,
    0.048780445009469986,
    0.0,
    0.16666659712791443,
    0.21621616184711456,
    0.2369145303964615,
    0.018691571429371834,
    0.22388052940368652,
    0.09009005129337311,
    0.03571423515677452,
    0.018867909908294678,
    0.31229227781295776,
    0.03636360913515091,
    0.0,
    0.03174598142504692,
    0.1288135051727295,
    0.05263153836131096,
    0.07272724062204361,
    0.0,
    0.0,
    0.05797096714377403,
    0.01941746659576893,
    0.015503838658332825,
    0.014705840498209,
    0.0,
    0.0,
    0.10285711288452148,
    0.0368097648024559,
    0.3797467052936554,
    0.08076006919145584,
    0.13486839830875397,
    0.0,
    0.0,
    0.0,
    0.23728807270526886,
    0.09950242191553116,
    0.20657269656658173,
    0.0,
    0.0,
    0.4729062616825104,
    0.20720712840557098,
    0.17637792229652405,
    0.0,
    0.17508411407470703,
    0.052980080246925354,
    0.07692305743694305,
    0.061538416892290115,
    0.40111416578292847,
    0.11711709201335907,
    0.19548864662647247,
    0.12698407471179962,
    0.030769191682338715,
    0.0,
    0.018017996102571487,
    0.07352935522794724,
    0.4013157784938812,
    0.20098033547401428,
    0.11382109671831131,
    0.3555554449558258,
    0.0,
    0.26277363300323486,
    0.06329108029603958,
    0.160714253783226,
    0.26190465688705444,
    0.019801972433924675,
    0.0,
    0.1081080511212349,
    0.01612899824976921,
    0.0,
    0.35967299342155457,
    0.0,
    0.0,
    0.14062495529651642,
    0.12499994784593582,
    0.0,
    0.0,
    0.1596957892179489,
    0.017391279339790344,
    0.18656711280345917,
    0.13550132513046265,
    0.0,
    0.19999997317790985,
    0.30275216698646545,
    0.14666660130023956,
    0.0,
    0.10112354159355164,
    0.0
   ],
   "time": 184.0593500379473,
   "param": [
    {
     "p": 0.07328719645738602,
     "m": 1.0
    },
    {
     "p": 0.046622518450021744,
     "m": 1.0
    },
    {
     "p": 0.10747431218624115,
     "m": 1.0
    },
    {
     "p": 0.12217873334884644,
     "m": 1.0
    },
    {
     "p": 0.09749196469783783,
     "m": 1.0
    },
    {
     "p": 0.05654745548963547,
     "m": 1.0
    },
    {
     "p": 0.1131318211555481,
     "m": 1.0
    },
    {
     "p": 0.09717512875795364,
     "m": 1.0
    },
    {
     "p": 0.008193965069949627,
     "m": 1.0
    },
    {
     "p": 0.017640123143792152,
     "m": 1.0
    },
    {
     "p": 0.019253287464380264,
     "m": 1.0
    },
    {
     "p": 0.11610925197601318,
     "m": 1.0
    },
    {
     "p": 0.12418800592422485,
     "m": 1.0
    },
    {
     "p": 0.000706240301951766,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 5,
   "train_loss": 8.236202239990234,
   "val_loss": 3.6488699913024902,
   "acc": 16.98,
   "f1": [
    0.3443707227706909,
    0.09090904891490936,
    0.01960783451795578,
    0.0,
    0.0,
    0.052173878997564316,
    0.09523804485797882,
    0.14503812789916992,
    0.10937497019767761,
    0.21782174706459045,
    0.0,
    0.03658531606197357,
    0.16853927075862885,
    0.13186806440353394,
    0.03333330154418945,
    0.1240309551358223,
    0.0,
    0.23312875628471375,
    0.12765952944755554,
    0.0,
    0.2918148636817932,
    0.1316017061471939,
    0.11199993640184402,
    0.4226802885532379,
    0.3846152722835541,
    0.0504201278090477,
    0.018348604440689087,
    0.017699090763926506,
    0.14925366640090942,
    0.0639999583363533,
    0.25499996542930603,
    0.0,
    0.0,
    0.18055549263954163,
    0.019230758771300316,
    0.1395348161458969,
    0.19444438815116882,
    0.1028570905327797,
    0.018348604440689087,
    0.13043473660945892,
    0.03448272496461868,
    0.36575865745544434,
    0.10695181041955948,
    0.15421684086322784,
    0.08661413937807083,
    0.03636360913515091,
    0.035398200154304504,
    0.2992125153541565,
    0.20779214799404144,
    0.06611566245555878,
    0.0,
    0.01941746659576893,
    0.48829421401023865,
    0.41176459193229675,
    0.2949307858943939,
    0.0,
    0.2163933962583542,
    0.11320748925209045,
    0.20095685124397278,
    0.12499994039535522,
    0.5739129781723022,
    0.18987338244915009,
    0.30516424775123596,
    0.14463835954666138,
    0.10793645679950714,
    0.0,
    0.11387894302606583,
    0.0,
    0.5090908408164978,
    0.2786884307861328,
    0.03389827162027359,
    0.34394893050193787,
    0.06965170055627823,
    0.09756092727184296,
    0.05633797496557236,
    0.2794116735458374,
    0.30107519030570984,
    0.018691571429371834,
    0.05830899253487587,
    0.1226993277668953,
    0.027026981115341187,
    0.07407402247190475,
    0.5274723768234253,
    0.09999994188547134,
    0.03508768975734711,
    0.19607840478420258,
    0.2696628272533417,
    0.1675977110862732,
    0.04580147936940193,
    0.24242417514324188,
    0.06956518441438675,
    0.3276835083961487,
    0.03478258103132248,
    0.019230758771300316,
    0.2596684396266937,
    0.24999995529651642,
    0.11475405097007751,
    0.081818126142025,
    0.12068960070610046,
    0.0
   ],
   "time": 183.45100942254066,
   "param": [
    {
     "p": 0.08561959117650986,
     "m": 1.0
    },
    {
     "p": 0.02411271259188652,
     "m": 1.0
    },
    {
     "p": 0.10620708763599396,
     "m": 1.0
    },
    {
     "p": 0.08173216134309769,
     "m": 1.0
    },
    {
     "p": 0.0909309983253479,
     "m": 1.0
    },
    {
     "p": 0.05678767338395119,
     "m": 1.0
    },
    {
     "p": 0.09631402045488358,
     "m": 1.0
    },
    {
     "p": 0.11447982490062714,
     "m": 1.0
    },
    {
     "p": 0.02258525975048542,
     "m": 1.0
    },
    {
     "p": 0.06400362402200699,
     "m": 1.0
    },
    {
     "p": 0.01626523770391941,
     "m": 1.0
    },
    {
     "p": 0.10654719918966293,
     "m": 1.0
    },
    {
     "p": 0.13369908928871155,
     "m": 1.0
    },
    {
     "p": 0.000715483445674181,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 6,
   "train_loss": 7.606046676635742,
   "val_loss": 3.461094617843628,
   "acc": 18.05,
   "f1": [
    0.3636362850666046,
    0.23728805780410767,
    0.0869564488530159,
    0.0,
    0.0,
    0.1052631139755249,
    0.1752987504005432,
    0.19047611951828003,
    0.13513508439064026,
    0.19540224969387054,
    0.0,
    0.07142851501703262,
    0.1229049563407898,
    0.0,
    0.04958673566579819,
    0.0,
    0.20134222507476807,
    0.2966751456260681,
    0.2332015186548233,
    0.17266179621219635,
    0.3179486393928528,
    0.2886596620082855,
    0.11764699220657349,
    0.4154588282108307,
    0.34905651211738586,
    0.0,
    0.08771926164627075,
    0.018017996102571487,
    0.20895513892173767,
    0.11510787159204483,
    0.210526242852211,
    0.0,
    0.035398200154304504,
    0.11428564786911011,
    0.12788629531860352,
    0.019047604873776436,
    0.1857142299413681,
    0.1290322095155716,
    0.06363631039857864,
    0.16923071444034576,
    0.09032251685857773,
    0.467661589384079,
    0.13127408921718597,
    0.10204078257083893,
    0.01851850003004074,
    0.08450698852539062,
    0.07476632297039032,
    0.32499992847442627,
    0.19999994337558746,
    0.20125779509544373,
    0.0,
    0.05447465553879738,
    0.2816900610923767,
    0.31088075041770935,
    0.3225805461406708,
    0.04357295110821724,
    0.25316447019577026,
    0.15824171900749207,
    0.1759999394416809,
    0.0,
    0.5627704858779907,
    0.1754385232925415,
    0.3735406994819641,
    0.1286173313856125,
    0.0,
    0.12422355264425278,
    0.0946236178278923,
    0.05714283511042595,
    0.4329267740249634,
    0.30303022265434265,
    0.19259251654148102,
    0.390243798494339,
    0.04999994859099388,
    0.25112101435661316,
    0.0,
    0.33492809534072876,
    0.3237409293651581,
    0.10416660457849503,
    0.0,
    0.14173224568367004,
    0.07343408465385437,
    0.12643671035766602,
    0.4366196393966675,
    0.13559314608573914,
    0.0,
    0.2176164984703064,
    0.25249162316322327,
    0.052173878997564316,
    0.0,
    0.20657269656658173,
    0.15238089859485626,
    0.31818172335624695,
    0.12999993562698364,
    0.1647058129310608,
    0.21138201653957367,
    0.31147530674934387,
    0.16666659712791443,
    0.01785712130367756,
    0.019230758771300316,
    0.11570242792367935
   ],
   "time": 200.53646423015743,
   "param": [
    {
     "p": 0.08863339573144913,
     "m": 1.0
    },
    {
     "p": 0.0367477722465992,
     "m": 1.0
    },
    {
     "p": 0.09466316550970078,
     "m": 1.0
    },
    {
     "p": 0.10835433751344681,
     "m": 1.0
    },
    {
     "p": 0.08159082382917404,
     "m": 1.0
    },
    {
     "p": 0.0675835907459259,
     "m": 1.0
    },
    {
     "p": 0.1015462651848793,
     "m": 1.0
    },
    {
     "p": 0.11039624363183975,
     "m": 1.0
    },
    {
     "p": 0.022113272920250893,
     "m": 1.0
    },
    {
     "p": 0.009327031672000885,
     "m": 1.0
    },
    {
     "p": 0.037224020808935165,
     "m": 1.0
    },
    {
     "p": 0.11431243270635605,
     "m": 1.0
    },
    {
     "p": 0.12679769098758698,
     "m": 1.0
    },
    {
     "p": 0.0007100042421370745,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 7,
   "train_loss": 7.058572769165039,
   "val_loss": 3.2395029067993164,
   "acc": 19.44,
   "f1": [
    0.30810806155204773,
    0.14062495529651642,
    0.10769226402044296,
    0.08982031047344208,
    0.031249960884451866,
    0.12578611075878143,
    0.19047611951828003,
    0.1891891211271286,
    0.12177981436252594,
    0.32558128237724304,
    0.01639341004192829,
    0.05084741488099098,
    0.2014051228761673,
    0.1916166990995407,
    0.12422355264425278,
    0.13572850823402405,
    0.19580411911010742,
    0.33476385474205017,
    0.23715409636497498,
    0.07874010503292084,
    0.32142847776412964,
    0.18111251294612885,
    0.12631572782993317,
    0.46009382605552673,
    0.41249990463256836,
    0.08264458924531937,
    0.03571426123380661,
    0.1184210255742073,
    0.24489790201187134,
    0.12612608075141907,
    0.2932550609111786,
    0.07142851501703262,
    0.052631545811891556,
    0.12598420679569244,
    0.17560969293117523,
    0.17266179621219635,
    0.2558138370513916,
    0.0,
    0.12612608075141907,
    0.0806451216340065,
    0.0921052023768425,
    0.5487803816795349,
    0.03333330154418945,
    0.22033889591693878,
    0.018691571429371834,
    0.01960783451795578,
    0.14619877934455872,
    0.28776970505714417,
    0.21582727134227753,
    0.13749992847442627,
    0.0,
    0.08602144569158554,
    0.58730149269104,
    0.3034482002258301,
    0.28806576132774353,
    0.01694912277162075,
    0.33532923460006714,
    0.15300540626049042,
    0.1951218843460083,
    0.16593880951404572,
    0.6706585884094238,
    0.1951218843460083,
    0.299999862909317,
    0.14285708963871002,
    0.018181798979640007,
    0.09999995678663254,
    0.08930985629558563,
    0.19108274579048157,
    0.2434782087802887,
    0.35714274644851685,
    0.3124999403953552,
    0.3552630543708801,
    0.0,
    0.2399999350309372,
    0.0447760745882988,
    0.27061304450035095,
    0.4274192452430725,
    0.10210204869508743,
    0.0,
    0.19555547833442688,
    0.04958672448992729,
    0.08333329111337662,
    0.5644170045852661,
    0.17105256021022797,
    0.06106865406036377,
    0.27272719144821167,
    0.3088802397251129,
    0.0,
    0.0,
    0.16993455588817596,
    0.1194029375910759,
    0.3157894015312195,
    0.017093989998102188,
    0.035398200154304504,
    0.2879580855369568,
    0.31152641773223877,
    0.03636360913515091,
    0.046511583030223846,
    0.017543835565447807,
    0.07339446991682053
   ],
   "time": 197.09303333610296,
   "param": [
    {
     "p": 0.08748439699411392,
     "m": 1.0
    },
    {
     "p": 0.03544206544756889,
     "m": 1.0
    },
    {
     "p": 0.11107072234153748,
     "m": 1.0
    },
    {
     "p": 0.09557979553937912,
     "m": 1.0
    },
    {
     "p": 0.086055688560009,
     "m": 1.0
    },
    {
     "p": 0.0718320980668068,
     "m": 1.0
    },
    {
     "p": 0.08348286151885986,
     "m": 1.0
    },
    {
     "p": 0.09616824984550476,
     "m": 1.0
    },
    {
     "p": 0.02685336023569107,
     "m": 1.0
    },
    {
     "p": 0.05593924969434738,
     "m": 1.0
    },
    {
     "p": 0.022360973060131073,
     "m": 1.0
    },
    {
     "p": 0.11523735523223877,
     "m": 1.0
    },
    {
     "p": 0.111783966422081,
     "m": 1.0
    },
    {
     "p": 0.0007091987645253539,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 8,
   "train_loss": 7.058082580566406,
   "val_loss": 3.2443456649780273,
   "acc": 21.4,
   "f1": [
    0.3254236578941345,
    0.22099439799785614,
    0.0672268494963646,
    0.19642849266529083,
    0.09523802995681763,
    0.14364632964134216,
    0.16806717216968536,
    0.21097040176391602,
    0.16600783169269562,
    0.3272726535797119,
    0.017543835565447807,
    0.0707964226603508,
    0.2464454174041748,
    0.11570242792367935,
    0.057553909718990326,
    0.12087904661893845,
    0.2054053246974945,
    0.28820955753326416,
    0.06956518441438675,
    0.19318175315856934,
    0.42162150144577026,
    0.31333327293395996,
    0.18279562890529633,
    0.3983401656150818,
    0.37982189655303955,
    0.05607474222779274,
    0.07575751841068268,
    0.14379078149795532,
    0.3050846755504608,
    0.11864402145147324,
    0.239999920129776,
    0.17021270096302032,
    0.20779214799404144,
    0.22545449435710907,
    0.019801972433924675,
    0.10769226402044296,
    0.22222214937210083,
    0.13043473660945892,
    0.03418800234794617,
    0.08333329111337662,
    0.12244893610477448,
    0.49350637197494507,
    0.1390373706817627,
    0.18719208240509033,
    0.0838322788476944,
    0.0,
    0.1481480747461319,
    0.34726682305336,
    0.18421046435832977,
    0.12389375269412994,
    0.03773580119013786,
    0.11049720644950867,
    0.5132741928100586,
    0.3897762894630432,
    0.4291844367980957,
    0.048484791070222855,
    0.19999992847442627,
    0.1801241785287857,
    0.23021577298641205,
    0.1361255943775177,
    0.6770831346511841,
    0.2636362612247467,
    0.3517586886882782,
    0.22972965240478516,
    0.0,
    0.018867909908294678,
    0.0,
    0.1857142299413681,
    0.5875704884529114,
    0.382978618144989,
    0.26845628023147583,
    0.45685264468193054,
    0.04545450210571289,
    0.27649760246276855,
    0.057553909718990326,
    0.4352940320968628,
    0.40769219398498535,
    0.046511583030223846,
    0.04054049029946327,
    0.11392398923635483,
    0.054347772151231766,
    0.14084501564502716,
    0.4246574342250824,
    0.224358931183815,
    0.04026840627193451,
    0.2929935157299042,
    0.16417904198169708,
    0.19548864662647247,
    0.0,
    0.2208588421344757,
    0.09230764210224152,
    0.31489354372024536,
    0.052631527185440063,
    0.06201545521616936,
    0.2964959144592285,
    0.31914883852005005,
    0.19999992847442627,
    0.11313515156507492,
    0.11981560289859772,
    0.18360653519630432
   ],
   "time": 205.87923249788582,
   "param": [
    {
     "p": 0.09182503074407578,
     "m": 1.0
    },
    {
     "p": 0.020834578201174736,
     "m": 1.0
    },
    {
     "p": 0.10270924866199493,
     "m": 1.0
    },
    {
     "p": 0.0868024155497551,
     "m": 1.0
    },
    {
     "p": 0.11233263462781906,
     "m": 1.0
    },
    {
     "p": 0.026774875819683075,
     "m": 1.0
    },
    {
     "p": 0.10234246402978897,
     "m": 1.0
    },
    {
     "p": 0.12938347458839417,
     "m": 1.0
    },
    {
     "p": 0.04002665355801582,
     "m": 1.0
    },
    {
     "p": 0.02589656412601471,
     "m": 1.0
    },
    {
     "p": 0.008646317757666111,
     "m": 1.0
    },
    {
     "p": 0.11944291740655899,
     "m": 1.0
    },
    {
     "p": 0.1322827786207199,
     "m": 1.0
    },
    {
     "p": 0.0006999720353633165,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 9,
   "train_loss": 7.737724781036377,
   "val_loss": 3.2928643226623535,
   "acc": 20.92,
   "f1": [
    0.39195966720581055,
    0.2872926890850067,
    0.19886358082294464,
    0.18390797078609467,
    0.0666666254401207,
    0.1951218843460083,
    0.11764701455831528,
    0.23423415422439575,
    0.13836471736431122,
    0.2938387989997864,
    0.0,
    0.09115277975797653,
    0.20382159948349,
    0.1010100394487381,
    0.08333329111337662,
    0.12941168248653412,
    0.17391297221183777,
    0.33103442192077637,
    0.1509433388710022,
    0.12612608075141907,
    0.30769219994544983,
    0.3358207941055298,
    0.11976040154695511,
    0.33333325386047363,
    0.4016392230987549,
    0.16149060428142548,
    0.10434778034687042,
    0.10256402939558029,
    0.1672726720571518,
    0.11111105233430862,
    0.3250882625579834,
    0.12422355264425278,
    0.1258740872144699,
    0.28571417927742004,
    0.2010049670934677,
    0.11956514418125153,
    0.19259251654148102,
    0.1725887656211853,
    0.11336030066013336,
    0.16438350081443787,
    0.15135130286216736,
    0.4024389982223511,
    0.14084501564502716,
    0.2424241602420807,
    0.01851850003004074,
    0.018348604440689087,
    0.05369122326374054,
    0.38888877630233765,
    0.26797381043434143,
    0.24362601339817047,
    0.016666635870933533,
    0.06837603449821472,
    0.39473676681518555,
    0.487046480178833,
    0.25720617175102234,
    0.0,
    0.318471223115921,
    0.23841053247451782,
    0.1720929890871048,
    0.01785712130367756,
    0.47222208976745605,
    0.2514968812465668,
    0.3793102502822876,
    0.20408159494400024,
    0.06417106837034225,
    0.037037014961242676,
    0.0,
    0.11475405097007751,
    0.5389220714569092,
    0.28240734338760376,
    0.0,
    0.21848730742931366,
    0.06936410069465637,
    0.04999995976686478,
    0.0,
    0.3636362552642822,
    0.4191175699234009,
    0.0,
    0.11583005636930466,
    0.1558440923690796,
    0.0,
    0.14814810454845428,
    0.6103284358978271,
    0.19209031760692596,
    0.048780445009469986,
    0.2514618933200836,
    0.16618071496486664,
    0.14736837148666382,
    0.01612899824976921,
    0.28019312024116516,
    0.14925366640090942,
    0.3535352647304535,
    0.14328354597091675,
    0.03921567276120186,
    0.4380951225757599,
    0.2276422083377838,
    0.13445372879505157,
    0.1829652488231659,
    0.0,
    0.1758241206407547
   ],
   "time": 211.68702672142535,
   "param": [
    {
     "p": 0.09425214678049088,
     "m": 1.0
    },
    {
     "p": 0.031243037432432175,
     "m": 1.0
    },
    {
     "p": 0.10056935250759125,
     "m": 1.0
    },
    {
     "p": 0.11100055277347565,
     "m": 1.0
    },
    {
     "p": 0.09094855189323425,
     "m": 1.0
    },
    {
     "p": 0.05191595479846001,
     "m": 1.0
    },
    {
     "p": 0.0856783539056778,
     "m": 1.0
    },
    {
     "p": 0.11677806824445724,
     "m": 1.0
    },
    {
     "p": 0.014784489758312702,
     "m": 1.0
    },
    {
     "p": 0.05841356888413429,
     "m": 1.0
    },
    {
     "p": 0.039710965007543564,
     "m": 1.0
    },
    {
     "p": 0.09363149851560593,
     "m": 1.0
    },
    {
     "p": 0.11037375777959824,
     "m": 1.0
    },
    {
     "p": 0.0006996476440690458,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 10,
   "train_loss": 6.41793966293335,
   "val_loss": 3.2782909870147705,
   "acc": 22.45,
   "f1": [
    0.49999991059303284,
    0.24305549263954163,
    0.09917350858449936,
    0.07812494784593582,
    0.0,
    0.13533830642700195,
    0.22346359491348267,
    0.12213735282421112,
    0.17021270096302032,
    0.3376622200012207,
    0.09356718510389328,
    0.15789467096328735,
    0.1129031702876091,
    0.2117646485567093,
    0.1360543668270111,
    0.1257142275571823,
    0.2138364166021347,
    0.2783299684524536,
    0.16113737225532532,
    0.10852707922458649,
    0.40764322876930237,
    0.25373128056526184,
    0.20731700956821442,
    0.43678146600723267,
    0.38028159737586975,
    0.12307687103748322,
    0.10169485956430435,
    0.1549295336008072,
    0.31531521677970886,
    0.16326524317264557,
    0.17834389209747314,
    0.18656711280345917,
    0.19580411911010742,
    0.13725487887859344,
    0.18731114268302917,
    0.05309731885790825,
    0.2268906980752945,
    0.06504061073064804,
    0.11764699220657349,
    0.29577454924583435,
    0.09999995678663254,
    0.5073169469833374,
    0.0,
    0.19136957824230194,
    0.1126759946346283,
    0.03921567276120186,
    0.019801972433924675,
    0.334117591381073,
    0.2634729743003845,
    0.25892847776412964,
    0.03636360913515091,
    0.0,
    0.35918357968330383,
    0.4561401903629303,
    0.25850334763526917,
    0.015267136506736279,
    0.2576685845851898,
    0.2181817591190338,
    0.2212388664484024,
    0.14965979754924774,
    0.6448596715927124,
    0.24999991059303284,
    0.3937499225139618,
    0.23529405891895294,
    0.017699090763926506,
    0.03333330154418945,
    0.13259662687778473,
    0.239999920129776,
    0.5038759112358093,
    0.41176462173461914,
    0.2456139624118805,
    0.4973543584346771,
    0.07185622304677963,
    0.29429423809051514,
    0.11578940600156784,
    0.44444432854652405,
    0.5031445622444153,
    0.03571426123380661,
    0.01941746659576893,
    0.1764705330133438,
    0.05714280158281326,
    0.1061946451663971,
    0.5508472919464111,
    0.16279062628746033,
    0.10679605603218079,
    0.27322396636009216,
    0.09756092727184296,
    0.16140346229076385,
    0.0,
    0.29629623889923096,
    0.12941168248653412,
    0.3504272401332855,
    0.13861380517482758,
    0.0451127365231514,
    0.36933788657188416,
    0.3846152722835541,
    0.13333328068256378,
    0.11851847171783447,
    0.0701754093170166,
    0.14864858984947205
   ],
   "time": 213.94229300227016,
   "param": [
    {
     "p": 0.08847078680992126,
     "m": 1.0
    },
    {
     "p": 0.012822040356695652,
     "m": 1.0
    },
    {
     "p": 0.09868767857551575,
     "m": 1.0
    },
    {
     "p": 0.06293603777885437,
     "m": 1.0
    },
    {
     "p": 0.10849296301603317,
     "m": 1.0
    },
    {
     "p": 0.06879235804080963,
     "m": 1.0
    },
    {
     "p": 0.10060399025678635,
     "m": 1.0
    },
    {
     "p": 0.0961829423904419,
     "m": 1.0
    },
    {
     "p": 0.02705232985317707,
     "m": 1.0
    },
    {
     "p": 0.04167740046977997,
     "m": 1.0
    },
    {
     "p": 0.039321985095739365,
     "m": 1.0
    },
    {
     "p": 0.11043518781661987,
     "m": 1.0
    },
    {
     "p": 0.14382663369178772,
     "m": 1.0
    },
    {
     "p": 0.0006977388402447104,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 11,
   "train_loss": 6.57194709777832,
   "val_loss": 3.1451377868652344,
   "acc": 24.21,
   "f1": [
    0.4137929677963257,
    0.3278687596321106,
    0.23166018724441528,
    0.11822652816772461,
    0.054944999516010284,
    0.1798941045999527,
    0.19999994337558746,
    0.17391297221183777,
    0.17081844806671143,
    0.2488037645816803,
    0.01851850003004074,
    0.10169486701488495,
    0.10909086465835571,
    0.13333328068256378,
    0.1741572618484497,
    0.15789468586444855,
    0.07633582502603531,
    0.34576261043548584,
    0.20080316066741943,
    0.17085421085357666,
    0.44578301906585693,
    0.29249006509780884,
    0.1931033730506897,
    0.3720929026603699,
    0.4090907871723175,
    0.12499994784593582,
    0.085470050573349,
    0.06611566245555878,
    0.35955044627189636,
    0.18604643642902374,
    0.27488142251968384,
    0.1885245442390442,
    0.21090902388095856,
    0.27722764015197754,
    0.1129031702876091,
    0.1809954047203064,
    0.23863628506660461,
    0.0,
    0.05309731885790825,
    0.15277770161628723,
    0.1290322095155716,
    0.42537304759025574,
    0.16149060428142548,
    0.22058822214603424,
    0.03738315775990486,
    0.13333328068256378,
    0.21621613204479218,
    0.3354036211967468,
    0.3268481194972992,
    0.2658958435058594,
    0.09795912355184555,
    0.03252029046416283,
    0.4555554687976837,
    0.4367087781429291,
    0.4190475046634674,
    0.077922023832798,
    0.31372538208961487,
    0.23834188282489777,
    0.2714284658432007,
    0.15209119021892548,
    0.618867814540863,
    0.29896897077560425,
    0.29850736260414124,
    0.28571417927742004,
    0.13131308555603027,
    0.07407402247190475,
    0.09039541333913803,
    0.29074883460998535,
    0.5714284181594849,
    0.38993698358535767,
    0.2706766128540039,
    0.5052630305290222,
    0.07843131572008133,
    0.3076922297477722,
    0.13422814011573792,
    0.4107743203639984,
    0.31877726316452026,
    0.018181798979640007,
    0.09638547897338867,
    0.1558440923690796,
    0.0869564563035965,
    0.12499994784593582,
    0.5702809691429138,
    0.21945132315158844,
    0.08333327621221542,
    0.2871793806552887,
    0.1927710473537445,
    0.21582727134227753,
    0.0,
    0.3385826051235199,
    0.17021268606185913,
    0.33333322405815125,
    0.04999995976686478,
    0.18390797078609467,
    0.5060239434242249,
    0.3179486393928528,
    0.23204411566257477,
    0.154929518699646,
    0.07518791407346725,
    0.0967741385102272
   ],
   "time": 215.1975752916187,
   "param": [
    {
     "p": 0.09038889408111572,
     "m": 1.0
    },
    {
     "p": 0.04422620311379433,
     "m": 1.0
    },
    {
     "p": 0.10502073913812637,
     "m": 1.0
    },
    {
     "p": 0.10002239048480988,
     "m": 1.0
    },
    {
     "p": 0.0908203125,
     "m": 1.0
    },
    {
     "p": 0.060245539993047714,
     "m": 1.0
    },
    {
     "p": 0.08698656409978867,
     "m": 1.0
    },
    {
     "p": 0.08450745791196823,
     "m": 1.0
    },
    {
     "p": 0.02500893920660019,
     "m": 1.0
    },
    {
     "p": 0.03711141645908356,
     "m": 1.0
    },
    {
     "p": 0.04476947337388992,
     "m": 1.0
    },
    {
     "p": 0.11040743440389633,
     "m": 1.0
    },
    {
     "p": 0.11977317929267883,
     "m": 1.0
    },
    {
     "p": 0.0007114006439223886,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 12,
   "train_loss": 6.685225486755371,
   "val_loss": 3.086162805557251,
   "acc": 26.38,
   "f1": [
    0.48309168219566345,
    0.2922373414039612,
    0.1729728877544403,
    0.07619044184684753,
    0.1162789985537529,
    0.08888883143663406,
    0.26993855834007263,
    0.2932329773902893,
    0.18009470403194427,
    0.30487796664237976,
    0.09160300344228745,
    0.03773583099246025,
    0.2430938482284546,
    0.18817201256752014,
    0.10852707922458649,
    0.15384609997272491,
    0.27173903584480286,
    0.3694266378879547,
    0.30303022265434265,
    0.15384608507156372,
    0.3636362850666046,
    0.33100226521492004,
    0.2556390166282654,
    0.42682915925979614,
    0.5020919442176819,
    0.11594197899103165,
    0.07407402247190475,
    0.15384607017040253,
    0.37125736474990845,
    0.17567561566829681,
    0.34814804792404175,
    0.19451367855072021,
    0.2482757866382599,
    0.2697673439979553,
    0.2576686441898346,
    0.1360543668270111,
    0.2999999225139618,
    0.170940101146698,
    0.14893612265586853,
    0.30208322405815125,
    0.23357655107975006,
    0.5647057294845581,
    0.13664589822292328,
    0.2962961792945862,
    0.1194029375910759,
    0.13733899593353271,
    0.145695298910141,
    0.3934425115585327,
    0.289940744638443,
    0.14876028895378113,
    0.08376957476139069,
    0.14705877006053925,
    0.5123456120491028,
    0.46728962659835815,
    0.41095879673957825,
    0.0,
    0.4023667275905609,
    0.2647058069705963,
    0.25157225131988525,
    0.17679551243782043,
    0.6695650219917297,
    0.35643553733825684,
    0.30075180530548096,
    0.2718445658683777,
    0.10526309907436371,
    0.12857137620449066,
    0.06818175315856934,
    0.3314915895462036,
    0.612244725227356,
    0.5056177973747253,
    0.3383083641529083,
    0.41891881823539734,
    0.06557372957468033,
    0.23232315480709076,
    0.10227267444133759,
    0.5172412991523743,
    0.5284972786903381,
    0.06289302557706833,
    0.13402055203914642,
    0.19889496266841888,
    0.08510631322860718,
    0.13114747405052185,
    0.6073297262191772,
    0.2616821527481079,
    0.12969277799129486,
    0.27777767181396484,
    0.3467741012573242,
    0.2727271616458893,
    0.09815943986177444,
    0.2830768823623657,
    0.20091316103935242,
    0.4295300841331482,
    0.13664589822292328,
    0.0701754093170166,
    0.3636362850666046,
    0.29787224531173706,
    0.1525423377752304,
    0.15277770161628723,
    0.09411758184432983,
    0.17241372168064117
   ],
   "time": 216.02986899390817,
   "param": [
    {
     "p": 0.09872598201036453,
     "m": 1.0
    },
    {
     "p": 0.03301483020186424,
     "m": 1.0
    },
    {
     "p": 0.10897926241159439,
     "m": 1.0
    },
    {
     "p": 0.0920918732881546,
     "m": 1.0
    },
    {
     "p": 0.10830289870500565,
     "m": 1.0
    },
    {
     "p": 0.053109437227249146,
     "m": 1.0
    },
    {
     "p": 0.06375854462385178,
     "m": 1.0
    },
    {
     "p": 0.09383204579353333,
     "m": 1.0
    },
    {
     "p": 0.03474535793066025,
     "m": 1.0
    },
    {
     "p": 0.044707220047712326,
     "m": 1.0
    },
    {
     "p": 0.03519224748015404,
     "m": 1.0
    },
    {
     "p": 0.1062193214893341,
     "m": 1.0
    },
    {
     "p": 0.12662427127361298,
     "m": 1.0
    },
    {
     "p": 0.0006966604851186275,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 13,
   "train_loss": 6.463977813720703,
   "val_loss": 3.0025579929351807,
   "acc": 27.57,
   "f1": [
    0.5120771527290344,
    0.3298244774341583,
    0.16923071444034576,
    0.21256029605865479,
    0.09090902656316757,
    0.20792071521282196,
    0.1864406168460846,
    0.3063828945159912,
    0.16510315239429474,
    0.36065563559532166,
    0.01785712130367756,
    0.2105262726545334,
    0.25777769088745117,
    0.127999946475029,
    0.1129031702876091,
    0.15813946723937988,
    0.22525590658187866,
    0.4387753903865814,
    0.1951218843460083,
    0.10084028542041779,
    0.4307691156864166,
    0.44311365485191345,
    0.179775208234787,
    0.41732272505760193,
    0.48979586362838745,
    0.10909086465835571,
    0.12612608075141907,
    0.17391297221183777,
    0.4210525155067444,
    0.19811314344406128,
    0.3568074107170105,
    0.23430955410003662,
    0.24242417514324188,
    0.23809517920017242,
    0.18867920339107513,
    0.16999994218349457,
    0.18823523819446564,
    0.20560741424560547,
    0.15384608507156372,
    0.32335323095321655,
    0.18320602178573608,
    0.47843125462532043,
    0.18897631764411926,
    0.2389935851097107,
    0.13157887756824493,
    0.10256405174732208,
    0.22935770452022552,
    0.40394076704978943,
    0.40999990701675415,
    0.3196346163749695,
    0.0,
    0.16556286811828613,
    0.621513843536377,
    0.4727271497249603,
    0.43349742889404297,
    0.0645160898566246,
    0.4338623583316803,
    0.2343323826789856,
    0.27083322405815125,
    0.23021577298641205,
    0.6608694195747375,
    0.27049171924591064,
    0.4210525155067444,
    0.27999991178512573,
    0.06779655069112778,
    0.15730330348014832,
    0.07194238901138306,
    0.32142847776412964,
    0.5638765096664429,
    0.38095226883888245,
    0.4018263518810272,
    0.5093631744384766,
    0.09491519629955292,
    0.27322396636009216,
    0.11111105233430862,
    0.5488370656967163,
    0.434540331363678,
    0.07291661202907562,
    0.11612900346517563,
    0.2492753118276596,
    0.08602144569158554,
    0.11864402145147324,
    0.590908944606781,
    0.20731700956821442,
    0.07812494784593582,
    0.40975597500801086,
    0.3034055233001709,
    0.2840908169746399,
    0.07874010503292084,
    0.3778800964355469,
    0.19999994337558746,
    0.40517228841781616,
    0.12598420679569244,
    0.18279562890529633,
    0.412811279296875,
    0.2748090922832489,
    0.2962961792945862,
    0.20338977873325348,
    0.018181798979640007,
    0.13008125126361847
   ],
   "time": 219.17732503823936,
   "param": [
    {
     "p": 0.09544803947210312,
     "m": 1.0
    },
    {
     "p": 0.010233010165393353,
     "m": 1.0
    },
    {
     "p": 0.10721719264984131,
     "m": 1.0
    },
    {
     "p": 0.07876016199588776,
     "m": 1.0
    },
    {
     "p": 0.09748079627752304,
     "m": 1.0
    },
    {
     "p": 0.05769498273730278,
     "m": 1.0
    },
    {
     "p": 0.10830911993980408,
     "m": 1.0
    },
    {
     "p": 0.10813126713037491,
     "m": 1.0
    },
    {
     "p": 0.0332273431122303,
     "m": 1.0
    },
    {
     "p": 0.018800493329763412,
     "m": 1.0
    },
    {
     "p": 0.0501658134162426,
     "m": 1.0
    },
    {
     "p": 0.1103723868727684,
     "m": 1.0
    },
    {
     "p": 0.12344484031200409,
     "m": 1.0
    },
    {
     "p": 0.0007145553245209157,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 14,
   "train_loss": 6.218688488006592,
   "val_loss": 3.0874264240264893,
   "acc": 26.03,
   "f1": [
    0.3749999403953552,
    0.2977527379989624,
    0.2580644190311432,
    0.2094240039587021,
    0.09278344362974167,
    0.1573033332824707,
    0.28723397850990295,
    0.34374991059303284,
    0.22321420907974243,
    0.3592813014984131,
    0.05970144271850586,
    0.14426225423812866,
    0.15686267614364624,
    0.21857915818691254,
    0.2371133416891098,
    0.12307687103748322,
    0.28571417927742004,
    0.3448275029659271,
    0.2954544723033905,
    0.22222213447093964,
    0.3437499701976776,
    0.3421051502227783,
    0.23611101508140564,
    0.37883004546165466,
    0.5189187526702881,
    0.15107905864715576,
    0.10937494784593582,
    0.08695648610591888,
    0.3675212860107422,
    0.19209031760692596,
    0.3386242389678955,
    0.1438848376274109,
    0.2512076497077942,
    0.2519684433937073,
    0.22317588329315186,
    0.05172409862279892,
    0.28571417927742004,
    0.03738315775990486,
    0.17715615034103394,
    0.2533332407474518,
    0.23350247740745544,
    0.3341522514820099,
    0.13740453124046326,
    0.24999992549419403,
    0.07407403737306595,
    0.09150320291519165,
    0.15929199755191803,
    0.39631327986717224,
    0.2656249403953552,
    0.28651678562164307,
    0.015503838658332825,
    0.07777772098779678,
    0.4809383749961853,
    0.45161283016204834,
    0.23728805780410767,
    0.018867909908294678,
    0.37575745582580566,
    0.2571427524089813,
    0.15384608507156372,
    0.17567561566829681,
    0.6869564056396484,
    0.30555543303489685,
    0.4313724637031555,
    0.2999999225139618,
    0.03199996426701546,
    0.15706801414489746,
    0.06944438815116882,
    0.31627896428108215,
    0.5847455859184265,
    0.4659089744091034,
    0.2739725112915039,
    0.3999999165534973,
    0.03418800234794617,
    0.3169397711753845,
    0.09395967423915863,
    0.3865545988082886,
    0.5157893896102905,
    0.1118420660495758,
    0.12440184503793716,
    0.16260157525539398,
    0.06578941643238068,
    0.13636358082294464,
    0.6315788626670837,
    0.1550387144088745,
    0.180851012468338,
    0.23809516429901123,
    0.3209875524044037,
    0.23170723021030426,
    0.09970669448375702,
    0.20312491059303284,
    0.2159382402896881,
    0.3196720480918884,
    0.0,
    0.10434778034687042,
    0.4508668780326843,
    0.3170730471611023,
    0.21568621695041656,
    0.25352105498313904,
    0.12565438449382782,
    0.08771926164627075
   ],
   "time": 215.03042051754892,
   "param": [
    {
     "p": 0.08326391875743866,
     "m": 1.0
    },
    {
     "p": 0.0006929804803803563,
     "m": 1.0
    },
    {
     "p": 0.10438331961631775,
     "m": 1.0
    },
    {
     "p": 0.08957213908433914,
     "m": 1.0
    },
    {
     "p": 0.0917791798710823,
     "m": 1.0
    },
    {
     "p": 0.029790641739964485,
     "m": 1.0
    },
    {
     "p": 0.09902877360582352,
     "m": 1.0
    },
    {
     "p": 0.1221594288945198,
     "m": 1.0
    },
    {
     "p": 0.03294051066040993,
     "m": 1.0
    },
    {
     "p": 0.06383265554904938,
     "m": 1.0
    },
    {
     "p": 0.044771723449230194,
     "m": 1.0
    },
    {
     "p": 0.0894719585776329,
     "m": 1.0
    },
    {
     "p": 0.14761973917484283,
     "m": 1.0
    },
    {
     "p": 0.0006929804803803563,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 15,
   "train_loss": 5.832618236541748,
   "val_loss": 2.903038501739502,
   "acc": 27.57,
   "f1": [
    0.49999988079071045,
    0.3577980697154999,
    0.19999994337558746,
    0.10447756201028824,
    0.048780445009469986,
    0.24193541705608368,
    0.23611101508140564,
    0.34123215079307556,
    0.24999991059303284,
    0.35460981726646423,
    0.04705876484513283,
    0.1706160604953766,
    0.23673462867736816,
    0.2129276990890503,
    0.1499999314546585,
    0.12598420679569244,
    0.25531908869743347,
    0.4291844367980957,
    0.27667975425720215,
    0.20168061554431915,
    0.4630540609359741,
    0.46363624930381775,
    0.22064052522182465,
    0.32748526334762573,
    0.5825241804122925,
    0.160756453871727,
    0.1052631139755249,
    0.19534875452518463,
    0.36619704961776733,
    0.2580644190311432,
    0.36641210317611694,
    0.22317588329315186,
    0.31638407707214355,
    0.2431371659040451,
    0.17610056698322296,
    0.019047604873776436,
    0.2906573414802551,
    0.1391303837299347,
    0.17449656128883362,
    0.26136353611946106,
    0.278026819229126,
    0.5150213837623596,
    0.21192045509815216,
    0.14598533511161804,
    0.17085421085357666,
    0.07339446991682053,
    0.1655171811580658,
    0.3622828423976898,
    0.3053433895111084,
    0.17187494039535522,
    0.058252375572919846,
    0.17525766789913177,
    0.46391740441322327,
    0.48559659719467163,
    0.4237917363643646,
    0.060150329023599625,
    0.4093022048473358,
    0.31284910440444946,
    0.23963125050067902,
    0.23611101508140564,
    0.5567764043807983,
    0.30630621314048767,
    0.36887598037719727,
    0.24892695248126984,
    0.018181798979640007,
    0.1758241206407547,
    0.03225803002715111,
    0.2923975884914398,
    0.5569619536399841,
    0.4808742105960846,
    0.27428561449050903,
    0.4293477535247803,
    0.1325300633907318,
    0.31730762124061584,
    0.15261036157608032,
    0.5572138428688049,
    0.535519003868103,
    0.017391279339790344,
    0.14857135713100433,
    0.1777777075767517,
    0.09523803740739822,
    0.19444440305233002,
    0.6054052114486694,
    0.127999946475029,
    0.13461533188819885,
    0.3473052978515625,
    0.3314284682273865,
    0.22666659951210022,
    0.05128201097249985,
    0.2598869204521179,
    0.18604643642902374,
    0.3659573495388031,
    0.11864402145147324,
    0.09022551029920578,
    0.4836600124835968,
    0.38392844796180725,
    0.18978095054626465,
    0.22834637761116028,
    0.13333329558372498,
    0.23414628207683563
   ],
   "time": 205.4953442569822,
   "param": [
    {
     "p": 0.10702124983072281,
     "m": 1.0
    },
    {
     "p": 0.0028819034341722727,
     "m": 1.0
    },
    {
     "p": 0.10775435715913773,
     "m": 1.0
    },
    {
     "p": 0.11332463473081589,
     "m": 1.0
    },
    {
     "p": 0.09273508191108704,
     "m": 1.0
    },
    {
     "p": 0.040421221405267715,
     "m": 1.0
    },
    {
     "p": 0.09733118861913681,
     "m": 1.0
    },
    {
     "p": 0.11152524501085281,
     "m": 1.0
    },
    {
     "p": 0.02319493517279625,
     "m": 1.0
    },
    {
     "p": 0.05220568925142288,
     "m": 1.0
    },
    {
     "p": 0.04996350780129433,
     "m": 1.0
    },
    {
     "p": 0.09663848578929901,
     "m": 1.0
    },
    {
     "p": 0.10430179536342621,
     "m": 1.0
    },
    {
     "p": 0.0007007375825196505,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 16,
   "train_loss": 6.409133434295654,
   "val_loss": 2.894818067550659,
   "acc": 28.57,
   "f1": [
    0.5599998831748962,
    0.32051271200180054,
    0.18934904038906097,
    0.24999991059303284,
    0.05128201097249985,
    0.193548321723938,
    0.28571417927742004,
    0.3426293730735779,
    0.2524271011352539,
    0.3592231869697571,
    0.01960783451795578,
    0.20930226147174835,
    0.32051271200180054,
    0.22580640017986298,
    0.2165604531764984,
    0.1639343500137329,
    0.19753079116344452,
    0.43678149580955505,
    0.32432425022125244,
    0.220779150724411,
    0.3588390052318573,
    0.42162150144577026,
    0.1844659447669983,
    0.4905659258365631,
    0.43086808919906616,
    0.12857137620449066,
    0.20731700956821442,
    0.1641024947166443,
    0.25655969977378845,
    0.21782170236110687,
    0.3195875287055969,
    0.21874994039535522,
    0.2763635516166687,
    0.3406112492084503,
    0.19548864662647247,
    0.08484841883182526,
    0.27428561449050903,
    0.11570242792367935,
    0.14285707473754883,
    0.23529404401779175,
    0.23904375731945038,
    0.49999988079071045,
    0.17948710918426514,
    0.3385826051235199,
    0.06349202245473862,
    0.1279069036245346,
    0.21874994039535522,
    0.4191615581512451,
    0.35602086782455444,
    0.3037973642349243,
    0.08474572747945786,
    0.0491802878677845,
    0.4910179078578949,
    0.4947367310523987,
    0.3473052978515625,
    0.023391760885715485,
    0.4180789887905121,
    0.27329182624816895,
    0.2843136191368103,
    0.23350247740745544,
    0.7253884673118591,
    0.31372541189193726,
    0.41964274644851685,
    0.2415093332529068,
    0.15555550158023834,
    0.1403508186340332,
    0.08333326876163483,
    0.29126206040382385,
    0.5583038330078125,
    0.46808499097824097,
    0.3387977182865143,
    0.4768211245536804,
    0.04958673566579819,
    0.3041473925113678,
    0.14772720634937286,
    0.44660186767578125,
    0.5617020726203918,
    0.12182734906673431,
    0.09090903401374817,
    0.20388342440128326,
    0.06106865406036377,
    0.07352935522794724,
    0.5714284777641296,
    0.2840908169746399,
    0.12935318052768707,
    0.39490434527397156,
    0.2745096981525421,
    0.24260348081588745,
    0.07812494784593582,
    0.22950811684131622,
    0.2616821527481079,
    0.3740456998348236,
    0.04799995943903923,
    0.0813007652759552,
    0.4646463692188263,
    0.3673468828201294,
    0.2193547636270523,
    0.240802600979805,
    0.1279069036245346,
    0.12499994784593582
   ],
   "time": 215.13840875029564,
   "param": [
    {
     "p": 0.107634536921978,
     "m": 1.0
    },
    {
     "p": 0.02250117063522339,
     "m": 1.0
    },
    {
     "p": 0.0933784693479538,
     "m": 1.0
    },
    {
     "p": 0.09866884350776672,
     "m": 1.0
    },
    {
     "p": 0.08334340900182724,
     "m": 1.0
    },
    {
     "p": 0.03144165128469467,
     "m": 1.0
    },
    {
     "p": 0.08041021972894669,
     "m": 1.0
    },
    {
     "p": 0.10716314613819122,
     "m": 1.0
    },
    {
     "p": 0.04047852009534836,
     "m": 1.0
    },
    {
     "p": 0.0506136380136013,
     "m": 1.0
    },
    {
     "p": 0.040391840040683746,
     "m": 1.0
    },
    {
     "p": 0.1142386943101883,
     "m": 1.0
    },
    {
     "p": 0.1290334016084671,
     "m": 1.0
    },
    {
     "p": 0.0007024875958450139,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 17,
   "train_loss": 5.866306304931641,
   "val_loss": 2.8734970092773438,
   "acc": 28.56,
   "f1": [
    0.517857015132904,
    0.2916666269302368,
    0.13580238819122314,
    0.1866666078567505,
    0.03809521719813347,
    0.19196423888206482,
    0.24358965456485748,
    0.3026314675807953,
    0.22499993443489075,
    0.33716467022895813,
    0.07092193514108658,
    0.1777777075767517,
    0.32941165566444397,
    0.2692306935787201,
    0.15028895437717438,
    0.16853927075862885,
    0.23826707899570465,
    0.4864863455295563,
    0.30281683802604675,
    0.21459220349788666,
    0.46153831481933594,
    0.3959389626979828,
    0.21126753091812134,
    0.44725728034973145,
    0.5123965740203857,
    0.123287633061409,
    0.14371250569820404,
    0.10389603674411774,
    0.3823528289794922,
    0.21428565680980682,
    0.32804223895072937,
    0.2732918858528137,
    0.21327009797096252,
    0.24691349267959595,
    0.1864406168460846,
    0.1764705330133438,
    0.2613981366157532,
    0.22784805297851562,
    0.19191910326480865,
    0.3249998986721039,
    0.2948717176914215,
    0.5110130310058594,
    0.21794864535331726,
    0.13888882100582123,
    0.15189868211746216,
    0.15434080362319946,
    0.1240309551358223,
    0.44444432854652405,
    0.3795619308948517,
    0.3389829397201538,
    0.03809521719813347,
    0.09448814392089844,
    0.5967741012573242,
    0.4538460373878479,
    0.4594593942165375,
    0.10666660219430923,
    0.385650098323822,
    0.2690582275390625,
    0.28235283493995667,
    0.22459883987903595,
    0.6276149749755859,
    0.3230768144130707,
    0.33882349729537964,
    0.30909082293510437,
    0.08571423590183258,
    0.16867463290691376,
    0.08275856822729111,
    0.3586955666542053,
    0.6115701198577881,
    0.4656083285808563,
    0.20289847254753113,
    0.5396824479103088,
    0.10752681642770767,
    0.24675315618515015,
    0.08474572747945786,
    0.5726140141487122,
    0.5730335712432861,
    0.13888882100582123,
    0.09374994784593582,
    0.21138204634189606,
    0.07368415594100952,
    0.1530611664056778,
    0.5575219988822937,
    0.2512076497077942,
    0.1445782631635666,
    0.3064514994621277,
    0.36018943786621094,
    0.24637670814990997,
    0.14285710453987122,
    0.32432422041893005,
    0.2753622233867645,
    0.3775508999824524,
    0.1290322095155716,
    0.1912349909543991,
    0.5024153590202332,
    0.25599992275238037,
    0.2366863340139389,
    0.26600977778434753,
    0.1282050609588623,
    0.19047611951828003
   ],
   "time": 219.6363094234839,
   "param": [
    {
     "p": 0.09315643459558487,
     "m": 1.0
    },
    {
     "p": 0.0161354448646307,
     "m": 1.0
    },
    {
     "p": 0.10395115613937378,
     "m": 1.0
    },
    {
     "p": 0.1009325459599495,
     "m": 1.0
    },
    {
     "p": 0.08214941620826721,
     "m": 1.0
    },
    {
     "p": 0.054565489292144775,
     "m": 1.0
    },
    {
     "p": 0.07835523039102554,
     "m": 1.0
    },
    {
     "p": 0.11978671699762344,
     "m": 1.0
    },
    {
     "p": 0.04709995910525322,
     "m": 1.0
    },
    {
     "p": 0.04548383876681328,
     "m": 1.0
    },
    {
     "p": 0.03827985003590584,
     "m": 1.0
    },
    {
     "p": 0.10303731262683868,
     "m": 1.0
    },
    {
     "p": 0.1163863092660904,
     "m": 1.0
    },
    {
     "p": 0.0006802750867791474,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 18,
   "train_loss": 5.947208881378174,
   "val_loss": 2.923734426498413,
   "acc": 28.93,
   "f1": [
    0.5443785786628723,
    0.41245123744010925,
    0.22619038820266724,
    0.12698407471179962,
    0.17801040410995483,
    0.19496850669384003,
    0.3157894015312195,
    0.3106059730052948,
    0.26262614130973816,
    0.36018943786621094,
    0.0958903580904007,
    0.14857135713100433,
    0.25423723459243774,
    0.22784805297851562,
    0.17218534648418427,
    0.15999992191791534,
    0.24390234053134918,
    0.47826072573661804,
    0.2941175699234009,
    0.22279788553714752,
    0.5027320981025696,
    0.4724408686161041,
    0.24427472054958344,
    0.2519684433937073,
    0.4690264165401459,
    0.1911262422800064,
    0.1550387144088745,
    0.20606057345867157,
    0.32624104619026184,
    0.20155030488967896,
    0.23376615345478058,
    0.30107519030570984,
    0.30769217014312744,
    0.2842104732990265,
    0.22485199570655823,
    0.10071936994791031,
    0.2727271616458893,
    0.11764700710773468,
    0.17560969293117523,
    0.3265305161476135,
    0.27631568908691406,
    0.6077346205711365,
    0.19277101755142212,
    0.23357655107975006,
    0.11594196408987045,
    0.09523804485797882,
    0.2719297707080841,
    0.39490434527397156,
    0.37563440203666687,
    0.29752060770988464,
    0.07253880053758621,
    0.12598420679569244,
    0.6274508833885193,
    0.5560536980628967,
    0.42682915925979614,
    0.10569099336862564,
    0.4670049846172333,
    0.2758619785308838,
    0.23489925265312195,
    0.2741115987300873,
    0.5962262749671936,
    0.3376622200012207,
    0.4068964719772339,
    0.3084576427936554,
    0.06024090573191643,
    0.21118006110191345,
    0.16091948747634888,
    0.21118006110191345,
    0.49999988079071045,
    0.5099998712539673,
    0.25165554881095886,
    0.45697322487831116,
    0.1081080511212349,
    0.33333319425582886,
    0.16312050819396973,
    0.5541123747825623,
    0.5472635626792908,
    0.12468824535608292,
    0.10344821214675903,
    0.1965317279100418,
    0.1361701488494873,
    0.10852707922458649,
    0.6296295523643494,
    0.31730762124061584,
    0.14953264594078064,
    0.2999998927116394,
    0.3066665530204773,
    0.3196720480918884,
    0.0,
    0.3108503818511963,
    0.20266662538051605,
    0.3829786479473114,
    0.12244893610477448,
    0.18705029785633087,
    0.550898015499115,
    0.38983041048049927,
    0.33333322405815125,
    0.27615058422088623,
    0.09722216427326202,
    0.13513506948947906
   ],
   "time": 209.95816600508988,
   "param": [
    {
     "p": 0.09321857988834381,
     "m": 1.0
    },
    {
     "p": 0.030794944614171982,
     "m": 1.0
    },
    {
     "p": 0.0967874675989151,
     "m": 1.0
    },
    {
     "p": 0.09013426303863525,
     "m": 1.0
    },
    {
     "p": 0.08699458837509155,
     "m": 1.0
    },
    {
     "p": 0.05354069173336029,
     "m": 1.0
    },
    {
     "p": 0.09485724568367004,
     "m": 1.0
    },
    {
     "p": 0.10534196346998215,
     "m": 1.0
    },
    {
     "p": 0.047044601291418076,
     "m": 1.0
    },
    {
     "p": 0.039857763797044754,
     "m": 1.0
    },
    {
     "p": 0.04671415314078331,
     "m": 1.0
    },
    {
     "p": 0.1002952829003334,
     "m": 1.0
    },
    {
     "p": 0.10467689484357834,
     "m": 1.0
    },
    {
     "p": 0.009741518646478653,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 19,
   "train_loss": 5.507319450378418,
   "val_loss": 3.12096905708313,
   "acc": 29.89,
   "f1": [
    0.5641024112701416,
    0.35205981135368347,
    0.22784802317619324,
    0.2577318847179413,
    0.14814810454845428,
    0.20634913444519043,
    0.2753622233867645,
    0.26900574564933777,
    0.24999991059303284,
    0.34782594442367554,
    0.15135130286216736,
    0.1594683825969696,
    0.2556390166282654,
    0.22941172122955322,
    0.18320602178573608,
    0.15126045048236847,
    0.2705313265323639,
    0.4022345542907715,
    0.3535352647304535,
    0.2933332324028015,
    0.5291004180908203,
    0.3985764682292938,
    0.24175815284252167,
    0.5056177973747253,
    0.43575409054756165,
    0.18404902517795563,
    0.1550387144088745,
    0.17358486354351044,
    0.3482586145401001,
    0.20634911954402924,
    0.3018867075443268,
    0.28260859847068787,
    0.24902716279029846,
    0.29931965470314026,
    0.2771083414554596,
    0.08235287666320801,
    0.3209875524044037,
    0.15488210320472717,
    0.18772555887699127,
    0.43999987840652466,
    0.2488888055086136,
    0.5766869187355042,
    0.2807016372680664,
    0.3351954519748688,
    0.048780445009469986,
    0.09374994784593582,
    0.16326527297496796,
    0.4607841968536377,
    0.4170615077018738,
    0.2795697748661041,
    0.0639999583363533,
    0.21145367622375488,
    0.6008967757225037,
    0.5443785786628723,
    0.44444432854652405,
    0.08633087575435638,
    0.4659089744091034,
    0.29813653230667114,
    0.2967032194137573,
    0.26190465688705444,
    0.5999998450279236,
    0.33333325386047363,
    0.434782475233078,
    0.3050846755504608,
    0.09523804485797882,
    0.23111103475093842,
    0.11904755234718323,
    0.2922373414039612,
    0.4799998998641968,
    0.44805192947387695,
    0.3703702688217163,
    0.5263156890869141,
    0.07643306255340576,
    0.32075464725494385,
    0.17346931993961334,
    0.47311821579933167,
    0.5999998450279236,
    0.06349202245473862,
    0.16143491864204407,
    0.14285710453987122,
    0.018691571429371834,
    0.17721512913703918,
    0.6478871703147888,
    0.3487178385257721,
    0.1854303926229477,
    0.38596484065055847,
    0.3478259742259979,
    0.2570280432701111,
    0.13333328068256378,
    0.2727271318435669,
    0.24836595356464386,
    0.33228832483291626,
    0.21890540421009064,
    0.052631545811891556,
    0.5308640599250793,
    0.3983401656150818,
    0.23188398778438568,
    0.2366863340139389,
    0.14529910683631897,
    0.19444438815116882
   ],
   "time": 205.10064052417874,
   "param": [
    {
     "p": 0.10411525517702103,
     "m": 1.0
    },
    {
     "p": 0.03490743041038513,
     "m": 1.0
    },
    {
     "p": 0.09435321390628815,
     "m": 1.0
    },
    {
     "p": 0.11279566586017609,
     "m": 1.0
    },
    {
     "p": 0.08904939144849777,
     "m": 1.0
    },
    {
     "p": 0.05436353757977486,
     "m": 1.0
    },
    {
     "p": 0.050557881593704224,
     "m": 1.0
    },
    {
     "p": 0.10310184210538864,
     "m": 1.0
    },
    {
     "p": 0.02872743271291256,
     "m": 1.0
    },
    {
     "p": 0.06175917387008667,
     "m": 1.0
    },
    {
     "p": 0.04887321591377258,
     "m": 1.0
    },
    {
     "p": 0.09617740660905838,
     "m": 1.0
    },
    {
     "p": 0.12052133679389954,
     "m": 1.0
    },
    {
     "p": 0.0006972320261411369,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 20,
   "train_loss": 5.753547668457031,
   "val_loss": 2.7925548553466797,
   "acc": 29.3,
   "f1": [
    0.594594419002533,
    0.27415725588798523,
    0.28699544072151184,
    0.2485874742269516,
    0.12345675379037857,
    0.21447715163230896,
    0.24193541705608368,
    0.326315701007843,
    0.24516120553016663,
    0.4102562963962555,
    0.11363628506660461,
    0.12162157148122787,
    0.2938774824142456,
    0.22535203397274017,
    0.17054256796836853,
    0.10218973457813263,
    0.262857049703598,
    0.4729062616825104,
    0.2505800127983093,
    0.23357655107975006,
    0.5121949315071106,
    0.40251561999320984,
    0.23529404401779175,
    0.3661970794200897,
    0.5374448299407959,
    0.11538457125425339,
    0.17964066565036774,
    0.14723920822143555,
    0.28358200192451477,
    0.18579228222370148,
    0.33108100295066833,
    0.3253011107444763,
    0.26666656136512756,
    0.2575106620788574,
    0.2684563100337982,
    0.14652009308338165,
    0.3141360282897949,
    0.15165871381759644,
    0.08695648610591888,
    0.3165466785430908,
    0.26785707473754883,
    0.5607475638389587,
    0.21705420315265656,
    0.2264150232076645,
    0.19475649297237396,
    0.15116271376609802,
    0.21951214969158173,
    0.44444435834884644,
    0.39520949125289917,
    0.27272719144821167,
    0.12121206521987915,
    0.17834389209747314,
    0.53183513879776,
    0.5541123747825623,
    0.3149605393409729,
    0.12068960070610046,
    0.37062928080558777,
    0.282828152179718,
    0.2901960015296936,
    0.211055189371109,
    0.6734693050384521,
    0.3272726535797119,
    0.46231144666671753,
    0.26666656136512756,
    0.13157887756824493,
    0.1641024947166443,
    0.13284127414226532,
    0.30331745743751526,
    0.6764704585075378,
    0.547770619392395,
    0.37735840678215027,
    0.5401459336280823,
    0.1343872994184494,
    0.14705875515937805,
    0.19230762124061584,
    0.5860464572906494,
    0.5290321707725525,
    0.13756607472896576,
    0.12972965836524963,
    0.2613064646720886,
    0.08810566365718842,
    0.22222216427326202,
    0.6422017216682434,
    0.32558128237724304,
    0.11538457125425339,
    0.3946187198162079,
    0.3013697564601898,
    0.31404948234558105,
    0.16279062628746033,
    0.29743579030036926,
    0.24409443140029907,
    0.3858267068862915,
    0.15624994039535522,
    0.15079358220100403,
    0.5590060353279114,
    0.38497641682624817,
    0.20472434163093567,
    0.2955664098262787,
    0.02919703535735607,
    0.26041656732559204
   ],
   "time": 214.99886491987854,
   "param": [
    {
     "p": 0.09393923729658127,
     "m": 1.0
    },
    {
     "p": 0.03110934980213642,
     "m": 1.0
    },
    {
     "p": 0.10105331242084503,
     "m": 1.0
    },
    {
     "p": 0.0974285900592804,
     "m": 1.0
    },
    {
     "p": 0.09123454242944717,
     "m": 1.0
    },
    {
     "p": 0.05031150206923485,
     "m": 1.0
    },
    {
     "p": 0.0444117896258831,
     "m": 1.0
    },
    {
     "p": 0.10106304287910461,
     "m": 1.0
    },
    {
     "p": 0.05503597483038902,
     "m": 1.0
    },
    {
     "p": 0.037119802087545395,
     "m": 1.0
    },
    {
     "p": 0.04248812422156334,
     "m": 1.0
    },
    {
     "p": 0.12264389544725418,
     "m": 1.0
    },
    {
     "p": 0.13145893812179565,
     "m": 1.0
    },
    {
     "p": 0.0007019347976893187,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 21,
   "train_loss": 5.739527702331543,
   "val_loss": 2.9419443607330322,
   "acc": 29.51,
   "f1": [
    0.5533979535102844,
    0.3505153954029083,
    0.1052631139755249,
    0.17391295731067657,
    0.0874999463558197,
    0.165217325091362,
    0.3141360282897949,
    0.2597401440143585,
    0.27118635177612305,
    0.41249990463256836,
    0.10958898812532425,
    0.10084028542041779,
    0.3152172863483429,
    0.19078941643238068,
    0.20224712789058685,
    0.16417904198169708,
    0.2431371659040451,
    0.46696019172668457,
    0.2886596620082855,
    0.21262453496456146,
    0.552941083908081,
    0.45054933428764343,
    0.228571355342865,
    0.44372987747192383,
    0.5447153449058533,
    0.16470584273338318,
    0.12962959706783295,
    0.1428571194410324,
    0.3162054419517517,
    0.22352932393550873,
    0.3409090042114258,
    0.26153838634490967,
    0.28965505957603455,
    0.2127659022808075,
    0.24074065685272217,
    0.2075471132993698,
    0.28758159279823303,
    0.140350803732872,
    0.16993455588817596,
    0.37681150436401367,
    0.280373752117157,
    0.5454544425010681,
    0.21527771651744843,
    0.2731706500053406,
    0.11552341282367706,
    0.05504584312438965,
    0.22058817744255066,
    0.34999993443489075,
    0.4596272110939026,
    0.318471223115921,
    0.1406727284193039,
    0.20377352833747864,
    0.33333322405815125,
    0.5094338655471802,
    0.4302324652671814,
    0.0504201278090477,
    0.4135020077228546,
    0.206060528755188,
    0.24793381989002228,
    0.23841053247451782,
    0.6255142092704773,
    0.3809523284435272,
    0.4219408333301544,
    0.30270257592201233,
    0.06349202245473862,
    0.23364479839801788,
    0.09655166417360306,
    0.26388877630233765,
    0.5975102186203003,
    0.5082871913909912,
    0.38150280714035034,
    0.563380241394043,
    0.12451357394456863,
    0.3529411256313324,
    0.1647058129310608,
    0.5918366312980652,
    0.5454543828964233,
    0.07999993860721588,
    0.16888882219791412,
    0.2588233947753906,
    0.061538416892290115,
    0.24680845439434052,
    0.5714284181594849,
    0.30125513672828674,
    0.19047614932060242,
    0.3522011637687683,
    0.3373492956161499,
    0.33962252736091614,
    0.12676051259040833,
    0.2748090922832489,
    0.24291490018367767,
    0.3782050907611847,
    0.19209031760692596,
    0.1423947662115097,
    0.5167463421821594,
    0.4102563261985779,
    0.24999991059303284,
    0.30120471119880676,
    0.0921052023768425,
    0.17054256796836853
   ],
   "time": 233.20814307779074,
   "param": [
    {
     "p": 0.11458311975002289,
     "m": 1.0
    },
    {
     "p": 0.024755200371146202,
     "m": 1.0
    },
    {
     "p": 0.08817000687122345,
     "m": 1.0
    },
    {
     "p": 0.07742290198802948,
     "m": 1.0
    },
    {
     "p": 0.10037178546190262,
     "m": 1.0
    },
    {
     "p": 0.05915376543998718,
     "m": 1.0
    },
    {
     "p": 0.03704548999667168,
     "m": 1.0
    },
    {
     "p": 0.12208603322505951,
     "m": 1.0
    },
    {
     "p": 0.04195727780461311,
     "m": 1.0
    },
    {
     "p": 0.06752966344356537,
     "m": 1.0
    },
    {
     "p": 0.042044658213853836,
     "m": 1.0
    },
    {
     "p": 0.10375434160232544,
     "m": 1.0
    },
    {
     "p": 0.1192966178059578,
     "m": 1.0
    },
    {
     "p": 0.001829190761782229,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 22,
   "train_loss": 5.591253757476807,
   "val_loss": 2.785611152648926,
   "acc": 31.14,
   "f1": [
    0.592920184135437,
    0.362318754196167,
    0.2117646485567093,
    0.054054029285907745,
    0.11834313720464706,
    0.19428564608097076,
    0.12499995529651642,
    0.2868216037750244,
    0.24691353738307953,
    0.35643553733825684,
    0.10666660219430923,
    0.145695298910141,
    0.330826997756958,
    0.20740734040737152,
    0.21390368044376373,
    0.17610056698322296,
    0.25396817922592163,
    0.47908735275268555,
    0.23448269069194794,
    0.2430938482284546,
    0.5233643651008606,
    0.45238080620765686,
    0.25157222151756287,
    0.4670657217502594,
    0.5140561461448669,
    0.2580644190311432,
    0.11382109671831131,
    0.1728394329547882,
    0.3129250705242157,
    0.2634729743003845,
    0.3999998867511749,
    0.25945934653282166,
    0.29189181327819824,
    0.30075180530548096,
    0.30541861057281494,
    0.16494838893413544,
    0.34972667694091797,
    0.13636358082294464,
    0.2413792610168457,
    0.37125736474990845,
    0.3157894015312195,
    0.6031745076179504,
    0.21524657309055328,
    0.2762430012226105,
    0.14444437623023987,
    0.15813946723937988,
    0.1962864100933075,
    0.3892616331577301,
    0.4916200041770935,
    0.2695034444332123,
    0.09815943986177444,
    0.2403845638036728,
    0.5804194808006287,
    0.5741626024246216,
    0.4227641224861145,
    0.10891082137823105,
    0.4670657217502594,
    0.28571417927742004,
    0.3376622498035431,
    0.17834389209747314,
    0.6458331942558289,
    0.37815114855766296,
    0.45226117968559265,
    0.3583814203739166,
    0.10666660219430923,
    0.23696675896644592,
    0.05970144271850586,
    0.31275710463523865,
    0.6007903814315796,
    0.5199998617172241,
    0.22222214937210083,
    0.4577655494213104,
    0.09790203720331192,
    0.3663002848625183,
    0.13636358082294464,
    0.5541123747825623,
    0.6170212030410767,
    0.16249993443489075,
    0.16460900008678436,
    0.21621614694595337,
    0.1461537927389145,
    0.24170608818531036,
    0.6162160634994507,
    0.2895926535129547,
    0.18532812595367432,
    0.3999999165534973,
    0.3619908392429352,
    0.3594468832015991,
    0.1916166990995407,
    0.3756905198097229,
    0.26900574564933777,
    0.3838382959365845,
    0.17333325743675232,
    0.10937494784593582,
    0.4670049846172333,
    0.3636362850666046,
    0.26373615860939026,
    0.3316582143306732,
    0.09756091237068176,
    0.2048192024230957
   ],
   "time": 250.43488824553788,
   "param": [
    {
     "p": 0.09714372456073761,
     "m": 1.0
    },
    {
     "p": 0.010475794784724712,
     "m": 1.0
    },
    {
     "p": 0.11980140209197998,
     "m": 1.0
    },
    {
     "p": 0.07612200081348419,
     "m": 1.0
    },
    {
     "p": 0.07417190819978714,
     "m": 1.0
    },
    {
     "p": 0.05896492302417755,
     "m": 1.0
    },
    {
     "p": 0.07607243210077286,
     "m": 1.0
    },
    {
     "p": 0.08106563985347748,
     "m": 1.0
    },
    {
     "p": 0.05063271149992943,
     "m": 1.0
    },
    {
     "p": 0.06336798518896103,
     "m": 1.0
    },
    {
     "p": 0.04396061599254608,
     "m": 1.0
    },
    {
     "p": 0.10876806080341339,
     "m": 1.0
    },
    {
     "p": 0.1333303600549698,
     "m": 1.0
    },
    {
     "p": 0.006122377701103687,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 23,
   "train_loss": 5.0097126960754395,
   "val_loss": 2.889561891555786,
   "acc": 31.44,
   "f1": [
    0.5863873362541199,
    0.48401811718940735,
    0.23448269069194794,
    0.21359217166900635,
    0.09756091237068176,
    0.24489790201187134,
    0.3369564116001129,
    0.3411763310432434,
    0.23636355996131897,
    0.32365134358406067,
    0.0921052023768425,
    0.19459453225135803,
    0.28915655612945557,
    0.14754094183444977,
    0.19631893932819366,
    0.1734103411436081,
    0.27884605526924133,
    0.4818180501461029,
    0.27551010251045227,
    0.26262614130973816,
    0.49999988079071045,
    0.43548381328582764,
    0.24203814566135406,
    0.4705880880355835,
    0.4844289720058441,
    0.21874994039535522,
    0.19607838988304138,
    0.1843971163034439,
    0.42857131361961365,
    0.2674417495727539,
    0.3636362552642822,
    0.3088802397251129,
    0.31764698028564453,
    0.23166018724441528,
    0.10909086465835571,
    0.1126759946346283,
    0.30303022265434265,
    0.19047611951828003,
    0.18333330750465393,
    0.3522725999355316,
    0.2681563198566437,
    0.5978259444236755,
    0.26666656136512756,
    0.25675666332244873,
    0.05970144271850586,
    0.16049376130104065,
    0.21910107135772705,
    0.38974347710609436,
    0.4585364758968353,
    0.3693692684173584,
    0.08510632067918777,
    0.2713567018508911,
    0.5668447613716125,
    0.5333332419395447,
    0.4336569309234619,
    0.014184352941811085,
    0.5028570294380188,
    0.3084111213684082,
    0.30366483330726624,
    0.29906532168388367,
    0.6842103600502014,
    0.3636362552642822,
    0.4622640609741211,
    0.33720916509628296,
    0.07692302018404007,
    0.23423415422439575,
    0.0,
    0.33884286880493164,
    0.5622774958610535,
    0.49612393975257874,
    0.3119265139102936,
    0.5638296604156494,
    0.1229049563407898,
    0.32820504903793335,
    0.17105256021022797,
    0.6124998927116394,
    0.5560973882675171,
    0.13580238819122314,
    0.13043470680713654,
    0.185653954744339,
    0.09459453821182251,
    0.1656804084777832,
    0.5589519143104553,
    0.26373615860939026,
    0.18633535504341125,
    0.42790690064430237,
    0.33333325386047363,
    0.29319363832473755,
    0.18972326815128326,
    0.3529411256313324,
    0.22556383907794952,
    0.4585364758968353,
    0.16184966266155243,
    0.154929518699646,
    0.502923846244812,
    0.33333322405815125,
    0.3241378366947174,
    0.36585354804992676,
    0.12643671035766602,
    0.26046502590179443
   ],
   "time": 242.428912316449,
   "param": [
    {
     "p": 0.10213235020637512,
     "m": 1.0
    },
    {
     "p": 0.03760179132223129,
     "m": 1.0
    },
    {
     "p": 0.09788063913583755,
     "m": 1.0
    },
    {
     "p": 0.07005548477172852,
     "m": 1.0
    },
    {
     "p": 0.10497362911701202,
     "m": 1.0
    },
    {
     "p": 0.08023609966039658,
     "m": 1.0
    },
    {
     "p": 0.051538195461034775,
     "m": 1.0
    },
    {
     "p": 0.09352602064609528,
     "m": 1.0
    },
    {
     "p": 0.0352766290307045,
     "m": 1.0
    },
    {
     "p": 0.050579555332660675,
     "m": 1.0
    },
    {
     "p": 0.060549914836883545,
     "m": 1.0
    },
    {
     "p": 0.08195739984512329,
     "m": 1.0
    },
    {
     "p": 0.12982992827892303,
     "m": 1.0
    },
    {
     "p": 0.0038623108994215727,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 24,
   "train_loss": 5.358878135681152,
   "val_loss": 2.786924123764038,
   "acc": 31.29,
   "f1": [
    0.5161288976669312,
    0.35023030638694763,
    0.1891891211271286,
    0.05084741488099098,
    0.16811588406562805,
    0.26666656136512756,
    0.30588221549987793,
    0.38392844796180725,
    0.21505369246006012,
    0.4223601520061493,
    0.08474572747945786,
    0.1635219305753708,
    0.33755266666412354,
    0.2647058069705963,
    0.19565211236476898,
    0.15384608507156372,
    0.2589927613735199,
    0.42753612995147705,
    0.29959505796432495,
    0.25624993443489075,
    0.5419353246688843,
    0.4372759163379669,
    0.2525251507759094,
    0.5599998831748962,
    0.5408161878585815,
    0.23021577298641205,
    0.24154582619667053,
    0.16783210635185242,
    0.4019606411457062,
    0.26206886768341064,
    0.29813653230667114,
    0.20512813329696655,
    0.24675315618515015,
    0.23938217759132385,
    0.2837836742401123,
    0.15384609997272491,
    0.3253011107444763,
    0.1813601851463318,
    0.2007167935371399,
    0.47798728942871094,
    0.29319363832473755,
    0.5271965861320496,
    0.14598533511161804,
    0.3069306015968323,
    0.18279562890529633,
    0.14901955425739288,
    0.21857915818691254,
    0.4362138509750366,
    0.4150942265987396,
    0.37804868817329407,
    0.12676051259040833,
    0.2645913362503052,
    0.5869563817977905,
    0.5023254752159119,
    0.45833322405815125,
    0.03603601083159447,
    0.43171796202659607,
    0.2764226496219635,
    0.33333322405815125,
    0.25157222151756287,
    0.718893826007843,
    0.3563217520713806,
    0.43037962913513184,
    0.31372538208961487,
    0.12213735282421112,
    0.247999906539917,
    0.14330214262008667,
    0.28758159279823303,
    0.7032965421676636,
    0.5137613415718079,
    0.3522725999355316,
    0.5862067937850952,
    0.1379309743642807,
    0.33587780594825745,
    0.16999994218349457,
    0.5726870894432068,
    0.6185566186904907,
    0.1642511636018753,
    0.12396689504384995,
    0.22360241413116455,
    0.10457510501146317,
    0.09009005129337311,
    0.5141065120697021,
    0.28415289521217346,
    0.22999992966651917,
    0.3754265010356903,
    0.29965147376060486,
    0.3496502637863159,
    0.15957440435886383,
    0.36206886172294617,
    0.28310492634773254,
    0.4377681314945221,
    0.16666659712791443,
    0.16931210458278656,
    0.5521470904350281,
    0.4135337173938751,
    0.30097079277038574,
    0.26881712675094604,
    0.12149526178836823,
    0.2399999350309372
   ],
   "time": 247.6168607948348,
   "param": [
    {
     "p": 0.09374234080314636,
     "m": 1.0
    },
    {
     "p": 0.04288468509912491,
     "m": 1.0
    },
    {
     "p": 0.08863416314125061,
     "m": 1.0
    },
    {
     "p": 0.0927690863609314,
     "m": 1.0
    },
    {
     "p": 0.08607859164476395,
     "m": 1.0
    },
    {
     "p": 0.0554707907140255,
     "m": 1.0
    },
    {
     "p": 0.0902644619345665,
     "m": 1.0
    },
    {
     "p": 0.10704205930233002,
     "m": 1.0
    },
    {
     "p": 0.03139646351337433,
     "m": 1.0
    },
    {
     "p": 0.0544101819396019,
     "m": 1.0
    },
    {
     "p": 0.054335422813892365,
     "m": 1.0
    },
    {
     "p": 0.08129379898309708,
     "m": 1.0
    },
    {
     "p": 0.10642943531274796,
     "m": 1.0
    },
    {
     "p": 0.015248485840857029,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 25,
   "train_loss": 5.162657737731934,
   "val_loss": 2.7065207958221436,
   "acc": 31.82,
   "f1": [
    0.5068492293357849,
    0.3351954519748688,
    0.2536584436893463,
    0.2681563198566437,
    0.14659680426120758,
    0.20875413715839386,
    0.39111098647117615,
    0.31818172335624695,
    0.30409345030784607,
    0.36464083194732666,
    0.13114748895168304,
    0.1499999463558197,
    0.3317534327507019,
    0.18181811273097992,
    0.2519684433937073,
    0.1777777075767517,
    0.30864188075065613,
    0.4649445414543152,
    0.2873562276363373,
    0.23364479839801788,
    0.5277776718139648,
    0.4713374376296997,
    0.26315778493881226,
    0.48076915740966797,
    0.4716980755329132,
    0.2116401493549347,
    0.21238930523395538,
    0.1530611664056778,
    0.34042543172836304,
    0.28187909722328186,
    0.34745752811431885,
    0.28947362303733826,
    0.29813653230667114,
    0.32558128237724304,
    0.28571417927742004,
    0.13333328068256378,
    0.28181809186935425,
    0.1789472997188568,
    0.22857137024402618,
    0.3945577144622803,
    0.27722764015197754,
    0.5673075914382935,
    0.18749994039535522,
    0.37305691838264465,
    0.12213735282421112,
    0.1764705330133438,
    0.2771083414554596,
    0.3832334280014038,
    0.4198893904685974,
    0.28776970505714417,
    0.1282050609588623,
    0.2566037178039551,
    0.5652172565460205,
    0.474452406167984,
    0.5284972786903381,
    0.05555550009012222,
    0.4630540609359741,
    0.24285705387592316,
    0.3084576427936554,
    0.2526314854621887,
    0.6337447166442871,
    0.41176459193229675,
    0.41176465153694153,
    0.2944784462451935,
    0.03738315775990486,
    0.10169486701488495,
    0.15111105144023895,
    0.24844713509082794,
    0.7121950387954712,
    0.44444435834884644,
    0.3313608467578888,
    0.5508472919464111,
    0.15294109284877777,
    0.3408070504665375,
    0.21395343542099,
    0.5132074356079102,
    0.6086955070495605,
    0.16161610186100006,
    0.16091947257518768,
    0.14965979754924774,
    0.09150320291519165,
    0.23650382459163666,
    0.538181722164154,
    0.2614377737045288,
    0.23484840989112854,
    0.39153432846069336,
    0.37575745582580566,
    0.3738316595554352,
    0.1735159158706665,
    0.31372541189193726,
    0.275229275226593,
    0.3567250967025757,
    0.2010049670934677,
    0.12698405981063843,
    0.5128204226493835,
    0.4363635182380676,
    0.2783504128456116,
    0.2938387989997864,
    0.15748025476932526,
    0.21319790184497833
   ],
   "time": 251.80237113777548,
   "param": [
    {
     "p": 0.11273793876171112,
     "m": 1.0
    },
    {
     "p": 0.03090166486799717,
     "m": 1.0
    },
    {
     "p": 0.09436976909637451,
     "m": 1.0
    },
    {
     "p": 0.07784326374530792,
     "m": 1.0
    },
    {
     "p": 0.08394414186477661,
     "m": 1.0
    },
    {
     "p": 0.06627333909273148,
     "m": 1.0
    },
    {
     "p": 0.09255704283714294,
     "m": 1.0
    },
    {
     "p": 0.10695252567529678,
     "m": 1.0
    },
    {
     "p": 0.03546595945954323,
     "m": 1.0
    },
    {
     "p": 0.044517211616039276,
     "m": 1.0
    },
    {
     "p": 0.036352481693029404,
     "m": 1.0
    },
    {
     "p": 0.0904993936419487,
     "m": 1.0
    },
    {
     "p": 0.12688922882080078,
     "m": 1.0
    },
    {
     "p": 0.0006959783495403826,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 26,
   "train_loss": 5.312244892120361,
   "val_loss": 2.5892255306243896,
   "acc": 31.55,
   "f1": [
    0.631578803062439,
    0.35502949357032776,
    0.239999920129776,
    0.21090902388095856,
    0.1052631139755249,
    0.22950810194015503,
    0.28124991059303284,
    0.32116779685020447,
    0.20598001778125763,
    0.34126976132392883,
    0.11678826063871384,
    0.22105254232883453,
    0.2798634171485901,
    0.23157887160778046,
    0.21890540421009064,
    0.19047611951828003,
    0.3060108423233032,
    0.49999988079071045,
    0.2967032194137573,
    0.23300965130329132,
    0.6162160634994507,
    0.393063485622406,
    0.2536230981349945,
    0.5209301114082336,
    0.4999998211860657,
    0.21969690918922424,
    0.23134320974349976,
    0.23963125050067902,
    0.41717782616615295,
    0.24427472054958344,
    0.38157883286476135,
    0.3130989968776703,
    0.2873562276363373,
    0.212290421128273,
    0.27049171924591064,
    0.13157887756824493,
    0.3018867075443268,
    0.10256405174732208,
    0.23571421205997467,
    0.45454534888267517,
    0.36180898547172546,
    0.5059288144111633,
    0.213483065366745,
    0.3728812634944916,
    0.15662643313407898,
    0.15151509642601013,
    0.2649005651473999,
    0.4425530731678009,
    0.4469272196292877,
    0.26315778493881226,
    0.07407400757074356,
    0.22666659951210022,
    0.6031745076179504,
    0.491227924823761,
    0.44554442167282104,
    0.12834219634532928,
    0.5026736855506897,
    0.2957197427749634,
    0.3225805461406708,
    0.28571417927742004,
    0.7263157367706299,
    0.37349388003349304,
    0.45197728276252747,
    0.33587777614593506,
    0.12244893610477448,
    0.19095470011234283,
    0.1898304522037506,
    0.3157894015312195,
    0.6153844594955444,
    0.5414363145828247,
    0.43049317598342896,
    0.3851850926876068,
    0.0639999583363533,
    0.40394076704978943,
    0.14012733101844788,
    0.5953487157821655,
    0.6037734746932983,
    0.031745996326208115,
    0.1375921070575714,
    0.275229275226593,
    0.09523802250623703,
    0.27649760246276855,
    0.6632652282714844,
    0.29213473200798035,
    0.19209031760692596,
    0.369230717420578,
    0.4410255253314972,
    0.3096773326396942,
    0.12578611075878143,
    0.3728812634944916,
    0.28085100650787354,
    0.40170925855636597,
    0.16176463663578033,
    0.13333328068256378,
    0.5380709171295166,
    0.3542855978012085,
    0.19999991357326508,
    0.28571417927742004,
    0.1619046926498413,
    0.2622949779033661
   ],
   "time": 248.2312511978671,
   "param": [
    {
     "p": 0.09449165314435959,
     "m": 1.0
    },
    {
     "p": 0.03243694454431534,
     "m": 1.0
    },
    {
     "p": 0.10281896591186523,
     "m": 1.0
    },
    {
     "p": 0.07647544145584106,
     "m": 1.0
    },
    {
     "p": 0.08769703656435013,
     "m": 1.0
    },
    {
     "p": 0.06811422109603882,
     "m": 1.0
    },
    {
     "p": 0.07791256159543991,
     "m": 1.0
    },
    {
     "p": 0.08849350363016129,
     "m": 1.0
    },
    {
     "p": 0.04272694140672684,
     "m": 1.0
    },
    {
     "p": 0.060029286891222,
     "m": 1.0
    },
    {
     "p": 0.038684528321027756,
     "m": 1.0
    },
    {
     "p": 0.10880270600318909,
     "m": 1.0
    },
    {
     "p": 0.12063214182853699,
     "m": 1.0
    },
    {
     "p": 0.0006840858259238303,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 27,
   "train_loss": 5.658473968505859,
   "val_loss": 2.755610466003418,
   "acc": 32.28,
   "f1": [
    0.602620005607605,
    0.40601494908332825,
    0.2746780216693878,
    0.20689649879932404,
    0.1451612412929535,
    0.2102101594209671,
    0.2987011969089508,
    0.32748526334762573,
    0.2491348832845688,
    0.43333321809768677,
    0.1156068742275238,
    0.21301770210266113,
    0.32258057594299316,
    0.19428564608097076,
    0.22680403292179108,
    0.17610056698322296,
    0.2962961792945862,
    0.4765624403953552,
    0.30578503012657166,
    0.2176869958639145,
    0.568720281124115,
    0.3883494734764099,
    0.3101603388786316,
    0.5471696853637695,
    0.5632182359695435,
    0.2193547636270523,
    0.19905206561088562,
    0.17886173725128174,
    0.35483860969543457,
    0.24999992549419403,
    0.36792439222335815,
    0.26666656136512756,
    0.27338123321533203,
    0.1935483068227768,
    0.289308100938797,
    0.07407402247190475,
    0.31390124559402466,
    0.17213107645511627,
    0.13496926426887512,
    0.4205606281757355,
    0.21568624675273895,
    0.5918366312980652,
    0.30275216698646545,
    0.3519999384880066,
    0.16216209530830383,
    0.13533830642700195,
    0.19999994337558746,
    0.44444432854652405,
    0.4607328474521637,
    0.372548907995224,
    0.18867918848991394,
    0.20359273254871368,
    0.5714284777641296,
    0.5684208869934082,
    0.5227271318435669,
    0.03448272496461868,
    0.42931926250457764,
    0.2829267382621765,
    0.33333322405815125,
    0.26027390360832214,
    0.6788989305496216,
    0.36585354804992676,
    0.49019595980644226,
    0.30065348744392395,
    0.0672268494963646,
    0.20731700956821442,
    0.1442307084798813,
    0.30487796664237976,
    0.6637166738510132,
    0.5436891913414001,
    0.4257424473762512,
    0.5586591362953186,
    0.12080531567335129,
    0.228571355342865,
    0.13836471736431122,
    0.6320753693580627,
    0.5461253523826599,
    0.15584410727024078,
    0.17307688295841217,
    0.26315781474113464,
    0.07486625015735626,
    0.2329545021057129,
    0.6478871703147888,
    0.3364485204219818,
    0.1594202220439911,
    0.39603951573371887,
    0.4265401363372803,
    0.3636362552642822,
    0.14857135713100433,
    0.28571417927742004,
    0.20289847254753113,
    0.4210525453090668,
    0.08888883143663406,
    0.18378373980522156,
    0.5244443416595459,
    0.43523305654525757,
    0.2898550033569336,
    0.3387977182865143,
    0.1333332657814026,
    0.2446807622909546
   ],
   "time": 247.10547034163028,
   "param": [
    {
     "p": 0.08186475187540054,
     "m": 1.0
    },
    {
     "p": 0.02974332496523857,
     "m": 1.0
    },
    {
     "p": 0.10026166588068008,
     "m": 1.0
    },
    {
     "p": 0.10225658118724823,
     "m": 1.0
    },
    {
     "p": 0.07786892354488373,
     "m": 1.0
    },
    {
     "p": 0.058238208293914795,
     "m": 1.0
    },
    {
     "p": 0.09156360477209091,
     "m": 1.0
    },
    {
     "p": 0.10688193887472153,
     "m": 1.0
    },
    {
     "p": 0.026463046669960022,
     "m": 1.0
    },
    {
     "p": 0.04477610066533089,
     "m": 1.0
    },
    {
     "p": 0.045519497245550156,
     "m": 1.0
    },
    {
     "p": 0.09902253746986389,
     "m": 1.0
    },
    {
     "p": 0.1283106505870819,
     "m": 1.0
    },
    {
     "p": 0.0072292182594537735,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 28,
   "train_loss": 4.757477283477783,
   "val_loss": 2.807687282562256,
   "acc": 31.81,
   "f1": [
    0.6055043935775757,
    0.43881845474243164,
    0.24598921835422516,
    0.20512813329696655,
    0.1307188868522644,
    0.18934904038906097,
    0.31788066029548645,
    0.3076922297477722,
    0.20215049386024475,
    0.36448585987091064,
    0.10332097858190536,
    0.21965309977531433,
    0.31999990344047546,
    0.19199992716312408,
    0.21951214969158173,
    0.20588228106498718,
    0.263513445854187,
    0.49261072278022766,
    0.22972965240478516,
    0.26573416590690613,
    0.5123152136802673,
    0.4238409399986267,
    0.2870369255542755,
    0.5189187526702881,
    0.4481792151927948,
    0.24999991059303284,
    0.20689649879932404,
    0.12413787841796875,
    0.3587442934513092,
    0.2816900610923767,
    0.3313608467578888,
    0.29508185386657715,
    0.3170730471611023,
    0.3287670612335205,
    0.2570280432701111,
    0.14364632964134216,
    0.32804223895072937,
    0.17647051811218262,
    0.1846153289079666,
    0.39784935116767883,
    0.2553190588951111,
    0.5063290596008301,
    0.22535204887390137,
    0.35023030638694763,
    0.14358970522880554,
    0.1864406168460846,
    0.2749998867511749,
    0.4431816637516022,
    0.43601882457733154,
    0.3578946590423584,
    0.14736837148666382,
    0.2541435658931732,
    0.5841582417488098,
    0.45033106207847595,
    0.49261072278022766,
    0.04799995943903923,
    0.4705881178379059,
    0.28235286474227905,
    0.3783782124519348,
    0.2694299519062042,
    0.6666665077209473,
    0.35820886492729187,
    0.4622640609741211,
    0.31372538208961487,
    0.07407402247190475,
    0.18032778799533844,
    0.08917191624641418,
    0.19548864662647247,
    0.655870258808136,
    0.543859601020813,
    0.4306218922138214,
    0.5764191746711731,
    0.11851847171783447,
    0.2480619251728058,
    0.17679551243782043,
    0.666666567325592,
    0.5686272978782654,
    0.1921396702528,
    0.1650484949350357,
    0.20858889818191528,
    0.09302320331335068,
    0.19178076088428497,
    0.6198345422744751,
    0.29268285632133484,
    0.2549799978733063,
    0.34615376591682434,
    0.3385826051235199,
    0.2745096981525421,
    0.12295076996088028,
    0.3735406994819641,
    0.24271836876869202,
    0.45248857140541077,
    0.15624994039535522,
    0.19047611951828003,
    0.5851062536239624,
    0.4081632196903229,
    0.34123215079307556,
    0.3249998986721039,
    0.07352935522794724,
    0.2812499403953552
   ],
   "time": 216.97012304328382,
   "param": [
    {
     "p": 0.09259409457445145,
     "m": 1.0
    },
    {
     "p": 0.0323585644364357,
     "m": 1.0
    },
    {
     "p": 0.09085023403167725,
     "m": 1.0
    },
    {
     "p": 0.08529862016439438,
     "m": 1.0
    },
    {
     "p": 0.09422232210636139,
     "m": 1.0
    },
    {
     "p": 0.07022976875305176,
     "m": 1.0
    },
    {
     "p": 0.07398506253957748,
     "m": 1.0
    },
    {
     "p": 0.09002374112606049,
     "m": 1.0
    },
    {
     "p": 0.044134438037872314,
     "m": 1.0
    },
    {
     "p": 0.05845752730965614,
     "m": 1.0
    },
    {
     "p": 0.05863748863339424,
     "m": 1.0
    },
    {
     "p": 0.09376987814903259,
     "m": 1.0
    },
    {
     "p": 0.11337239295244217,
     "m": 1.0
    },
    {
     "p": 0.00206603086553514,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 29,
   "train_loss": 5.4667863845825195,
   "val_loss": 2.762782335281372,
   "acc": 32.56,
   "f1": [
    0.5882351398468018,
    0.3722626864910126,
    0.2131146788597107,
    0.22222216427326202,
    0.0958903580904007,
    0.1940297782421112,
    0.38222211599349976,
    0.31788066029548645,
    0.26540276408195496,
    0.3516482710838318,
    0.14772720634937286,
    0.16417904198169708,
    0.3066665530204773,
    0.19580411911010742,
    0.23041465878486633,
    0.1829652488231659,
    0.32599109411239624,
    0.47794100642204285,
    0.3295453190803528,
    0.27777767181396484,
    0.5621620416641235,
    0.43601882457733154,
    0.3118278682231903,
    0.5357141494750977,
    0.5575755834579468,
    0.21582727134227753,
    0.19607838988304138,
    0.18999992311000824,
    0.40609124302864075,
    0.22619038820266724,
    0.371900737285614,
    0.2767294645309448,
    0.26206886768341064,
    0.37499991059303284,
    0.3088802397251129,
    0.22222216427326202,
    0.2838709056377411,
    0.20909084379673004,
    0.22653715312480927,
    0.45226117968559265,
    0.2482757866382599,
    0.5670101642608643,
    0.23584897816181183,
    0.33716467022895813,
    0.22907482087612152,
    0.19289332628250122,
    0.20238088071346283,
    0.4973543584346771,
    0.4454975128173828,
    0.2983424663543701,
    0.16428565979003906,
    0.2274509072303772,
    0.5743588209152222,
    0.5549736618995667,
    0.42857131361961365,
    0.08810566365718842,
    0.47619032859802246,
    0.3152708411216736,
    0.30864188075065613,
    0.28971952199935913,
    0.7340423464775085,
    0.37999987602233887,
    0.4026844799518585,
    0.31531521677970886,
    0.14718610048294067,
    0.22222214937210083,
    0.15564197301864624,
    0.30337071418762207,
    0.7307690382003784,
    0.5684208869934082,
    0.35582810640335083,
    0.5652172565460205,
    0.1325300633907318,
    0.37563440203666687,
    0.2048192024230957,
    0.6262625455856323,
    0.5507245659828186,
    0.14516125619411469,
    0.1759258508682251,
    0.17021270096302032,
    0.12698407471179962,
    0.2560974657535553,
    0.5960782766342163,
    0.27722764015197754,
    0.14371250569820404,
    0.4301074147224426,
    0.3741934299468994,
    0.29702961444854736,
    0.15384607017040253,
    0.4120602011680603,
    0.2933332622051239,
    0.4366196393966675,
    0.20408155024051666,
    0.21428564190864563,
    0.5686272978782654,
    0.4204544126987457,
    0.348314493894577,
    0.269360214471817,
    0.06802716106176376,
    0.31249991059303284
   ],
   "time": 228.58275901712477,
   "param": [
    {
     "p": 0.0977318286895752,
     "m": 1.0
    },
    {
     "p": 0.02764107845723629,
     "m": 1.0
    },
    {
     "p": 0.11042670905590057,
     "m": 1.0
    },
    {
     "p": 0.07446424663066864,
     "m": 1.0
    },
    {
     "p": 0.08089397102594376,
     "m": 1.0
    },
    {
     "p": 0.04715200141072273,
     "m": 1.0
    },
    {
     "p": 0.08020462095737457,
     "m": 1.0
    },
    {
     "p": 0.09556897729635239,
     "m": 1.0
    },
    {
     "p": 0.04608390852808952,
     "m": 1.0
    },
    {
     "p": 0.06341781467199326,
     "m": 1.0
    },
    {
     "p": 0.04906075820326805,
     "m": 1.0
    },
    {
     "p": 0.10161400586366653,
     "m": 1.0
    },
    {
     "p": 0.12257219105958939,
     "m": 1.0
    },
    {
     "p": 0.003167832503095269,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 30,
   "train_loss": 4.527263164520264,
   "val_loss": 2.753178596496582,
   "acc": 31.64,
   "f1": [
    0.645502507686615,
    0.346666544675827,
    0.27999988198280334,
    0.11023616790771484,
    0.177285298705101,
    0.28248581290245056,
    0.3315507173538208,
    0.23809516429901123,
    0.24324317276477814,
    0.4324323236942291,
    0.2014387845993042,
    0.18681316077709198,
    0.3468207120895386,
    0.2622949779033661,
    0.22510816156864166,
    0.16374263167381287,
    0.25730982422828674,
    0.4631577730178833,
    0.256410151720047,
    0.2514968812465668,
    0.5274723768234253,
    0.4322032928466797,
    0.30999991297721863,
    0.5357141494750977,
    0.5799998641014099,
    0.2256409376859665,
    0.16901402175426483,
    0.19095470011234283,
    0.36241599917411804,
    0.27999988198280334,
    0.3588234484195709,
    0.24637670814990997,
    0.2647058069705963,
    0.3195875287055969,
    0.2524271011352539,
    0.20689651370048523,
    0.3084576427936554,
    0.16066478192806244,
    0.1960783749818802,
    0.33802807331085205,
    0.30303022265434265,
    0.5595853924751282,
    0.2121211439371109,
    0.3431951701641083,
    0.17567561566829681,
    0.15748025476932526,
    0.2443438321352005,
    0.3974357545375824,
    0.4215245544910431,
    0.4019606411457062,
    0.17616572976112366,
    0.25688067078590393,
    0.5629627704620361,
    0.5495494604110718,
    0.487499862909317,
    0.1194029375910759,
    0.43537408113479614,
    0.3129250705242157,
    0.3431951701641083,
    0.17391297221183777,
    0.6987950205802917,
    0.3259258270263672,
    0.4808742105960846,
    0.3369564116001129,
    0.1509433388710022,
    0.13445372879505157,
    0.10843367874622345,
    0.29850736260414124,
    0.7624307870864868,
    0.5595853924751282,
    0.32142847776412964,
    0.6074764728546143,
    0.09090902656316757,
    0.34736835956573486,
    0.14012733101844788,
    0.5447470545768738,
    0.5555554628372192,
    0.13483139872550964,
    0.17142851650714874,
    0.2191779911518097,
    0.08620686084032059,
    0.24892695248126984,
    0.6629211902618408,
    0.3346938192844391,
    0.1325300633907318,
    0.39778995513916016,
    0.4198893904685974,
    0.31999990344047546,
    0.14723920822143555,
    0.3821137547492981,
    0.2731706500053406,
    0.43715834617614746,
    0.23728807270526886,
    0.18897633254528046,
    0.5445543527603149,
    0.3157893419265747,
    0.25274714827537537,
    0.27118635177612305,
    0.06153840571641922,
    0.27884605526924133
   ],
   "time": 253.99011874757707,
   "param": [
    {
     "p": 0.07961633056402206,
     "m": 1.0
    },
    {
     "p": 0.047450218349695206,
     "m": 1.0
    },
    {
     "p": 0.0940619707107544,
     "m": 1.0
    },
    {
     "p": 0.0869879499077797,
     "m": 1.0
    },
    {
     "p": 0.09544944018125534,
     "m": 1.0
    },
    {
     "p": 0.052842024713754654,
     "m": 1.0
    },
    {
     "p": 0.09320855140686035,
     "m": 1.0
    },
    {
     "p": 0.08830805867910385,
     "m": 1.0
    },
    {
     "p": 0.03769277408719063,
     "m": 1.0
    },
    {
     "p": 0.044608164578676224,
     "m": 1.0
    },
    {
     "p": 0.056675590574741364,
     "m": 1.0
    },
    {
     "p": 0.10396923869848251,
     "m": 1.0
    },
    {
     "p": 0.09957166761159897,
     "m": 1.0
    },
    {
     "p": 0.01955801248550415,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 31,
   "train_loss": 5.276553630828857,
   "val_loss": 2.6853530406951904,
   "acc": 32.92,
   "f1": [
    0.5749999284744263,
    0.3999998867511749,
    0.28571417927742004,
    0.2485205978155136,
    0.17142851650714874,
    0.22929932177066803,
    0.3529410660266876,
    0.3874998986721039,
    0.24999994039535522,
    0.34599146246910095,
    0.11042939126491547,
    0.19230763614177704,
    0.3304346799850464,
    0.22680403292179108,
    0.19108274579048157,
    0.22950810194015503,
    0.3354036211967468,
    0.47560960054397583,
    0.28676459193229675,
    0.3043477237224579,
    0.5583755373954773,
    0.48430484533309937,
    0.2736841142177582,
    0.5813952684402466,
    0.5577688217163086,
    0.24509796500205994,
    0.2127659022808075,
    0.16666659712791443,
    0.42639580368995667,
    0.28571417927742004,
    0.303703635931015,
    0.2576685845851898,
    0.25352105498313904,
    0.2702701687812805,
    0.2658958435058594,
    0.13483139872550964,
    0.29268285632133484,
    0.20909084379673004,
    0.13157887756824493,
    0.429447740316391,
    0.32820504903793335,
    0.6041665077209473,
    0.2512076497077942,
    0.33333325386047363,
    0.2181817591190338,
    0.19801974296569824,
    0.2073170244693756,
    0.45689642429351807,
    0.48205116391181946,
    0.3741934299468994,
    0.09999994188547134,
    0.22346359491348267,
    0.491227924823761,
    0.5688071846961975,
    0.4777776598930359,
    0.11340199410915375,
    0.4300340414047241,
    0.31901830434799194,
    0.32820504903793335,
    0.25157222151756287,
    0.6387433409690857,
    0.3763439953327179,
    0.4788731336593628,
    0.36649200320243835,
    0.16326524317264557,
    0.24999989569187164,
    0.1748633086681366,
    0.3272726535797119,
    0.6837605237960815,
    0.4320986866950989,
    0.41592907905578613,
    0.6225679516792297,
    0.12765952944755554,
    0.291139155626297,
    0.14285707473754883,
    0.5936071872711182,
    0.6039602756500244,
    0.192546546459198,
    0.1844659447669983,
    0.2751321792602539,
    0.14285707473754883,
    0.20454540848731995,
    0.566929042339325,
    0.3431371748447418,
    0.1390373706817627,
    0.4155843257904053,
    0.3522725999355316,
    0.35454532504081726,
    0.12499994784593582,
    0.3197278082370758,
    0.24489790201187134,
    0.47826072573661804,
    0.1499999314546585,
    0.2076922506093979,
    0.5846152901649475,
    0.3259258270263672,
    0.30630621314048767,
    0.3111110329627991,
    0.025477658957242966,
    0.291139155626297
   ],
   "time": 250.7213108697906,
   "param": [
    {
     "p": 0.08197937905788422,
     "m": 1.0
    },
    {
     "p": 0.029890595003962517,
     "m": 1.0
    },
    {
     "p": 0.0910494327545166,
     "m": 1.0
    },
    {
     "p": 0.08449156582355499,
     "m": 1.0
    },
    {
     "p": 0.08186150342226028,
     "m": 1.0
    },
    {
     "p": 0.06387658417224884,
     "m": 1.0
    },
    {
     "p": 0.08769343048334122,
     "m": 1.0
    },
    {
     "p": 0.09220858663320541,
     "m": 1.0
    },
    {
     "p": 0.03972479701042175,
     "m": 1.0
    },
    {
     "p": 0.052989158779382706,
     "m": 1.0
    },
    {
     "p": 0.059562232345342636,
     "m": 1.0
    },
    {
     "p": 0.10971954464912415,
     "m": 1.0
    },
    {
     "p": 0.11011135578155518,
     "m": 1.0
    },
    {
     "p": 0.014841788448393345,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 32,
   "train_loss": 5.079128265380859,
   "val_loss": 2.5808284282684326,
   "acc": 32.65,
   "f1": [
    0.6480445265769958,
    0.37984487414360046,
    0.2716048061847687,
    0.21198150515556335,
    0.13978487253189087,
    0.28571420907974243,
    0.36871495842933655,
    0.3625729978084564,
    0.26751580834388733,
    0.4331209361553192,
    0.04999995976686478,
    0.1818181276321411,
    0.35102033615112305,
    0.22346359491348267,
    0.2244897335767746,
    0.212290421128273,
    0.31055888533592224,
    0.45414838194847107,
    0.2694299519062042,
    0.27999988198280334,
    0.5326631665229797,
    0.447368323802948,
    0.314606636762619,
    0.5082871913909912,
    0.6231154203414917,
    0.2614377737045288,
    0.256809264421463,
    0.22680404782295227,
    0.3599999248981476,
    0.24999991059303284,
    0.34181809425354004,
    0.27173903584480286,
    0.26600977778434753,
    0.29885047674179077,
    0.31531521677970886,
    0.19305014610290527,
    0.3657141625881195,
    0.20588228106498718,
    0.21221861243247986,
    0.4942527115345001,
    0.3098590672016144,
    0.5756096839904785,
    0.2795697748661041,
    0.32463765144348145,
    0.1777777075767517,
    0.12213735282421112,
    0.2275448441505432,
    0.42857134342193604,
    0.4120602011680603,
    0.33333325386047363,
    0.13296394050121307,
    0.2574256360530853,
    0.4788731336593628,
    0.6140349507331848,
    0.49484527111053467,
    0.07486625015735626,
    0.4174756109714508,
    0.31372541189193726,
    0.3783782720565796,
    0.2786068916320801,
    0.6723402738571167,
    0.3798881769180298,
    0.4299998879432678,
    0.32599109411239624,
    0.1864406168460846,
    0.1360543668270111,
    0.15209119021892548,
    0.24999989569187164,
    0.7109003663063049,
    0.44137921929359436,
    0.43523305654525757,
    0.5806450843811035,
    0.11695900559425354,
    0.29940110445022583,
    0.14358967542648315,
    0.5728641748428345,
    0.6222221255302429,
    0.08759118616580963,
    0.20175431668758392,
    0.28025469183921814,
    0.11764700710773468,
    0.24154582619667053,
    0.6407765746116638,
    0.30150744318962097,
    0.17808210849761963,
    0.41721847653388977,
    0.3487178385257721,
    0.34722214937210083,
    0.10457510501146317,
    0.315112441778183,
    0.25373125076293945,
    0.46153831481933594,
    0.16243648529052734,
    0.21556879580020905,
    0.5263156294822693,
    0.35582810640335083,
    0.299465149641037,
    0.3084111213684082,
    0.09722216427326202,
    0.29940110445022583
   ],
   "time": 244.73085495550185,
   "param": [
    {
     "p": 0.0676540732383728,
     "m": 1.0
    },
    {
     "p": 0.03434128686785698,
     "m": 1.0
    },
    {
     "p": 0.10225886106491089,
     "m": 1.0
    },
    {
     "p": 0.09979574382305145,
     "m": 1.0
    },
    {
     "p": 0.09579981118440628,
     "m": 1.0
    },
    {
     "p": 0.05585401877760887,
     "m": 1.0
    },
    {
     "p": 0.0848044827580452,
     "m": 1.0
    },
    {
     "p": 0.10154961049556732,
     "m": 1.0
    },
    {
     "p": 0.04262673109769821,
     "m": 1.0
    },
    {
     "p": 0.04769919440150261,
     "m": 1.0
    },
    {
     "p": 0.056257981806993484,
     "m": 1.0
    },
    {
     "p": 0.09255185723304749,
     "m": 1.0
    },
    {
     "p": 0.09634493291378021,
     "m": 1.0
    },
    {
     "p": 0.022461343556642532,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 33,
   "train_loss": 4.794469356536865,
   "val_loss": 3.1449151039123535,
   "acc": 31.42,
   "f1": [
    0.5904760956764221,
    0.4484303891658783,
    0.21951214969158173,
    0.17714282870292664,
    0.0874999463558197,
    0.19548864662647247,
    0.390243798494339,
    0.38766512274742126,
    0.22535204887390137,
    0.39195966720581055,
    0.04799995943903923,
    0.1809954047203064,
    0.3723403513431549,
    0.19847320020198822,
    0.2473117560148239,
    0.17763154208660126,
    0.25870639085769653,
    0.4245808720588684,
    0.2687745988368988,
    0.2888887822628021,
    0.5560536980628967,
    0.37535011768341064,
    0.28571420907974243,
    0.520408034324646,
    0.5766869187355042,
    0.22047236561775208,
    0.19178076088428497,
    0.2127658873796463,
    0.39543718099594116,
    0.26086947321891785,
    0.3435581922531128,
    0.27551010251045227,
    0.3144652843475342,
    0.25786155462265015,
    0.2954544425010681,
    0.1764705330133438,
    0.28947359323501587,
    0.20087330043315887,
    0.26415085792541504,
    0.4163264036178589,
    0.24203814566135406,
    0.555065929889679,
    0.22950813174247742,
    0.331707239151001,
    0.17073163390159607,
    0.16049376130104065,
    0.18497103452682495,
    0.44067782163619995,
    0.39795905351638794,
    0.3502824008464813,
    0.10606056451797485,
    0.23188398778438568,
    0.5614033341407776,
    0.5368419289588928,
    0.48888877034187317,
    0.10894935578107834,
    0.43835610151290894,
    0.3003951609134674,
    0.2682925760746002,
    0.2592591345310211,
    0.6551722884178162,
    0.3116881847381592,
    0.4042552411556244,
    0.2878786623477936,
    0.18050536513328552,
    0.19883033633232117,
    0.12121205031871796,
    0.3057323694229126,
    0.666666567325592,
    0.4955751299858093,
    0.36607131361961365,
    0.4246574342250824,
    0.12244893610477448,
    0.3046356737613678,
    0.0666666254401207,
    0.5152540802955627,
    0.528571367263794,
    0.10084028542041779,
    0.14012733101844788,
    0.2805754244327545,
    0.12935318052768707,
    0.12987005710601807,
    0.6305417418479919,
    0.2758619785308838,
    0.24516120553016663,
    0.41048023104667664,
    0.36046499013900757,
    0.3406592309474945,
    0.1029411256313324,
    0.31325292587280273,
    0.2436547577381134,
    0.45454534888267517,
    0.123287633061409,
    0.193548321723938,
    0.5274724960327148,
    0.35714277625083923,
    0.28571420907974243,
    0.3260868787765503,
    0.12499993294477463,
    0.26666659116744995
   ],
   "time": 250.10686401184648,
   "param": [
    {
     "p": 0.10215313732624054,
     "m": 1.0
    },
    {
     "p": 0.025244535878300667,
     "m": 1.0
    },
    {
     "p": 0.08075670897960663,
     "m": 1.0
    },
    {
     "p": 0.06736448407173157,
     "m": 1.0
    },
    {
     "p": 0.0946451723575592,
     "m": 1.0
    },
    {
     "p": 0.066933274269104,
     "m": 1.0
    },
    {
     "p": 0.07758556306362152,
     "m": 1.0
    },
    {
     "p": 0.0874156653881073,
     "m": 1.0
    },
    {
     "p": 0.04646548628807068,
     "m": 1.0
    },
    {
     "p": 0.056205105036497116,
     "m": 1.0
    },
    {
     "p": 0.05852190777659416,
     "m": 1.0
    },
    {
     "p": 0.11107298731803894,
     "m": 1.0
    },
    {
     "p": 0.11613986641168594,
     "m": 1.0
    },
    {
     "p": 0.009496083483099937,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 34,
   "train_loss": 4.692738056182861,
   "val_loss": 2.8221333026885986,
   "acc": 33.52,
   "f1": [
    0.579234778881073,
    0.36269423365592957,
    0.22666659951210022,
    0.2605040967464447,
    0.13872826099395752,
    0.23938217759132385,
    0.3068782389163971,
    0.34999990463256836,
    0.27681654691696167,
    0.41666656732559204,
    0.018017996102571487,
    0.17931029200553894,
    0.290502667427063,
    0.23655906319618225,
    0.13235288858413696,
    0.20125779509544373,
    0.28181809186935425,
    0.45454534888267517,
    0.30769217014312744,
    0.2941175401210785,
    0.5465837121009827,
    0.4666665494441986,
    0.30409345030784607,
    0.5641024112701416,
    0.5205478072166443,
    0.27380943298339844,
    0.2424241602420807,
    0.14666660130023956,
    0.4022345542907715,
    0.2870369255542755,
    0.34972667694091797,
    0.2941175699234009,
    0.3469386696815491,
    0.327868789434433,
    0.28220847249031067,
    0.15204671025276184,
    0.34883710741996765,
    0.21301770210266113,
    0.25441691279411316,
    0.4688993990421295,
    0.29032251238822937,
    0.613756537437439,
    0.2794759273529053,
    0.36521732807159424,
    0.21505369246006012,
    0.16455689072608948,
    0.19883033633232117,
    0.47577083110809326,
    0.43097633123397827,
    0.36746978759765625,
    0.12060294300317764,
    0.2525251507759094,
    0.5812807083129883,
    0.5502182841300964,
    0.3965516686439514,
    0.10975604504346848,
    0.5116277933120728,
    0.37894728779792786,
    0.3091786503791809,
    0.21138201653957367,
    0.7111109495162964,
    0.390243798494339,
    0.4190475046634674,
    0.3478259742259979,
    0.11764698475599289,
    0.15476183593273163,
    0.1288343071937561,
    0.2264150232076645,
    0.7120417356491089,
    0.5757573843002319,
    0.3454544246196747,
    0.5933012366294861,
    0.1126759946346283,
    0.39426517486572266,
    0.17647051811218262,
    0.5714284181594849,
    0.631578803062439,
    0.0813007652759552,
    0.1768706887960434,
    0.239999920129776,
    0.15204671025276184,
    0.2645913362503052,
    0.6910993456840515,
    0.38181808590888977,
    0.23595495522022247,
    0.43881845474243164,
    0.3939392864704132,
    0.37696322798728943,
    0.1407034695148468,
    0.33333325386047363,
    0.18181811273097992,
    0.4469272196292877,
    0.220779150724411,
    0.1052631139755249,
    0.5748501420021057,
    0.41176459193229675,
    0.32222211360931396,
    0.293436199426651,
    0.15609751641750336,
    0.31645557284355164
   ],
   "time": 252.13258666358888,
   "param": [
    {
     "p": 0.0824214294552803,
     "m": 1.0
    },
    {
     "p": 0.0441284216940403,
     "m": 1.0
    },
    {
     "p": 0.08080466091632843,
     "m": 1.0
    },
    {
     "p": 0.08588294684886932,
     "m": 1.0
    },
    {
     "p": 0.08291249722242355,
     "m": 1.0
    },
    {
     "p": 0.0804956704378128,
     "m": 1.0
    },
    {
     "p": 0.07504015415906906,
     "m": 1.0
    },
    {
     "p": 0.10025643557310104,
     "m": 1.0
    },
    {
     "p": 0.051954854279756546,
     "m": 1.0
    },
    {
     "p": 0.05304021015763283,
     "m": 1.0
    },
    {
     "p": 0.045991212129592896,
     "m": 1.0
    },
    {
     "p": 0.0881076455116272,
     "m": 1.0
    },
    {
     "p": 0.11430522799491882,
     "m": 1.0
    },
    {
     "p": 0.014658712781965733,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 35,
   "train_loss": 4.676685333251953,
   "val_loss": 2.9663026332855225,
   "acc": 33.11,
   "f1": [
    0.6249998807907104,
    0.38931289315223694,
    0.2559240758419037,
    0.239999920129776,
    0.12658220529556274,
    0.23134320974349976,
    0.36842095851898193,
    0.36956506967544556,
    0.3195265531539917,
    0.4102562963962555,
    0.1989527940750122,
    0.19047611951828003,
    0.27999988198280334,
    0.19696961343288422,
    0.19762840867042542,
    0.24107137322425842,
    0.39160826802253723,
    0.477272629737854,
    0.31249991059303284,
    0.24864855408668518,
    0.596858561038971,
    0.38271594047546387,
    0.2598869204521179,
    0.5365853309631348,
    0.5982142090797424,
    0.25316447019577026,
    0.21978014707565308,
    0.15909084677696228,
    0.3157893419265747,
    0.25555548071861267,
    0.2962961792945862,
    0.3265305161476135,
    0.31818172335624695,
    0.28571420907974243,
    0.348314493894577,
    0.05309731885790825,
    0.31284910440444946,
    0.2025315761566162,
    0.12080531567335129,
    0.46534639596939087,
    0.2821575999259949,
    0.5806450843811035,
    0.2697673439979553,
    0.3722943067550659,
    0.17307688295841217,
    0.13173647224903107,
    0.2208588421344757,
    0.43542423844337463,
    0.4698793888092041,
    0.25675666332244873,
    0.14358967542648315,
    0.26666659116744995,
    0.44705867767333984,
    0.553571343421936,
    0.46792444586753845,
    0.12295076996088028,
    0.4577113389968872,
    0.3394494354724884,
    0.36809808015823364,
    0.25339359045028687,
    0.5667751431465149,
    0.45320188999176025,
    0.43925222754478455,
    0.29508188366889954,
    0.14150936901569366,
    0.22093015909194946,
    0.1242937222123146,
    0.26751580834388733,
    0.6698563694953918,
    0.5565216541290283,
    0.415094256401062,
    0.5373133420944214,
    0.12716756761074066,
    0.4200912117958069,
    0.18320603668689728,
    0.5760868191719055,
    0.5620913505554199,
    0.16842098534107208,
    0.19188186526298523,
    0.22988496720790863,
    0.12765952944755554,
    0.29319363832473755,
    0.5857739448547363,
    0.32124343514442444,
    0.26373615860939026,
    0.4132230579853058,
    0.3867923319339752,
    0.3626372814178467,
    0.14666660130023956,
    0.3464565873146057,
    0.28469744324684143,
    0.45849794149398804,
    0.2211054563522339,
    0.20833326876163483,
    0.49999991059303284,
    0.43956032395362854,
    0.3147207200527191,
    0.31390124559402466,
    0.09195395559072495,
    0.3209875524044037
   ],
   "time": 243.15831548999995,
   "param": [
    {
     "p": 0.08320309221744537,
     "m": 1.0
    },
    {
     "p": 0.04001787304878235,
     "m": 1.0
    },
    {
     "p": 0.08024665713310242,
     "m": 1.0
    },
    {
     "p": 0.07981285452842712,
     "m": 1.0
    },
    {
     "p": 0.09448514878749847,
     "m": 1.0
    },
    {
     "p": 0.05549274757504463,
     "m": 1.0
    },
    {
     "p": 0.08804601430892944,
     "m": 1.0
    },
    {
     "p": 0.09096617996692657,
     "m": 1.0
    },
    {
     "p": 0.03838342800736427,
     "m": 1.0
    },
    {
     "p": 0.06320089101791382,
     "m": 1.0
    },
    {
     "p": 0.0577063150703907,
     "m": 1.0
    },
    {
     "p": 0.10417596995830536,
     "m": 1.0
    },
    {
     "p": 0.10919816046953201,
     "m": 1.0
    },
    {
     "p": 0.015064781531691551,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 36,
   "train_loss": 4.986265182495117,
   "val_loss": 2.714712619781494,
   "acc": 33.28,
   "f1": [
    0.6560845375061035,
    0.42682915925979614,
    0.2413792610168457,
    0.14598533511161804,
    0.12435225397348404,
    0.246575266122818,
    0.37894728779792786,
    0.36144572496414185,
    0.2214983105659485,
    0.3905324339866638,
    0.19318175315856934,
    0.1846153289079666,
    0.31284910440444946,
    0.22429901361465454,
    0.16560502350330353,
    0.20610681176185608,
    0.3374998867511749,
    0.44067782163619995,
    0.324607253074646,
    0.29245272278785706,
    0.5799998641014099,
    0.5188678503036499,
    0.3016759157180786,
    0.5326085686683655,
    0.5897434949874878,
    0.23008842766284943,
    0.24836592376232147,
    0.2281368225812912,
    0.396624356508255,
    0.29166659712791443,
    0.34558814764022827,
    0.2588233947753906,
    0.2676055133342743,
    0.3456788659095764,
    0.3026314675807953,
    0.20338976383209229,
    0.3399999141693115,
    0.19662918150424957,
    0.23050840198993683,
    0.4183672070503235,
    0.3076922297477722,
    0.5806450843811035,
    0.2578124403953552,
    0.32402223348617554,
    0.13245026767253876,
    0.20134222507476807,
    0.2368420511484146,
    0.47190994024276733,
    0.4401912987232208,
    0.37735840678215027,
    0.16049376130104065,
    0.2099446803331375,
    0.5699998736381531,
    0.575107216835022,
    0.4511277675628662,
    0.03669722378253937,
    0.4808742105960846,
    0.35897424817085266,
    0.2954544425010681,
    0.32222211360931396,
    0.6829267144203186,
    0.36585354804992676,
    0.45544540882110596,
    0.3285022974014282,
    0.14379078149795532,
    0.22680403292179108,
    0.09661828726530075,
    0.31531521677970886,
    0.6981130838394165,
    0.5093631744384766,
    0.28965505957603455,
    0.5652172565460205,
    0.14173223078250885,
    0.3794870972633362,
    0.16931210458278656,
    0.5140844583511353,
    0.6185566186904907,
    0.11612897366285324,
    0.1647058129310608,
    0.30567678809165955,
    0.14666660130023956,
    0.3292180299758911,
    0.6082947254180908,
    0.2948717176914215,
    0.2404370754957199,
    0.4474884569644928,
    0.3831774890422821,
    0.44198882579803467,
    0.15887843072414398,
    0.28571417927742004,
    0.2938387989997864,
    0.426778107881546,
    0.19867542386054993,
    0.1528661698102951,
    0.5443036556243896,
    0.3521125614643097,
    0.3225805461406708,
    0.23979586362838745,
    0.07567562162876129,
    0.30769217014312744
   ],
   "time": 251.39225445780903,
   "param": [
    {
     "p": 0.09747650474309921,
     "m": 1.0
    },
    {
     "p": 0.037683237344026566,
     "m": 1.0
    },
    {
     "p": 0.09843670576810837,
     "m": 1.0
    },
    {
     "p": 0.08606377243995667,
     "m": 1.0
    },
    {
     "p": 0.09011087566614151,
     "m": 1.0
    },
    {
     "p": 0.054753441363573074,
     "m": 1.0
    },
    {
     "p": 0.07702811807394028,
     "m": 1.0
    },
    {
     "p": 0.09073968976736069,
     "m": 1.0
    },
    {
     "p": 0.03600088506937027,
     "m": 1.0
    },
    {
     "p": 0.06177797541022301,
     "m": 1.0
    },
    {
     "p": 0.04259074851870537,
     "m": 1.0
    },
    {
     "p": 0.09884322434663773,
     "m": 1.0
    },
    {
     "p": 0.10093984752893448,
     "m": 1.0
    },
    {
     "p": 0.027555018663406372,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 37,
   "train_loss": 5.138542652130127,
   "val_loss": 2.7706458568573,
   "acc": 32.96,
   "f1": [
    0.6022725701332092,
    0.38056668639183044,
    0.2526314854621887,
    0.1916166990995407,
    0.13333328068256378,
    0.25668442249298096,
    0.36129021644592285,
    0.3287670314311981,
    0.26751580834388733,
    0.4081631302833557,
    0.10457510501146317,
    0.238805890083313,
    0.30952370166778564,
    0.210526242852211,
    0.24573372304439545,
    0.2340424805879593,
    0.2954544723033905,
    0.4507041275501251,
    0.29629620909690857,
    0.2842104732990265,
    0.5545453429222107,
    0.4158414602279663,
    0.26666656136512756,
    0.5608464479446411,
    0.5742572546005249,
    0.26993855834007263,
    0.228571355342865,
    0.17449656128883362,
    0.4382021129131317,
    0.3068180978298187,
    0.2953019142150879,
    0.28571420907974243,
    0.31627896428108215,
    0.33333325386047363,
    0.30051809549331665,
    0.12413787841796875,
    0.2899627387523651,
    0.2167486995458603,
    0.19108274579048157,
    0.4245808720588684,
    0.3113771378993988,
    0.5727270841598511,
    0.17105256021022797,
    0.3298244774341583,
    0.21951214969158173,
    0.15748025476932526,
    0.21192045509815216,
    0.4814813435077667,
    0.4705881178379059,
    0.1639343649148941,
    0.09580832719802856,
    0.2345678210258484,
    0.5793650150299072,
    0.5085909962654114,
    0.4099377691745758,
    0.09523803740739822,
    0.48611095547676086,
    0.3592231869697571,
    0.3775508999824524,
    0.228571355342865,
    0.7204300165176392,
    0.4232363998889923,
    0.40485823154449463,
    0.3362830877304077,
    0.14150941371917725,
    0.15384607017040253,
    0.14134269952774048,
    0.31279608607292175,
    0.7230044603347778,
    0.4867255389690399,
    0.41176462173461914,
    0.5971562266349792,
    0.13664589822292328,
    0.30555543303489685,
    0.09523804485797882,
    0.6153843998908997,
    0.5789473056793213,
    0.11764699220657349,
    0.13145536184310913,
    0.23448269069194794,
    0.1868131160736084,
    0.293436199426651,
    0.631578803062439,
    0.3203882575035095,
    0.27322396636009216,
    0.4012157618999481,
    0.37735840678215027,
    0.38918909430503845,
    0.04545450210571289,
    0.3999999463558197,
    0.2597401440143585,
    0.46575334668159485,
    0.17721512913703918,
    0.15384607017040253,
    0.5345621109008789,
    0.4434387683868408,
    0.2545453608036041,
    0.3502824008464813,
    0.12359543144702911,
    0.27516770362854004
   ],
   "time": 175.8246234236285,
   "param": [
    {
     "p": 0.083286814391613,
     "m": 1.0
    },
    {
     "p": 0.042936958372592926,
     "m": 1.0
    },
    {
     "p": 0.08659042418003082,
     "m": 1.0
    },
    {
     "p": 0.07507221400737762,
     "m": 1.0
    },
    {
     "p": 0.07095284759998322,
     "m": 1.0
    },
    {
     "p": 0.05763184651732445,
     "m": 1.0
    },
    {
     "p": 0.07773783802986145,
     "m": 1.0
    },
    {
     "p": 0.09386084228754044,
     "m": 1.0
    },
    {
     "p": 0.044548194855451584,
     "m": 1.0
    },
    {
     "p": 0.06395962834358215,
     "m": 1.0
    },
    {
     "p": 0.06868071109056473,
     "m": 1.0
    },
    {
     "p": 0.10366497188806534,
     "m": 1.0
    },
    {
     "p": 0.10501161217689514,
     "m": 1.0
    },
    {
     "p": 0.026065103709697723,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 38,
   "train_loss": 5.026466369628906,
   "val_loss": 2.908350706100464,
   "acc": 32.09,
   "f1": [
    0.4794519543647766,
    0.38709667325019836,
    0.20547938346862793,
    0.1449274867773056,
    0.11688306927680969,
    0.22818784415721893,
    0.38095229864120483,
    0.31884050369262695,
    0.20155034959316254,
    0.382978618144989,
    0.08823523670434952,
    0.16666661202907562,
    0.32472315430641174,
    0.17567561566829681,
    0.17910441756248474,
    0.16260157525539398,
    0.32222211360931396,
    0.5094338655471802,
    0.29213473200798035,
    0.24691349267959595,
    0.504132091999054,
    0.48205116391181946,
    0.24999991059303284,
    0.5821594595909119,
    0.4874550998210907,
    0.20338977873325348,
    0.22222216427326202,
    0.24161066114902496,
    0.3841058313846588,
    0.2941175401210785,
    0.3584904372692108,
    0.24533328413963318,
    0.21428564190864563,
    0.32258057594299316,
    0.33333322405815125,
    0.2049688994884491,
    0.30541861057281494,
    0.22972965240478516,
    0.08928567916154861,
    0.39189180731773376,
    0.29074883460998535,
    0.5578945875167847,
    0.26785707473754883,
    0.31970250606536865,
    0.05309731885790825,
    0.2176869958639145,
    0.19767434895038605,
    0.46632111072540283,
    0.4291844367980957,
    0.3493974804878235,
    0.09090903401374817,
    0.29268282651901245,
    0.5463413596153259,
    0.5049503445625305,
    0.47513800859451294,
    0.07999995350837708,
    0.4976075291633606,
    0.3316582143306732,
    0.3406112492084503,
    0.2584269046783447,
    0.6727271676063538,
    0.4086019992828369,
    0.4324323236942291,
    0.300884872674942,
    0.14184391498565674,
    0.193548321723938,
    0.13559316098690033,
    0.32369929552078247,
    0.7070705890655518,
    0.5279999375343323,
    0.415094256401062,
    0.5697672963142395,
    0.13023249804973602,
    0.37885454297065735,
    0.1142856702208519,
    0.6091952323913574,
    0.6116504073143005,
    0.19209031760692596,
    0.1951218843460083,
    0.2415093332529068,
    0.1194029152393341,
    0.2558138370513916,
    0.6499998569488525,
    0.31858399510383606,
    0.2697673439979553,
    0.44444429874420166,
    0.4108106791973114,
    0.33532923460006714,
    0.08571423590183258,
    0.3050846755504608,
    0.23357655107975006,
    0.41726604104042053,
    0.22018341720104218,
    0.20134222507476807,
    0.49814119935035706,
    0.4111110270023346,
    0.27173903584480286,
    0.24855484068393707,
    0.11255405098199844,
    0.2754489779472351
   ],
   "time": 179.2664436828345,
   "param": [
    {
     "p": 0.09083618223667145,
     "m": 1.0
    },
    {
     "p": 0.05110830441117287,
     "m": 1.0
    },
    {
     "p": 0.08852659165859222,
     "m": 1.0
    },
    {
     "p": 0.06992796063423157,
     "m": 1.0
    },
    {
     "p": 0.08445668965578079,
     "m": 1.0
    },
    {
     "p": 0.06861086934804916,
     "m": 1.0
    },
    {
     "p": 0.07710204273462296,
     "m": 1.0
    },
    {
     "p": 0.08966929465532303,
     "m": 1.0
    },
    {
     "p": 0.04279576987028122,
     "m": 1.0
    },
    {
     "p": 0.06280944496393204,
     "m": 1.0
    },
    {
     "p": 0.06230955198407173,
     "m": 1.0
    },
    {
     "p": 0.08741407096385956,
     "m": 1.0
    },
    {
     "p": 0.10089748352766037,
     "m": 1.0
    },
    {
     "p": 0.02353568561375141,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 39,
   "train_loss": 4.470133304595947,
   "val_loss": 2.6342363357543945,
   "acc": 33.8,
   "f1": [
    0.6034481525421143,
    0.3824700117111206,
    0.2745097279548645,
    0.1398600935935974,
    0.07352935522794724,
    0.2435423731803894,
    0.38271594047546387,
    0.3421051502227783,
    0.29166656732559204,
    0.41666656732559204,
    0.15706801414489746,
    0.22093015909194946,
    0.3202846050262451,
    0.11764701455831528,
    0.22598862648010254,
    0.20689648389816284,
    0.29850736260414124,
    0.49999988079071045,
    0.32584258913993835,
    0.2872926890850067,
    0.5182185173034668,
    0.40935662388801575,
    0.2514968812465668,
    0.4366196393966675,
    0.5508472919464111,
    0.21428564190864563,
    0.21395343542099,
    0.21518979966640472,
    0.36842095851898193,
    0.2526314854621887,
    0.34394893050193787,
    0.30303022265434265,
    0.26046502590179443,
    0.3703702688217163,
    0.2956520915031433,
    0.20532315969467163,
    0.3119265139102936,
    0.16901402175426483,
    0.24666662514209747,
    0.4313724637031555,
    0.2636655271053314,
    0.5911328792572021,
    0.33720916509628296,
    0.345177561044693,
    0.19178076088428497,
    0.12857137620449066,
    0.2613064646720886,
    0.48039206862449646,
    0.41640371084213257,
    0.3409090042114258,
    0.14893612265586853,
    0.22222214937210083,
    0.5938863754272461,
    0.6090908050537109,
    0.48908287286758423,
    0.015999965369701385,
    0.4573989808559418,
    0.3228698670864105,
    0.3414633274078369,
    0.26666659116744995,
    0.7150257229804993,
    0.4044942855834961,
    0.45918354392051697,
    0.35602086782455444,
    0.11158791184425354,
    0.21538454294204712,
    0.13061219453811646,
    0.2676055133342743,
    0.6829267144203186,
    0.5917158722877502,
    0.45360812544822693,
    0.559139609336853,
    0.1509433388710022,
    0.4297519624233246,
    0.13698624074459076,
    0.5945944786071777,
    0.631578803062439,
    0.17120616137981415,
    0.19230762124061584,
    0.24870456755161285,
    0.1635219305753708,
    0.2739725410938263,
    0.6739128828048706,
    0.35772350430488586,
    0.198198139667511,
    0.46009382605552673,
    0.3786981403827667,
    0.3699999153614044,
    0.14634141325950623,
    0.3783782124519348,
    0.2558138370513916,
    0.45263150334358215,
    0.08333329111337662,
    0.2522521913051605,
    0.5607475638389587,
    0.4022987186908722,
    0.19047611951828003,
    0.34513264894485474,
    0.10112354159355164,
    0.3584904372692108
   ],
   "time": 255.5655809296295,
   "param": [
    {
     "p": 0.07179190218448639,
     "m": 1.0
    },
    {
     "p": 0.03621046990156174,
     "m": 1.0
    },
    {
     "p": 0.0850052759051323,
     "m": 1.0
    },
    {
     "p": 0.07324007898569107,
     "m": 1.0
    },
    {
     "p": 0.08820260316133499,
     "m": 1.0
    },
    {
     "p": 0.07599085569381714,
     "m": 1.0
    },
    {
     "p": 0.08328970521688461,
     "m": 1.0
    },
    {
     "p": 0.0904485210776329,
     "m": 1.0
    },
    {
     "p": 0.06032589077949524,
     "m": 1.0
    },
    {
     "p": 0.05352393910288811,
     "m": 1.0
    },
    {
     "p": 0.055653154850006104,
     "m": 1.0
    },
    {
     "p": 0.09994415193796158,
     "m": 1.0
    },
    {
     "p": 0.10085839778184891,
     "m": 1.0
    },
    {
     "p": 0.025515055283904076,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 40,
   "train_loss": 4.799771308898926,
   "val_loss": 2.7602028846740723,
   "acc": 34.64,
   "f1": [
    0.6138612627983093,
    0.4112902283668518,
    0.27551010251045227,
    0.19607838988304138,
    0.14285707473754883,
    0.3203882575035095,
    0.38497641682624817,
    0.37499991059303284,
    0.2656249403953552,
    0.3432835042476654,
    0.0666666254401207,
    0.20118334889411926,
    0.3688523471355438,
    0.24999991059303284,
    0.2530611455440521,
    0.20192298293113708,
    0.2901960015296936,
    0.4412810206413269,
    0.36134445667266846,
    0.274914026260376,
    0.5548385381698608,
    0.4551723301410675,
    0.28272244334220886,
    0.5603863000869751,
    0.5876776576042175,
    0.21468918025493622,
    0.26046502590179443,
    0.17105256021022797,
    0.44311365485191345,
    0.33333322405815125,
    0.34181809425354004,
    0.32941165566444397,
    0.3251230716705322,
    0.3575417995452881,
    0.28112441301345825,
    0.21782174706459045,
    0.3636362850666046,
    0.24324317276477814,
    0.26837053894996643,
    0.4293783903121948,
    0.32142847776412964,
    0.5650222897529602,
    0.2481202334165573,
    0.3659573495388031,
    0.19672125577926636,
    0.16666659712791443,
    0.23350247740745544,
    0.474226713180542,
    0.43999987840652466,
    0.3831416666507721,
    0.15789468586444855,
    0.2838708758354187,
    0.5925924777984619,
    0.5809522867202759,
    0.43708598613739014,
    0.11224482953548431,
    0.46728962659835815,
    0.3555554449558258,
    0.3431951701641083,
    0.2999999225139618,
    0.638554036617279,
    0.35051536560058594,
    0.43902426958084106,
    0.3465345501899719,
    0.13749992847442627,
    0.23958325386047363,
    0.11111105233430862,
    0.29508185386657715,
    0.7179486155509949,
    0.619999885559082,
    0.39860132336616516,
    0.5869563817977905,
    0.11299428343772888,
    0.39520949125289917,
    0.16666659712791443,
    0.6103284358978271,
    0.5691055655479431,
    0.13422814011573792,
    0.1818181276321411,
    0.2987011969089508,
    0.15789467096328735,
    0.3290042281150818,
    0.6291078925132751,
    0.37499991059303284,
    0.2741115987300873,
    0.40217384696006775,
    0.37004393339157104,
    0.36909863352775574,
    0.16438350081443787,
    0.34883710741996765,
    0.3113771378993988,
    0.45544540882110596,
    0.23008842766284943,
    0.2234041839838028,
    0.5795453190803528,
    0.43373483419418335,
    0.3599999248981476,
    0.3127271831035614,
    0.05813947692513466,
    0.2790696620941162
   ],
   "time": 246.43953246437013,
   "param": [
    {
     "p": 0.07866199314594269,
     "m": 1.0
    },
    {
     "p": 0.03752175346016884,
     "m": 1.0
    },
    {
     "p": 0.08998212218284607,
     "m": 1.0
    },
    {
     "p": 0.07961300760507584,
     "m": 1.0
    },
    {
     "p": 0.08005792647600174,
     "m": 1.0
    },
    {
     "p": 0.058164361864328384,
     "m": 1.0
    },
    {
     "p": 0.07236506789922714,
     "m": 1.0
    },
    {
     "p": 0.09981033205986023,
     "m": 1.0
    },
    {
     "p": 0.050430137664079666,
     "m": 1.0
    },
    {
     "p": 0.07075399905443192,
     "m": 1.0
    },
    {
     "p": 0.05803283676505089,
     "m": 1.0
    },
    {
     "p": 0.08890017867088318,
     "m": 1.0
    },
    {
     "p": 0.10383022576570511,
     "m": 1.0
    },
    {
     "p": 0.03187594935297966,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 41,
   "train_loss": 4.487168788909912,
   "val_loss": 2.7170326709747314,
   "acc": 33.22,
   "f1": [
    0.6168223023414612,
    0.4210525155067444,
    0.22556383907794952,
    0.239999920129776,
    0.12612608075141907,
    0.21714277565479279,
    0.33333325386047363,
    0.3165466785430908,
    0.2918454110622406,
    0.41711217164993286,
    0.13414627313613892,
    0.24060142040252686,
    0.3460206687450409,
    0.161290243268013,
    0.24675315618515015,
    0.22831043601036072,
    0.35064926743507385,
    0.4630540609359741,
    0.34042543172836304,
    0.29803910851478577,
    0.5188678503036499,
    0.4951455295085907,
    0.2796609401702881,
    0.5258214473724365,
    0.5700933337211609,
    0.18726585805416107,
    0.2577318847179413,
    0.18045106530189514,
    0.4579438269138336,
    0.28971952199935913,
    0.40384599566459656,
    0.2949307858943939,
    0.3195875287055969,
    0.3261801600456238,
    0.33333322405815125,
    0.1818181276321411,
    0.2956520915031433,
    0.2464454174041748,
    0.25490185618400574,
    0.4814813435077667,
    0.33333325386047363,
    0.5821594595909119,
    0.23376618325710297,
    0.35023030638694763,
    0.1759258508682251,
    0.20083676278591156,
    0.2433861643075943,
    0.43438899517059326,
    0.4230768382549286,
    0.2677164673805237,
    0.19087132811546326,
    0.21316610276699066,
    0.509090781211853,
    0.5365853309631348,
    0.5454544425010681,
    0.14150936901569366,
    0.4733726978302002,
    0.30046939849853516,
    0.3152172863483429,
    0.34482747316360474,
    0.7129628658294678,
    0.3686273694038391,
    0.48039206862449646,
    0.3421051502227783,
    0.1360543668270111,
    0.20125779509544373,
    0.16091948747634888,
    0.3315507173538208,
    0.7272725701332092,
    0.5202310085296631,
    0.36842095851898193,
    0.5384613871574402,
    0.09756092727184296,
    0.3670884966850281,
    0.18390797078609467,
    0.49746179580688477,
    0.6476188898086548,
    0.18055549263954163,
    0.1447124034166336,
    0.256410151720047,
    0.12087904661893845,
    0.21686740219593048,
    0.6413041353225708,
    0.3775508999824524,
    0.24104228615760803,
    0.4153004288673401,
    0.39130425453186035,
    0.33962252736091614,
    0.14130428433418274,
    0.3454544246196747,
    0.2446807622909546,
    0.49006614089012146,
    0.2091502547264099,
    0.1438848376274109,
    0.5271965861320496,
    0.4046241343021393,
    0.35051536560058594,
    0.30830031633377075,
    0.15062755346298218,
    0.2603549063205719
   ],
   "time": 254.13999111950397,
   "param": [
    {
     "p": 0.08608342707157135,
     "m": 1.0
    },
    {
     "p": 0.04576680809259415,
     "m": 1.0
    },
    {
     "p": 0.06647690385580063,
     "m": 1.0
    },
    {
     "p": 0.08267361670732498,
     "m": 1.0
    },
    {
     "p": 0.07845955342054367,
     "m": 1.0
    },
    {
     "p": 0.06832198053598404,
     "m": 1.0
    },
    {
     "p": 0.08506198227405548,
     "m": 1.0
    },
    {
     "p": 0.08557333052158356,
     "m": 1.0
    },
    {
     "p": 0.06442159414291382,
     "m": 1.0
    },
    {
     "p": 0.05812888592481613,
     "m": 1.0
    },
    {
     "p": 0.06731738150119781,
     "m": 1.0
    },
    {
     "p": 0.08438423275947571,
     "m": 1.0
    },
    {
     "p": 0.09790674597024918,
     "m": 1.0
    },
    {
     "p": 0.029423585161566734,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 42,
   "train_loss": 4.6014814376831055,
   "val_loss": 2.697396755218506,
   "acc": 34.15,
   "f1": [
    0.6126124858856201,
    0.3785713315010071,
    0.32142847776412964,
    0.0806451216340065,
    0.14218004047870636,
    0.2488888055086136,
    0.31764698028564453,
    0.3837208151817322,
    0.3157893717288971,
    0.432748407125473,
    0.15853650867938995,
    0.2696628272533417,
    0.38461530208587646,
    0.23350247740745544,
    0.24999991059303284,
    0.2127659022808075,
    0.3157894015312195,
    0.45033109188079834,
    0.31284910440444946,
    0.22818785905838013,
    0.5576921701431274,
    0.49746179580688477,
    0.35616427659988403,
    0.6153845191001892,
    0.569696843624115,
    0.19999992847442627,
    0.2592591345310211,
    0.19923365116119385,
    0.44970402121543884,
    0.3225805461406708,
    0.3542855978012085,
    0.33333322405815125,
    0.3013697862625122,
    0.37962955236434937,
    0.2934781610965729,
    0.07843131572008133,
    0.31858399510383606,
    0.16326524317264557,
    0.255143940448761,
    0.4269661605358124,
    0.314606636762619,
    0.6594592928886414,
    0.22580640017986298,
    0.3433475196361542,
    0.16438350081443787,
    0.16216209530830383,
    0.2525251507759094,
    0.4150942265987396,
    0.44604307413101196,
    0.30065348744392395,
    0.15789467096328735,
    0.30392149090766907,
    0.5744680166244507,
    0.5844747424125671,
    0.48044681549072266,
    0.09876536577939987,
    0.5196077227592468,
    0.3319147825241089,
    0.37125736474990845,
    0.3314284682273865,
    0.696078360080719,
    0.34482747316360474,
    0.4507041275501251,
    0.36792439222335815,
    0.13698625564575195,
    0.2477063536643982,
    0.09944745898246765,
    0.26804113388061523,
    0.6999998688697815,
    0.5486724376678467,
    0.3703702688217163,
    0.5698322653770447,
    0.11881181597709656,
    0.3636362552642822,
    0.140350803732872,
    0.5643152594566345,
    0.6161136031150818,
    0.19889496266841888,
    0.19108274579048157,
    0.2767294645309448,
    0.1029411256313324,
    0.26900574564933777,
    0.6567163467407227,
    0.3170730471611023,
    0.23469379544258118,
    0.42156851291656494,
    0.4021162986755371,
    0.41666656732559204,
    0.14189182221889496,
    0.37096765637397766,
    0.34234222769737244,
    0.49710968136787415,
    0.09374994784593582,
    0.20512813329696655,
    0.5670101642608643,
    0.430769145488739,
    0.33333322405815125,
    0.2825278043746948,
    0.13592226803302765,
    0.31506839394569397
   ],
   "time": 245.12102306634188,
   "param": [
    {
     "p": 0.08628315478563309,
     "m": 1.0
    },
    {
     "p": 0.054535795003175735,
     "m": 1.0
    },
    {
     "p": 0.08960190415382385,
     "m": 1.0
    },
    {
     "p": 0.05885029584169388,
     "m": 1.0
    },
    {
     "p": 0.07527182251214981,
     "m": 1.0
    },
    {
     "p": 0.06008375063538551,
     "m": 1.0
    },
    {
     "p": 0.09096376597881317,
     "m": 1.0
    },
    {
     "p": 0.09022825956344604,
     "m": 1.0
    },
    {
     "p": 0.04063602536916733,
     "m": 1.0
    },
    {
     "p": 0.07136055082082748,
     "m": 1.0
    },
    {
     "p": 0.052478574216365814,
     "m": 1.0
    },
    {
     "p": 0.10127648711204529,
     "m": 1.0
    },
    {
     "p": 0.10134758055210114,
     "m": 1.0
    },
    {
     "p": 0.027082109823822975,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 43,
   "train_loss": 4.7997636795043945,
   "val_loss": 2.7552053928375244,
   "acc": 33.2,
   "f1": [
    0.6395347118377686,
    0.40740731358528137,
    0.2099446803331375,
    0.15384607017040253,
    0.14213192462921143,
    0.3265305459499359,
    0.31901830434799194,
    0.346666544675827,
    0.22922632098197937,
    0.38578668236732483,
    0.14723920822143555,
    0.23529402911663055,
    0.3369174897670746,
    0.19905206561088562,
    0.22510816156864166,
    0.15476183593273163,
    0.3141360282897949,
    0.5119045972824097,
    0.2948717176914215,
    0.2519083321094513,
    0.5569618940353394,
    0.4603772759437561,
    0.26519328355789185,
    0.5534589886665344,
    0.5981307029724121,
    0.2065216600894928,
    0.23129244148731232,
    0.24999989569187164,
    0.47236168384552,
    0.3013697564601898,
    0.4182508587837219,
    0.19607838988304138,
    0.2888887822628021,
    0.28571420907974243,
    0.3351954519748688,
    0.15957440435886383,
    0.2790696620941162,
    0.15384607017040253,
    0.253807008266449,
    0.45810040831565857,
    0.2775799632072449,
    0.5648146867752075,
    0.25688064098358154,
    0.3414632976055145,
    0.17073164880275726,
    0.16867466270923615,
    0.2456139326095581,
    0.43298953771591187,
    0.5110130310058594,
    0.35359105467796326,
    0.17525766789913177,
    0.24719089269638062,
    0.6153845191001892,
    0.5239850878715515,
    0.524590015411377,
    0.10441760718822479,
    0.4753361940383911,
    0.33121007680892944,
    0.3482586145401001,
    0.33816415071487427,
    0.7142855525016785,
    0.38356155157089233,
    0.41891881823539734,
    0.3127271831035614,
    0.16560502350330353,
    0.15384608507156372,
    0.17834390699863434,
    0.2560974657535553,
    0.6862744092941284,
    0.49070626497268677,
    0.3636362552642822,
    0.5301203727722168,
    0.16993455588817596,
    0.3670884966850281,
    0.1528661698102951,
    0.6073297262191772,
    0.6461536884307861,
    0.16216209530830383,
    0.15999993681907654,
    0.22972965240478516,
    0.12307685613632202,
    0.2559240758419037,
    0.6526314616203308,
    0.33777767419815063,
    0.22499993443489075,
    0.40718549489974976,
    0.4177214205265045,
    0.3119265139102936,
    0.14012734591960907,
    0.38524580001831055,
    0.23364479839801788,
    0.5284972786903381,
    0.23834188282489777,
    0.188888818025589,
    0.5775399804115295,
    0.3287670612335205,
    0.26573416590690613,
    0.31168824434280396,
    0.07954539358615875,
    0.31088075041770935
   ],
   "time": 246.34824775066227,
   "param": [
    {
     "p": 0.08991751819849014,
     "m": 1.0
    },
    {
     "p": 0.04660145565867424,
     "m": 1.0
    },
    {
     "p": 0.08976425975561142,
     "m": 1.0
    },
    {
     "p": 0.08442411571741104,
     "m": 1.0
    },
    {
     "p": 0.09488146007061005,
     "m": 1.0
    },
    {
     "p": 0.06559987366199493,
     "m": 1.0
    },
    {
     "p": 0.07834134250879288,
     "m": 1.0
    },
    {
     "p": 0.08988922089338303,
     "m": 1.0
    },
    {
     "p": 0.03694460541009903,
     "m": 1.0
    },
    {
     "p": 0.05128279700875282,
     "m": 1.0
    },
    {
     "p": 0.05565224587917328,
     "m": 1.0
    },
    {
     "p": 0.09440693259239197,
     "m": 1.0
    },
    {
     "p": 0.09361477196216583,
     "m": 1.0
    },
    {
     "p": 0.028679315000772476,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 44,
   "train_loss": 4.7946295738220215,
   "val_loss": 2.566711902618408,
   "acc": 33.71,
   "f1": [
    0.6506022810935974,
    0.38095226883888245,
    0.26415085792541504,
    0.2072538137435913,
    0.08928567916154861,
    0.24875615537166595,
    0.28571417927742004,
    0.37499991059303284,
    0.2995593845844269,
    0.38888880610466003,
    0.07042248547077179,
    0.20740734040737152,
    0.30851057171821594,
    0.20224712789058685,
    0.22727267444133759,
    0.23636355996131897,
    0.3168315887451172,
    0.4772725999355316,
    0.3169397711753845,
    0.2775118350982666,
    0.5517240166664124,
    0.48908287286758423,
    0.309859037399292,
    0.5608464479446411,
    0.6280191540718079,
    0.18947362899780273,
    0.20077213644981384,
    0.2374998927116394,
    0.4401912987232208,
    0.28965505957603455,
    0.3976607024669647,
    0.33457237482070923,
    0.30208322405815125,
    0.26666656136512756,
    0.30208322405815125,
    0.12578611075878143,
    0.30999991297721863,
    0.17616572976112366,
    0.11510787159204483,
    0.40490788221359253,
    0.289308100938797,
    0.5781989693641663,
    0.1970442682504654,
    0.36431220173835754,
    0.19889496266841888,
    0.14906825125217438,
    0.23170723021030426,
    0.4255318343639374,
    0.4705880880355835,
    0.3563217520713806,
    0.17840369045734406,
    0.2944161295890808,
    0.5746267437934875,
    0.5566036701202393,
    0.4539005756378174,
    0.12440184503793716,
    0.4949493706226349,
    0.3568074107170105,
    0.33333322405815125,
    0.24836592376232147,
    0.7164177894592285,
    0.37668150663375854,
    0.4491524398326874,
    0.376623272895813,
    0.1282050609588623,
    0.2268906980752945,
    0.12162157148122787,
    0.3445377051830292,
    0.6867468357086182,
    0.4649445414543152,
    0.42201822996139526,
    0.6333332657814026,
    0.1226993277668953,
    0.31645557284355164,
    0.13223135471343994,
    0.5990337133407593,
    0.538181722164154,
    0.2173912227153778,
    0.1379309743642807,
    0.23463678359985352,
    0.15432094037532806,
    0.24161069095134735,
    0.6082947254180908,
    0.3529410660266876,
    0.27472516894340515,
    0.3999998867511749,
    0.37373724579811096,
    0.3178807199001312,
    0.13095231354236603,
    0.3039999008178711,
    0.250614196062088,
    0.5052630305290222,
    0.245353102684021,
    0.17112290859222412,
    0.5176470279693604,
    0.4574466943740845,
    0.2840908169746399,
    0.3113206624984741,
    0.11976040154695511,
    0.33497530221939087
   ],
   "time": 250.06745133548975,
   "param": [
    {
     "p": 0.08771727234125137,
     "m": 1.0
    },
    {
     "p": 0.04757120832800865,
     "m": 1.0
    },
    {
     "p": 0.08515279740095139,
     "m": 1.0
    },
    {
     "p": 0.0830802246928215,
     "m": 1.0
    },
    {
     "p": 0.09294461458921432,
     "m": 1.0
    },
    {
     "p": 0.050945185124874115,
     "m": 1.0
    },
    {
     "p": 0.07357116788625717,
     "m": 1.0
    },
    {
     "p": 0.09216076880693436,
     "m": 1.0
    },
    {
     "p": 0.05132155120372772,
     "m": 1.0
    },
    {
     "p": 0.06263843923807144,
     "m": 1.0
    },
    {
     "p": 0.05396728590130806,
     "m": 1.0
    },
    {
     "p": 0.09106076508760452,
     "m": 1.0
    },
    {
     "p": 0.10290069878101349,
     "m": 1.0
    },
    {
     "p": 0.024968033656477928,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 45,
   "train_loss": 4.413836479187012,
   "val_loss": 2.763766050338745,
   "acc": 34.18,
   "f1": [
    0.575999915599823,
    0.38341957330703735,
    0.28699544072151184,
    0.19480513036251068,
    0.13265299797058105,
    0.2870812714099884,
    0.3436122238636017,
    0.42931926250457764,
    0.30851057171821594,
    0.3874998986721039,
    0.16216209530830383,
    0.22018341720104218,
    0.36529669165611267,
    0.15068486332893372,
    0.2536584436893463,
    0.23300965130329132,
    0.3088234066963196,
    0.5106381177902222,
    0.3389829397201538,
    0.29885047674179077,
    0.5696201324462891,
    0.5360823273658752,
    0.3157894015312195,
    0.5529952645301819,
    0.6099998950958252,
    0.22660093009471893,
    0.23318377137184143,
    0.1869158148765564,
    0.43925222754478455,
    0.28426387906074524,
    0.36051490902900696,
    0.3320462703704834,
    0.3373492956161499,
    0.3265305161476135,
    0.33333322405815125,
    0.20408156514167786,
    0.3316582143306732,
    0.1499999314546585,
    0.21359220147132874,
    0.4269661605358124,
    0.2956520915031433,
    0.5539904832839966,
    0.2972972095012665,
    0.37944653630256653,
    0.18390797078609467,
    0.19999994337558746,
    0.21145367622375488,
    0.45121943950653076,
    0.4772725999355316,
    0.29370617866516113,
    0.1951218843460083,
    0.2705881595611572,
    0.5454544425010681,
    0.5578945875167847,
    0.5326085686683655,
    0.07407402247190475,
    0.5208331942558289,
    0.39325833320617676,
    0.3408070504665375,
    0.30366483330726624,
    0.7053138613700867,
    0.4088396728038788,
    0.48314592242240906,
    0.31249991059303284,
    0.16666659712791443,
    0.25104594230651855,
    0.12658223509788513,
    0.28947359323501587,
    0.6695650219917297,
    0.5168538093566895,
    0.40718549489974976,
    0.5369648933410645,
    0.131687194108963,
    0.39195966720581055,
    0.16304342448711395,
    0.5039369463920593,
    0.6519335508346558,
    0.1226993277668953,
    0.14814810454845428,
    0.17931029200553894,
    0.05555552989244461,
    0.30769219994544983,
    0.6516852378845215,
    0.323809415102005,
    0.2173912525177002,
    0.38848912715911865,
    0.33777767419815063,
    0.38862547278404236,
    0.14364632964134216,
    0.3576641380786896,
    0.2966100871562958,
    0.4095236659049988,
    0.2792791724205017,
    0.21904754638671875,
    0.5414363145828247,
    0.403755784034729,
    0.32456132769584656,
    0.28187912702560425,
    0.07751933485269547,
    0.37305691838264465
   ],
   "time": 253.36290780920535,
   "param": [
    {
     "p": 0.08488108217716217,
     "m": 1.0
    },
    {
     "p": 0.048847537487745285,
     "m": 1.0
    },
    {
     "p": 0.09298434853553772,
     "m": 1.0
    },
    {
     "p": 0.0718870759010315,
     "m": 1.0
    },
    {
     "p": 0.0838746652007103,
     "m": 1.0
    },
    {
     "p": 0.07668355107307434,
     "m": 1.0
    },
    {
     "p": 0.060142695903778076,
     "m": 1.0
    },
    {
     "p": 0.07512608170509338,
     "m": 1.0
    },
    {
     "p": 0.054753780364990234,
     "m": 1.0
    },
    {
     "p": 0.07059399038553238,
     "m": 1.0
    },
    {
     "p": 0.07294856756925583,
     "m": 1.0
    },
    {
     "p": 0.08262418210506439,
     "m": 1.0
    },
    {
     "p": 0.10127923637628555,
     "m": 1.0
    },
    {
     "p": 0.02337317354977131,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 46,
   "train_loss": 4.510921001434326,
   "val_loss": 2.8955986499786377,
   "acc": 34.02,
   "f1": [
    0.5869563817977905,
    0.41628947854042053,
    0.26666656136512756,
    0.1900825798511505,
    0.15789468586444855,
    0.24675318598747253,
    0.3053433895111084,
    0.38834938406944275,
    0.31316718459129333,
    0.4095236659049988,
    0.14371250569820404,
    0.18713442981243134,
    0.3157894015312195,
    0.15662643313407898,
    0.23636355996131897,
    0.1891891211271286,
    0.28461533784866333,
    0.5425531268119812,
    0.33333325386047363,
    0.2748090624809265,
    0.5619046092033386,
    0.4499998688697815,
    0.33962252736091614,
    0.49664416909217834,
    0.6082947254180908,
    0.23913034796714783,
    0.2443438321352005,
    0.22619038820266724,
    0.44444432854652405,
    0.2674417495727539,
    0.36641210317611694,
    0.2867923676967621,
    0.3265305459499359,
    0.3433475196361542,
    0.29629620909690857,
    0.10309270769357681,
    0.34394893050193787,
    0.1759999394416809,
    0.26573416590690613,
    0.48809507489204407,
    0.28776970505714417,
    0.5136185884475708,
    0.22360244393348694,
    0.35051536560058594,
    0.1548386514186859,
    0.18518511950969696,
    0.2127659022808075,
    0.44444432854652405,
    0.4946235418319702,
    0.3775508999824524,
    0.17391295731067657,
    0.2412450611591339,
    0.5563908815383911,
    0.5627375841140747,
    0.502024233341217,
    0.1258740872144699,
    0.4545453190803528,
    0.29896897077560425,
    0.36633655428886414,
    0.3069306015968323,
    0.6735749840736389,
    0.4142010807991028,
    0.44239622354507446,
    0.3453236222267151,
    0.17307688295841217,
    0.23391805589199066,
    0.14893612265586853,
    0.3026314675807953,
    0.6080584526062012,
    0.6021503806114197,
    0.3905324339866638,
    0.5702809691429138,
    0.05228752642869949,
    0.40178558230400085,
    0.15300540626049042,
    0.6562498807907104,
    0.6136362552642822,
    0.22784802317619324,
    0.17073163390159607,
    0.2824857831001282,
    0.11612897366285324,
    0.27306264638900757,
    0.6632652282714844,
    0.3442622125148773,
    0.16923071444034576,
    0.372548907995224,
    0.4021162986755371,
    0.38709667325019836,
    0.1226993277668953,
    0.40718549489974976,
    0.27338123321533203,
    0.4132230579853058,
    0.22499993443489075,
    0.10169486701488495,
    0.5833332538604736,
    0.390243798494339,
    0.15999993681907654,
    0.3265305161476135,
    0.11483246088027954,
    0.322274774312973
   ],
   "time": 253.6908516874537,
   "param": [
    {
     "p": 0.0751824900507927,
     "m": 1.0
    },
    {
     "p": 0.04686597362160683,
     "m": 1.0
    },
    {
     "p": 0.07222387194633484,
     "m": 1.0
    },
    {
     "p": 0.08656049519777298,
     "m": 1.0
    },
    {
     "p": 0.08309116214513779,
     "m": 1.0
    },
    {
     "p": 0.07111694663763046,
     "m": 1.0
    },
    {
     "p": 0.07529623806476593,
     "m": 1.0
    },
    {
     "p": 0.08866837620735168,
     "m": 1.0
    },
    {
     "p": 0.059810489416122437,
     "m": 1.0
    },
    {
     "p": 0.05770615115761757,
     "m": 1.0
    },
    {
     "p": 0.06465168297290802,
     "m": 1.0
    },
    {
     "p": 0.09063146263360977,
     "m": 1.0
    },
    {
     "p": 0.10462362319231033,
     "m": 1.0
    },
    {
     "p": 0.023571062833070755,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 47,
   "train_loss": 4.325427055358887,
   "val_loss": 2.72149920463562,
   "acc": 34.21,
   "f1": [
    0.6415093541145325,
    0.36190465092658997,
    0.2869197428226471,
    0.20077213644981384,
    0.19999992847442627,
    0.24161066114902496,
    0.35467973351478577,
    0.3565216362476349,
    0.3091786503791809,
    0.42285704612731934,
    0.14012733101844788,
    0.2643677294254303,
    0.3619908392429352,
    0.25125616788864136,
    0.19736838340759277,
    0.216666579246521,
    0.3407406508922577,
    0.4939270317554474,
    0.29677411913871765,
    0.30418241024017334,
    0.616278886795044,
    0.41379299759864807,
    0.345177561044693,
    0.5445543527603149,
    0.5739129781723022,
    0.2526314854621887,
    0.2121211588382721,
    0.2322096824645996,
    0.4226802885532379,
    0.3152172863483429,
    0.3763439953327179,
    0.3692306578159332,
    0.24657529592514038,
    0.3389829695224762,
    0.32989683747291565,
    0.11483246088027954,
    0.3208555281162262,
    0.18110232055187225,
    0.1503758728504181,
    0.5232557058334351,
    0.32835814356803894,
    0.5422221422195435,
    0.2723003923892975,
    0.30882343649864197,
    0.1862744390964508,
    0.1481480896472931,
    0.2722512185573578,
    0.42857134342193604,
    0.40174663066864014,
    0.36158180236816406,
    0.1759258508682251,
    0.24034328758716583,
    0.5550238490104675,
    0.5050503611564636,
    0.4629628360271454,
    0.140350803732872,
    0.5026176571846008,
    0.34745752811431885,
    0.37999987602233887,
    0.2796609401702881,
    0.7168139815330505,
    0.36986294388771057,
    0.4537814259529114,
    0.3841806650161743,
    0.11678826063871384,
    0.24028262495994568,
    0.1393442153930664,
    0.281406968832016,
    0.7093595266342163,
    0.5487803816795349,
    0.43349742889404297,
    0.4969695806503296,
    0.1405404806137085,
    0.38578668236732483,
    0.2129276990890503,
    0.613065242767334,
    0.5803107619285583,
    0.23602473735809326,
    0.19393931329250336,
    0.27999988198280334,
    0.09580832719802856,
    0.22058817744255066,
    0.6146787405014038,
    0.3417084515094757,
    0.239520862698555,
    0.4257424473762512,
    0.3694266378879547,
    0.326315701007843,
    0.15178565680980682,
    0.3267325758934021,
    0.3398057222366333,
    0.486772358417511,
    0.2181817591190338,
    0.23076917231082916,
    0.5517240166664124,
    0.425531804561615,
    0.2923975884914398,
    0.3076922297477722,
    0.17616572976112366,
    0.3542855978012085
   ],
   "time": 248.57723441068083,
   "param": [
    {
     "p": 0.07867442816495895,
     "m": 1.0
    },
    {
     "p": 0.04133066162467003,
     "m": 1.0
    },
    {
     "p": 0.09901807457208633,
     "m": 1.0
    },
    {
     "p": 0.0946115106344223,
     "m": 1.0
    },
    {
     "p": 0.06825186312198639,
     "m": 1.0
    },
    {
     "p": 0.055240143090486526,
     "m": 1.0
    },
    {
     "p": 0.08724158257246017,
     "m": 1.0
    },
    {
     "p": 0.07891573011875153,
     "m": 1.0
    },
    {
     "p": 0.04923592507839203,
     "m": 1.0
    },
    {
     "p": 0.07027792930603027,
     "m": 1.0
    },
    {
     "p": 0.04993733763694763,
     "m": 1.0
    },
    {
     "p": 0.08979048579931259,
     "m": 1.0
    },
    {
     "p": 0.11039518564939499,
     "m": 1.0
    },
    {
     "p": 0.027079107239842415,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 48,
   "train_loss": 4.686985969543457,
   "val_loss": 2.6499719619750977,
   "acc": 34.2,
   "f1": [
    0.5786800384521484,
    0.4180789887905121,
    0.26008957624435425,
    0.22222214937210083,
    0.11320748925209045,
    0.3063828945159912,
    0.37681150436401367,
    0.4215245544910431,
    0.28571420907974243,
    0.438709557056427,
    0.08474572747945786,
    0.23754781484603882,
    0.24657529592514038,
    0.251428484916687,
    0.2643677294254303,
    0.24083760380744934,
    0.34224584698677063,
    0.4999998211860657,
    0.35532984137535095,
    0.272108793258667,
    0.5511109828948975,
    0.4788731336593628,
    0.33918121457099915,
    0.5517240166664124,
    0.6197181344032288,
    0.21390368044376373,
    0.24999991059303284,
    0.2018347978591919,
    0.390243798494339,
    0.3625729978084564,
    0.3352600038051605,
    0.31802111864089966,
    0.33333322405815125,
    0.3373492956161499,
    0.3157894015312195,
    0.057553909718990326,
    0.3431371748447418,
    0.21839071810245514,
    0.2727271616458893,
    0.4605261981487274,
    0.27488142251968384,
    0.5502182841300964,
    0.15384607017040253,
    0.3467741012573242,
    0.20809243619441986,
    0.17333325743675232,
    0.22772268950939178,
    0.4052286446094513,
    0.5023254752159119,
    0.3794870972633362,
    0.18079088628292084,
    0.23664113879203796,
    0.5984250903129578,
    0.5727270841598511,
    0.5638296604156494,
    0.14184391498565674,
    0.543352484703064,
    0.32402223348617554,
    0.29197070002555847,
    0.2702701687812805,
    0.6564101576805115,
    0.4705880880355835,
    0.4499998986721039,
    0.3756905198097229,
    0.11666660755872726,
    0.179775208234787,
    0.13756607472896576,
    0.29213473200798035,
    0.6502056121826172,
    0.5714284181594849,
    0.3468207120895386,
    0.6124400496482849,
    0.07299264520406723,
    0.3522725999355316,
    0.1481480896472931,
    0.6526314616203308,
    0.6594592928886414,
    0.12345672398805618,
    0.176136314868927,
    0.29268285632133484,
    0.12499996274709702,
    0.25101208686828613,
    0.639269232749939,
    0.3578946590423584,
    0.28225794434547424,
    0.37681150436401367,
    0.38222211599349976,
    0.35074618458747864,
    0.14977967739105225,
    0.33476385474205017,
    0.28048771619796753,
    0.49746179580688477,
    0.21993118524551392,
    0.17171710729599,
    0.5514017343521118,
    0.43781083822250366,
    0.2424241602420807,
    0.32558128237724304,
    0.1398600935935974,
    0.31249991059303284
   ],
   "time": 241.4672961961478,
   "param": [
    {
     "p": 0.08307082951068878,
     "m": 1.0
    },
    {
     "p": 0.03685309365391731,
     "m": 1.0
    },
    {
     "p": 0.0969497561454773,
     "m": 1.0
    },
    {
     "p": 0.07676804065704346,
     "m": 1.0
    },
    {
     "p": 0.08290068805217743,
     "m": 1.0
    },
    {
     "p": 0.07743062824010849,
     "m": 1.0
    },
    {
     "p": 0.08787470310926437,
     "m": 1.0
    },
    {
     "p": 0.07872073352336884,
     "m": 1.0
    },
    {
     "p": 0.0446489043533802,
     "m": 1.0
    },
    {
     "p": 0.05910607799887657,
     "m": 1.0
    },
    {
     "p": 0.060936667025089264,
     "m": 1.0
    },
    {
     "p": 0.08089933544397354,
     "m": 1.0
    },
    {
     "p": 0.10225526243448257,
     "m": 1.0
    },
    {
     "p": 0.03158527612686157,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 49,
   "train_loss": 3.910041332244873,
   "val_loss": 2.7430710792541504,
   "acc": 35.11,
   "f1": [
    0.6632652282714844,
    0.3636362850666046,
    0.3253011107444763,
    0.12162157148122787,
    0.13414627313613892,
    0.24778753519058228,
    0.32298123836517334,
    0.3659573495388031,
    0.3032257556915283,
    0.4418603479862213,
    0.1818181276321411,
    0.26900574564933777,
    0.3386242389678955,
    0.26666656136512756,
    0.25555548071861267,
    0.2634729743003845,
    0.3636362552642822,
    0.45849794149398804,
    0.3980098366737366,
    0.29508185386657715,
    0.5315313935279846,
    0.42857131361961365,
    0.28971952199935913,
    0.5312498211860657,
    0.5683058500289917,
    0.19889496266841888,
    0.23076915740966797,
    0.2514285147190094,
    0.43362823128700256,
    0.32298123836517334,
    0.3999999165534973,
    0.3018867075443268,
    0.3129250705242157,
    0.3251230716705322,
    0.29268285632133484,
    0.08974353224039078,
    0.33802807331085205,
    0.18604646623134613,
    0.2334384173154831,
    0.4919784665107727,
    0.2952028810977936,
    0.5948716402053833,
    0.2594141364097595,
    0.34554967284202576,
    0.16326524317264557,
    0.2021275758743286,
    0.27096763253211975,
    0.4418603479862213,
    0.522612988948822,
    0.390243798494339,
    0.1921396702528,
    0.27544906735420227,
    0.6090224385261536,
    0.6293102502822876,
    0.4651161730289459,
    0.09473677724599838,
    0.4533332288265228,
    0.3636362552642822,
    0.3775508999824524,
    0.2681563198566437,
    0.626414954662323,
    0.3797467350959778,
    0.46938762068748474,
    0.38497641682624817,
    0.1694914698600769,
    0.220779150724411,
    0.07692301273345947,
    0.32941165566444397,
    0.7040814757347107,
    0.6054052114486694,
    0.4651161730289459,
    0.5921786427497864,
    0.12941168248653412,
    0.4236452281475067,
    0.20091316103935242,
    0.603351891040802,
    0.6892654895782471,
    0.13245026767253876,
    0.19417467713356018,
    0.2786068916320801,
    0.1835748255252838,
    0.336633563041687,
    0.6568626165390015,
    0.3013697564601898,
    0.20987649261951447,
    0.37735840678215027,
    0.35467973351478577,
    0.3957218527793884,
    0.13422814011573792,
    0.40404030680656433,
    0.31730762124061584,
    0.4615383446216583,
    0.21301770210266113,
    0.16666659712791443,
    0.5951218605041504,
    0.4561401903629303,
    0.2913385033607483,
    0.33576634526252747,
    0.11538457125425339,
    0.3644443452358246
   ],
   "time": 255.3464249148965,
   "param": [
    {
     "p": 0.07130638509988785,
     "m": 1.0
    },
    {
     "p": 0.04660588875412941,
     "m": 1.0
    },
    {
     "p": 0.10803419351577759,
     "m": 1.0
    },
    {
     "p": 0.0805341973900795,
     "m": 1.0
    },
    {
     "p": 0.09267695993185043,
     "m": 1.0
    },
    {
     "p": 0.07062462717294693,
     "m": 1.0
    },
    {
     "p": 0.08134318888187408,
     "m": 1.0
    },
    {
     "p": 0.07577880471944809,
     "m": 1.0
    },
    {
     "p": 0.04641299694776535,
     "m": 1.0
    },
    {
     "p": 0.07346248626708984,
     "m": 1.0
    },
    {
     "p": 0.04763302206993103,
     "m": 1.0
    },
    {
     "p": 0.08547477424144745,
     "m": 1.0
    },
    {
     "p": 0.09380597621202469,
     "m": 1.0
    },
    {
     "p": 0.026306457817554474,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 50,
   "train_loss": 3.9468250274658203,
   "val_loss": 2.769313335418701,
   "acc": 34.14,
   "f1": [
    0.5847455859184265,
    0.434782475233078,
    0.2967032194137573,
    0.2340424805879593,
    0.14285708963871002,
    0.26254817843437195,
    0.34394893050193787,
    0.35483860969543457,
    0.2845187783241272,
    0.40206170082092285,
    0.0491802878677845,
    0.1989527940750122,
    0.30051806569099426,
    0.2488888055086136,
    0.2314814031124115,
    0.228260800242424,
    0.33918121457099915,
    0.42914968729019165,
    0.3314284682273865,
    0.213483065366745,
    0.47183096408843994,
    0.44827571511268616,
    0.2780747711658478,
    0.6039602756500244,
    0.5968990921974182,
    0.2054053246974945,
    0.18285706639289856,
    0.23958325386047363,
    0.4042551815509796,
    0.3311257064342499,
    0.3482586145401001,
    0.3559320867061615,
    0.28464412689208984,
    0.32335323095321655,
    0.34374991059303284,
    0.1580546647310257,
    0.3389829397201538,
    0.22105254232883453,
    0.21296289563179016,
    0.4469272196292877,
    0.28178685903549194,
    0.5989846587181091,
    0.28235283493995667,
    0.37426888942718506,
    0.14723920822143555,
    0.16249993443489075,
    0.23129244148731232,
    0.48756206035614014,
    0.47846877574920654,
    0.36363622546195984,
    0.1911763995885849,
    0.2485205978155136,
    0.5347592234611511,
    0.5970147848129272,
    0.5209301114082336,
    0.08823523670434952,
    0.5172412991523743,
    0.31404948234558105,
    0.29629620909690857,
    0.3195265531539917,
    0.7029701471328735,
    0.3636362552642822,
    0.48314592242240906,
    0.3018867075443268,
    0.1754385381937027,
    0.262857049703598,
    0.16304342448711395,
    0.32989683747291565,
    0.6190474629402161,
    0.5214006900787354,
    0.28767114877700806,
    0.6298341155052185,
    0.12087904661893845,
    0.41666656732559204,
    0.18181811273097992,
    0.5982905030250549,
    0.5487363934516907,
    0.14705875515937805,
    0.18652844429016113,
    0.2193547636270523,
    0.12145744264125824,
    0.22346359491348267,
    0.6341462135314941,
    0.3666665554046631,
    0.21428565680980682,
    0.40476179122924805,
    0.37864065170288086,
    0.34920623898506165,
    0.08450698852539062,
    0.3018867075443268,
    0.33210325241088867,
    0.4999998211860657,
    0.20960691571235657,
    0.21686740219593048,
    0.4716980755329132,
    0.45128190517425537,
    0.32804223895072937,
    0.33333322405815125,
    0.11965805292129517,
    0.35714277625083923
   ],
   "time": 256.1336924498901,
   "param": [
    {
     "p": 0.0879983976483345,
     "m": 1.0
    },
    {
     "p": 0.04802322015166283,
     "m": 1.0
    },
    {
     "p": 0.09652234613895416,
     "m": 1.0
    },
    {
     "p": 0.06938440352678299,
     "m": 1.0
    },
    {
     "p": 0.07650759816169739,
     "m": 1.0
    },
    {
     "p": 0.07730773091316223,
     "m": 1.0
    },
    {
     "p": 0.06557803601026535,
     "m": 1.0
    },
    {
     "p": 0.08875517547130585,
     "m": 1.0
    },
    {
     "p": 0.04654639959335327,
     "m": 1.0
    },
    {
     "p": 0.07856196910142899,
     "m": 1.0
    },
    {
     "p": 0.054878734052181244,
     "m": 1.0
    },
    {
     "p": 0.09201932698488235,
     "m": 1.0
    },
    {
     "p": 0.0932358130812645,
     "m": 1.0
    },
    {
     "p": 0.024680830538272858,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 51,
   "train_loss": 3.845292091369629,
   "val_loss": 2.8711137771606445,
   "acc": 35.18,
   "f1": [
    0.6126124858856201,
    0.4236452281475067,
    0.3523315489292145,
    0.16766461730003357,
    0.18390797078609467,
    0.2617800235748291,
    0.36529669165611267,
    0.42051267623901367,
    0.26315781474113464,
    0.40170925855636597,
    0.14634142816066742,
    0.22535203397274017,
    0.3409089744091034,
    0.24691346287727356,
    0.23469379544258118,
    0.23076915740966797,
    0.32432422041893005,
    0.45544540882110596,
    0.34254133701324463,
    0.3068782389163971,
    0.5904760956764221,
    0.4077134430408478,
    0.3049326539039612,
    0.5747125148773193,
    0.6153844594955444,
    0.22549012303352356,
    0.24598921835422516,
    0.1836734265089035,
    0.45263150334358215,
    0.3211677670478821,
    0.2571427822113037,
    0.30935242772102356,
    0.2955664098262787,
    0.3391002416610718,
    0.3594468832015991,
    0.13664589822292328,
    0.30939218401908875,
    0.24203814566135406,
    0.22972965240478516,
    0.47513800859451294,
    0.30331745743751526,
    0.5837318897247314,
    0.2148759514093399,
    0.39999985694885254,
    0.20444436371326447,
    0.17391295731067657,
    0.2314814031124115,
    0.4705881178379059,
    0.44585973024368286,
    0.389104962348938,
    0.18749994039535522,
    0.24691346287727356,
    0.5296802520751953,
    0.5936071872711182,
    0.4951455295085907,
    0.06504061073064804,
    0.4454147219657898,
    0.3363635540008545,
    0.3696681261062622,
    0.25777769088745117,
    0.728155255317688,
    0.3542855978012085,
    0.43715834617614746,
    0.34980979561805725,
    0.09448814392089844,
    0.24817509949207306,
    0.16374263167381287,
    0.3428570628166199,
    0.6601940989494324,
    0.507936418056488,
    0.43199992179870605,
    0.6428569555282593,
    0.11555548757314682,
    0.3559320867061615,
    0.17931029200553894,
    0.6078430414199829,
    0.5887445211410522,
    0.22598862648010254,
    0.1725887656211853,
    0.29702961444854736,
    0.2066420167684555,
    0.22222214937210083,
    0.633165717124939,
    0.32160791754722595,
    0.2404370754957199,
    0.4362138509750366,
    0.35443025827407837,
    0.4059404730796814,
    0.06779656559228897,
    0.35918357968330383,
    0.28971952199935913,
    0.49710968136787415,
    0.14285707473754883,
    0.2204081267118454,
    0.590908944606781,
    0.4034333825111389,
    0.1971830427646637,
    0.31999990344047546,
    0.12765949964523315,
    0.37185919284820557
   ],
   "time": 251.71288557443768,
   "param": [
    {
     "p": 0.09155828505754471,
     "m": 1.0
    },
    {
     "p": 0.02699746936559677,
     "m": 1.0
    },
    {
     "p": 0.08591067790985107,
     "m": 1.0
    },
    {
     "p": 0.06802574545145035,
     "m": 1.0
    },
    {
     "p": 0.08764862269163132,
     "m": 1.0
    },
    {
     "p": 0.06110158562660217,
     "m": 1.0
    },
    {
     "p": 0.07069311290979385,
     "m": 1.0
    },
    {
     "p": 0.09339039027690887,
     "m": 1.0
    },
    {
     "p": 0.05605676397681236,
     "m": 1.0
    },
    {
     "p": 0.07491146773099899,
     "m": 1.0
    },
    {
     "p": 0.0588667169213295,
     "m": 1.0
    },
    {
     "p": 0.08114809542894363,
     "m": 1.0
    },
    {
     "p": 0.10314003378152847,
     "m": 1.0
    },
    {
     "p": 0.040550969541072845,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 52,
   "train_loss": 4.707180023193359,
   "val_loss": 2.6151885986328125,
   "acc": 33.83,
   "f1": [
    0.6343611478805542,
    0.3609755337238312,
    0.2898550033569336,
    0.20276491343975067,
    0.1945524662733078,
    0.20155030488967896,
    0.3677128851413727,
    0.3758388161659241,
    0.3186812400817871,
    0.44067782163619995,
    0.08759118616580963,
    0.21890540421009064,
    0.3838382363319397,
    0.2433861643075943,
    0.23529404401779175,
    0.17721512913703918,
    0.31055888533592224,
    0.46753236651420593,
    0.33492809534072876,
    0.31428563594818115,
    0.5376343131065369,
    0.47761180996894836,
    0.2954544425010681,
    0.5882351398468018,
    0.6297871470451355,
    0.20382159948349,
    0.27380943298339844,
    0.246575266122818,
    0.3882351815700531,
    0.27322396636009216,
    0.27272719144821167,
    0.34482747316360474,
    0.3076922297477722,
    0.3211677670478821,
    0.2895622253417969,
    0.14814810454845428,
    0.30526304244995117,
    0.1658536046743393,
    0.24528293311595917,
    0.4183672070503235,
    0.2788843810558319,
    0.6145831942558289,
    0.2312137931585312,
    0.25862061977386475,
    0.14184391498565674,
    0.16901402175426483,
    0.2279411107301712,
    0.5048542022705078,
    0.38461533188819885,
    0.4083332419395447,
    0.20382159948349,
    0.29906532168388367,
    0.5566036701202393,
    0.5771142840385437,
    0.5333331823348999,
    0.0983605906367302,
    0.506912350654602,
    0.3552630543708801,
    0.2953019440174103,
    0.35897424817085266,
    0.6705200672149658,
    0.3540668785572052,
    0.4565216302871704,
    0.35483860969543457,
    0.1556885540485382,
    0.23030294477939606,
    0.13483139872550964,
    0.2948717176914215,
    0.652542233467102,
    0.48559659719467163,
    0.4405285120010376,
    0.5714284777641296,
    0.11347512155771255,
    0.25555548071861267,
    0.180851012468338,
    0.5102039575576782,
    0.6806281208992004,
    0.12080531567335129,
    0.22399993240833282,
    0.2746780216693878,
    0.17877088487148285,
    0.24509796500205994,
    0.6766167879104614,
    0.28749987483024597,
    0.2674417495727539,
    0.2635658085346222,
    0.37246954441070557,
    0.3636362552642822,
    0.15807555615901947,
    0.35156238079071045,
    0.3266931176185608,
    0.4733726978302002,
    0.15384608507156372,
    0.23754781484603882,
    0.5374998450279236,
    0.37533506751060486,
    0.27380943298339844,
    0.2995593845844269,
    0.148837149143219,
    0.29370617866516113
   ],
   "time": 254.0335419345647,
   "param": [
    {
     "p": 0.07974003255367279,
     "m": 1.0
    },
    {
     "p": 0.06389784067869186,
     "m": 1.0
    },
    {
     "p": 0.0834849625825882,
     "m": 1.0
    },
    {
     "p": 0.07574973255395889,
     "m": 1.0
    },
    {
     "p": 0.08610661327838898,
     "m": 1.0
    },
    {
     "p": 0.0863504484295845,
     "m": 1.0
    },
    {
     "p": 0.06942673027515411,
     "m": 1.0
    },
    {
     "p": 0.08482542634010315,
     "m": 1.0
    },
    {
     "p": 0.04364794120192528,
     "m": 1.0
    },
    {
     "p": 0.06962824612855911,
     "m": 1.0
    },
    {
     "p": 0.04725434258580208,
     "m": 1.0
    },
    {
     "p": 0.07297670841217041,
     "m": 1.0
    },
    {
     "p": 0.10142455995082855,
     "m": 1.0
    },
    {
     "p": 0.03548647463321686,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 53,
   "train_loss": 4.786025047302246,
   "val_loss": 2.6670050621032715,
   "acc": 34.34,
   "f1": [
    0.6666665077209473,
    0.33333322405815125,
    0.26395928859710693,
    0.24806194007396698,
    0.174496591091156,
    0.24285709857940674,
    0.2987011969089508,
    0.3886638879776001,
    0.309859037399292,
    0.425531804561615,
    0.2010049670934677,
    0.22222216427326202,
    0.3760683238506317,
    0.20588228106498718,
    0.26315784454345703,
    0.16901402175426483,
    0.3647797703742981,
    0.47393354773521423,
    0.3755457401275635,
    0.3133639991283417,
    0.5454544425010681,
    0.41212108731269836,
    0.31999990344047546,
    0.5222928524017334,
    0.5929647088050842,
    0.21719448268413544,
    0.26190465688705444,
    0.22602730989456177,
    0.40590396523475647,
    0.2870369255542755,
    0.3369564116001129,
    0.2399999350309372,
    0.2694299519062042,
    0.3468207120895386,
    0.3119265139102936,
    0.1885245442390442,
    0.3400808572769165,
    0.2062779664993286,
    0.2436547577381134,
    0.4331209361553192,
    0.2574256658554077,
    0.6041665077209473,
    0.2840908169746399,
    0.3622046113014221,
    0.20338977873325348,
    0.20091316103935242,
    0.2275448441505432,
    0.45871543884277344,
    0.4594593644142151,
    0.3267972767353058,
    0.152671679854393,
    0.2955664098262787,
    0.5737703442573547,
    0.5882351398468018,
    0.4999998211860657,
    0.0759493038058281,
    0.4615383744239807,
    0.3654821515083313,
    0.3841806650161743,
    0.35359105467796326,
    0.6846845149993896,
    0.40718549489974976,
    0.4656083285808563,
    0.360248327255249,
    0.15053758025169373,
    0.24299058318138123,
    0.09655166417360306,
    0.29694315791130066,
    0.7199999094009399,
    0.5495494604110718,
    0.35064926743507385,
    0.5441694855690002,
    0.10526309907436371,
    0.35602086782455444,
    0.19867542386054993,
    0.6028706431388855,
    0.6288658380508423,
    0.22598862648010254,
    0.1916166990995407,
    0.2702701687812805,
    0.12121205776929855,
    0.27999991178512573,
    0.5428569912910461,
    0.2999999225139618,
    0.194871723651886,
    0.3706895411014557,
    0.3251230716705322,
    0.39106133580207825,
    0.1525423228740692,
    0.3323076665401459,
    0.28571417927742004,
    0.4914284646511078,
    0.19277101755142212,
    0.16216209530830383,
    0.5059288144111633,
    0.44444432854652405,
    0.3316061198711395,
    0.32222211360931396,
    0.12565438449382782,
    0.34817805886268616
   ],
   "time": 240.9519161246717,
   "param": [
    {
     "p": 0.08481993526220322,
     "m": 1.0
    },
    {
     "p": 0.05864040181040764,
     "m": 1.0
    },
    {
     "p": 0.09808626770973206,
     "m": 1.0
    },
    {
     "p": 0.06410021334886551,
     "m": 1.0
    },
    {
     "p": 0.0889625996351242,
     "m": 1.0
    },
    {
     "p": 0.05852017551660538,
     "m": 1.0
    },
    {
     "p": 0.055606093257665634,
     "m": 1.0
    },
    {
     "p": 0.08821087330579758,
     "m": 1.0
    },
    {
     "p": 0.05757502466440201,
     "m": 1.0
    },
    {
     "p": 0.06442495435476303,
     "m": 1.0
    },
    {
     "p": 0.050378523766994476,
     "m": 1.0
    },
    {
     "p": 0.10608132183551788,
     "m": 1.0
    },
    {
     "p": 0.09825608879327774,
     "m": 1.0
    },
    {
     "p": 0.02633754536509514,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 54,
   "train_loss": 3.966174364089966,
   "val_loss": 2.715902805328369,
   "acc": 34.82,
   "f1": [
    0.6197181344032288,
    0.44827571511268616,
    0.23036640882492065,
    0.20224712789058685,
    0.17821775376796722,
    0.27380943298339844,
    0.3517586886882782,
    0.3874344527721405,
    0.3076922297477722,
    0.4260353744029999,
    0.11111105233430862,
    0.26373615860939026,
    0.3409090042114258,
    0.24516120553016663,
    0.24120594561100006,
    0.17931029200553894,
    0.32402223348617554,
    0.5140561461448669,
    0.33755266666412354,
    0.19847320020198822,
    0.5658535361289978,
    0.4598929286003113,
    0.3195265531539917,
    0.48648640513420105,
    0.600858211517334,
    0.2543351650238037,
    0.21118006110191345,
    0.26415085792541504,
    0.44444432854652405,
    0.32467523217201233,
    0.35502949357032776,
    0.30468741059303284,
    0.2909089922904968,
    0.37499988079071045,
    0.2898550033569336,
    0.11111105233430862,
    0.3414633274078369,
    0.17105256021022797,
    0.2574256360530853,
    0.4146340489387512,
    0.3448275029659271,
    0.5067872405052185,
    0.2526314854621887,
    0.3568463623523712,
    0.18604646623134613,
    0.15384608507156372,
    0.2692306637763977,
    0.4545453190803528,
    0.4999998211860657,
    0.3693692684173584,
    0.17218534648418427,
    0.2422359436750412,
    0.5877861380577087,
    0.6040815114974976,
    0.4896264970302582,
    0.08602144569158554,
    0.46788978576660156,
    0.34389129281044006,
    0.3169013261795044,
    0.23170723021030426,
    0.7118642330169678,
    0.35443025827407837,
    0.4694834351539612,
    0.3370785713195801,
    0.11347512155771255,
    0.2588233947753906,
    0.10227267444133759,
    0.3184078335762024,
    0.7157893776893616,
    0.5396823883056641,
    0.5151513814926147,
    0.6101694107055664,
    0.14358967542648315,
    0.3524589240550995,
    0.20477809011936188,
    0.5652172565460205,
    0.6407765746116638,
    0.16774186491966248,
    0.17171710729599,
    0.28571420907974243,
    0.1379309743642807,
    0.28244268894195557,
    0.6107783317565918,
    0.36111101508140564,
    0.24675315618515015,
    0.4666665494441986,
    0.33027511835098267,
    0.3879309296607971,
    0.15081962943077087,
    0.3803679943084717,
    0.25870639085769653,
    0.4770641028881073,
    0.17931029200553894,
    0.19101116061210632,
    0.5437787175178528,
    0.4729062616825104,
    0.28260859847068787,
    0.3195265531539917,
    0.12631572782993317,
    0.3714284896850586
   ],
   "time": 245.57407802995294,
   "param": [
    {
     "p": 0.08728335052728653,
     "m": 1.0
    },
    {
     "p": 0.056258246302604675,
     "m": 1.0
    },
    {
     "p": 0.10117822885513306,
     "m": 1.0
    },
    {
     "p": 0.03843271732330322,
     "m": 1.0
    },
    {
     "p": 0.07560621947050095,
     "m": 1.0
    },
    {
     "p": 0.06627198308706284,
     "m": 1.0
    },
    {
     "p": 0.07347080111503601,
     "m": 1.0
    },
    {
     "p": 0.09082777798175812,
     "m": 1.0
    },
    {
     "p": 0.0446292981505394,
     "m": 1.0
    },
    {
     "p": 0.07766443490982056,
     "m": 1.0
    },
    {
     "p": 0.05505673959851265,
     "m": 1.0
    },
    {
     "p": 0.10536067932844162,
     "m": 1.0
    },
    {
     "p": 0.0927460640668869,
     "m": 1.0
    },
    {
     "p": 0.03521347418427467,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 55,
   "train_loss": 4.214727401733398,
   "val_loss": 2.7685601711273193,
   "acc": 35.05,
   "f1": [
    0.653465211391449,
    0.390243798494339,
    0.2585032880306244,
    0.13445372879505157,
    0.17142850160598755,
    0.32195112109184265,
    0.3734438419342041,
    0.3942306339740753,
    0.30278873443603516,
    0.43298953771591187,
    0.165217325091362,
    0.2962961792945862,
    0.39560428261756897,
    0.2404370754957199,
    0.19209031760692596,
    0.21505369246006012,
    0.3046356737613678,
    0.49777767062187195,
    0.3400808572769165,
    0.3175964951515198,
    0.5698922872543335,
    0.48958322405815125,
    0.2890172600746155,
    0.5762709975242615,
    0.5904760956764221,
    0.26373615860939026,
    0.22131142020225525,
    0.22222213447093964,
    0.4727271497249603,
    0.30150744318962097,
    0.3425924777984619,
    0.3617020547389984,
    0.27350419759750366,
    0.33333322405815125,
    0.3203882575035095,
    0.11904755234718323,
    0.3493449091911316,
    0.20487797260284424,
    0.2430938482284546,
    0.45751625299453735,
    0.3636362552642822,
    0.5338981747627258,
    0.28019312024116516,
    0.36464083194732666,
    0.23312875628471375,
    0.16993455588817596,
    0.21965309977531433,
    0.46428558230400085,
    0.5142855644226074,
    0.4549761712551117,
    0.21192045509815216,
    0.2677823603153229,
    0.570175290107727,
    0.5752211213111877,
    0.45033106207847595,
    0.11842100322246552,
    0.41176465153694153,
    0.3783782720565796,
    0.36871495842933655,
    0.27049171924591064,
    0.6532256603240967,
    0.3850930631160736,
    0.434782475233078,
    0.3643723726272583,
    0.16774186491966248,
    0.2820512056350708,
    0.11827950179576874,
    0.24999988079071045,
    0.6835441589355469,
    0.6122447848320007,
    0.4432430863380432,
    0.596858561038971,
    0.13725484907627106,
    0.327868789434433,
    0.16058386862277985,
    0.5814977288246155,
    0.627906858921051,
    0.11510787159204483,
    0.19108274579048157,
    0.17021270096302032,
    0.1658536046743393,
    0.3463686406612396,
    0.5974024534225464,
    0.36051490902900696,
    0.2424241602420807,
    0.4474884569644928,
    0.36065563559532166,
    0.3628317713737488,
    0.10227267444133759,
    0.39449530839920044,
    0.3269230127334595,
    0.3641790449619293,
    0.21794864535331726,
    0.19191910326480865,
    0.5882351398468018,
    0.42145586013793945,
    0.2906976044178009,
    0.30996301770210266,
    0.1810344010591507,
    0.3522011637687683
   ],
   "time": 247.661755066365,
   "param": [
    {
     "p": 0.07742836326360703,
     "m": 1.0
    },
    {
     "p": 0.04241384193301201,
     "m": 1.0
    },
    {
     "p": 0.10106267035007477,
     "m": 1.0
    },
    {
     "p": 0.08793368935585022,
     "m": 1.0
    },
    {
     "p": 0.10516785830259323,
     "m": 1.0
    },
    {
     "p": 0.061363253742456436,
     "m": 1.0
    },
    {
     "p": 0.0555034801363945,
     "m": 1.0
    },
    {
     "p": 0.07187093049287796,
     "m": 1.0
    },
    {
     "p": 0.049872785806655884,
     "m": 1.0
    },
    {
     "p": 0.06920654326677322,
     "m": 1.0
    },
    {
     "p": 0.05214214324951172,
     "m": 1.0
    },
    {
     "p": 0.10031004995107651,
     "m": 1.0
    },
    {
     "p": 0.08722438663244247,
     "m": 1.0
    },
    {
     "p": 0.038500040769577026,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 56,
   "train_loss": 4.74257230758667,
   "val_loss": 2.7187163829803467,
   "acc": 34.45,
   "f1": [
    0.6217615604400635,
    0.39325833320617676,
    0.3206750154495239,
    0.23255808651447296,
    0.14545448124408722,
    0.29032251238822937,
    0.31249988079071045,
    0.3496502637863159,
    0.24477605521678925,
    0.4293783903121948,
    0.16438350081443787,
    0.20588228106498718,
    0.3738316595554352,
    0.2430938482284546,
    0.18604646623134613,
    0.21428564190864563,
    0.30851057171821594,
    0.44252869486808777,
    0.30331745743751526,
    0.3211008310317993,
    0.5978259444236755,
    0.49549540877342224,
    0.329670250415802,
    0.5487803816795349,
    0.6382977366447449,
    0.24999988079071045,
    0.21556879580020905,
    0.20202013850212097,
    0.4705881178379059,
    0.3373492956161499,
    0.3399999141693115,
    0.3516482412815094,
    0.3131312429904938,
    0.36559128761291504,
    0.31404948234558105,
    0.17840369045734406,
    0.30046939849853516,
    0.19318175315856934,
    0.24786315858364105,
    0.45631060004234314,
    0.31818172335624695,
    0.5671641230583191,
    0.21960778534412384,
    0.382978618144989,
    0.251308798789978,
    0.22549012303352356,
    0.208791121840477,
    0.46540868282318115,
    0.43205565214157104,
    0.32432422041893005,
    0.1749999076128006,
    0.26724129915237427,
    0.5490195751190186,
    0.5970147848129272,
    0.5454543828964233,
    0.15189866721630096,
    0.5071768760681152,
    0.3878786563873291,
    0.3208555281162262,
    0.2967032194137573,
    0.6184208989143372,
    0.3943661153316498,
    0.47619035840034485,
    0.34482747316360474,
    0.14736837148666382,
    0.25961530208587646,
    0.13173648715019226,
    0.28025469183921814,
    0.7042252421379089,
    0.6256982088088989,
    0.3496502637863159,
    0.5934064984321594,
    0.1532566398382187,
    0.387096643447876,
    0.20105813443660736,
    0.5114502906799316,
    0.6327682137489319,
    0.17829450964927673,
    0.19672124087810516,
    0.29473677277565,
    0.15228420495986938,
    0.23728805780410767,
    0.6631577014923096,
    0.3865545094013214,
    0.26262614130973816,
    0.4398338794708252,
    0.38181808590888977,
    0.3959389626979828,
    0.11398956924676895,
    0.3420289158821106,
    0.28571420907974243,
    0.4606740176677704,
    0.24427475035190582,
    0.1749999076128006,
    0.5760868191719055,
    0.3948496878147125,
    0.3018867075443268,
    0.275229275226593,
    0.1126759946346283,
    0.3529410660266876
   ],
   "time": 237.9353724932298,
   "param": [
    {
     "p": 0.08839818835258484,
     "m": 1.0
    },
    {
     "p": 0.05322740226984024,
     "m": 1.0
    },
    {
     "p": 0.09832491725683212,
     "m": 1.0
    },
    {
     "p": 0.05263279378414154,
     "m": 1.0
    },
    {
     "p": 0.0657593309879303,
     "m": 1.0
    },
    {
     "p": 0.04822736606001854,
     "m": 1.0
    },
    {
     "p": 0.08367415517568588,
     "m": 1.0
    },
    {
     "p": 0.08549260348081589,
     "m": 1.0
    },
    {
     "p": 0.06018677353858948,
     "m": 1.0
    },
    {
     "p": 0.08037488162517548,
     "m": 1.0
    },
    {
     "p": 0.06791222840547562,
     "m": 1.0
    },
    {
     "p": 0.0856785699725151,
     "m": 1.0
    },
    {
     "p": 0.09079207479953766,
     "m": 1.0
    },
    {
     "p": 0.039318814873695374,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 57,
   "train_loss": 3.920754909515381,
   "val_loss": 2.6361796855926514,
   "acc": 34.87,
   "f1": [
    0.6310677528381348,
    0.4158414602279663,
    0.2643677294254303,
    0.20080316066741943,
    0.09142850339412689,
    0.2749998867511749,
    0.3389829695224762,
    0.3765689730644226,
    0.30630621314048767,
    0.423912912607193,
    0.2048192024230957,
    0.23255808651447296,
    0.3352600038051605,
    0.20134222507476807,
    0.2061854749917984,
    0.20833326876163483,
    0.31034475564956665,
    0.5257141590118408,
    0.3358207941055298,
    0.33816415071487427,
    0.596858561038971,
    0.4537814259529114,
    0.24285705387592316,
    0.6057690978050232,
    0.6298341155052185,
    0.23913034796714783,
    0.236453115940094,
    0.24193541705608368,
    0.40740731358528137,
    0.31372541189193726,
    0.3802816569805145,
    0.3431371748447418,
    0.31818172335624695,
    0.3253587782382965,
    0.3440859317779541,
    0.17886173725128174,
    0.25954192876815796,
    0.23684203624725342,
    0.2591361105442047,
    0.4795917272567749,
    0.3083699643611908,
    0.5407723784446716,
    0.2569831311702728,
    0.23529404401779175,
    0.20134222507476807,
    0.19191910326480865,
    0.19801974296569824,
    0.46632111072540283,
    0.5028570294380188,
    0.3599999248981476,
    0.14371250569820404,
    0.2754097580909729,
    0.600858211517334,
    0.6063828468322754,
    0.4836064279079437,
    0.14574894309043884,
    0.4933919608592987,
    0.3428570628166199,
    0.3714284896850586,
    0.33057841658592224,
    0.7368419766426086,
    0.3972601890563965,
    0.4630540609359741,
    0.35294109582901,
    0.12499994784593582,
    0.1818181276321411,
    0.14790992438793182,
    0.25373128056526184,
    0.7149757146835327,
    0.5499998927116394,
    0.4154588282108307,
    0.6511626243591309,
    0.13836471736431122,
    0.38541653752326965,
    0.16058386862277985,
    0.5714285373687744,
    0.6161136031150818,
    0.14285707473754883,
    0.17490488290786743,
    0.2658958435058594,
    0.11578940600156784,
    0.3043477535247803,
    0.6836733222007751,
    0.3440859317779541,
    0.2436547577381134,
    0.4113474488258362,
    0.43786972761154175,
    0.4358973205089569,
    0.05797096714377403,
    0.3124999403953552,
    0.2603549063205719,
    0.43518510460853577,
    0.256410151720047,
    0.22459883987903595,
    0.5901637673377991,
    0.4561401903629303,
    0.2624998986721039,
    0.2867923676967621,
    0.13265299797058105,
    0.329268217086792
   ],
   "time": 236.8306818092242,
   "param": [
    {
     "p": 0.08295922726392746,
     "m": 1.0
    },
    {
     "p": 0.047288812696933746,
     "m": 1.0
    },
    {
     "p": 0.07907070964574814,
     "m": 1.0
    },
    {
     "p": 0.0663890689611435,
     "m": 1.0
    },
    {
     "p": 0.08040779083967209,
     "m": 1.0
    },
    {
     "p": 0.08688705414533615,
     "m": 1.0
    },
    {
     "p": 0.0929245799779892,
     "m": 1.0
    },
    {
     "p": 0.08500740677118301,
     "m": 1.0
    },
    {
     "p": 0.04382358118891716,
     "m": 1.0
    },
    {
     "p": 0.06988760828971863,
     "m": 1.0
    },
    {
     "p": 0.06294537335634232,
     "m": 1.0
    },
    {
     "p": 0.07814270257949829,
     "m": 1.0
    },
    {
     "p": 0.09916675090789795,
     "m": 1.0
    },
    {
     "p": 0.025099199265241623,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 58,
   "train_loss": 3.742861747741699,
   "val_loss": 2.7722795009613037,
   "acc": 34.93,
   "f1": [
    0.6666664481163025,
    0.447368323802948,
    0.2999999523162842,
    0.17948710918426514,
    0.18264833092689514,
    0.246575266122818,
    0.3225805461406708,
    0.33333325386047363,
    0.29577454924583435,
    0.44198882579803467,
    0.16107375919818878,
    0.23357655107975006,
    0.31914883852005005,
    0.24615377187728882,
    0.17877088487148285,
    0.253807008266449,
    0.32298123836517334,
    0.5054943561553955,
    0.36871495842933655,
    0.3228345811367035,
    0.5999999046325684,
    0.44347813725471497,
    0.331707239151001,
    0.6224488615989685,
    0.62135910987854,
    0.1912349909543991,
    0.23863628506660461,
    0.1799999475479126,
    0.49999988079071045,
    0.3041473925113678,
    0.3755457401275635,
    0.31226757168769836,
    0.28402355313301086,
    0.3417084515094757,
    0.278787761926651,
    0.13888882100582123,
    0.3369564116001129,
    0.22222216427326202,
    0.2655600905418396,
    0.4780486822128296,
    0.329268217086792,
    0.5654449462890625,
    0.23188398778438568,
    0.3402060866355896,
    0.2116401493549347,
    0.1775147169828415,
    0.2514968812465668,
    0.4180789887905121,
    0.37377041578292847,
    0.3529410660266876,
    0.18292675912380219,
    0.2909089922904968,
    0.5488720536231995,
    0.6343611478805542,
    0.517857015132904,
    0.1798941045999527,
    0.4634144902229309,
    0.3703702688217163,
    0.32989680767059326,
    0.32051271200180054,
    0.7021275758743286,
    0.45283007621765137,
    0.4331796169281006,
    0.31372544169425964,
    0.10655730962753296,
    0.24742262065410614,
    0.14406773447990417,
    0.3469386696815491,
    0.7219511270523071,
    0.5233643651008606,
    0.4331796169281006,
    0.6167399883270264,
    0.11764698475599289,
    0.34482747316360474,
    0.17857135832309723,
    0.5936071872711182,
    0.631578803062439,
    0.1594202220439911,
    0.1868131160736084,
    0.24271836876869202,
    0.1126759946346283,
    0.228571355342865,
    0.6600984334945679,
    0.31999990344047546,
    0.28749987483024597,
    0.41935470700263977,
    0.39795905351638794,
    0.4072396755218506,
    0.12154688686132431,
    0.3440859317779541,
    0.24999995529651642,
    0.4502616822719574,
    0.06201545521616936,
    0.21513938903808594,
    0.5798815488815308,
    0.42285704612731934,
    0.3076922297477722,
    0.3578946590423584,
    0.1379309743642807,
    0.3308269679546356
   ],
   "time": 246.46903687156737,
   "param": [
    {
     "p": 0.08759532868862152,
     "m": 1.0
    },
    {
     "p": 0.037921782582998276,
     "m": 1.0
    },
    {
     "p": 0.07353239506483078,
     "m": 1.0
    },
    {
     "p": 0.06572315096855164,
     "m": 1.0
    },
    {
     "p": 0.09495989233255386,
     "m": 1.0
    },
    {
     "p": 0.08746673166751862,
     "m": 1.0
    },
    {
     "p": 0.08745855838060379,
     "m": 1.0
    },
    {
     "p": 0.08323775231838226,
     "m": 1.0
    },
    {
     "p": 0.06652224063873291,
     "m": 1.0
    },
    {
     "p": 0.05945607274770737,
     "m": 1.0
    },
    {
     "p": 0.06425275653600693,
     "m": 1.0
    },
    {
     "p": 0.08029993623495102,
     "m": 1.0
    },
    {
     "p": 0.09448662400245667,
     "m": 1.0
    },
    {
     "p": 0.017086906358599663,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 59,
   "train_loss": 4.536865711212158,
   "val_loss": 2.990445852279663,
   "acc": 33.82,
   "f1": [
    0.5833331942558289,
    0.3899998664855957,
    0.22807009518146515,
    0.20987647771835327,
    0.11956514418125153,
    0.23318377137184143,
    0.35365843772888184,
    0.2992125153541565,
    0.33548372983932495,
    0.44571414589881897,
    0.07947013527154922,
    0.22459883987903595,
    0.3508770763874054,
    0.18823520839214325,
    0.2191779911518097,
    0.2274509072303772,
    0.24390240013599396,
    0.4513617753982544,
    0.3625729978084564,
    0.23841053247451782,
    0.5470084547996521,
    0.4717947542667389,
    0.289308100938797,
    0.5199998617172241,
    0.5523011684417725,
    0.1951218843460083,
    0.21505369246006012,
    0.21390368044376373,
    0.45320188999176025,
    0.3287670612335205,
    0.36180898547172546,
    0.24742262065410614,
    0.2764226496219635,
    0.24427472054958344,
    0.34101372957229614,
    0.07100585103034973,
    0.29078006744384766,
    0.1481480896472931,
    0.2577318847179413,
    0.4472048580646515,
    0.34254133701324463,
    0.48484838008880615,
    0.23076915740966797,
    0.3454544246196747,
    0.17073164880275726,
    0.20408155024051666,
    0.17840369045734406,
    0.4924241304397583,
    0.4432430863380432,
    0.40609124302864075,
    0.17081844806671143,
    0.26415085792541504,
    0.535519003868103,
    0.4926685094833374,
    0.5151513814926147,
    0.09859149903059006,
    0.5405403971672058,
    0.33532923460006714,
    0.3364485204219818,
    0.32124343514442444,
    0.6826921701431274,
    0.4245808720588684,
    0.45535701513290405,
    0.3444443643093109,
    0.16149060428142548,
    0.23655906319618225,
    0.08917191624641418,
    0.28859052062034607,
    0.7024388909339905,
    0.5349792838096619,
    0.40624988079071045,
    0.6218487024307251,
    0.11249993741512299,
    0.32835814356803894,
    0.10169486701488495,
    0.5511810183525085,
    0.5641024708747864,
    0.1722487509250641,
    0.19534875452518463,
    0.2424241602420807,
    0.13333328068256378,
    0.23312875628471375,
    0.616278886795044,
    0.39805811643600464,
    0.17021270096302032,
    0.47474732995033264,
    0.42285704612731934,
    0.3793102204799652,
    0.14012733101844788,
    0.3232322335243225,
    0.2611110508441925,
    0.543352484703064,
    0.17391295731067657,
    0.18300646543502808,
    0.5603863000869751,
    0.4630540609359741,
    0.2784809172153473,
    0.32128506898880005,
    0.13846150040626526,
    0.29139062762260437
   ],
   "time": 243.48427485767752,
   "param": [
    {
     "p": 0.08066698908805847,
     "m": 1.0
    },
    {
     "p": 0.0484316311776638,
     "m": 1.0
    },
    {
     "p": 0.07677804678678513,
     "m": 1.0
    },
    {
     "p": 0.07373136281967163,
     "m": 1.0
    },
    {
     "p": 0.08814889937639236,
     "m": 1.0
    },
    {
     "p": 0.0678524300456047,
     "m": 1.0
    },
    {
     "p": 0.07448089122772217,
     "m": 1.0
    },
    {
     "p": 0.07733482867479324,
     "m": 1.0
    },
    {
     "p": 0.06630923599004745,
     "m": 1.0
    },
    {
     "p": 0.07217282801866531,
     "m": 1.0
    },
    {
     "p": 0.06822816282510757,
     "m": 1.0
    },
    {
     "p": 0.08863184601068497,
     "m": 1.0
    },
    {
     "p": 0.07629534602165222,
     "m": 1.0
    },
    {
     "p": 0.040937554091215134,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 60,
   "train_loss": 3.9914355278015137,
   "val_loss": 2.7405402660369873,
   "acc": 34.71,
   "f1": [
    0.6396394968032837,
    0.4262293577194214,
    0.2987011969089508,
    0.1965811401605606,
    0.1629629135131836,
    0.2127659022808075,
    0.38647329807281494,
    0.38053086400032043,
    0.36904752254486084,
    0.4129031002521515,
    0.13333328068256378,
    0.2550334632396698,
    0.35978829860687256,
    0.24489787220954895,
    0.24509796500205994,
    0.2164178341627121,
    0.34523800015449524,
    0.4834122061729431,
    0.35443025827407837,
    0.2393161654472351,
    0.6049381494522095,
    0.4112149178981781,
    0.2866893410682678,
    0.5684208869934082,
    0.6327682137489319,
    0.2399999350309372,
    0.22510816156864166,
    0.2473117560148239,
    0.4408600926399231,
    0.280373752117157,
    0.3950616121292114,
    0.3092782497406006,
    0.2753622233867645,
    0.2695034444332123,
    0.29906532168388367,
    0.11023616790771484,
    0.2758620083332062,
    0.18461531400680542,
    0.1629629135131836,
    0.4942527115345001,
    0.29292917251586914,
    0.5894736051559448,
    0.2955664098262787,
    0.3374998867511749,
    0.21989519894123077,
    0.13740453124046326,
    0.24598921835422516,
    0.4043714702129364,
    0.5026176571846008,
    0.4108526110649109,
    0.13471496105194092,
    0.2739725410938263,
    0.5907171964645386,
    0.6435642242431641,
    0.5023695826530457,
    0.14563101530075073,
    0.4705881178379059,
    0.4044942855834961,
    0.36458322405815125,
    0.2941175699234009,
    0.7551018595695496,
    0.393063485622406,
    0.4712642431259155,
    0.34123215079307556,
    0.1704544872045517,
    0.22857137024402618,
    0.11864402145147324,
    0.3474177420139313,
    0.6889951229095459,
    0.5325441956520081,
    0.42857128381729126,
    0.6242773532867432,
    0.1485147923231125,
    0.4120602011680603,
    0.17460311949253082,
    0.6265058517456055,
    0.5631767511367798,
    0.18604643642902374,
    0.24999991059303284,
    0.2739725410938263,
    0.1449274867773056,
    0.25688064098358154,
    0.6731706857681274,
    0.3779526650905609,
    0.2576685845851898,
    0.4607841968536377,
    0.32432422041893005,
    0.40277767181396484,
    0.09459453821182251,
    0.3474902808666229,
    0.3234041631221771,
    0.4417177140712738,
    0.1499999314546585,
    0.180851012468338,
    0.579439103603363,
    0.46788978576660156,
    0.3533833622932434,
    0.3068782389163971,
    0.13043473660945892,
    0.31249991059303284
   ],
   "time": 247.35012435819954,
   "param": [
    {
     "p": 0.08466547727584839,
     "m": 1.0
    },
    {
     "p": 0.05419725552201271,
     "m": 1.0
    },
    {
     "p": 0.071047343313694,
     "m": 1.0
    },
    {
     "p": 0.08276765793561935,
     "m": 1.0
    },
    {
     "p": 0.09074345976114273,
     "m": 1.0
    },
    {
     "p": 0.05978762358427048,
     "m": 1.0
    },
    {
     "p": 0.07660681754350662,
     "m": 1.0
    },
    {
     "p": 0.09660420566797256,
     "m": 1.0
    },
    {
     "p": 0.05841125175356865,
     "m": 1.0
    },
    {
     "p": 0.07209103554487228,
     "m": 1.0
    },
    {
     "p": 0.06595511734485626,
     "m": 1.0
    },
    {
     "p": 0.0899147093296051,
     "m": 1.0
    },
    {
     "p": 0.06787874549627304,
     "m": 1.0
    },
    {
     "p": 0.0293293297290802,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 61,
   "train_loss": 4.192809581756592,
   "val_loss": 2.7911579608917236,
   "acc": 34.86,
   "f1": [
    0.704545259475708,
    0.42570269107818604,
    0.2599999010562897,
    0.1748633086681366,
    0.21890540421009064,
    0.29787224531173706,
    0.38647329807281494,
    0.36158180236816406,
    0.27999991178512573,
    0.4093022048473358,
    0.0707964226603508,
    0.26086944341659546,
    0.34482747316360474,
    0.19780214130878448,
    0.18181811273097992,
    0.264317125082016,
    0.3976607024669647,
    0.4950493574142456,
    0.3468207120895386,
    0.2953019142150879,
    0.5656563639640808,
    0.5110130310058594,
    0.2542954683303833,
    0.5656563639640808,
    0.5762709975242615,
    0.22857137024402618,
    0.20105813443660736,
    0.19999994337558746,
    0.467661589384079,
    0.329268217086792,
    0.27096763253211975,
    0.33962249755859375,
    0.300429105758667,
    0.31730762124061584,
    0.3398057222366333,
    0.16853927075862885,
    0.2556390166282654,
    0.1855669468641281,
    0.15714280307292938,
    0.44651150703430176,
    0.32911381125450134,
    0.5454544425010681,
    0.30456843972206116,
    0.39153432846069336,
    0.19417467713356018,
    0.17307688295841217,
    0.22619038820266724,
    0.44848471879959106,
    0.3392404615879059,
    0.37671226263046265,
    0.2138364166021347,
    0.289308100938797,
    0.5714284181594849,
    0.5809127688407898,
    0.4741378724575043,
    0.06249995529651642,
    0.45685264468193054,
    0.36470577120780945,
    0.31872501969337463,
    0.28971952199935913,
    0.6826921701431274,
    0.30555543303489685,
    0.45631060004234314,
    0.35714277625083923,
    0.16666661202907562,
    0.20731700956821442,
    0.15873010456562042,
    0.3101603388786316,
    0.6636362671852112,
    0.5744680166244507,
    0.38709667325019836,
    0.6243385076522827,
    0.13749992847442627,
    0.3444443643093109,
    0.09756092727184296,
    0.6350710391998291,
    0.6384975910186768,
    0.18439710140228271,
    0.21198150515556335,
    0.2774565517902374,
    0.11851847171783447,
    0.26540276408195496,
    0.6321242451667786,
    0.37499991059303284,
    0.22598862648010254,
    0.41106709837913513,
    0.3707864284515381,
    0.3820223808288574,
    0.165217325091362,
    0.3320753574371338,
    0.31804272532463074,
    0.49999988079071045,
    0.2605040967464447,
    0.17112290859222412,
    0.5587043762207031,
    0.39873412251472473,
    0.331707239151001,
    0.28782278299331665,
    0.17112290859222412,
    0.3295453190803528
   ],
   "time": 232.2602866338566,
   "param": [
    {
     "p": 0.06756118685007095,
     "m": 1.0
    },
    {
     "p": 0.05431085824966431,
     "m": 1.0
    },
    {
     "p": 0.09365517646074295,
     "m": 1.0
    },
    {
     "p": 0.039270490407943726,
     "m": 1.0
    },
    {
     "p": 0.08470728993415833,
     "m": 1.0
    },
    {
     "p": 0.09428760409355164,
     "m": 1.0
    },
    {
     "p": 0.08346997946500778,
     "m": 1.0
    },
    {
     "p": 0.08594125509262085,
     "m": 1.0
    },
    {
     "p": 0.052787117660045624,
     "m": 1.0
    },
    {
     "p": 0.07490803301334381,
     "m": 1.0
    },
    {
     "p": 0.08253194391727448,
     "m": 1.0
    },
    {
     "p": 0.0971972793340683,
     "m": 1.0
    },
    {
     "p": 0.054932601749897,
     "m": 1.0
    },
    {
     "p": 0.034439120441675186,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 62,
   "train_loss": 4.102362632751465,
   "val_loss": 2.7333202362060547,
   "acc": 34.9,
   "f1": [
    0.6008967757225037,
    0.3734438419342041,
    0.2870369255542755,
    0.21582730114459991,
    0.13698624074459076,
    0.2786068916320801,
    0.32234421372413635,
    0.32978713512420654,
    0.3540668785572052,
    0.44198882579803467,
    0.12698407471179962,
    0.228260800242424,
    0.38647329807281494,
    0.228571355342865,
    0.23744283616542816,
    0.21794864535331726,
    0.3431951701641083,
    0.5412842631340027,
    0.36607131361961365,
    0.2824857831001282,
    0.5297296643257141,
    0.3846152722835541,
    0.2786068916320801,
    0.53987717628479,
    0.6095237135887146,
    0.2887699604034424,
    0.24137921631336212,
    0.21352307498455048,
    0.423912912607193,
    0.2793295085430145,
    0.3678159713745117,
    0.33333325386047363,
    0.29906532168388367,
    0.3466666042804718,
    0.29629620909690857,
    0.14432983100414276,
    0.3295453190803528,
    0.23076917231082916,
    0.25233638286590576,
    0.46808499097824097,
    0.3436122238636017,
    0.5391303300857544,
    0.27309226989746094,
    0.2999999225139618,
    0.18390797078609467,
    0.20645155012607574,
    0.24175815284252167,
    0.4598929286003113,
    0.4459458291530609,
    0.3756905198097229,
    0.14193542301654816,
    0.2782607972621918,
    0.587755024433136,
    0.5523808598518372,
    0.4824119210243225,
    0.11822652816772461,
    0.4946235418319702,
    0.38056668639183044,
    0.3594468832015991,
    0.31884050369262695,
    0.6822428703308105,
    0.38497641682624817,
    0.44705867767333984,
    0.3603602349758148,
    0.13235288858413696,
    0.1754385232925415,
    0.10169485956430435,
    0.3135133981704712,
    0.7171715497970581,
    0.6101693511009216,
    0.4678361415863037,
    0.5847455859184265,
    0.11827950179576874,
    0.38043469190597534,
    0.17391295731067657,
    0.6448085904121399,
    0.6408838629722595,
    0.24999988079071045,
    0.1924685686826706,
    0.25274714827537537,
    0.18884113430976868,
    0.24999988079071045,
    0.6380951404571533,
    0.34999990463256836,
    0.22988496720790863,
    0.37804871797561646,
    0.38834938406944275,
    0.36226406693458557,
    0.09302320331335068,
    0.38399991393089294,
    0.2746478021144867,
    0.47826072573661804,
    0.17105256021022797,
    0.24299058318138123,
    0.5915491580963135,
    0.44776105880737305,
    0.27096763253211975,
    0.30303019285202026,
    0.11688306927680969,
    0.3389829397201538
   ],
   "time": 234.4396682837978,
   "param": [
    {
     "p": 0.09016258269548416,
     "m": 1.0
    },
    {
     "p": 0.05364079400897026,
     "m": 1.0
    },
    {
     "p": 0.10953269898891449,
     "m": 1.0
    },
    {
     "p": 0.06517630815505981,
     "m": 1.0
    },
    {
     "p": 0.09531362354755402,
     "m": 1.0
    },
    {
     "p": 0.055740319192409515,
     "m": 1.0
    },
    {
     "p": 0.07142578065395355,
     "m": 1.0
    },
    {
     "p": 0.08237536251544952,
     "m": 1.0
    },
    {
     "p": 0.05256209149956703,
     "m": 1.0
    },
    {
     "p": 0.06881432980298996,
     "m": 1.0
    },
    {
     "p": 0.06020735576748848,
     "m": 1.0
    },
    {
     "p": 0.08783821761608124,
     "m": 1.0
    },
    {
     "p": 0.0715738907456398,
     "m": 1.0
    },
    {
     "p": 0.035636529326438904,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 63,
   "train_loss": 4.169412612915039,
   "val_loss": 2.629887580871582,
   "acc": 34.74,
   "f1": [
    0.6602869629859924,
    0.434782475233078,
    0.24999991059303284,
    0.2211054563522339,
    0.18633535504341125,
    0.255999892950058,
    0.3707864284515381,
    0.37433144450187683,
    0.30468741059303284,
    0.4292236268520355,
    0.119999960064888,
    0.20731700956821442,
    0.39631327986717224,
    0.23036640882492065,
    0.19736838340759277,
    0.24999991059303284,
    0.31531521677970886,
    0.5217390656471252,
    0.38775497674942017,
    0.30674833059310913,
    0.5482232570648193,
    0.45405393838882446,
    0.2739725410938263,
    0.5165561437606812,
    0.5925925374031067,
    0.197101429104805,
    0.26881712675094604,
    0.20487797260284424,
    0.43786972761154175,
    0.3116881847381592,
    0.3478260040283203,
    0.30857133865356445,
    0.27428561449050903,
    0.3886638879776001,
    0.33057841658592224,
    0.16853927075862885,
    0.29885047674179077,
    0.18079088628292084,
    0.23655906319618225,
    0.4623654782772064,
    0.3304346799850464,
    0.5478259921073914,
    0.18045106530189514,
    0.36470577120780945,
    0.17142853140830994,
    0.15748025476932526,
    0.13008125126361847,
    0.47513800859451294,
    0.45801523327827454,
    0.4307691156864166,
    0.17142851650714874,
    0.281406968832016,
    0.5816324949264526,
    0.538461446762085,
    0.5130888819694519,
    0.13023249804973602,
    0.509090781211853,
    0.3999999165534973,
    0.3657141625881195,
    0.34509798884391785,
    0.6837605237960815,
    0.4238409399986267,
    0.38888880610466003,
    0.40624988079071045,
    0.15624994039535522,
    0.25274714827537537,
    0.11999993771314621,
    0.34374991059303284,
    0.7014216780662537,
    0.5081965923309326,
    0.3975902497768402,
    0.62135910987854,
    0.09638547897338867,
    0.36180898547172546,
    0.1916166990995407,
    0.6022725701332092,
    0.609625518321991,
    0.19889496266841888,
    0.2399999350309372,
    0.22222213447093964,
    0.1965317279100418,
    0.27428561449050903,
    0.6737966537475586,
    0.3665337860584259,
    0.24870456755161285,
    0.4184395968914032,
    0.3076922297477722,
    0.37004393339157104,
    0.11458326876163483,
    0.34920623898506165,
    0.3003194332122803,
    0.49214646220207214,
    0.22916659712791443,
    0.18009470403194427,
    0.5327101349830627,
    0.44311365485191345,
    0.2774565517902374,
    0.33333325386047363,
    0.1525423377752304,
    0.3315507173538208
   ],
   "time": 247.75579794496298,
   "param": [
    {
     "p": 0.08727207034826279,
     "m": 1.0
    },
    {
     "p": 0.06018872186541557,
     "m": 1.0
    },
    {
     "p": 0.08317014575004578,
     "m": 1.0
    },
    {
     "p": 0.07056132704019547,
     "m": 1.0
    },
    {
     "p": 0.08126617223024368,
     "m": 1.0
    },
    {
     "p": 0.07364480197429657,
     "m": 1.0
    },
    {
     "p": 0.06721416860818863,
     "m": 1.0
    },
    {
     "p": 0.06088299676775932,
     "m": 1.0
    },
    {
     "p": 0.040944408625364304,
     "m": 1.0
    },
    {
     "p": 0.06867407262325287,
     "m": 1.0
    },
    {
     "p": 0.05704037472605705,
     "m": 1.0
    },
    {
     "p": 0.09716036170721054,
     "m": 1.0
    },
    {
     "p": 0.10589893907308578,
     "m": 1.0
    },
    {
     "p": 0.046081408858299255,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 64,
   "train_loss": 4.5000901222229,
   "val_loss": 2.805616855621338,
   "acc": 35.47,
   "f1": [
    0.6384975910186768,
    0.37499991059303284,
    0.2901553809642792,
    0.19999992847442627,
    0.19742482900619507,
    0.2890624403953552,
    0.3522725999355316,
    0.4041449725627899,
    0.31914883852005005,
    0.4678361415863037,
    0.1855669468641281,
    0.2629106938838959,
    0.3666665554046631,
    0.2769230008125305,
    0.23841053247451782,
    0.2769230008125305,
    0.3953487277030945,
    0.502282977104187,
    0.35978829860687256,
    0.29694315791130066,
    0.5747125148773193,
    0.4360901117324829,
    0.31034475564956665,
    0.5172412991523743,
    0.6101694107055664,
    0.2786068916320801,
    0.22702695429325104,
    0.26027387380599976,
    0.4259258210659027,
    0.2937852144241333,
    0.3374998867511749,
    0.4056602716445923,
    0.33333322405815125,
    0.35772350430488586,
    0.34224584698677063,
    0.1758241057395935,
    0.3020407259464264,
    0.18055549263954163,
    0.22598862648010254,
    0.43902426958084106,
    0.3394494354724884,
    0.5391303300857544,
    0.28571417927742004,
    0.30545443296432495,
    0.14184391498565674,
    0.14173223078250885,
    0.21599994599819183,
    0.4491977095603943,
    0.4772725999355316,
    0.385650098323822,
    0.1891891211271286,
    0.2643677294254303,
    0.5886523723602295,
    0.5714284777641296,
    0.5544553399085999,
    0.09876536577939987,
    0.5240640044212341,
    0.3417084515094757,
    0.3087247312068939,
    0.28571420907974243,
    0.7199998497962952,
    0.37735840678215027,
    0.4201679825782776,
    0.33789944648742676,
    0.1694914698600769,
    0.19767434895038605,
    0.11475405097007751,
    0.2807016372680664,
    0.7311826348304749,
    0.5961536765098572,
    0.47474732995033264,
    0.6169153451919556,
    0.13765177130699158,
    0.3043477535247803,
    0.12658220529556274,
    0.5531913638114929,
    0.602040708065033,
    0.1368420422077179,
    0.19095470011234283,
    0.2934781610965729,
    0.13978487253189087,
    0.32116779685020447,
    0.623255729675293,
    0.36585354804992676,
    0.239520862698555,
    0.4504503309726715,
    0.3663002848625183,
    0.36082467436790466,
    0.1142856702208519,
    0.3977271616458893,
    0.304526686668396,
    0.4999998211860657,
    0.19889496266841888,
    0.20487797260284424,
    0.5560973882675171,
    0.49214646220207214,
    0.256410151720047,
    0.31249991059303284,
    0.0946744978427887,
    0.36144572496414185
   ],
   "time": 241.53608565870672,
   "param": [
    {
     "p": 0.08144588768482208,
     "m": 1.0
    },
    {
     "p": 0.045865826308727264,
     "m": 1.0
    },
    {
     "p": 0.08966919779777527,
     "m": 1.0
    },
    {
     "p": 0.07609648257493973,
     "m": 1.0
    },
    {
     "p": 0.07718948274850845,
     "m": 1.0
    },
    {
     "p": 0.0710674449801445,
     "m": 1.0
    },
    {
     "p": 0.07681674510240555,
     "m": 1.0
    },
    {
     "p": 0.07191730290651321,
     "m": 1.0
    },
    {
     "p": 0.0644034743309021,
     "m": 1.0
    },
    {
     "p": 0.06578173488378525,
     "m": 1.0
    },
    {
     "p": 0.06017765402793884,
     "m": 1.0
    },
    {
     "p": 0.08882634341716766,
     "m": 1.0
    },
    {
     "p": 0.09633952379226685,
     "m": 1.0
    },
    {
     "p": 0.03440292924642563,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 65,
   "train_loss": 4.024334907531738,
   "val_loss": 2.7433571815490723,
   "acc": 35.51,
   "f1": [
    0.6836733222007751,
    0.37558677792549133,
    0.2784809172153473,
    0.20388342440128326,
    0.16666659712791443,
    0.29268282651901245,
    0.3923443853855133,
    0.3510637581348419,
    0.3473052978515625,
    0.42162150144577026,
    0.1650484949350357,
    0.2436547577381134,
    0.3628317713737488,
    0.193548321723938,
    0.1951218843460083,
    0.22707417607307434,
    0.3694266378879547,
    0.5022420287132263,
    0.38775497674942017,
    0.31325289607048035,
    0.6073297262191772,
    0.47499990463256836,
    0.31623923778533936,
    0.48484838008880615,
    0.6288208365440369,
    0.27118635177612305,
    0.26341456174850464,
    0.2345678210258484,
    0.4125559628009796,
    0.3267972767353058,
    0.326315701007843,
    0.3699420988559723,
    0.3046356737613678,
    0.3316582143306732,
    0.3272726237773895,
    0.1379309743642807,
    0.32335323095321655,
    0.22549012303352356,
    0.24999991059303284,
    0.4567900002002716,
    0.3290042281150818,
    0.5918366312980652,
    0.2803029716014862,
    0.33215537667274475,
    0.2167486995458603,
    0.19642849266529083,
    0.20408155024051666,
    0.4827585518360138,
    0.4950493574142456,
    0.40394076704978943,
    0.23776215314865112,
    0.2722512185573578,
    0.5596706867218018,
    0.5990782380104065,
    0.5502644181251526,
    0.08805025368928909,
    0.5194803476333618,
    0.4090908467769623,
    0.3370785713195801,
    0.33333322405815125,
    0.6702701449394226,
    0.4158414602279663,
    0.46428558230400085,
    0.32369929552078247,
    0.17109140753746033,
    0.16666659712791443,
    0.08474572747945786,
    0.3047617971897125,
    0.6915886998176575,
    0.5410627126693726,
    0.4916200041770935,
    0.566929042339325,
    0.13422814011573792,
    0.3592231869697571,
    0.19999992847442627,
    0.5632652044296265,
    0.5872339010238647,
    0.19767434895038605,
    0.16326524317264557,
    0.29813653230667114,
    0.11347512155771255,
    0.28358203172683716,
    0.6435642242431641,
    0.3350784480571747,
    0.28415289521217346,
    0.45210719108581543,
    0.3999998867511749,
    0.34745752811431885,
    0.13749992847442627,
    0.3444443643093109,
    0.3448275029659271,
    0.4675323963165283,
    0.20125779509544373,
    0.2099999338388443,
    0.5599998831748962,
    0.41474640369415283,
    0.29940110445022583,
    0.31818172335624695,
    0.1244443878531456,
    0.3850930631160736
   ],
   "time": 241.3757459698245,
   "param": [
    {
     "p": 0.09141367673873901,
     "m": 1.0
    },
    {
     "p": 0.034611135721206665,
     "m": 1.0
    },
    {
     "p": 0.09006726741790771,
     "m": 1.0
    },
    {
     "p": 0.06264857202768326,
     "m": 1.0
    },
    {
     "p": 0.07908713072538376,
     "m": 1.0
    },
    {
     "p": 0.04621584340929985,
     "m": 1.0
    },
    {
     "p": 0.09778762608766556,
     "m": 1.0
    },
    {
     "p": 0.09903115779161453,
     "m": 1.0
    },
    {
     "p": 0.05612845718860626,
     "m": 1.0
    },
    {
     "p": 0.08580803871154785,
     "m": 1.0
    },
    {
     "p": 0.05166003108024597,
     "m": 1.0
    },
    {
     "p": 0.0813322514295578,
     "m": 1.0
    },
    {
     "p": 0.09408264607191086,
     "m": 1.0
    },
    {
     "p": 0.030126061290502548,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 66,
   "train_loss": 3.919114589691162,
   "val_loss": 2.743318796157837,
   "acc": 35.85,
   "f1": [
    0.6598983407020569,
    0.4640882611274719,
    0.31168824434280396,
    0.185653954744339,
    0.1754385232925415,
    0.28571420907974243,
    0.37158459424972534,
    0.35294109582901,
    0.32222211360931396,
    0.42452818155288696,
    0.13065321743488312,
    0.21556879580020905,
    0.34821417927742004,
    0.22535203397274017,
    0.2404370754957199,
    0.24999991059303284,
    0.36559128761291504,
    0.4955751299858093,
    0.36792439222335815,
    0.33497530221939087,
    0.6060605049133301,
    0.4957263767719269,
    0.27722764015197754,
    0.5487803816795349,
    0.6380951404571533,
    0.2345678210258484,
    0.2758619785308838,
    0.2095237374305725,
    0.4292682111263275,
    0.2976189851760864,
    0.20634911954402924,
    0.3886638879776001,
    0.31249991059303284,
    0.4072396755218506,
    0.34586456418037415,
    0.15642453730106354,
    0.3039999008178711,
    0.21621613204479218,
    0.2559240758419037,
    0.45161277055740356,
    0.29032251238822937,
    0.6031745076179504,
    0.30588221549987793,
    0.36956506967544556,
    0.23048320412635803,
    0.20338977873325348,
    0.28225794434547424,
    0.49729716777801514,
    0.3974358141422272,
    0.3354036211967468,
    0.22807011008262634,
    0.329317182302475,
    0.5363127589225769,
    0.5934958457946777,
    0.5079363584518433,
    0.1010100394487381,
    0.5531913042068481,
    0.3529410660266876,
    0.3444443643093109,
    0.30051806569099426,
    0.7058822512626648,
    0.41414129734039307,
    0.47236168384552,
    0.35294109582901,
    0.1052631139755249,
    0.22797919809818268,
    0.12935318052768707,
    0.32599109411239624,
    0.6259540915489197,
    0.5436891913414001,
    0.44705867767333984,
    0.6072872877120972,
    0.14084503054618835,
    0.35643553733825684,
    0.1438848376274109,
    0.5787232518196106,
    0.5863453149795532,
    0.14864858984947205,
    0.15172408521175385,
    0.29473677277565,
    0.11111105233430862,
    0.2754489779472351,
    0.6415093541145325,
    0.35820886492729187,
    0.20833326876163483,
    0.4657532870769501,
    0.4302324652671814,
    0.36206886172294617,
    0.13065321743488312,
    0.38862547278404236,
    0.31999990344047546,
    0.4930231273174286,
    0.1290321946144104,
    0.18079088628292084,
    0.5833331942558289,
    0.4271843731403351,
    0.3149605393409729,
    0.34123215079307556,
    0.09022551029920578,
    0.36601296067237854
   ],
   "time": 211.44577041082084,
   "param": [
    {
     "p": 0.09436655789613724,
     "m": 1.0
    },
    {
     "p": 0.054322145879268646,
     "m": 1.0
    },
    {
     "p": 0.07875871658325195,
     "m": 1.0
    },
    {
     "p": 0.0610174797475338,
     "m": 1.0
    },
    {
     "p": 0.08171002566814423,
     "m": 1.0
    },
    {
     "p": 0.07687634229660034,
     "m": 1.0
    },
    {
     "p": 0.06185601279139519,
     "m": 1.0
    },
    {
     "p": 0.07999254018068314,
     "m": 1.0
    },
    {
     "p": 0.06337123364210129,
     "m": 1.0
    },
    {
     "p": 0.07592679560184479,
     "m": 1.0
    },
    {
     "p": 0.04621035233139992,
     "m": 1.0
    },
    {
     "p": 0.08682424575090408,
     "m": 1.0
    },
    {
     "p": 0.09790981560945511,
     "m": 1.0
    },
    {
     "p": 0.040857575833797455,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 67,
   "train_loss": 4.135804176330566,
   "val_loss": 2.6022496223449707,
   "acc": 35.4,
   "f1": [
    0.6439023613929749,
    0.4106462597846985,
    0.30769217014312744,
    0.18421046435832977,
    0.21538454294204712,
    0.27083322405815125,
    0.3064514994621277,
    0.39062491059303284,
    0.294573575258255,
    0.429447740316391,
    0.12413787841796875,
    0.26046502590179443,
    0.34394893050193787,
    0.2603549063205719,
    0.06557372957468033,
    0.23255807161331177,
    0.3287670612335205,
    0.5388126373291016,
    0.3478259742259979,
    0.3013697564601898,
    0.5109488368034363,
    0.5213673710823059,
    0.29629620909690857,
    0.6197181344032288,
    0.6631577014923096,
    0.2477063536643982,
    0.22222216427326202,
    0.2264150083065033,
    0.4678361415863037,
    0.29896897077560425,
    0.38461530208587646,
    0.32335323095321655,
    0.3171805441379547,
    0.32820504903793335,
    0.27350419759750366,
    0.13414627313613892,
    0.3285022974014282,
    0.22988496720790863,
    0.26765793561935425,
    0.43555545806884766,
    0.2834007143974304,
    0.6082472205162048,
    0.2890172600746155,
    0.3422052562236786,
    0.23041465878486633,
    0.15706801414489746,
    0.23045262694358826,
    0.43333321809768677,
    0.4949493706226349,
    0.3771427571773529,
    0.198198139667511,
    0.2877192199230194,
    0.5991901755332947,
    0.5899998545646667,
    0.49999988079071045,
    0.08403357863426208,
    0.5333331823348999,
    0.3837208151817322,
    0.36065563559532166,
    0.22535203397274017,
    0.7368419766426086,
    0.44067782163619995,
    0.44651150703430176,
    0.3278687596321106,
    0.18478251993656158,
    0.17021270096302032,
    0.13432830572128296,
    0.33333325386047363,
    0.6820275187492371,
    0.5666665434837341,
    0.4102562963962555,
    0.603351891040802,
    0.140350803732872,
    0.3677128851413727,
    0.2048192024230957,
    0.6048778891563416,
    0.6444442868232727,
    0.24418595433235168,
    0.23529402911663055,
    0.30487796664237976,
    0.08474572747945786,
    0.29523801803588867,
    0.6737966537475586,
    0.31055888533592224,
    0.2621358335018158,
    0.34975364804267883,
    0.34862375259399414,
    0.36686381697654724,
    0.13714279234409332,
    0.3800903856754303,
    0.3367346227169037,
    0.48421040177345276,
    0.2181817591190338,
    0.15999992191791534,
    0.5697672963142395,
    0.4186045527458191,
    0.3058822751045227,
    0.3121386468410492,
    0.11538457125425339,
    0.31249991059303284
   ],
   "time": 211.6435089102015,
   "param": [
    {
     "p": 0.05998317152261734,
     "m": 1.0
    },
    {
     "p": 0.05166088044643402,
     "m": 1.0
    },
    {
     "p": 0.09508108347654343,
     "m": 1.0
    },
    {
     "p": 0.06765209883451462,
     "m": 1.0
    },
    {
     "p": 0.08450984209775925,
     "m": 1.0
    },
    {
     "p": 0.08047432452440262,
     "m": 1.0
    },
    {
     "p": 0.07171275466680527,
     "m": 1.0
    },
    {
     "p": 0.068954236805439,
     "m": 1.0
    },
    {
     "p": 0.0600753128528595,
     "m": 1.0
    },
    {
     "p": 0.07253488153219223,
     "m": 1.0
    },
    {
     "p": 0.06450461596250534,
     "m": 1.0
    },
    {
     "p": 0.08696330338716507,
     "m": 1.0
    },
    {
     "p": 0.09309209138154984,
     "m": 1.0
    },
    {
     "p": 0.0428013801574707,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 68,
   "train_loss": 3.9034829139709473,
   "val_loss": 2.701348304748535,
   "acc": 35.42,
   "f1": [
    0.598360538482666,
    0.4158414602279663,
    0.29074883460998535,
    0.1656804084777832,
    0.1742737889289856,
    0.24892695248126984,
    0.3287670314311981,
    0.3783782124519348,
    0.3249998688697815,
    0.4315788447856903,
    0.19251330196857452,
    0.20083676278591156,
    0.31638407707214355,
    0.2780747711658478,
    0.2173912525177002,
    0.24175815284252167,
    0.39548009634017944,
    0.49599987268447876,
    0.3063828945159912,
    0.34224584698677063,
    0.5989846587181091,
    0.5347592234611511,
    0.3057323694229126,
    0.5194803476333618,
    0.6113536357879639,
    0.2258952558040619,
    0.22485199570655823,
    0.23529404401779175,
    0.4090908467769623,
    0.3552630543708801,
    0.3975902497768402,
    0.3707864284515381,
    0.28723397850990295,
    0.3838382363319397,
    0.31858399510383606,
    0.22707417607307434,
    0.32222211360931396,
    0.18633535504341125,
    0.30303022265434265,
    0.4313724637031555,
    0.31441038846969604,
    0.5816324949264526,
    0.2543351650238037,
    0.31999990344047546,
    0.23214277625083923,
    0.21556879580020905,
    0.23584897816181183,
    0.4945053458213806,
    0.4919784665107727,
    0.39202648401260376,
    0.236453115940094,
    0.3152708411216736,
    0.5488370656967163,
    0.5972849726676941,
    0.4845814108848572,
    0.13023249804973602,
    0.5188678503036499,
    0.3743841052055359,
    0.34482747316360474,
    0.27272719144821167,
    0.70588219165802,
    0.40268445014953613,
    0.4217686057090759,
    0.32291656732559204,
    0.11678826063871384,
    0.2138364166021347,
    0.10416660457849503,
    0.3096773326396942,
    0.666666567325592,
    0.5454544425010681,
    0.4320986270904541,
    0.5326631665229797,
    0.13698625564575195,
    0.42372873425483704,
    0.24137921631336212,
    0.5892114639282227,
    0.6021503806114197,
    0.18260863423347473,
    0.2193547636270523,
    0.2765956223011017,
    0.15789468586444855,
    0.31372538208961487,
    0.6704543232917786,
    0.34999990463256836,
    0.2620086967945099,
    0.4158414900302887,
    0.35714274644851685,
    0.3793102502822876,
    0.1390373706817627,
    0.3460206687450409,
    0.32558128237724304,
    0.46009382605552673,
    0.1655171811580658,
    0.17708326876163483,
    0.6117644906044006,
    0.46808499097824097,
    0.2727271318435669,
    0.3220337927341461,
    0.0805368572473526,
    0.37179476022720337
   ],
   "time": 207.08890372980386,
   "param": [
    {
     "p": 0.08240849524736404,
     "m": 1.0
    },
    {
     "p": 0.04479627311229706,
     "m": 1.0
    },
    {
     "p": 0.09731333702802658,
     "m": 1.0
    },
    {
     "p": 0.06299906969070435,
     "m": 1.0
    },
    {
     "p": 0.08515087515115738,
     "m": 1.0
    },
    {
     "p": 0.056777406483888626,
     "m": 1.0
    },
    {
     "p": 0.07537376880645752,
     "m": 1.0
    },
    {
     "p": 0.07703056931495667,
     "m": 1.0
    },
    {
     "p": 0.051621053367853165,
     "m": 1.0
    },
    {
     "p": 0.08336250483989716,
     "m": 1.0
    },
    {
     "p": 0.055832937359809875,
     "m": 1.0
    },
    {
     "p": 0.09828833490610123,
     "m": 1.0
    },
    {
     "p": 0.0900173932313919,
     "m": 1.0
    },
    {
     "p": 0.03902791440486908,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 69,
   "train_loss": 3.874488353729248,
   "val_loss": 2.9439926147460938,
   "acc": 35.24,
   "f1": [
    0.595959484577179,
    0.4263565242290497,
    0.3060108423233032,
    0.1768706887960434,
    0.1546391248703003,
    0.2614377737045288,
    0.382978618144989,
    0.42780739068984985,
    0.35294109582901,
    0.44585973024368286,
    0.1499999314546585,
    0.24637673795223236,
    0.32432422041893005,
    0.21556879580020905,
    0.19101116061210632,
    0.22222216427326202,
    0.39490434527397156,
    0.521008312702179,
    0.34108519554138184,
    0.246575266122818,
    0.49411752820014954,
    0.5287355184555054,
    0.30120471119880676,
    0.5235601663589478,
    0.6060605049133301,
    0.2843601107597351,
    0.22916659712791443,
    0.20175433158874512,
    0.44670039415359497,
    0.2705881595611572,
    0.3969464600086212,
    0.41314542293548584,
    0.271493136882782,
    0.3440859317779541,
    0.3755457401275635,
    0.08823523670434952,
    0.3060108423233032,
    0.21951214969158173,
    0.28112441301345825,
    0.48888877034187317,
    0.3318384885787964,
    0.5367964506149292,
    0.30567678809165955,
    0.39004138112068176,
    0.2127658873796463,
    0.1938774734735489,
    0.1990949511528015,
    0.3984062969684601,
    0.4489794969558716,
    0.3113771378993988,
    0.23030294477939606,
    0.30418241024017334,
    0.49999988079071045,
    0.5482232570648193,
    0.4858298599720001,
    0.07936502993106842,
    0.46956515312194824,
    0.3157893717288971,
    0.348314493894577,
    0.22058817744255066,
    0.672645628452301,
    0.4210525155067444,
    0.4493390619754791,
    0.3470318615436554,
    0.1899440735578537,
    0.23863628506660461,
    0.08333326876163483,
    0.34482747316360474,
    0.6307052373886108,
    0.5425531268119812,
    0.38862547278404236,
    0.5362318158149719,
    0.15887843072414398,
    0.37575745582580566,
    0.19047611951828003,
    0.5756096839904785,
    0.6304346323013306,
    0.17441853880882263,
    0.251308798789978,
    0.2173912525177002,
    0.16326524317264557,
    0.2765956223011017,
    0.6666665077209473,
    0.3999998867511749,
    0.19607838988304138,
    0.45569613575935364,
    0.3686273694038391,
    0.3800903856754303,
    0.03278684988617897,
    0.36718741059303284,
    0.30952370166778564,
    0.4033612310886383,
    0.25116273760795593,
    0.22222216427326202,
    0.6304346323013306,
    0.45348823070526123,
    0.2624998986721039,
    0.3435581922531128,
    0.04838705435395241,
    0.3144652843475342
   ],
   "time": 201.47052022162825,
   "param": [
    {
     "p": 0.06861630827188492,
     "m": 1.0
    },
    {
     "p": 0.04971527308225632,
     "m": 1.0
    },
    {
     "p": 0.08587417006492615,
     "m": 1.0
    },
    {
     "p": 0.08836650848388672,
     "m": 1.0
    },
    {
     "p": 0.07808244973421097,
     "m": 1.0
    },
    {
     "p": 0.05660555511713028,
     "m": 1.0
    },
    {
     "p": 0.08997958153486252,
     "m": 1.0
    },
    {
     "p": 0.080952487885952,
     "m": 1.0
    },
    {
     "p": 0.06821861863136292,
     "m": 1.0
    },
    {
     "p": 0.051057443022727966,
     "m": 1.0
    },
    {
     "p": 0.06824885308742523,
     "m": 1.0
    },
    {
     "p": 0.096107117831707,
     "m": 1.0
    },
    {
     "p": 0.09247974306344986,
     "m": 1.0
    },
    {
     "p": 0.02569591999053955,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 70,
   "train_loss": 4.14321756362915,
   "val_loss": 2.8804004192352295,
   "acc": 34.87,
   "f1": [
    0.6210044622421265,
    0.4083768427371979,
    0.2999999225139618,
    0.13714279234409332,
    0.16494840383529663,
    0.2830187678337097,
    0.4198893904685974,
    0.37158459424972534,
    0.32128506898880005,
    0.3793102502822876,
    0.18784524500370026,
    0.20125779509544373,
    0.35714274644851685,
    0.26136353611946106,
    0.1913042813539505,
    0.23655906319618225,
    0.2869197428226471,
    0.5065500736236572,
    0.37944653630256653,
    0.27715346217155457,
    0.5842695236206055,
    0.43678149580955505,
    0.28260859847068787,
    0.5568180084228516,
    0.6346153020858765,
    0.2790696918964386,
    0.2443438321352005,
    0.2446807622909546,
    0.41666656732559204,
    0.3272726535797119,
    0.37864065170288086,
    0.2745096981525421,
    0.29885047674179077,
    0.31645557284355164,
    0.3196720480918884,
    0.14084503054618835,
    0.28820955753326416,
    0.2584269046783447,
    0.22089546918869019,
    0.5082871913909912,
    0.32195112109184265,
    0.5504586100578308,
    0.26341456174850464,
    0.33593741059303284,
    0.15662643313407898,
    0.23529402911663055,
    0.2233501821756363,
    0.40692633390426636,
    0.4621211290359497,
    0.35294109582901,
    0.19540224969387054,
    0.31279608607292175,
    0.4790417551994324,
    0.5915491580963135,
    0.4930231273174286,
    0.14953264594078064,
    0.47963786125183105,
    0.37696322798728943,
    0.37433144450187683,
    0.3314915895462036,
    0.7298576831817627,
    0.45248857140541077,
    0.4260868728160858,
    0.3552630543708801,
    0.16091948747634888,
    0.21192048490047455,
    0.1357465535402298,
    0.30303019285202026,
    0.7243241667747498,
    0.5760868191719055,
    0.46231144666671753,
    0.6249998807907104,
    0.09053491055965424,
    0.3557691276073456,
    0.16279064118862152,
    0.5267488360404968,
    0.6504853367805481,
    0.15686267614364624,
    0.16455689072608948,
    0.30769217014312744,
    0.14569531381130219,
    0.30065348744392395,
    0.6798028349876404,
    0.3758388161659241,
    0.22352932393550873,
    0.4385963976383209,
    0.3521125912666321,
    0.3841058313846588,
    0.1226993277668953,
    0.3720929026603699,
    0.35467973351478577,
    0.518518328666687,
    0.1556885540485382,
    0.21989519894123077,
    0.5482232570648193,
    0.45581385493278503,
    0.33333322405815125,
    0.33962252736091614,
    0.12865489721298218,
    0.3111110031604767
   ],
   "time": 156.09466275572777,
   "param": [
    {
     "p": 0.09083779156208038,
     "m": 1.0
    },
    {
     "p": 0.04484026879072189,
     "m": 1.0
    },
    {
     "p": 0.09055019170045853,
     "m": 1.0
    },
    {
     "p": 0.0639706403017044,
     "m": 1.0
    },
    {
     "p": 0.07693302631378174,
     "m": 1.0
    },
    {
     "p": 0.07361939549446106,
     "m": 1.0
    },
    {
     "p": 0.07934115827083588,
     "m": 1.0
    },
    {
     "p": 0.08937203884124756,
     "m": 1.0
    },
    {
     "p": 0.06787444651126862,
     "m": 1.0
    },
    {
     "p": 0.038804613053798676,
     "m": 1.0
    },
    {
     "p": 0.06823263317346573,
     "m": 1.0
    },
    {
     "p": 0.06894272565841675,
     "m": 1.0
    },
    {
     "p": 0.10014056414365768,
     "m": 1.0
    },
    {
     "p": 0.046540502458810806,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 71,
   "train_loss": 4.241183757781982,
   "val_loss": 2.6242101192474365,
   "acc": 34.91,
   "f1": [
    0.6197181344032288,
    0.38190943002700806,
    0.2543858587741852,
    0.22471901774406433,
    0.12857137620449066,
    0.2731706500053406,
    0.36585354804992676,
    0.38578668236732483,
    0.2918454110622406,
    0.4599998891353607,
    0.12658220529556274,
    0.22222216427326202,
    0.324607253074646,
    0.2095237374305725,
    0.21468918025493622,
    0.211055189371109,
    0.34977567195892334,
    0.4622220993041992,
    0.3428570628166199,
    0.22222214937210083,
    0.5502182841300964,
    0.49523797631263733,
    0.3206750154495239,
    0.5934064984321594,
    0.5509432554244995,
    0.23364479839801788,
    0.23376615345478058,
    0.1857142299413681,
    0.3999999165534973,
    0.28749987483024597,
    0.3663002848625183,
    0.3463686406612396,
    0.2955664098262787,
    0.3867923319339752,
    0.34254133701324463,
    0.1647058129310608,
    0.2580644190311432,
    0.20809243619441986,
    0.2536872625350952,
    0.45414838194847107,
    0.28813549876213074,
    0.5508472919464111,
    0.306122362613678,
    0.3636362850666046,
    0.19672125577926636,
    0.19047611951828003,
    0.16766461730003357,
    0.5022420287132263,
    0.42063480615615845,
    0.35507240891456604,
    0.22105254232883453,
    0.2692306935787201,
    0.5225224494934082,
    0.5512819290161133,
    0.4552844762802124,
    0.12307685613632202,
    0.497041255235672,
    0.30999991297721863,
    0.34042543172836304,
    0.32584258913993835,
    0.6702701449394226,
    0.3980098366737366,
    0.4594593644142151,
    0.31818169355392456,
    0.10714280605316162,
    0.24691346287727356,
    0.12422355264425278,
    0.29292917251586914,
    0.6896550059318542,
    0.5338981747627258,
    0.47499990463256836,
    0.5664334893226624,
    0.1282050609588623,
    0.3566878139972687,
    0.1768706887960434,
    0.5323740839958191,
    0.633165717124939,
    0.2592591345310211,
    0.23529404401779175,
    0.1499999463558197,
    0.14705875515937805,
    0.3094339072704315,
    0.6956520080566406,
    0.38216549158096313,
    0.24299058318138123,
    0.4102562665939331,
    0.4230768084526062,
    0.3832334280014038,
    0.14084503054618835,
    0.3287670314311981,
    0.2888887822628021,
    0.5142855644226074,
    0.13698624074459076,
    0.1764705330133438,
    0.5344826579093933,
    0.42857131361961365,
    0.32558128237724304,
    0.35071080923080444,
    0.11764699220657349,
    0.2753622233867645
   ],
   "time": 159.90250163339078,
   "param": [
    {
     "p": 0.08735035359859467,
     "m": 1.0
    },
    {
     "p": 0.05733383446931839,
     "m": 1.0
    },
    {
     "p": 0.07506093382835388,
     "m": 1.0
    },
    {
     "p": 0.06105758994817734,
     "m": 1.0
    },
    {
     "p": 0.08550278097391129,
     "m": 1.0
    },
    {
     "p": 0.07893509417772293,
     "m": 1.0
    },
    {
     "p": 0.07295962423086166,
     "m": 1.0
    },
    {
     "p": 0.06906404346227646,
     "m": 1.0
    },
    {
     "p": 0.056328970938920975,
     "m": 1.0
    },
    {
     "p": 0.07123946398496628,
     "m": 1.0
    },
    {
     "p": 0.07612553238868713,
     "m": 1.0
    },
    {
     "p": 0.08354280143976212,
     "m": 1.0
    },
    {
     "p": 0.07767780125141144,
     "m": 1.0
    },
    {
     "p": 0.047821175307035446,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 72,
   "train_loss": 3.5648117065429688,
   "val_loss": 2.821955680847168,
   "acc": 35.35,
   "f1": [
    0.6700506210327148,
    0.4108106791973114,
    0.2820512056350708,
    0.10843367874622345,
    0.0869564488530159,
    0.2741115987300873,
    0.33755266666412354,
    0.4044942855834961,
    0.33884286880493164,
    0.43333321809768677,
    0.16901402175426483,
    0.2558138370513916,
    0.39560428261756897,
    0.22222214937210083,
    0.2037036269903183,
    0.24999991059303284,
    0.38461530208587646,
    0.474452406167984,
    0.33962252736091614,
    0.31489354372024536,
    0.6024094820022583,
    0.5148513317108154,
    0.364531934261322,
    0.5157893896102905,
    0.6542055010795593,
    0.19999994337558746,
    0.2560974657535553,
    0.2272726446390152,
    0.41284388303756714,
    0.31914883852005005,
    0.367346853017807,
    0.36820071935653687,
    0.3350784480571747,
    0.32234421372413635,
    0.348314493894577,
    0.1052631139755249,
    0.2906976044178009,
    0.2208588421344757,
    0.2446807622909546,
    0.5189871788024902,
    0.3523808717727661,
    0.5645932555198669,
    0.28742504119873047,
    0.30857136845588684,
    0.18181811273097992,
    0.16107375919818878,
    0.19999994337558746,
    0.41095879673957825,
    0.41666656732559204,
    0.3999998867511749,
    0.1789472997188568,
    0.3215685188770294,
    0.5546217560768127,
    0.614718496799469,
    0.5531913042068481,
    0.15873010456562042,
    0.563535749912262,
    0.35467973351478577,
    0.37349388003349304,
    0.30232545733451843,
    0.7511310577392578,
    0.3926379084587097,
    0.44444432854652405,
    0.34782594442367554,
    0.16374263167381287,
    0.19259251654148102,
    0.1240309551358223,
    0.2790696918964386,
    0.7127658128738403,
    0.5283017754554749,
    0.43216070532798767,
    0.6086955666542053,
    0.14901955425739288,
    0.32941165566444397,
    0.17712169885635376,
    0.5999999046325684,
    0.6779659986495972,
    0.19087132811546326,
    0.19318175315856934,
    0.24999991059303284,
    0.1194029375910759,
    0.32142847776412964,
    0.6601940989494324,
    0.4170615077018738,
    0.25490185618400574,
    0.4541061818599701,
    0.3522725999355316,
    0.31756746768951416,
    0.1509433388710022,
    0.362318754196167,
    0.30935242772102356,
    0.5063290596008301,
    0.14173223078250885,
    0.1940297931432724,
    0.5842695236206055,
    0.4044942855834961,
    0.3253011107444763,
    0.3164982199668884,
    0.17525766789913177,
    0.3666665554046631
   ],
   "time": 149.22853054013103,
   "param": [
    {
     "p": 0.06996528059244156,
     "m": 1.0
    },
    {
     "p": 0.05630658566951752,
     "m": 1.0
    },
    {
     "p": 0.0701286718249321,
     "m": 1.0
    },
    {
     "p": 0.07686833292245865,
     "m": 1.0
    },
    {
     "p": 0.07625133544206619,
     "m": 1.0
    },
    {
     "p": 0.08372028917074203,
     "m": 1.0
    },
    {
     "p": 0.07572244107723236,
     "m": 1.0
    },
    {
     "p": 0.09522145986557007,
     "m": 1.0
    },
    {
     "p": 0.06574252247810364,
     "m": 1.0
    },
    {
     "p": 0.05036391317844391,
     "m": 1.0
    },
    {
     "p": 0.07037793844938278,
     "m": 1.0
    },
    {
     "p": 0.08417201042175293,
     "m": 1.0
    },
    {
     "p": 0.08831629902124405,
     "m": 1.0
    },
    {
     "p": 0.03684283047914505,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 73,
   "train_loss": 3.2872893810272217,
   "val_loss": 2.6621384620666504,
   "acc": 35.37,
   "f1": [
    0.6363635063171387,
    0.415094256401062,
    0.27631568908691406,
    0.1835748255252838,
    0.13559316098690033,
    0.30857133865356445,
    0.3936169147491455,
    0.3523808717727661,
    0.3421051502227783,
    0.41975298523902893,
    0.19730934500694275,
    0.2333332598209381,
    0.3356642425060272,
    0.282828152179718,
    0.193548321723938,
    0.210526242852211,
    0.40624988079071045,
    0.4915253520011902,
    0.3208555281162262,
    0.24999995529651642,
    0.5762709975242615,
    0.49411749839782715,
    0.30409345030784607,
    0.5257141590118408,
    0.5741626024246216,
    0.24836592376232147,
    0.2660943269729614,
    0.18079088628292084,
    0.43153515458106995,
    0.31249991059303284,
    0.3781817555427551,
    0.36904752254486084,
    0.31034475564956665,
    0.283950537443161,
    0.30303019285202026,
    0.13756607472896576,
    0.34554967284202576,
    0.14772720634937286,
    0.25339359045028687,
    0.5026176571846008,
    0.33793097734451294,
    0.48648643493652344,
    0.24675315618515015,
    0.34554967284202576,
    0.239999920129776,
    0.19999994337558746,
    0.24573372304439545,
    0.41379308700561523,
    0.47953203320503235,
    0.434782475233078,
    0.26027390360832214,
    0.2999999225139618,
    0.46829259395599365,
    0.6267279982566833,
    0.5314008593559265,
    0.11347512155771255,
    0.4881889224052429,
    0.34224584698677063,
    0.3636362552642822,
    0.28571417927742004,
    0.6527194976806641,
    0.415094256401062,
    0.48076915740966797,
    0.331707239151001,
    0.09022551029920578,
    0.22485199570655823,
    0.09615378081798553,
    0.1911763846874237,
    0.6499997973442078,
    0.5322579741477966,
    0.5090908408164978,
    0.563909649848938,
    0.1126759946346283,
    0.40517228841781616,
    0.18009470403194427,
    0.5560164451599121,
    0.6532661318778992,
    0.1509433388710022,
    0.1935483068227768,
    0.28085100650787354,
    0.1494252234697342,
    0.2702701687812805,
    0.6411482095718384,
    0.3763439953327179,
    0.20264311134815216,
    0.42201822996139526,
    0.329268217086792,
    0.41666656732559204,
    0.1081080511212349,
    0.37426888942718506,
    0.2909089922904968,
    0.4851484000682831,
    0.1857142299413681,
    0.20689649879932404,
    0.5899998545646667,
    0.4607841968536377,
    0.19277101755142212,
    0.28571420907974243,
    0.11510787159204483,
    0.280898779630661
   ],
   "time": 158.40175776183605,
   "param": [
    {
     "p": 0.0790652334690094,
     "m": 1.0
    },
    {
     "p": 0.05360402911901474,
     "m": 1.0
    },
    {
     "p": 0.07484403997659683,
     "m": 1.0
    },
    {
     "p": 0.08979727327823639,
     "m": 1.0
    },
    {
     "p": 0.08000257611274719,
     "m": 1.0
    },
    {
     "p": 0.07416696101427078,
     "m": 1.0
    },
    {
     "p": 0.07339932024478912,
     "m": 1.0
    },
    {
     "p": 0.07766728848218918,
     "m": 1.0
    },
    {
     "p": 0.06439099460840225,
     "m": 1.0
    },
    {
     "p": 0.056715719401836395,
     "m": 1.0
    },
    {
     "p": 0.08639045804738998,
     "m": 1.0
    },
    {
     "p": 0.08204712718725204,
     "m": 1.0
    },
    {
     "p": 0.07144032418727875,
     "m": 1.0
    },
    {
     "p": 0.03646845743060112,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 74,
   "train_loss": 3.7895424365997314,
   "val_loss": 2.8846471309661865,
   "acc": 35.23,
   "f1": [
    0.6567163467407227,
    0.37125736474990845,
    0.28571417927742004,
    0.20487797260284424,
    0.14193542301654816,
    0.251428484916687,
    0.4217686057090759,
    0.3515150547027588,
    0.3259258568286896,
    0.4411763548851013,
    0.1898733526468277,
    0.25165554881095886,
    0.33121007680892944,
    0.23036640882492065,
    0.1768706887960434,
    0.22797919809818268,
    0.36470577120780945,
    0.5087717771530151,
    0.3786981403827667,
    0.336633563041687,
    0.5911948084831238,
    0.45414838194847107,
    0.3049326539039612,
    0.6203702688217163,
    0.6237622499465942,
    0.2598869204521179,
    0.2570280432701111,
    0.19889496266841888,
    0.43601882457733154,
    0.3084576427936554,
    0.3443707227706909,
    0.3352600038051605,
    0.27472516894340515,
    0.3593749403953552,
    0.3215433359146118,
    0.16243648529052734,
    0.23791813850402832,
    0.20382159948349,
    0.2348177433013916,
    0.46829259395599365,
    0.3657141625881195,
    0.4936169385910034,
    0.29629620909690857,
    0.39603951573371887,
    0.20792071521282196,
    0.1951218843460083,
    0.24210518598556519,
    0.45360812544822693,
    0.45569607615470886,
    0.41071420907974243,
    0.1626015603542328,
    0.33939382433891296,
    0.5507245063781738,
    0.639593780040741,
    0.5380114912986755,
    0.15384609997272491,
    0.47899147868156433,
    0.3924049437046051,
    0.3199998736381531,
    0.3318384885787964,
    0.7368419766426086,
    0.4266665577888489,
    0.49214646220207214,
    0.35714274644851685,
    0.14583328366279602,
    0.19999992847442627,
    0.12631574273109436,
    0.35019445419311523,
    0.6877826452255249,
    0.5638296604156494,
    0.4365480840206146,
    0.6285713315010071,
    0.11111105233430862,
    0.3842363655567169,
    0.18421044945716858,
    0.5773194432258606,
    0.5785713195800781,
    0.09160300344228745,
    0.20279714465141296,
    0.2783504128456116,
    0.19191910326480865,
    0.3069306015968323,
    0.6918917894363403,
    0.3469386696815491,
    0.20779214799404144,
    0.4148147404193878,
    0.3617020547389984,
    0.37735840678215027,
    0.10071936994791031,
    0.3969464600086212,
    0.33333322405815125,
    0.4819276034832001,
    0.24598921835422516,
    0.18478251993656158,
    0.580357015132904,
    0.3999999463558197,
    0.2870812714099884,
    0.31627896428108215,
    0.12987008690834045,
    0.32222211360931396
   ],
   "time": 157.97598109394312,
   "param": [
    {
     "p": 0.07969880849123001,
     "m": 1.0
    },
    {
     "p": 0.07487288862466812,
     "m": 1.0
    },
    {
     "p": 0.07537934184074402,
     "m": 1.0
    },
    {
     "p": 0.06558594852685928,
     "m": 1.0
    },
    {
     "p": 0.08191905170679092,
     "m": 1.0
    },
    {
     "p": 0.06390664726495743,
     "m": 1.0
    },
    {
     "p": 0.0756811574101448,
     "m": 1.0
    },
    {
     "p": 0.05836321413516998,
     "m": 1.0
    },
    {
     "p": 0.06819062680006027,
     "m": 1.0
    },
    {
     "p": 0.07230775058269501,
     "m": 1.0
    },
    {
     "p": 0.057247344404459,
     "m": 1.0
    },
    {
     "p": 0.08228223025798798,
     "m": 1.0
    },
    {
     "p": 0.1008472740650177,
     "m": 1.0
    },
    {
     "p": 0.0437176451086998,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 75,
   "train_loss": 3.738358974456787,
   "val_loss": 2.6495864391326904,
   "acc": 35.44,
   "f1": [
    0.662650465965271,
    0.39778995513916016,
    0.2769230008125305,
    0.19548864662647247,
    0.14953264594078064,
    0.29433953762054443,
    0.38918909430503845,
    0.36871495842933655,
    0.32051271200180054,
    0.4150942265987396,
    0.14666660130023956,
    0.25555548071861267,
    0.34972667694091797,
    0.22093015909194946,
    0.16867463290691376,
    0.22950810194015503,
    0.34905651211738586,
    0.5363634824752808,
    0.34374991059303284,
    0.3131312429904938,
    0.5816324949264526,
    0.49999988079071045,
    0.30578503012657166,
    0.6171427369117737,
    0.6338796615600586,
    0.3018867075443268,
    0.24096375703811646,
    0.19565211236476898,
    0.44198882579803467,
    0.29508185386657715,
    0.36521732807159424,
    0.38095229864120483,
    0.306122362613678,
    0.37815114855766296,
    0.3575417995452881,
    0.119999960064888,
    0.3118278682231903,
    0.23728805780410767,
    0.1891891211271286,
    0.4886362552642822,
    0.3426293730735779,
    0.5272725820541382,
    0.31818172335624695,
    0.3861384987831116,
    0.23225797712802887,
    0.23529402911663055,
    0.19672124087810516,
    0.4046241343021393,
    0.41447362303733826,
    0.4347825050354004,
    0.19753079116344452,
    0.2991451919078827,
    0.558139443397522,
    0.5991188287734985,
    0.525345504283905,
    0.15135130286216736,
    0.47169798612594604,
    0.36018943786621094,
    0.35616424679756165,
    0.2999998927116394,
    0.7450978755950928,
    0.37681150436401367,
    0.46391740441322327,
    0.33128824830055237,
    0.1325300633907318,
    0.22556383907794952,
    0.12206566333770752,
    0.32835814356803894,
    0.7004607319831848,
    0.5151514410972595,
    0.3934425115585327,
    0.5990337133407593,
    0.1379309743642807,
    0.3267972767353058,
    0.16243648529052734,
    0.5887848734855652,
    0.6836733222007751,
    0.17449656128883362,
    0.2094240039587021,
    0.26993855834007263,
    0.15873010456562042,
    0.26794248819351196,
    0.6239315271377563,
    0.3348415493965149,
    0.19444438815116882,
    0.3803277909755707,
    0.34862375259399414,
    0.35856562852859497,
    0.10989003628492355,
    0.3402777314186096,
    0.35251790285110474,
    0.4651162028312683,
    0.24761897325515747,
    0.15310998260974884,
    0.5660375952720642,
    0.4358973503112793,
    0.28571420907974243,
    0.2677164673805237,
    0.10416660457849503,
    0.323943555355072
   ],
   "time": 158.83561056572944,
   "param": [
    {
     "p": 0.07545943558216095,
     "m": 1.0
    },
    {
     "p": 0.06535455584526062,
     "m": 1.0
    },
    {
     "p": 0.10061805695295334,
     "m": 1.0
    },
    {
     "p": 0.06053655594587326,
     "m": 1.0
    },
    {
     "p": 0.09001632034778595,
     "m": 1.0
    },
    {
     "p": 0.07720812410116196,
     "m": 1.0
    },
    {
     "p": 0.0724930539727211,
     "m": 1.0
    },
    {
     "p": 0.08774836361408234,
     "m": 1.0
    },
    {
     "p": 0.03989475592970848,
     "m": 1.0
    },
    {
     "p": 0.059405822306871414,
     "m": 1.0
    },
    {
     "p": 0.05293406546115875,
     "m": 1.0
    },
    {
     "p": 0.08477858453989029,
     "m": 1.0
    },
    {
     "p": 0.08195794373750687,
     "m": 1.0
    },
    {
     "p": 0.051594410091638565,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 76,
   "train_loss": 3.816230535507202,
   "val_loss": 2.637300729751587,
   "acc": 35.28,
   "f1": [
    0.6267279982566833,
    0.40740731358528137,
    0.30456843972206116,
    0.20118334889411926,
    0.14871792495250702,
    0.2097901701927185,
    0.3697478175163269,
    0.3999998867511749,
    0.2883720099925995,
    0.45238080620765686,
    0.1445782482624054,
    0.23076915740966797,
    0.3559320867061615,
    0.2165604531764984,
    0.17647051811218262,
    0.24166658520698547,
    0.3975902497768402,
    0.5638296604156494,
    0.3431371748447418,
    0.30208322405815125,
    0.5757573843002319,
    0.38974350690841675,
    0.3493974804878235,
    0.5212119817733765,
    0.6083332300186157,
    0.26540276408195496,
    0.24277448654174805,
    0.18652844429016113,
    0.42931926250457764,
    0.2898550033569336,
    0.3442622125148773,
    0.33532923460006714,
    0.2614377737045288,
    0.32034626603126526,
    0.36893191933631897,
    0.1333332657814026,
    0.3315507173538208,
    0.23280414938926697,
    0.24503307044506073,
    0.5119045972824097,
    0.35443025827407837,
    0.5714284181594849,
    0.23076915740966797,
    0.41340771317481995,
    0.23414628207683563,
    0.1754385232925415,
    0.2376236915588379,
    0.4245808720588684,
    0.4615383446216583,
    0.38775497674942017,
    0.1398600935935974,
    0.29959505796432495,
    0.5963301062583923,
    0.6310677528381348,
    0.487046480178833,
    0.13207541406154633,
    0.5326631665229797,
    0.38636353611946106,
    0.29629620909690857,
    0.3473052978515625,
    0.727272629737854,
    0.45054933428764343,
    0.40490788221359253,
    0.3609755337238312,
    0.1551019698381424,
    0.206060528755188,
    0.11872139573097229,
    0.32704389095306396,
    0.7040814757347107,
    0.5447153449058533,
    0.436893105506897,
    0.6030149459838867,
    0.13541659712791443,
    0.34579432010650635,
    0.17511513829231262,
    0.5579397678375244,
    0.6701569557189941,
    0.16867463290691376,
    0.19565211236476898,
    0.31645557284355164,
    0.14414407312870026,
    0.324607253074646,
    0.6777776479721069,
    0.3855420649051666,
    0.2758619785308838,
    0.41071420907974243,
    0.4102562665939331,
    0.3999998867511749,
    0.12578611075878143,
    0.3519999384880066,
    0.26341456174850464,
    0.4377681314945221,
    0.2065216600894928,
    0.140350803732872,
    0.5666665434837341,
    0.4411763548851013,
    0.3823528587818146,
    0.2813454866409302,
    0.10218973457813263,
    0.3619908392429352
   ],
   "time": 157.39390258863568,
   "param": [
    {
     "p": 0.08046828210353851,
     "m": 1.0
    },
    {
     "p": 0.054822053760290146,
     "m": 1.0
    },
    {
     "p": 0.07630513608455658,
     "m": 1.0
    },
    {
     "p": 0.08584611117839813,
     "m": 1.0
    },
    {
     "p": 0.08557407557964325,
     "m": 1.0
    },
    {
     "p": 0.0680321753025055,
     "m": 1.0
    },
    {
     "p": 0.06978626549243927,
     "m": 1.0
    },
    {
     "p": 0.07685994356870651,
     "m": 1.0
    },
    {
     "p": 0.05709422007203102,
     "m": 1.0
    },
    {
     "p": 0.06484485417604446,
     "m": 1.0
    },
    {
     "p": 0.06450431048870087,
     "m": 1.0
    },
    {
     "p": 0.0812414139509201,
     "m": 1.0
    },
    {
     "p": 0.08069193363189697,
     "m": 1.0
    },
    {
     "p": 0.05392926186323166,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 77,
   "train_loss": 4.207201957702637,
   "val_loss": 2.867311954498291,
   "acc": 35.79,
   "f1": [
    0.6063346862792969,
    0.4599998891353607,
    0.2731706500053406,
    0.21428564190864563,
    0.1749999076128006,
    0.3524589240550995,
    0.39784935116767883,
    0.3418802320957184,
    0.2616821527481079,
    0.44827571511268616,
    0.19736838340759277,
    0.26041656732559204,
    0.3386242389678955,
    0.2357722967863083,
    0.22608689963817596,
    0.21590900421142578,
    0.33992087841033936,
    0.5495494604110718,
    0.3483870029449463,
    0.2739725112915039,
    0.6120217442512512,
    0.5167463421821594,
    0.3304346799850464,
    0.5906734466552734,
    0.6514284610748291,
    0.23287664353847504,
    0.2371133416891098,
    0.22653715312480927,
    0.3976607024669647,
    0.3186812400817871,
    0.4056602716445923,
    0.3599999248981476,
    0.31638407707214355,
    0.368663489818573,
    0.31932762265205383,
    0.12941168248653412,
    0.3203882575035095,
    0.21538454294204712,
    0.21556879580020905,
    0.490322470664978,
    0.362790584564209,
    0.603351891040802,
    0.2775118350982666,
    0.36529669165611267,
    0.17708326876163483,
    0.24137921631336212,
    0.2264150232076645,
    0.49765241146087646,
    0.4093022048473358,
    0.41711217164993286,
    0.17391297221183777,
    0.38888877630233765,
    0.5774056911468506,
    0.6910993456840515,
    0.5568180084228516,
    0.10695181041955948,
    0.4976075291633606,
    0.31205663084983826,
    0.34108519554138184,
    0.36860060691833496,
    0.7179486155509949,
    0.4745761454105377,
    0.4041811525821686,
    0.3786981403827667,
    0.15899574756622314,
    0.2378377616405487,
    0.13414627313613892,
    0.299999862909317,
    0.6448978185653687,
    0.603351891040802,
    0.44848471879959106,
    0.5943394899368286,
    0.11618251353502274,
    0.38775497674942017,
    0.1509433388710022,
    0.5816324949264526,
    0.6101693511009216,
    0.15730330348014832,
    0.2105262726545334,
    0.26341456174850464,
    0.18181811273097992,
    0.25874119997024536,
    0.6141077876091003,
    0.36686381697654724,
    0.28025469183921814,
    0.39778995513916016,
    0.4020099639892578,
    0.37450188398361206,
    0.16580304503440857,
    0.34343424439430237,
    0.3069306015968323,
    0.47474732995033264,
    0.1989527940750122,
    0.24598921835422516,
    0.5955054759979248,
    0.45405393838882446,
    0.2987011969089508,
    0.2745096981525421,
    0.17021268606185913,
    0.31724128127098083
   ],
   "time": 155.86810404714197,
   "param": [
    {
     "p": 0.08601012080907822,
     "m": 1.0
    },
    {
     "p": 0.03858422487974167,
     "m": 1.0
    },
    {
     "p": 0.08712319284677505,
     "m": 1.0
    },
    {
     "p": 0.07586587220430374,
     "m": 1.0
    },
    {
     "p": 0.08582727611064911,
     "m": 1.0
    },
    {
     "p": 0.06278344243764877,
     "m": 1.0
    },
    {
     "p": 0.06397077441215515,
     "m": 1.0
    },
    {
     "p": 0.09538733959197998,
     "m": 1.0
    },
    {
     "p": 0.05684754252433777,
     "m": 1.0
    },
    {
     "p": 0.059160005301237106,
     "m": 1.0
    },
    {
     "p": 0.0742490217089653,
     "m": 1.0
    },
    {
     "p": 0.08991730958223343,
     "m": 1.0
    },
    {
     "p": 0.08273538202047348,
     "m": 1.0
    },
    {
     "p": 0.04153848811984062,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 78,
   "train_loss": 4.388646125793457,
   "val_loss": 2.6800291538238525,
   "acc": 35.24,
   "f1": [
    0.6422017216682434,
    0.4579438269138336,
    0.2603549063205719,
    0.19999995827674866,
    0.1773398518562317,
    0.27472516894340515,
    0.367346853017807,
    0.38043469190597534,
    0.35359105467796326,
    0.4093022048473358,
    0.11688306927680969,
    0.22499993443489075,
    0.289308100938797,
    0.2658958435058594,
    0.23469379544258118,
    0.2397259622812271,
    0.3453236222267151,
    0.47222211956977844,
    0.3517586886882782,
    0.3016759157180786,
    0.5575219988822937,
    0.46551719307899475,
    0.31999990344047546,
    0.5520831942558289,
    0.5588233470916748,
    0.26388877630233765,
    0.28749987483024597,
    0.1503758728504181,
    0.39473670721054077,
    0.30526304244995117,
    0.3523808717727661,
    0.2939067482948303,
    0.3468207120895386,
    0.2797201871871948,
    0.3048326075077057,
    0.13043470680713654,
    0.2830187678337097,
    0.20809243619441986,
    0.24489788711071014,
    0.5031445622444153,
    0.31067952513694763,
    0.5662099123001099,
    0.2677823603153229,
    0.3659573495388031,
    0.17322827875614166,
    0.19999992847442627,
    0.17218534648418427,
    0.4861876964569092,
    0.4541831612586975,
    0.38139525055885315,
    0.19209031760692596,
    0.30487796664237976,
    0.5572138428688049,
    0.6220094561576843,
    0.5238093733787537,
    0.08588951081037521,
    0.4819276034832001,
    0.3069306015968323,
    0.34599146246910095,
    0.3409090042114258,
    0.6631014943122864,
    0.45544540882110596,
    0.43548381328582764,
    0.28787872195243835,
    0.12454207986593246,
    0.16666659712791443,
    0.1764705330133438,
    0.2790696620941162,
    0.644067645072937,
    0.5225224494934082,
    0.4415583312511444,
    0.5734766125679016,
    0.11666660755872726,
    0.3861384987831116,
    0.194871723651886,
    0.5897434949874878,
    0.6229507327079773,
    0.21857915818691254,
    0.1717790812253952,
    0.2797926664352417,
    0.1390373706817627,
    0.2514968812465668,
    0.6502462029457092,
    0.40384599566459656,
    0.2705881595611572,
    0.38053086400032043,
    0.4292236268520355,
    0.4278606176376343,
    0.10526309162378311,
    0.36111101508140564,
    0.32432422041893005,
    0.45454537868499756,
    0.2021275758743286,
    0.16279064118862152,
    0.559321939945221,
    0.45128190517425537,
    0.3425924777984619,
    0.38216549158096313,
    0.15165871381759644,
    0.3950616121292114
   ],
   "time": 157.19696022756398,
   "param": [
    {
     "p": 0.07951947301626205,
     "m": 1.0
    },
    {
     "p": 0.0499027818441391,
     "m": 1.0
    },
    {
     "p": 0.08352118730545044,
     "m": 1.0
    },
    {
     "p": 0.08083583414554596,
     "m": 1.0
    },
    {
     "p": 0.06921488791704178,
     "m": 1.0
    },
    {
     "p": 0.06772684305906296,
     "m": 1.0
    },
    {
     "p": 0.06915447860956192,
     "m": 1.0
    },
    {
     "p": 0.09374306350946426,
     "m": 1.0
    },
    {
     "p": 0.06103186309337616,
     "m": 1.0
    },
    {
     "p": 0.07628152519464493,
     "m": 1.0
    },
    {
     "p": 0.0651649534702301,
     "m": 1.0
    },
    {
     "p": 0.06925733387470245,
     "m": 1.0
    },
    {
     "p": 0.08859142661094666,
     "m": 1.0
    },
    {
     "p": 0.046054307371377945,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 79,
   "train_loss": 3.741607904434204,
   "val_loss": 2.796652317047119,
   "acc": 35.97,
   "f1": [
    0.6380951404571533,
    0.43093910813331604,
    0.29677411913871765,
    0.2340424805879593,
    0.179775208234787,
    0.29473677277565,
    0.3924049437046051,
    0.38674020767211914,
    0.3112839460372925,
    0.3249998986721039,
    0.179775208234787,
    0.26041656732559204,
    0.3706895411014557,
    0.18181811273097992,
    0.2138364166021347,
    0.28971952199935913,
    0.390243798494339,
    0.4930231273174286,
    0.3299999237060547,
    0.3369564116001129,
    0.5454543828964233,
    0.4246574342250824,
    0.3253011107444763,
    0.6224488615989685,
    0.6702701449394226,
    0.2345678210258484,
    0.2348177433013916,
    0.1898733526468277,
    0.45320188999176025,
    0.3496502637863159,
    0.4210525155067444,
    0.34579432010650635,
    0.2870812714099884,
    0.3905324339866638,
    0.3161763846874237,
    0.12162157148122787,
    0.3464565873146057,
    0.22222213447093964,
    0.19631893932819366,
    0.46739116311073303,
    0.3516482412815094,
    0.5083332657814026,
    0.2780747711658478,
    0.3529410660266876,
    0.23129244148731232,
    0.22222216427326202,
    0.19875767827033997,
    0.46534639596939087,
    0.48031488060951233,
    0.43925222754478455,
    0.2264150232076645,
    0.327868789434433,
    0.510416567325592,
    0.6177605390548706,
    0.5165561437606812,
    0.15757569670677185,
    0.5454543828964233,
    0.3529410660266876,
    0.36123335361480713,
    0.3408070504665375,
    0.7395831346511841,
    0.3950616121292114,
    0.4432430863380432,
    0.3195875287055969,
    0.1451612412929535,
    0.2980768382549286,
    0.15819202363491058,
    0.37288129329681396,
    0.6947367191314697,
    0.5980390906333923,
    0.46391740441322327,
    0.5916665196418762,
    0.11666660755872726,
    0.3653844892978668,
    0.17021270096302032,
    0.5692307353019714,
    0.6519335508346558,
    0.16853927075862885,
    0.21621613204479218,
    0.2909089922904968,
    0.12621353566646576,
    0.2882882058620453,
    0.6769229769706726,
    0.37499985098838806,
    0.23606552183628082,
    0.4179103374481201,
    0.42512065172195435,
    0.366812139749527,
    0.12087904661893845,
    0.3983401656150818,
    0.30666661262512207,
    0.4115522801876068,
    0.16176463663578033,
    0.17460310459136963,
    0.5443036556243896,
    0.4808742105960846,
    0.33802807331085205,
    0.2647058069705963,
    0.1752987504005432,
    0.32467523217201233
   ],
   "time": 161.2534151840955,
   "param": [
    {
     "p": 0.08356897532939911,
     "m": 1.0
    },
    {
     "p": 0.053775910288095474,
     "m": 1.0
    },
    {
     "p": 0.07977236807346344,
     "m": 1.0
    },
    {
     "p": 0.0717184916138649,
     "m": 1.0
    },
    {
     "p": 0.06602691859006882,
     "m": 1.0
    },
    {
     "p": 0.07635175436735153,
     "m": 1.0
    },
    {
     "p": 0.0753408670425415,
     "m": 1.0
    },
    {
     "p": 0.09120640158653259,
     "m": 1.0
    },
    {
     "p": 0.06896157562732697,
     "m": 1.0
    },
    {
     "p": 0.06724707782268524,
     "m": 1.0
    },
    {
     "p": 0.0638006329536438,
     "m": 1.0
    },
    {
     "p": 0.08617545664310455,
     "m": 1.0
    },
    {
     "p": 0.08661245554685593,
     "m": 1.0
    },
    {
     "p": 0.029441073536872864,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 80,
   "train_loss": 4.0364089012146,
   "val_loss": 2.8412065505981445,
   "acc": 35.63,
   "f1": [
    0.6285713315010071,
    0.4033612310886383,
    0.28571417927742004,
    0.21649475395679474,
    0.19626161456108093,
    0.2572613060474396,
    0.3837208151817322,
    0.3823528587818146,
    0.34042540192604065,
    0.45263150334358215,
    0.170940101146698,
    0.2436547577381134,
    0.35714274644851685,
    0.22222213447093964,
    0.2312137931585312,
    0.1240309551358223,
    0.36470577120780945,
    0.5022420287132263,
    0.359550416469574,
    0.32599109411239624,
    0.5400842428207397,
    0.47846877574920654,
    0.2762430012226105,
    0.5494503974914551,
    0.6210044622421265,
    0.21256029605865479,
    0.21969690918922424,
    0.21455931663513184,
    0.4111110270023346,
    0.35675665736198425,
    0.36842095851898193,
    0.3764704465866089,
    0.3135133981704712,
    0.33333325386047363,
    0.34920623898506165,
    0.17801040410995483,
    0.35071080923080444,
    0.21989519894123077,
    0.24409443140029907,
    0.4785274565219879,
    0.3557691276073456,
    0.5957446098327637,
    0.3063828945159912,
    0.33333322405815125,
    0.22222214937210083,
    0.17931029200553894,
    0.21518979966640472,
    0.4561402499675751,
    0.4030417203903198,
    0.4358973503112793,
    0.17021270096302032,
    0.24742262065410614,
    0.5247147083282471,
    0.5762709975242615,
    0.4823527932167053,
    0.13836471736431122,
    0.48076915740966797,
    0.3431371748447418,
    0.33064505457878113,
    0.3184078335762024,
    0.6926827430725098,
    0.39622631669044495,
    0.4897957742214203,
    0.3431951701641083,
    0.14285707473754883,
    0.23529404401779175,
    0.1758241057395935,
    0.30366483330726624,
    0.6903551816940308,
    0.5636362433433533,
    0.4111110270023346,
    0.616071343421936,
    0.15999993681907654,
    0.378109335899353,
    0.16766461730003357,
    0.5752211213111877,
    0.6384975910186768,
    0.1499999314546585,
    0.2264150083065033,
    0.3317534327507019,
    0.1410255879163742,
    0.23469379544258118,
    0.6736840605735779,
    0.3696681261062622,
    0.30208322405815125,
    0.4493390619754791,
    0.35772350430488586,
    0.42051267623901367,
    0.14925366640090942,
    0.31804272532463074,
    0.2749998867511749,
    0.48314592242240906,
    0.18274106085300446,
    0.2046510875225067,
    0.5764704942703247,
    0.47236168384552,
    0.29577454924583435,
    0.3435581922531128,
    0.15189866721630096,
    0.37499991059303284
   ],
   "time": 160.22482032887638,
   "param": [
    {
     "p": 0.07334990054368973,
     "m": 1.0
    },
    {
     "p": 0.05681918188929558,
     "m": 1.0
    },
    {
     "p": 0.07434368878602982,
     "m": 1.0
    },
    {
     "p": 0.08065931499004364,
     "m": 1.0
    },
    {
     "p": 0.07986371219158173,
     "m": 1.0
    },
    {
     "p": 0.07914136350154877,
     "m": 1.0
    },
    {
     "p": 0.07646437734365463,
     "m": 1.0
    },
    {
     "p": 0.0638846829533577,
     "m": 1.0
    },
    {
     "p": 0.06242812052369118,
     "m": 1.0
    },
    {
     "p": 0.07195945084095001,
     "m": 1.0
    },
    {
     "p": 0.0814833715558052,
     "m": 1.0
    },
    {
     "p": 0.07237253338098526,
     "m": 1.0
    },
    {
     "p": 0.08316532522439957,
     "m": 1.0
    },
    {
     "p": 0.04406508430838585,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 81,
   "train_loss": 4.131452560424805,
   "val_loss": 2.8780131340026855,
   "acc": 35.51,
   "f1": [
    0.6081869602203369,
    0.3663002848625183,
    0.2558138370513916,
    0.2115383893251419,
    0.16600783169269562,
    0.2165604531764984,
    0.39106133580207825,
    0.3981480300426483,
    0.35897424817085266,
    0.45714277029037476,
    0.1965317279100418,
    0.21428564190864563,
    0.3549782335758209,
    0.21951214969158173,
    0.24161066114902496,
    0.23188398778438568,
    0.32432422041893005,
    0.48301875591278076,
    0.35294109582901,
    0.33587780594825745,
    0.5847951769828796,
    0.502024233341217,
    0.3008129298686981,
    0.5476189255714417,
    0.6424869298934937,
    0.26804113388061523,
    0.21951214969158173,
    0.20289847254753113,
    0.44444435834884644,
    0.29864245653152466,
    0.3299999237060547,
    0.36190465092658997,
    0.320441871881485,
    0.3409089744091034,
    0.33333319425582886,
    0.17796602845191956,
    0.31284910440444946,
    0.27555546164512634,
    0.21621614694595337,
    0.4837207794189453,
    0.33720916509628296,
    0.5714284777641296,
    0.33333325386047363,
    0.31067952513694763,
    0.15384608507156372,
    0.22222214937210083,
    0.19428564608097076,
    0.44715434312820435,
    0.4205606281757355,
    0.36956506967544556,
    0.1891891211271286,
    0.31932762265205383,
    0.5654007196426392,
    0.6078430414199829,
    0.5316454172134399,
    0.13483139872550964,
    0.5133689045906067,
    0.3363635540008545,
    0.3320462703704834,
    0.34523800015449524,
    0.7058822512626648,
    0.4223601520061493,
    0.4320986270904541,
    0.3489931523799896,
    0.12440184503793716,
    0.20645155012607574,
    0.16289585828781128,
    0.2686566412448883,
    0.7087377309799194,
    0.4999999403953552,
    0.46153831481933594,
    0.5991559624671936,
    0.06535942107439041,
    0.29931965470314026,
    0.16149060428142548,
    0.5599998831748962,
    0.6499998569488525,
    0.20512813329696655,
    0.22330091893672943,
    0.2786068916320801,
    0.10909086465835571,
    0.2645913362503052,
    0.6599999070167542,
    0.3861384987831116,
    0.2794116735458374,
    0.4065040051937103,
    0.4120170772075653,
    0.3677128851413727,
    0.1379309743642807,
    0.3678159713745117,
    0.25510191917419434,
    0.5054942965507507,
    0.23376618325710297,
    0.1764705330133438,
    0.563380241394043,
    0.4518827795982361,
    0.30150744318962097,
    0.29473677277565,
    0.10204074531793594,
    0.36871495842933655
   ],
   "time": 157.70717565715313,
   "param": [
    {
     "p": 0.08268892019987106,
     "m": 1.0
    },
    {
     "p": 0.05257067829370499,
     "m": 1.0
    },
    {
     "p": 0.08306469023227692,
     "m": 1.0
    },
    {
     "p": 0.07045769691467285,
     "m": 1.0
    },
    {
     "p": 0.08687687665224075,
     "m": 1.0
    },
    {
     "p": 0.06830880790948868,
     "m": 1.0
    },
    {
     "p": 0.07598180323839188,
     "m": 1.0
    },
    {
     "p": 0.08512785285711288,
     "m": 1.0
    },
    {
     "p": 0.06867176294326782,
     "m": 1.0
    },
    {
     "p": 0.06088970601558685,
     "m": 1.0
    },
    {
     "p": 0.05175608769059181,
     "m": 1.0
    },
    {
     "p": 0.09240434318780899,
     "m": 1.0
    },
    {
     "p": 0.08548735827207565,
     "m": 1.0
    },
    {
     "p": 0.03571346774697304,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 82,
   "train_loss": 4.216769218444824,
   "val_loss": 2.7134459018707275,
   "acc": 34.5,
   "f1": [
    0.6931816935539246,
    0.41964274644851685,
    0.2834007143974304,
    0.18867920339107513,
    0.180851012468338,
    0.32835814356803894,
    0.3134327232837677,
    0.39130425453186035,
    0.3265305459499359,
    0.4203820824623108,
    0.11464963108301163,
    0.23391805589199066,
    0.32352936267852783,
    0.18079088628292084,
    0.19047611951828003,
    0.26136353611946106,
    0.30952370166778564,
    0.502282977104187,
    0.3678159713745117,
    0.30331745743751526,
    0.5714284181594849,
    0.5021644234657288,
    0.31999990344047546,
    0.5421684980392456,
    0.6387433409690857,
    0.25589218735694885,
    0.2677823603153229,
    0.177215114235878,
    0.413043349981308,
    0.24291490018367767,
    0.3771427571773529,
    0.3703702688217163,
    0.2722512185573578,
    0.25675666332244873,
    0.31506839394569397,
    0.16753920912742615,
    0.29268282651901245,
    0.19689112901687622,
    0.27272719144821167,
    0.4855490028858185,
    0.3619908392429352,
    0.5244443416595459,
    0.3199998736381531,
    0.34343424439430237,
    0.17857135832309723,
    0.17801040410995483,
    0.20388342440128326,
    0.44221094250679016,
    0.3999998867511749,
    0.4083768427371979,
    0.17679551243782043,
    0.32258057594299316,
    0.5197739005088806,
    0.5849055051803589,
    0.5418717861175537,
    0.06779656559228897,
    0.5048542022705078,
    0.3356642425060272,
    0.26011553406715393,
    0.31428563594818115,
    0.7238093614578247,
    0.351351261138916,
    0.45810040831565857,
    0.3659573495388031,
    0.11981560289859772,
    0.20382159948349,
    0.12121205776929855,
    0.31155768036842346,
    0.6497888565063477,
    0.6067414879798889,
    0.47368407249450684,
    0.6082947254180908,
    0.13978487253189087,
    0.41245123744010925,
    0.1546391248703003,
    0.5740739107131958,
    0.6378377079963684,
    0.16058386862277985,
    0.23255808651447296,
    0.15748025476932526,
    0.12213735282421112,
    0.2475569099187851,
    0.5498006939888,
    0.39090898633003235,
    0.2686566412448883,
    0.40517228841781616,
    0.4043714702129364,
    0.37333324551582336,
    0.17813760042190552,
    0.3178807199001312,
    0.253968209028244,
    0.45414838194847107,
    0.16666661202907562,
    0.16842098534107208,
    0.5730992555618286,
    0.4596773386001587,
    0.34042543172836304,
    0.32335323095321655,
    0.1449274867773056,
    0.36190465092658997
   ],
   "time": 154.37819143291563,
   "param": [
    {
     "p": 0.06863172352313995,
     "m": 1.0
    },
    {
     "p": 0.05475741624832153,
     "m": 1.0
    },
    {
     "p": 0.08264419436454773,
     "m": 1.0
    },
    {
     "p": 0.07206899672746658,
     "m": 1.0
    },
    {
     "p": 0.0849241241812706,
     "m": 1.0
    },
    {
     "p": 0.07277423143386841,
     "m": 1.0
    },
    {
     "p": 0.07544008642435074,
     "m": 1.0
    },
    {
     "p": 0.07066863775253296,
     "m": 1.0
    },
    {
     "p": 0.0635092630982399,
     "m": 1.0
    },
    {
     "p": 0.07014922052621841,
     "m": 1.0
    },
    {
     "p": 0.0741344541311264,
     "m": 1.0
    },
    {
     "p": 0.08004547655582428,
     "m": 1.0
    },
    {
     "p": 0.07747825980186462,
     "m": 1.0
    },
    {
     "p": 0.052773941308259964,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 83,
   "train_loss": 3.5286519527435303,
   "val_loss": 2.8279058933258057,
   "acc": 35.62,
   "f1": [
    0.6702701449394226,
    0.4279474914073944,
    0.291139155626297,
    0.2116401493549347,
    0.17073163390159607,
    0.2620086967945099,
    0.3265305459499359,
    0.3716813027858734,
    0.3348836302757263,
    0.4145076870918274,
    0.13496926426887512,
    0.2762430012226105,
    0.31901830434799194,
    0.19999992847442627,
    0.21359217166900635,
    0.26666656136512756,
    0.37179476022720337,
    0.484615296125412,
    0.3696681261062622,
    0.36144572496414185,
    0.5989846587181091,
    0.4337348937988281,
    0.3386242389678955,
    0.5297296643257141,
    0.5761315822601318,
    0.18840573728084564,
    0.23589736223220825,
    0.2470587193965912,
    0.4100417494773865,
    0.3050846457481384,
    0.37154141068458557,
    0.35502949357032776,
    0.30578503012657166,
    0.3311257064342499,
    0.3722943067550659,
    0.2116401493549347,
    0.26262620091438293,
    0.21556879580020905,
    0.24680845439434052,
    0.46428558230400085,
    0.3050846457481384,
    0.5102879405021667,
    0.2941175401210785,
    0.32635971903800964,
    0.19767434895038605,
    0.2485205978155136,
    0.2127659022808075,
    0.4541061818599701,
    0.45581385493278503,
    0.40540531277656555,
    0.1683167666196823,
    0.304526686668396,
    0.5445543527603149,
    0.5955554842948914,
    0.5621620416641235,
    0.09722216427326202,
    0.4896264970302582,
    0.3398691415786743,
    0.34101372957229614,
    0.3707316219806671,
    0.7323941588401794,
    0.3803679943084717,
    0.4577113389968872,
    0.35294109582901,
    0.11111105233430862,
    0.21390368044376373,
    0.1333332657814026,
    0.28571417927742004,
    0.7329840660095215,
    0.6108372807502747,
    0.5019606351852417,
    0.6120217442512512,
    0.09638547897338867,
    0.3584904372692108,
    0.14084501564502716,
    0.6082947254180908,
    0.6206895709037781,
    0.2091502547264099,
    0.20408155024051666,
    0.26415085792541504,
    0.17616572976112366,
    0.3076922297477722,
    0.6206895112991333,
    0.39603951573371887,
    0.24719089269638062,
    0.3636362850666046,
    0.40999990701675415,
    0.35897424817085266,
    0.16161610186100006,
    0.37704911828041077,
    0.31999993324279785,
    0.45544540882110596,
    0.21999992430210114,
    0.19178076088428497,
    0.5743588209152222,
    0.4382021129131317,
    0.251428484916687,
    0.3082190752029419,
    0.10144922137260437,
    0.3211677670478821
   ],
   "time": 156.67753639630973,
   "param": [
    {
     "p": 0.07773210108280182,
     "m": 1.0
    },
    {
     "p": 0.06168312951922417,
     "m": 1.0
    },
    {
     "p": 0.07246267795562744,
     "m": 1.0
    },
    {
     "p": 0.05686884745955467,
     "m": 1.0
    },
    {
     "p": 0.07066642493009567,
     "m": 1.0
    },
    {
     "p": 0.06486773490905762,
     "m": 1.0
    },
    {
     "p": 0.06813307106494904,
     "m": 1.0
    },
    {
     "p": 0.09408875554800034,
     "m": 1.0
    },
    {
     "p": 0.0811758041381836,
     "m": 1.0
    },
    {
     "p": 0.0522657074034214,
     "m": 1.0
    },
    {
     "p": 0.06947454065084457,
     "m": 1.0
    },
    {
     "p": 0.08224005997180939,
     "m": 1.0
    },
    {
     "p": 0.10657166689634323,
     "m": 1.0
    },
    {
     "p": 0.04176953807473183,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 84,
   "train_loss": 4.035366535186768,
   "val_loss": 2.7891125679016113,
   "acc": 35.58,
   "f1": [
    0.6739128828048706,
    0.41095879673957825,
    0.2193547636270523,
    0.14814810454845428,
    0.14473678171634674,
    0.2972972095012665,
    0.37777766585350037,
    0.33918121457099915,
    0.32599109411239624,
    0.4299998879432678,
    0.20930226147174835,
    0.29245272278785706,
    0.3435581922531128,
    0.17877088487148285,
    0.22459883987903595,
    0.206060528755188,
    0.3950616121292114,
    0.4869564175605774,
    0.343283474445343,
    0.2816900610923767,
    0.6021503806114197,
    0.44799989461898804,
    0.3362830877304077,
    0.5654449462890625,
    0.623255729675293,
    0.20833326876163483,
    0.2830187678337097,
    0.1990049034357071,
    0.4924621880054474,
    0.278026819229126,
    0.3374998867511749,
    0.3351954519748688,
    0.2901553809642792,
    0.3295879364013672,
    0.2849314212799072,
    0.21513938903808594,
    0.3195875287055969,
    0.25396814942359924,
    0.23673462867736816,
    0.48421040177345276,
    0.38144323229789734,
    0.5309733152389526,
    0.32804223895072937,
    0.32539674639701843,
    0.25668442249298096,
    0.23076915740966797,
    0.19753079116344452,
    0.4329003393650055,
    0.48401811718940735,
    0.26666659116744995,
    0.19209031760692596,
    0.3206750154495239,
    0.5555554032325745,
    0.601625919342041,
    0.5291004180908203,
    0.13664589822292328,
    0.5472635626792908,
    0.4183005392551422,
    0.3398691415786743,
    0.31055888533592224,
    0.7160492539405823,
    0.35121941566467285,
    0.4615383446216583,
    0.3277309536933899,
    0.1764705330133438,
    0.2718445658683777,
    0.1634240448474884,
    0.2944161295890808,
    0.7253884673118591,
    0.5511109828948975,
    0.42285704612731934,
    0.6276593804359436,
    0.1219511553645134,
    0.2933332324028015,
    0.1499999314546585,
    0.5327510237693787,
    0.6183573603630066,
    0.14864858984947205,
    0.2099999338388443,
    0.27083322405815125,
    0.12413787841796875,
    0.2847456634044647,
    0.6701569557189941,
    0.3594468832015991,
    0.2378377616405487,
    0.43349742889404297,
    0.4059404730796814,
    0.37563440203666687,
    0.10958898812532425,
    0.3535352647304535,
    0.3082190752029419,
    0.4712642431259155,
    0.2276422381401062,
    0.2147650271654129,
    0.6054052114486694,
    0.4387753903865814,
    0.2842104732990265,
    0.36180898547172546,
    0.1219511553645134,
    0.35365843772888184
   ],
   "time": 159.70793317072093,
   "param": [
    {
     "p": 0.08080556243658066,
     "m": 1.0
    },
    {
     "p": 0.05625825375318527,
     "m": 1.0
    },
    {
     "p": 0.08234088122844696,
     "m": 1.0
    },
    {
     "p": 0.07014521211385727,
     "m": 1.0
    },
    {
     "p": 0.0779728963971138,
     "m": 1.0
    },
    {
     "p": 0.0719602108001709,
     "m": 1.0
    },
    {
     "p": 0.0808657631278038,
     "m": 1.0
    },
    {
     "p": 0.08263634145259857,
     "m": 1.0
    },
    {
     "p": 0.06705039739608765,
     "m": 1.0
    },
    {
     "p": 0.047344643622636795,
     "m": 1.0
    },
    {
     "p": 0.05662212148308754,
     "m": 1.0
    },
    {
     "p": 0.0915268063545227,
     "m": 1.0
    },
    {
     "p": 0.08943550288677216,
     "m": 1.0
    },
    {
     "p": 0.045035429298877716,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 85,
   "train_loss": 3.6194512844085693,
   "val_loss": 2.9870917797088623,
   "acc": 35.3,
   "f1": [
    0.6181817054748535,
    0.3842363655567169,
    0.3157893717288971,
    0.2512076497077942,
    0.14723920822143555,
    0.29629620909690857,
    0.3743841052055359,
    0.35390937328338623,
    0.3999999165534973,
    0.48421040177345276,
    0.12698407471179962,
    0.2683981955051422,
    0.3463686406612396,
    0.2643677294254303,
    0.21965309977531433,
    0.28048771619796753,
    0.3999998867511749,
    0.5038759112358093,
    0.3699420988559723,
    0.26262620091438293,
    0.5581393837928772,
    0.4143425226211548,
    0.38888877630233765,
    0.553672194480896,
    0.6048386096954346,
    0.2488888055086136,
    0.2634729743003845,
    0.18637987971305847,
    0.4090908467769623,
    0.30097079277038574,
    0.4088396728038788,
    0.32520318031311035,
    0.24761897325515747,
    0.3119265139102936,
    0.34343424439430237,
    0.14864858984947205,
    0.33497530221939087,
    0.1395348161458969,
    0.2522521913051605,
    0.47674402594566345,
    0.2918148636817932,
    0.5272725820541382,
    0.33939382433891296,
    0.31535258889198303,
    0.19889496266841888,
    0.18713442981243134,
    0.19469019770622253,
    0.43382343649864197,
    0.48958322405815125,
    0.41840997338294983,
    0.19480513036251068,
    0.27102795243263245,
    0.4841269254684448,
    0.5951218605041504,
    0.5168538093566895,
    0.10526309907436371,
    0.5027320981025696,
    0.39548009634017944,
    0.3311257064342499,
    0.29292917251586914,
    0.7162789106369019,
    0.43956032395362854,
    0.48648640513420105,
    0.3287670612335205,
    0.15384608507156372,
    0.24905653297901154,
    0.10457510501146317,
    0.29885047674179077,
    0.7046630382537842,
    0.5636362433433533,
    0.4361701011657715,
    0.5468748807907104,
    0.11920525878667831,
    0.3551400303840637,
    0.18055549263954163,
    0.5775399804115295,
    0.6321837902069092,
    0.19689112901687622,
    0.2376236915588379,
    0.2599999010562897,
    0.1290321946144104,
    0.2980768382549286,
    0.6462881565093994,
    0.37999987602233887,
    0.1635219305753708,
    0.4541061818599701,
    0.3999998867511749,
    0.40659332275390625,
    0.09999994188547134,
    0.372548907995224,
    0.28762534260749817,
    0.43835610151290894,
    0.1395348161458969,
    0.24680845439434052,
    0.594594419002533,
    0.45226117968559265,
    0.30046939849853516,
    0.32051271200180054,
    0.13461533188819885,
    0.3021581470966339
   ],
   "time": 152.177062664181,
   "param": [
    {
     "p": 0.06204625964164734,
     "m": 1.0
    },
    {
     "p": 0.04800095781683922,
     "m": 1.0
    },
    {
     "p": 0.0898553803563118,
     "m": 1.0
    },
    {
     "p": 0.06140161678195,
     "m": 1.0
    },
    {
     "p": 0.07456052303314209,
     "m": 1.0
    },
    {
     "p": 0.06913468986749649,
     "m": 1.0
    },
    {
     "p": 0.07162567973136902,
     "m": 1.0
    },
    {
     "p": 0.07137048244476318,
     "m": 1.0
    },
    {
     "p": 0.07750535756349564,
     "m": 1.0
    },
    {
     "p": 0.0726868137717247,
     "m": 1.0
    },
    {
     "p": 0.08102686703205109,
     "m": 1.0
    },
    {
     "p": 0.08592978119850159,
     "m": 1.0
    },
    {
     "p": 0.07686025649309158,
     "m": 1.0
    },
    {
     "p": 0.05799538642168045,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 86,
   "train_loss": 3.800487518310547,
   "val_loss": 2.8212554454803467,
   "acc": 36.36,
   "f1": [
    0.6798028349876404,
    0.41052618622779846,
    0.3135133981704712,
    0.16666659712791443,
    0.15950913727283478,
    0.2792791724205017,
    0.4210525155067444,
    0.38095229864120483,
    0.36190465092658997,
    0.47368407249450684,
    0.13698624074459076,
    0.28402355313301086,
    0.39999985694885254,
    0.238805890083313,
    0.19101116061210632,
    0.24657529592514038,
    0.3365383446216583,
    0.5174128413200378,
    0.37962955236434937,
    0.3178293704986572,
    0.6153844594955444,
    0.49999988079071045,
    0.3467741012573242,
    0.5641024112701416,
    0.6380951404571533,
    0.2389935851097107,
    0.2702701687812805,
    0.2333332598209381,
    0.4886362552642822,
    0.31730762124061584,
    0.3921567499637604,
    0.28571420907974243,
    0.3542855978012085,
    0.334727942943573,
    0.34415575861930847,
    0.19266046583652496,
    0.27272722125053406,
    0.23728807270526886,
    0.24218744039535522,
    0.4973543584346771,
    0.35359105467796326,
    0.524590015411377,
    0.23809516429901123,
    0.28915655612945557,
    0.1773398518562317,
    0.19607838988304138,
    0.26315781474113464,
    0.4632767140865326,
    0.5082871913909912,
    0.37696322798728943,
    0.2105262726545334,
    0.3523315489292145,
    0.5833331942558289,
    0.5967741012573242,
    0.510416567325592,
    0.10457510501146317,
    0.5333331823348999,
    0.45859864354133606,
    0.35532984137535095,
    0.31623923778533936,
    0.7487682700157166,
    0.40641695261001587,
    0.4150942265987396,
    0.29752060770988464,
    0.11249993741512299,
    0.20689648389816284,
    0.11398956924676895,
    0.33497530221939087,
    0.6889951229095459,
    0.5420559644699097,
    0.45714277029037476,
    0.5940592885017395,
    0.13559316098690033,
    0.38578668236732483,
    0.12213735282421112,
    0.5999999046325684,
    0.5863453149795532,
    0.19138747453689575,
    0.20809243619441986,
    0.3018867075443268,
    0.15819202363491058,
    0.29473677277565,
    0.6532661318778992,
    0.3716813027858734,
    0.26136353611946106,
    0.4593299925327301,
    0.39090898633003235,
    0.37894728779792786,
    0.0745341032743454,
    0.3939392864704132,
    0.34513264894485474,
    0.5139663219451904,
    0.2236841470003128,
    0.2025315761566162,
    0.5388126373291016,
    0.49214646220207214,
    0.3710406422615051,
    0.2582417130470276,
    0.13173647224903107,
    0.3566878139972687
   ],
   "time": 161.74098229315132,
   "param": [
    {
     "p": 0.08589311689138412,
     "m": 1.0
    },
    {
     "p": 0.048150692135095596,
     "m": 1.0
    },
    {
     "p": 0.08304169774055481,
     "m": 1.0
    },
    {
     "p": 0.07032804936170578,
     "m": 1.0
    },
    {
     "p": 0.07073553651571274,
     "m": 1.0
    },
    {
     "p": 0.07287295907735825,
     "m": 1.0
    },
    {
     "p": 0.07119081169366837,
     "m": 1.0
    },
    {
     "p": 0.07517824321985245,
     "m": 1.0
    },
    {
     "p": 0.076561339199543,
     "m": 1.0
    },
    {
     "p": 0.0732603594660759,
     "m": 1.0
    },
    {
     "p": 0.07010992616415024,
     "m": 1.0
    },
    {
     "p": 0.07452648878097534,
     "m": 1.0
    },
    {
     "p": 0.08897200971841812,
     "m": 1.0
    },
    {
     "p": 0.03917871415615082,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 87,
   "train_loss": 3.9850335121154785,
   "val_loss": 2.522984266281128,
   "acc": 35.45,
   "f1": [
    0.5546873807907104,
    0.38053086400032043,
    0.2873562276363373,
    0.13432830572128296,
    0.15853650867938995,
    0.24528293311595917,
    0.4133332371711731,
    0.3272726535797119,
    0.3431951701641083,
    0.40384599566459656,
    0.20224712789058685,
    0.2702701687812805,
    0.3445377051830292,
    0.2634729743003845,
    0.18633535504341125,
    0.2576685845851898,
    0.3707864284515381,
    0.5130433440208435,
    0.3157893717288971,
    0.30097079277038574,
    0.5674417018890381,
    0.48305076360702515,
    0.3373492956161499,
    0.4731181561946869,
    0.5960782766342163,
    0.27472516894340515,
    0.30337071418762207,
    0.20720712840557098,
    0.35627520084381104,
    0.33783775568008423,
    0.3619908392429352,
    0.3508771061897278,
    0.3096773326396942,
    0.26751580834388733,
    0.341666579246521,
    0.19266046583652496,
    0.2980768382549286,
    0.17948710918426514,
    0.22797919809818268,
    0.4787232577800751,
    0.2783881723880768,
    0.5526314973831177,
    0.319248765707016,
    0.3603602349758148,
    0.13846148550510406,
    0.15999993681907654,
    0.2236841470003128,
    0.4530385434627533,
    0.47236168384552,
    0.3934425115585327,
    0.19047611951828003,
    0.28015556931495667,
    0.5692307353019714,
    0.5681817531585693,
    0.46753236651420593,
    0.16883111000061035,
    0.45714277029037476,
    0.3384614586830139,
    0.37704911828041077,
    0.3113771378993988,
    0.6368157267570496,
    0.31372538208961487,
    0.41717782616615295,
    0.36129021644592285,
    0.15238089859485626,
    0.23391805589199066,
    0.1639343649148941,
    0.280373752117157,
    0.6178860664367676,
    0.5470084547996521,
    0.48598119616508484,
    0.5521884560585022,
    0.12173906713724136,
    0.39999985694885254,
    0.18064509332180023,
    0.5865383148193359,
    0.6176469922065735,
    0.17886173725128174,
    0.1635219305753708,
    0.35714274644851685,
    0.1898733526468277,
    0.3068782389163971,
    0.7015705108642578,
    0.3842363655567169,
    0.22222213447093964,
    0.4022987186908722,
    0.3580785095691681,
    0.3057643473148346,
    0.14666660130023956,
    0.40178558230400085,
    0.3101603388786316,
    0.47619035840034485,
    0.22818784415721893,
    0.13157887756824493,
    0.48056527972221375,
    0.4867255389690399,
    0.3157894015312195,
    0.3091786503791809,
    0.14857135713100433,
    0.3495144844055176
   ],
   "time": 158.9530931878835,
   "param": [
    {
     "p": 0.05943252891302109,
     "m": 1.0
    },
    {
     "p": 0.06114668771624565,
     "m": 1.0
    },
    {
     "p": 0.09884020686149597,
     "m": 1.0
    },
    {
     "p": 0.06046844646334648,
     "m": 1.0
    },
    {
     "p": 0.07144193351268768,
     "m": 1.0
    },
    {
     "p": 0.07262194901704788,
     "m": 1.0
    },
    {
     "p": 0.07244156301021576,
     "m": 1.0
    },
    {
     "p": 0.09296184033155441,
     "m": 1.0
    },
    {
     "p": 0.062253933399915695,
     "m": 1.0
    },
    {
     "p": 0.06403585523366928,
     "m": 1.0
    },
    {
     "p": 0.05874907970428467,
     "m": 1.0
    },
    {
     "p": 0.06735475361347198,
     "m": 1.0
    },
    {
     "p": 0.10486911237239838,
     "m": 1.0
    },
    {
     "p": 0.053382087498903275,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 88,
   "train_loss": 3.582825183868408,
   "val_loss": 2.8621389865875244,
   "acc": 35.69,
   "f1": [
    0.6354165077209473,
    0.35185176134109497,
    0.309278279542923,
    0.23584897816181183,
    0.15810270607471466,
    0.28699544072151184,
    0.3999999165534973,
    0.3976607024669647,
    0.3268481194972992,
    0.42639580368995667,
    0.16666659712791443,
    0.23740999400615692,
    0.33492809534072876,
    0.25101208686828613,
    0.24509796500205994,
    0.2446807622909546,
    0.3443707227706909,
    0.4799998700618744,
    0.3959389626979828,
    0.292307585477829,
    0.5333332419395447,
    0.48076915740966797,
    0.2928869426250458,
    0.5632182359695435,
    0.6666665077209473,
    0.23958325386047363,
    0.26548662781715393,
    0.23129242658615112,
    0.4192138612270355,
    0.2773721516132355,
    0.3648647665977478,
    0.33333322405815125,
    0.3478259742259979,
    0.35643553733825684,
    0.31623923778533936,
    0.07874010503292084,
    0.314606636762619,
    0.22222214937210083,
    0.23346298933029175,
    0.4810125231742859,
    0.33333322405815125,
    0.6236557960510254,
    0.2727271616458893,
    0.2702701687812805,
    0.20731700956821442,
    0.21556879580020905,
    0.1990049034357071,
    0.4578312039375305,
    0.43049317598342896,
    0.4255318343639374,
    0.19999992847442627,
    0.28732389211654663,
    0.5645932555198669,
    0.6188339591026306,
    0.4705880880355835,
    0.14563101530075073,
    0.5454543828964233,
    0.3703702688217163,
    0.38367336988449097,
    0.35820886492729187,
    0.7217390537261963,
    0.4022987186908722,
    0.43715834617614746,
    0.3295453190803528,
    0.10328631848096848,
    0.20858889818191528,
    0.12565438449382782,
    0.33333322405815125,
    0.7142855525016785,
    0.5405404567718506,
    0.4725273549556732,
    0.589371919631958,
    0.1481480747461319,
    0.3744291365146637,
    0.19047611951828003,
    0.5833331942558289,
    0.6514284610748291,
    0.20111726224422455,
    0.19753079116344452,
    0.3440859317779541,
    0.20175431668758392,
    0.2636362612247467,
    0.6993862986564636,
    0.35675665736198425,
    0.3118278682231903,
    0.42801550030708313,
    0.40609124302864075,
    0.3842363655567169,
    0.15217386186122894,
    0.3636362552642822,
    0.29126206040382385,
    0.4561402499675751,
    0.18300646543502808,
    0.2513660192489624,
    0.6091952323913574,
    0.47826072573661804,
    0.33744847774505615,
    0.31249991059303284,
    0.09230764210224152,
    0.38709667325019836
   ],
   "time": 158.46816952899098,
   "param": [
    {
     "p": 0.07851662486791611,
     "m": 1.0
    },
    {
     "p": 0.047151848673820496,
     "m": 1.0
    },
    {
     "p": 0.09354180097579956,
     "m": 1.0
    },
    {
     "p": 0.03939174488186836,
     "m": 1.0
    },
    {
     "p": 0.054660435765981674,
     "m": 1.0
    },
    {
     "p": 0.08952982723712921,
     "m": 1.0
    },
    {
     "p": 0.08086597174406052,
     "m": 1.0
    },
    {
     "p": 0.0776989758014679,
     "m": 1.0
    },
    {
     "p": 0.06794505566358566,
     "m": 1.0
    },
    {
     "p": 0.07384419441223145,
     "m": 1.0
    },
    {
     "p": 0.07797576487064362,
     "m": 1.0
    },
    {
     "p": 0.08985146135091782,
     "m": 1.0
    },
    {
     "p": 0.09061133116483688,
     "m": 1.0
    },
    {
     "p": 0.03841496258974075,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 89,
   "train_loss": 3.692996025085449,
   "val_loss": 2.6789724826812744,
   "acc": 36.08,
   "f1": [
    0.6564101576805115,
    0.36029404401779175,
    0.2886596620082855,
    0.18604643642902374,
    0.18181811273097992,
    0.30275216698646545,
    0.37623751163482666,
    0.4338623583316803,
    0.33480167388916016,
    0.45197728276252747,
    0.08450698852539062,
    0.23204411566257477,
    0.3654821515083313,
    0.2599999010562897,
    0.23728805780410767,
    0.2767294645309448,
    0.29213473200798035,
    0.48927029967308044,
    0.32584258913993835,
    0.31944435834884644,
    0.5894736051559448,
    0.5120771527290344,
    0.30939218401908875,
    0.5668447613716125,
    0.637362539768219,
    0.2774565517902374,
    0.20833326876163483,
    0.18909086287021637,
    0.4413144290447235,
    0.33502528071403503,
    0.3764704465866089,
    0.3023254871368408,
    0.2528735101222992,
    0.3168315887451172,
    0.4083768427371979,
    0.14659680426120758,
    0.2681991159915924,
    0.09756092727184296,
    0.2672064006328583,
    0.5569618940353394,
    0.34374991059303284,
    0.5405403971672058,
    0.2995593845844269,
    0.33333319425582886,
    0.1898733526468277,
    0.19565211236476898,
    0.24210518598556519,
    0.43438899517059326,
    0.46534639596939087,
    0.4413144290447235,
    0.17567561566829681,
    0.30769219994544983,
    0.5503875017166138,
    0.5948716402053833,
    0.5287355184555054,
    0.13698624074459076,
    0.47787603735923767,
    0.39473676681518555,
    0.38367336988449097,
    0.29464277625083923,
    0.6951870322227478,
    0.45121943950653076,
    0.46788978576660156,
    0.30769219994544983,
    0.17872333526611328,
    0.21897803246974945,
    0.08823523670434952,
    0.29787227511405945,
    0.6554619669914246,
    0.6079294085502625,
    0.49777767062187195,
    0.5984250903129578,
    0.14207643270492554,
    0.3636362552642822,
    0.16783210635185242,
    0.5207546353340149,
    0.6272726058959961,
    0.21999992430210114,
    0.12987005710601807,
    0.3465345501899719,
    0.17021268606185913,
    0.28999990224838257,
    0.6760562062263489,
    0.40659332275390625,
    0.21524657309055328,
    0.40975597500801086,
    0.3879309296607971,
    0.3583814203739166,
    0.15873010456562042,
    0.36842095851898193,
    0.3195875287055969,
    0.4596773386001587,
    0.28695645928382874,
    0.19548864662647247,
    0.5771142840385437,
    0.4864863455295563,
    0.3318776488304138,
    0.30697670578956604,
    0.10256403684616089,
    0.3575417995452881
   ],
   "time": 153.53226168174297,
   "param": [
    {
     "p": 0.05955687165260315,
     "m": 1.0
    },
    {
     "p": 0.06469661742448807,
     "m": 1.0
    },
    {
     "p": 0.07721108198165894,
     "m": 1.0
    },
    {
     "p": 0.06503396481275558,
     "m": 1.0
    },
    {
     "p": 0.0797680988907814,
     "m": 1.0
    },
    {
     "p": 0.07079921662807465,
     "m": 1.0
    },
    {
     "p": 0.08142377436161041,
     "m": 1.0
    },
    {
     "p": 0.08392643183469772,
     "m": 1.0
    },
    {
     "p": 0.05684739723801613,
     "m": 1.0
    },
    {
     "p": 0.0650954395532608,
     "m": 1.0
    },
    {
     "p": 0.06531494110822678,
     "m": 1.0
    },
    {
     "p": 0.06905125826597214,
     "m": 1.0
    },
    {
     "p": 0.10532014816999435,
     "m": 1.0
    },
    {
     "p": 0.055954691022634506,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 90,
   "train_loss": 4.519380569458008,
   "val_loss": 2.804574728012085,
   "acc": 35.54,
   "f1": [
    0.6363635063171387,
    0.3636362552642822,
    0.2485874742269516,
    0.2376236915588379,
    0.16748763620853424,
    0.2530611455440521,
    0.3523315489292145,
    0.39999985694885254,
    0.33684200048446655,
    0.4565216302871704,
    0.17241372168064117,
    0.23469379544258118,
    0.33816415071487427,
    0.19875767827033997,
    0.26881712675094604,
    0.29292917251586914,
    0.41975298523902893,
    0.5082871913909912,
    0.3383083641529083,
    0.35918357968330383,
    0.563380241394043,
    0.47513800859451294,
    0.3026314675807953,
    0.5592415928840637,
    0.602620005607605,
    0.2649571895599365,
    0.2681563198566437,
    0.1983470320701599,
    0.41071420907974243,
    0.30097079277038574,
    0.3703702688217163,
    0.34123215079307556,
    0.2649005651473999,
    0.3522011637687683,
    0.28947362303733826,
    0.18072283267974854,
    0.3090128004550934,
    0.23728807270526886,
    0.2941175699234009,
    0.45751625299453735,
    0.32520318031311035,
    0.5699480772018433,
    0.2731706500053406,
    0.3024389147758484,
    0.228571355342865,
    0.18604643642902374,
    0.19742482900619507,
    0.45569613575935364,
    0.49214646220207214,
    0.382978618144989,
    0.2297871857881546,
    0.2723734676837921,
    0.5742572546005249,
    0.5882351398468018,
    0.5320196151733398,
    0.1481480747461319,
    0.48756206035614014,
    0.358024537563324,
    0.33802807331085205,
    0.329268217086792,
    0.7012985944747925,
    0.4358973205089569,
    0.45833322405815125,
    0.35121941566467285,
    0.09090902656316757,
    0.23030294477939606,
    0.1855669766664505,
    0.28571417927742004,
    0.6880732178688049,
    0.5742572546005249,
    0.4566209018230438,
    0.579710066318512,
    0.1103447824716568,
    0.38392844796180725,
    0.11382109671831131,
    0.5855854153633118,
    0.5979380011558533,
    0.1885245442390442,
    0.2117646485567093,
    0.24427472054958344,
    0.11023616790771484,
    0.2611463963985443,
    0.70588219165802,
    0.36559128761291504,
    0.228260800242424,
    0.41221365332603455,
    0.36464083194732666,
    0.3999999165534973,
    0.11764698475599289,
    0.3517240583896637,
    0.278026819229126,
    0.4149376451969147,
    0.2749998867511749,
    0.21999992430210114,
    0.5607475638389587,
    0.4593299925327301,
    0.3171805441379547,
    0.2967032194137573,
    0.15950913727283478,
    0.3786981403827667
   ],
   "time": 156.2825630577281,
   "param": [
    {
     "p": 0.06942262500524521,
     "m": 1.0
    },
    {
     "p": 0.05360272899270058,
     "m": 1.0
    },
    {
     "p": 0.06876148283481598,
     "m": 1.0
    },
    {
     "p": 0.07036808133125305,
     "m": 1.0
    },
    {
     "p": 0.0725645050406456,
     "m": 1.0
    },
    {
     "p": 0.06977573037147522,
     "m": 1.0
    },
    {
     "p": 0.0775107741355896,
     "m": 1.0
    },
    {
     "p": 0.07954470813274384,
     "m": 1.0
    },
    {
     "p": 0.07627958059310913,
     "m": 1.0
    },
    {
     "p": 0.06926926970481873,
     "m": 1.0
    },
    {
     "p": 0.07297616451978683,
     "m": 1.0
    },
    {
     "p": 0.06349525600671768,
     "m": 1.0
    },
    {
     "p": 0.09122885763645172,
     "m": 1.0
    },
    {
     "p": 0.06520024687051773,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 91,
   "train_loss": 3.7975993156433105,
   "val_loss": 2.859168529510498,
   "acc": 35.94,
   "f1": [
    0.5614033937454224,
    0.4086019992828369,
    0.28260859847068787,
    0.15894033014774323,
    0.12499994784593582,
    0.28685250878334045,
    0.3626372814178467,
    0.4242422580718994,
    0.2971886694431305,
    0.4413144290447235,
    0.15384608507156372,
    0.18840573728084564,
    0.3101603388786316,
    0.22929932177066803,
    0.23129244148731232,
    0.2519684433937073,
    0.3764704465866089,
    0.474820077419281,
    0.385650098323822,
    0.3367346227169037,
    0.49084240198135376,
    0.5154638290405273,
    0.3184078335762024,
    0.6057141423225403,
    0.6976743340492249,
    0.27777770161628723,
    0.2473117560148239,
    0.2553190588951111,
    0.4537035822868347,
    0.33962252736091614,
    0.3444443643093109,
    0.31279608607292175,
    0.3186812400817871,
    0.37704911828041077,
    0.36180898547172546,
    0.12935318052768707,
    0.2713177502155304,
    0.18749994039535522,
    0.26373621821403503,
    0.4836600124835968,
    0.3111110329627991,
    0.5636362433433533,
    0.28415289521217346,
    0.2808022201061249,
    0.24390234053134918,
    0.15384608507156372,
    0.2288556545972824,
    0.4930231273174286,
    0.5110130310058594,
    0.38095223903656006,
    0.19905206561088562,
    0.37962955236434937,
    0.5714284777641296,
    0.5890908241271973,
    0.4362415373325348,
    0.15686269104480743,
    0.45414838194847107,
    0.3625729978084564,
    0.35365843772888184,
    0.3469386696815491,
    0.6824643611907959,
    0.39784935116767883,
    0.48913031816482544,
    0.34821417927742004,
    0.19251330196857452,
    0.26262614130973816,
    0.10204074531793594,
    0.3068180978298187,
    0.6419751644134521,
    0.5660375952720642,
    0.4313724637031555,
    0.6139533519744873,
    0.1229049563407898,
    0.34042540192604065,
    0.12598420679569244,
    0.5858584046363831,
    0.5901638269424438,
    0.2105262577533722,
    0.21794864535331726,
    0.299999862909317,
    0.17333325743675232,
    0.26315781474113464,
    0.6557375192642212,
    0.3352600038051605,
    0.13235288858413696,
    0.45833322405815125,
    0.40796008706092834,
    0.36529669165611267,
    0.16744180023670197,
    0.37894728779792786,
    0.3265305161476135,
    0.4549354910850525,
    0.24203817546367645,
    0.15277770161628723,
    0.5315313935279846,
    0.44444429874420166,
    0.3113771378993988,
    0.30769219994544983,
    0.12927751243114471,
    0.36809808015823364
   ],
   "time": 152.58500409591943,
   "param": [
    {
     "p": 0.08110405504703522,
     "m": 1.0
    },
    {
     "p": 0.049444254487752914,
     "m": 1.0
    },
    {
     "p": 0.07863255590200424,
     "m": 1.0
    },
    {
     "p": 0.07855655252933502,
     "m": 1.0
    },
    {
     "p": 0.07226540893316269,
     "m": 1.0
    },
    {
     "p": 0.06906723976135254,
     "m": 1.0
    },
    {
     "p": 0.0754946917295456,
     "m": 1.0
    },
    {
     "p": 0.08091452717781067,
     "m": 1.0
    },
    {
     "p": 0.05906910449266434,
     "m": 1.0
    },
    {
     "p": 0.0707428976893425,
     "m": 1.0
    },
    {
     "p": 0.06737153977155685,
     "m": 1.0
    },
    {
     "p": 0.08105642348527908,
     "m": 1.0
    },
    {
     "p": 0.07747384905815125,
     "m": 1.0
    },
    {
     "p": 0.05880691111087799,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 92,
   "train_loss": 4.010389804840088,
   "val_loss": 2.876342535018921,
   "acc": 35.19,
   "f1": [
    0.5753422975540161,
    0.3534882664680481,
    0.251428484916687,
    0.17142851650714874,
    0.13043470680713654,
    0.251308798789978,
    0.3850930631160736,
    0.4499998688697815,
    0.36065563559532166,
    0.44651150703430176,
    0.1282050609588623,
    0.25165554881095886,
    0.36904752254486084,
    0.2097901701927185,
    0.20930226147174835,
    0.255813866853714,
    0.37305691838264465,
    0.48453593254089355,
    0.3823528587818146,
    0.293436199426651,
    0.5911328792572021,
    0.48387086391448975,
    0.3113206624984741,
    0.5781989693641663,
    0.6330273747444153,
    0.2446807622909546,
    0.24603168666362762,
    0.18439710140228271,
    0.3979056477546692,
    0.24427475035190582,
    0.37864065170288086,
    0.30125513672828674,
    0.33684200048446655,
    0.3265305459499359,
    0.3376622498035431,
    0.1452513188123703,
    0.31836724281311035,
    0.24221445620059967,
    0.26008957624435425,
    0.49999988079071045,
    0.3076922297477722,
    0.5714284181594849,
    0.2547769844532013,
    0.34523800015449524,
    0.21100911498069763,
    0.20487797260284424,
    0.24999991059303284,
    0.46861910820007324,
    0.49565204977989197,
    0.3583814203739166,
    0.21590900421142578,
    0.2635658085346222,
    0.6055775284767151,
    0.57297283411026,
    0.5209301114082336,
    0.1258740872144699,
    0.48717936873435974,
    0.345177561044693,
    0.34615373611450195,
    0.35897424817085266,
    0.7035174369812012,
    0.37681150436401367,
    0.44976064562797546,
    0.2938387989997864,
    0.141592875123024,
    0.16883111000061035,
    0.12727266550064087,
    0.2649571895599365,
    0.721153736114502,
    0.5495494604110718,
    0.47470811009407043,
    0.5513511896133423,
    0.10447756201028824,
    0.3431371748447418,
    0.1694914698600769,
    0.5922329425811768,
    0.6562498807907104,
    0.085470050573349,
    0.2115384340286255,
    0.28571420907974243,
    0.14371250569820404,
    0.28758159279823303,
    0.7241377830505371,
    0.34323427081108093,
    0.2406638264656067,
    0.47916653752326965,
    0.41884803771972656,
    0.3783782720565796,
    0.13245026767253876,
    0.3096773326396942,
    0.29189181327819824,
    0.49756085872650146,
    0.17391297221183777,
    0.18604643642902374,
    0.6195651292800903,
    0.47560960054397583,
    0.32369929552078247,
    0.28461533784866333,
    0.11403502523899078,
    0.3208555281162262
   ],
   "time": 157.0735865039751,
   "param": [
    {
     "p": 0.07917635887861252,
     "m": 1.0
    },
    {
     "p": 0.054924316704273224,
     "m": 1.0
    },
    {
     "p": 0.07900328189134598,
     "m": 1.0
    },
    {
     "p": 0.08479756116867065,
     "m": 1.0
    },
    {
     "p": 0.06695861369371414,
     "m": 1.0
    },
    {
     "p": 0.07101812958717346,
     "m": 1.0
    },
    {
     "p": 0.07963089644908905,
     "m": 1.0
    },
    {
     "p": 0.08766265958547592,
     "m": 1.0
    },
    {
     "p": 0.05980929732322693,
     "m": 1.0
    },
    {
     "p": 0.06522929668426514,
     "m": 1.0
    },
    {
     "p": 0.06985344737768173,
     "m": 1.0
    },
    {
     "p": 0.07904406636953354,
     "m": 1.0
    },
    {
     "p": 0.07033011317253113,
     "m": 1.0
    },
    {
     "p": 0.052562061697244644,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 93,
   "train_loss": 3.6864781379699707,
   "val_loss": 2.7493321895599365,
   "acc": 35.44,
   "f1": [
    0.6910993456840515,
    0.37499985098838806,
    0.25668442249298096,
    0.20731700956821442,
    0.13043470680713654,
    0.28571420907974243,
    0.3885713219642639,
    0.4050632119178772,
    0.2922373414039612,
    0.4566209018230438,
    0.11111105233430862,
    0.2560974657535553,
    0.3743841052055359,
    0.21111102402210236,
    0.24675315618515015,
    0.24074065685272217,
    0.3583814203739166,
    0.5520360469818115,
    0.33502528071403503,
    0.3018867075443268,
    0.6310158967971802,
    0.5314008593559265,
    0.32804223895072937,
    0.6105261445045471,
    0.5714284181594849,
    0.16923071444034576,
    0.2424241602420807,
    0.2048192024230957,
    0.4195120930671692,
    0.2681991159915924,
    0.32704389095306396,
    0.33333322405815125,
    0.29585790634155273,
    0.28749987483024597,
    0.27918776869773865,
    0.18811874091625214,
    0.27555546164512634,
    0.21951214969158173,
    0.22748807072639465,
    0.5052630305290222,
    0.3260868787765503,
    0.48437491059303284,
    0.30331745743751526,
    0.28482964634895325,
    0.24999991059303284,
    0.23312875628471375,
    0.22999992966651917,
    0.48205116391181946,
    0.4424777626991272,
    0.41052618622779846,
    0.1818181276321411,
    0.2745096981525421,
    0.5052630305290222,
    0.5468748807907104,
    0.5463413596153259,
    0.11510787159204483,
    0.45132729411125183,
    0.283950537443161,
    0.3636362552642822,
    0.3261801600456238,
    0.7253884673118591,
    0.4111110270023346,
    0.45535701513290405,
    0.35294109582901,
    0.09929072856903076,
    0.24615377187728882,
    0.14349770545959473,
    0.26666656136512756,
    0.6886791586875916,
    0.5989846587181091,
    0.4387753903865814,
    0.6334840059280396,
    0.16289585828781128,
    0.38053086400032043,
    0.15714280307292938,
    0.5791853666305542,
    0.5981307029724121,
    0.12499993294477463,
    0.26415085792541504,
    0.30057793855667114,
    0.1650484949350357,
    0.2655600905418396,
    0.6764704585075378,
    0.36158180236816406,
    0.2702701687812805,
    0.43093910813331604,
    0.3644443452358246,
    0.3765689730644226,
    0.13907279074192047,
    0.36431220173835754,
    0.2886596620082855,
    0.4495411515235901,
    0.2208588421344757,
    0.21929818391799927,
    0.5109488368034363,
    0.4741378724575043,
    0.33179715275764465,
    0.2694299519062042,
    0.11428564786911011,
    0.3636362850666046
   ],
   "time": 157.77382881753147,
   "param": [
    {
     "p": 0.0761227086186409,
     "m": 1.0
    },
    {
     "p": 0.06502216309309006,
     "m": 1.0
    },
    {
     "p": 0.06864235550165176,
     "m": 1.0
    },
    {
     "p": 0.07969757169485092,
     "m": 1.0
    },
    {
     "p": 0.0688609853386879,
     "m": 1.0
    },
    {
     "p": 0.04926322028040886,
     "m": 1.0
    },
    {
     "p": 0.07384506613016129,
     "m": 1.0
    },
    {
     "p": 0.07901212573051453,
     "m": 1.0
    },
    {
     "p": 0.06731728464365005,
     "m": 1.0
    },
    {
     "p": 0.07330355048179626,
     "m": 1.0
    },
    {
     "p": 0.06523092836141586,
     "m": 1.0
    },
    {
     "p": 0.08136588335037231,
     "m": 1.0
    },
    {
     "p": 0.09880689531564713,
     "m": 1.0
    },
    {
     "p": 0.053509317338466644,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 94,
   "train_loss": 3.865732192993164,
   "val_loss": 2.8855769634246826,
   "acc": 35.32,
   "f1": [
    0.6633164882659912,
    0.3880596160888672,
    0.28571420907974243,
    0.2138364166021347,
    0.17560969293117523,
    0.2718445658683777,
    0.39285704493522644,
    0.3692306876182556,
    0.331034392118454,
    0.44347813725471497,
    0.18823520839214325,
    0.22291016578674316,
    0.24999992549419403,
    0.2580644190311432,
    0.20689646899700165,
    0.2890172600746155,
    0.329268217086792,
    0.4576270282268524,
    0.36714968085289,
    0.2999999225139618,
    0.6031745076179504,
    0.5198236703872681,
    0.3106059730052948,
    0.575916051864624,
    0.540925145149231,
    0.23529404401779175,
    0.25165554881095886,
    0.18604646623134613,
    0.39795905351638794,
    0.29875513911247253,
    0.34482747316360474,
    0.34666651487350464,
    0.2635658085346222,
    0.2983424663543701,
    0.3292180299758911,
    0.12499995529651642,
    0.34972667694091797,
    0.16326524317264557,
    0.21904754638671875,
    0.40935659408569336,
    0.3101603388786316,
    0.6408838629722595,
    0.33502528071403503,
    0.3248729705810547,
    0.20134222507476807,
    0.20242910087108612,
    0.10084028542041779,
    0.502564013004303,
    0.47398826479911804,
    0.3686273694038391,
    0.21118006110191345,
    0.2553190588951111,
    0.5374448299407959,
    0.6168223023414612,
    0.4855490028858185,
    0.1242937222123146,
    0.48908287286758423,
    0.3939392864704132,
    0.3626372814178467,
    0.3431371748447418,
    0.6666665077209473,
    0.29787224531173706,
    0.4030417203903198,
    0.31764698028564453,
    0.21111102402210236,
    0.25112098455429077,
    0.07317067682743073,
    0.30120471119880676,
    0.6822428703308105,
    0.5144926309585571,
    0.3999998867511749,
    0.5603446960449219,
    0.1449274867773056,
    0.3636362552642822,
    0.18064509332180023,
    0.5833331942558289,
    0.6301368474960327,
    0.19047611951828003,
    0.239520862698555,
    0.25730982422828674,
    0.14545448124408722,
    0.2909089922904968,
    0.6600984334945679,
    0.4162435233592987,
    0.16793887317180634,
    0.45714277029037476,
    0.3352600038051605,
    0.34848475456237793,
    0.1242937222123146,
    0.36507928371429443,
    0.2973976731300354,
    0.5421684980392456,
    0.2175731509923935,
    0.24454142153263092,
    0.5499998927116394,
    0.4230768382549286,
    0.3400808572769165,
    0.3295453190803528,
    0.14371250569820404,
    0.4022987186908722
   ],
   "time": 157.10583394952118,
   "param": [
    {
     "p": 0.08058206737041473,
     "m": 1.0
    },
    {
     "p": 0.06925473362207413,
     "m": 1.0
    },
    {
     "p": 0.06686664372682571,
     "m": 1.0
    },
    {
     "p": 0.06084691360592842,
     "m": 1.0
    },
    {
     "p": 0.08890126645565033,
     "m": 1.0
    },
    {
     "p": 0.0744815319776535,
     "m": 1.0
    },
    {
     "p": 0.07859322428703308,
     "m": 1.0
    },
    {
     "p": 0.07364137470722198,
     "m": 1.0
    },
    {
     "p": 0.04548544064164162,
     "m": 1.0
    },
    {
     "p": 0.08318176865577698,
     "m": 1.0
    },
    {
     "p": 0.07503897696733475,
     "m": 1.0
    },
    {
     "p": 0.08139925450086594,
     "m": 1.0
    },
    {
     "p": 0.06880529224872589,
     "m": 1.0
    },
    {
     "p": 0.05292147397994995,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 95,
   "train_loss": 3.913311004638672,
   "val_loss": 2.7601191997528076,
   "acc": 36.08,
   "f1": [
    0.6808508634567261,
    0.41414129734039307,
    0.2891565263271332,
    0.2580644190311432,
    0.20960691571235657,
    0.2843136191368103,
    0.390243798494339,
    0.3771427571773529,
    0.348314493894577,
    0.4114284813404083,
    0.1558440923690796,
    0.26086944341659546,
    0.3494423031806946,
    0.22099439799785614,
    0.2244897186756134,
    0.22727267444133759,
    0.35862061381340027,
    0.53465336561203,
    0.27096763253211975,
    0.34736835956573486,
    0.543859601020813,
    0.5023695826530457,
    0.3444443643093109,
    0.5748501420021057,
    0.6262625455856323,
    0.2890172600746155,
    0.2592591345310211,
    0.20689646899700165,
    0.44221094250679016,
    0.3440859317779541,
    0.4056602716445923,
    0.3493449091911316,
    0.31441038846969604,
    0.3592231869697571,
    0.3102039694786072,
    0.20571422576904297,
    0.3316061198711395,
    0.2368420511484146,
    0.24905653297901154,
    0.47619035840034485,
    0.3398057222366333,
    0.6506022810935974,
    0.3170730471611023,
    0.387096643447876,
    0.1891891211271286,
    0.2127658873796463,
    0.19259251654148102,
    0.4436362683773041,
    0.48333320021629333,
    0.3908045291900635,
    0.18064509332180023,
    0.3319500982761383,
    0.41935470700263977,
    0.5514705181121826,
    0.5347592234611511,
    0.13235288858413696,
    0.5028570294380188,
    0.35443025827407837,
    0.3679999113082886,
    0.19999994337558746,
    0.6849313974380493,
    0.3859647810459137,
    0.4646463394165039,
    0.23648642003536224,
    0.15720517933368683,
    0.2525251507759094,
    0.12865489721298218,
    0.31914883852005005,
    0.6437767148017883,
    0.4878048002719879,
    0.47513800859451294,
    0.5775861144065857,
    0.1445782482624054,
    0.35978829860687256,
    0.14184391498565674,
    0.5822783708572388,
    0.6418603658676147,
    0.1673639565706253,
    0.18300646543502808,
    0.29508185386657715,
    0.1507537066936493,
    0.26666659116744995,
    0.6666665077209473,
    0.3269230127334595,
    0.26190468668937683,
    0.5028570294380188,
    0.3644443452358246,
    0.368663489818573,
    0.17333325743675232,
    0.39106133580207825,
    0.36123335361480713,
    0.5062239766120911,
    0.18404902517795563,
    0.20895515382289886,
    0.5396824479103088,
    0.4460965692996979,
    0.33064505457878113,
    0.2999999225139618,
    0.1395348459482193,
    0.40358731150627136
   ],
   "time": 157.80297712795436,
   "param": [
    {
     "p": 0.06529854983091354,
     "m": 1.0
    },
    {
     "p": 0.05706753209233284,
     "m": 1.0
    },
    {
     "p": 0.07798399031162262,
     "m": 1.0
    },
    {
     "p": 0.07034903019666672,
     "m": 1.0
    },
    {
     "p": 0.07406347990036011,
     "m": 1.0
    },
    {
     "p": 0.07264882326126099,
     "m": 1.0
    },
    {
     "p": 0.06768030673265457,
     "m": 1.0
    },
    {
     "p": 0.07145439088344574,
     "m": 1.0
    },
    {
     "p": 0.06299812346696854,
     "m": 1.0
    },
    {
     "p": 0.0761769637465477,
     "m": 1.0
    },
    {
     "p": 0.0696539431810379,
     "m": 1.0
    },
    {
     "p": 0.08862791955471039,
     "m": 1.0
    },
    {
     "p": 0.08437599241733551,
     "m": 1.0
    },
    {
     "p": 0.06162087246775627,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 96,
   "train_loss": 4.128945350646973,
   "val_loss": 2.7388131618499756,
   "acc": 35.57,
   "f1": [
    0.5991559624671936,
    0.3946187198162079,
    0.2976189851760864,
    0.2054053246974945,
    0.20304562151432037,
    0.26666656136512756,
    0.37908485531806946,
    0.35714277625083923,
    0.32142847776412964,
    0.4787232577800751,
    0.1226993277668953,
    0.2871793806552887,
    0.3885713219642639,
    0.19607838988304138,
    0.20382159948349,
    0.25274714827537537,
    0.3408070504665375,
    0.49999988079071045,
    0.3444443643093109,
    0.322274774312973,
    0.6099998950958252,
    0.488262802362442,
    0.33333322405815125,
    0.5125626921653748,
    0.602620005607605,
    0.25961530208587646,
    0.27884605526924133,
    0.20689651370048523,
    0.39195966720581055,
    0.306122362613678,
    0.35714274644851685,
    0.3111110329627991,
    0.28855711221694946,
    0.34999990463256836,
    0.3846152722835541,
    0.1528661698102951,
    0.29166659712791443,
    0.2208588421344757,
    0.23611101508140564,
    0.4495411515235901,
    0.29931965470314026,
    0.5812807083129883,
    0.2553190290927887,
    0.3425924777984619,
    0.1499999314546585,
    0.1612902730703354,
    0.2269502729177475,
    0.4432988464832306,
    0.5347592234611511,
    0.3885713219642639,
    0.20487797260284424,
    0.32231393456459045,
    0.602620005607605,
    0.6186439990997314,
    0.5065500736236572,
    0.13492058217525482,
    0.506912350654602,
    0.3999999165534973,
    0.33720916509628296,
    0.323809415102005,
    0.6893202662467957,
    0.3537413775920868,
    0.43093910813331604,
    0.34579432010650635,
    0.13725484907627106,
    0.19230762124061584,
    0.15887843072414398,
    0.3083699643611908,
    0.6889951229095459,
    0.5296441316604614,
    0.39999985694885254,
    0.56126469373703,
    0.11518317461013794,
    0.3636362552642822,
    0.1818181276321411,
    0.5541123747825623,
    0.616071343421936,
    0.18260863423347473,
    0.22727267444133759,
    0.2167486995458603,
    0.143540620803833,
    0.3097344636917114,
    0.6764704585075378,
    0.40975597500801086,
    0.2251655012369156,
    0.3677128851413727,
    0.3778800964355469,
    0.4257424473762512,
    0.12154688686132431,
    0.39215680956840515,
    0.29959505796432495,
    0.4521738290786743,
    0.23111103475093842,
    0.18633535504341125,
    0.5391303300857544,
    0.4303796589374542,
    0.31249991059303284,
    0.3018867075443268,
    0.13173647224903107,
    0.39090898633003235
   ],
   "time": 158.9257325110957,
   "param": [
    {
     "p": 0.06746655702590942,
     "m": 1.0
    },
    {
     "p": 0.06856317818164825,
     "m": 1.0
    },
    {
     "p": 0.06142086163163185,
     "m": 1.0
    },
    {
     "p": 0.07675628364086151,
     "m": 1.0
    },
    {
     "p": 0.07945173233747482,
     "m": 1.0
    },
    {
     "p": 0.08113022893667221,
     "m": 1.0
    },
    {
     "p": 0.07539626955986023,
     "m": 1.0
    },
    {
     "p": 0.09385008364915848,
     "m": 1.0
    },
    {
     "p": 0.05415380373597145,
     "m": 1.0
    },
    {
     "p": 0.07481488585472107,
     "m": 1.0
    },
    {
     "p": 0.038718804717063904,
     "m": 1.0
    },
    {
     "p": 0.08208413422107697,
     "m": 1.0
    },
    {
     "p": 0.07628779858350754,
     "m": 1.0
    },
    {
     "p": 0.06990549713373184,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 97,
   "train_loss": 4.4071197509765625,
   "val_loss": 2.591569662094116,
   "acc": 35.62,
   "f1": [
    0.5971562266349792,
    0.4093022048473358,
    0.3066665530204773,
    0.24680845439434052,
    0.14678892493247986,
    0.2531644403934479,
    0.40490788221359253,
    0.3707316219806671,
    0.3456788659095764,
    0.4190475046634674,
    0.22222214937210083,
    0.23255810141563416,
    0.26027390360832214,
    0.19580411911010742,
    0.2433459311723709,
    0.23364479839801788,
    0.36585354804992676,
    0.5094338655471802,
    0.3376622200012207,
    0.28571420907974243,
    0.5232066512107849,
    0.4338982105255127,
    0.3195265531539917,
    0.5596328973770142,
    0.5864660143852234,
    0.2842104732990265,
    0.27118635177612305,
    0.2290075719356537,
    0.44230756163597107,
    0.29940110445022583,
    0.35416656732559204,
    0.36180898547172546,
    0.3141360282897949,
    0.38135582208633423,
    0.35294109582901,
    0.1485147923231125,
    0.32579174637794495,
    0.18652844429016113,
    0.24193541705608368,
    0.4787232577800751,
    0.31067952513694763,
    0.5686272978782654,
    0.3157894015312195,
    0.3714284896850586,
    0.23076917231082916,
    0.16176463663578033,
    0.21518979966640472,
    0.4640882611274719,
    0.4670049846172333,
    0.3849371671676636,
    0.2014387845993042,
    0.32456132769584656,
    0.5543859004974365,
    0.6136362552642822,
    0.4946235418319702,
    0.13452909886837006,
    0.5228756666183472,
    0.4020099639892578,
    0.3440859317779541,
    0.2790696620941162,
    0.7181816697120667,
    0.38647329807281494,
    0.45320188999176025,
    0.30115818977355957,
    0.09937881678342819,
    0.21238930523395538,
    0.19742482900619507,
    0.2941175699234009,
    0.6637166738510132,
    0.5483869910240173,
    0.4296874403953552,
    0.5846152901649475,
    0.14666660130023956,
    0.37962955236434937,
    0.2014387845993042,
    0.5388599634170532,
    0.6187844276428223,
    0.12698407471179962,
    0.22878222167491913,
    0.23287664353847504,
    0.12698407471179962,
    0.21556879580020905,
    0.6767675280570984,
    0.3711339235305786,
    0.2612611949443817,
    0.4299064576625824,
    0.40178558230400085,
    0.393063485622406,
    0.14606735110282898,
    0.35135123133659363,
    0.3220972716808319,
    0.4545453190803528,
    0.21621613204479218,
    0.13580238819122314,
    0.5820105075836182,
    0.4656083285808563,
    0.33333325386047363,
    0.36871495842933655,
    0.14444437623023987,
    0.38578668236732483
   ],
   "time": 158.7063123676926,
   "param": [
    {
     "p": 0.0891396775841713,
     "m": 1.0
    },
    {
     "p": 0.06626945734024048,
     "m": 1.0
    },
    {
     "p": 0.07519392669200897,
     "m": 1.0
    },
    {
     "p": 0.07125410437583923,
     "m": 1.0
    },
    {
     "p": 0.06834833323955536,
     "m": 1.0
    },
    {
     "p": 0.05315053462982178,
     "m": 1.0
    },
    {
     "p": 0.07224564999341965,
     "m": 1.0
    },
    {
     "p": 0.08078307658433914,
     "m": 1.0
    },
    {
     "p": 0.06418398022651672,
     "m": 1.0
    },
    {
     "p": 0.06283041089773178,
     "m": 1.0
    },
    {
     "p": 0.06806530803442001,
     "m": 1.0
    },
    {
     "p": 0.08747905492782593,
     "m": 1.0
    },
    {
     "p": 0.08818754553794861,
     "m": 1.0
    },
    {
     "p": 0.05286896228790283,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 98,
   "train_loss": 3.6243903636932373,
   "val_loss": 2.6373770236968994,
   "acc": 35.98,
   "f1": [
    0.6458331942558289,
    0.3874344527721405,
    0.2784809172153473,
    0.20909084379673004,
    0.17021268606185913,
    0.31775689125061035,
    0.4069766402244568,
    0.44210511445999146,
    0.3260868787765503,
    0.45348823070526123,
    0.14965979754924774,
    0.24324317276477814,
    0.3384614586830139,
    0.21621614694595337,
    0.2559240758419037,
    0.23776215314865112,
    0.382978618144989,
    0.5098037719726562,
    0.33789944648742676,
    0.28699544072151184,
    0.5784311890602112,
    0.47183096408843994,
    0.3417084515094757,
    0.5208331942558289,
    0.645502507686615,
    0.26388877630233765,
    0.27428561449050903,
    0.20610681176185608,
    0.4382021129131317,
    0.3147207200527191,
    0.390243798494339,
    0.35135123133659363,
    0.32978713512420654,
    0.3166666030883789,
    0.3703702688217163,
    0.22222216427326202,
    0.32124343514442444,
    0.23188398778438568,
    0.24999991059303284,
    0.4550897181034088,
    0.34042540192604065,
    0.5841582417488098,
    0.31428563594818115,
    0.3663002848625183,
    0.13017743825912476,
    0.17948710918426514,
    0.20289847254753113,
    0.44805192947387695,
    0.4999999403953552,
    0.3966940939426422,
    0.24675315618515015,
    0.25889959931373596,
    0.5338981747627258,
    0.6338796615600586,
    0.5248867273330688,
    0.12121205776929855,
    0.4411763846874237,
    0.4120602011680603,
    0.3653844892978668,
    0.32075464725494385,
    0.7005074620246887,
    0.39285704493522644,
    0.44970402121543884,
    0.28571417927742004,
    0.09090903401374817,
    0.2528734505176544,
    0.20261435210704803,
    0.3139533996582031,
    0.6396759748458862,
    0.5499998331069946,
    0.45081958174705505,
    0.5727698802947998,
    0.14912275969982147,
    0.3586955666542053,
    0.18181811273097992,
    0.580357015132904,
    0.6037734746932983,
    0.15873010456562042,
    0.23696675896644592,
    0.3209875524044037,
    0.1422593742609024,
    0.3040539622306824,
    0.6635069251060486,
    0.3803679943084717,
    0.15757569670677185,
    0.41717788577079773,
    0.3741934299468994,
    0.4115225076675415,
    0.1556885540485382,
    0.38135582208633423,
    0.30697670578956604,
    0.5118482112884521,
    0.18518511950969696,
    0.1764705330133438,
    0.5520360469818115,
    0.44444429874420166,
    0.2837836742401123,
    0.30366483330726624,
    0.10687018185853958,
    0.32432422041893005
   ],
   "time": 159.5941278617829,
   "param": [
    {
     "p": 0.08311925828456879,
     "m": 1.0
    },
    {
     "p": 0.06874071806669235,
     "m": 1.0
    },
    {
     "p": 0.08091068267822266,
     "m": 1.0
    },
    {
     "p": 0.05782120302319527,
     "m": 1.0
    },
    {
     "p": 0.07961457967758179,
     "m": 1.0
    },
    {
     "p": 0.07141254842281342,
     "m": 1.0
    },
    {
     "p": 0.07679417729377747,
     "m": 1.0
    },
    {
     "p": 0.06304316222667694,
     "m": 1.0
    },
    {
     "p": 0.07154104113578796,
     "m": 1.0
    },
    {
     "p": 0.07452718168497086,
     "m": 1.0
    },
    {
     "p": 0.07463306933641434,
     "m": 1.0
    },
    {
     "p": 0.06756727397441864,
     "m": 1.0
    },
    {
     "p": 0.0721251368522644,
     "m": 1.0
    },
    {
     "p": 0.05815005302429199,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 99,
   "train_loss": 3.4675614833831787,
   "val_loss": 2.656217336654663,
   "acc": 35.77,
   "f1": [
    0.6249999403953552,
    0.41052618622779846,
    0.2477063536643982,
    0.2312137931585312,
    0.16379304230213165,
    0.2677823603153229,
    0.38461530208587646,
    0.3797467350959778,
    0.32679733633995056,
    0.42201822996139526,
    0.12499994039535522,
    0.2345678210258484,
    0.3351350426673889,
    0.18421046435832977,
    0.23863628506660461,
    0.2941175401210785,
    0.35483860969543457,
    0.45390060544013977,
    0.3144652843475342,
    0.3171805441379547,
    0.5249999165534973,
    0.47154462337493896,
    0.28472214937210083,
    0.5680471658706665,
    0.5756456255912781,
    0.278787761926651,
    0.2741115987300873,
    0.23580780625343323,
    0.44444435834884644,
    0.3592813014984131,
    0.37349388003349304,
    0.382978618144989,
    0.2424241602420807,
    0.2839505672454834,
    0.346666544675827,
    0.17948712408542633,
    0.30392149090766907,
    0.11678826063871384,
    0.2706269919872284,
    0.47916653752326965,
    0.3195265531539917,
    0.6179773807525635,
    0.3370785713195801,
    0.31535258889198303,
    0.1777777075767517,
    0.1951218843460083,
    0.265060156583786,
    0.488262802362442,
    0.5517240166664124,
    0.3977271616458893,
    0.1290321946144104,
    0.26136353611946106,
    0.4678361415863037,
    0.6315788626670837,
    0.5418717861175537,
    0.11235948652029037,
    0.5376343131065369,
    0.31441038846969604,
    0.40796008706092834,
    0.32352936267852783,
    0.7121950387954712,
    0.35714277625083923,
    0.5023695826530457,
    0.3473052978515625,
    0.1194029375910759,
    0.15384608507156372,
    0.17391300201416016,
    0.30046939849853516,
    0.6877826452255249,
    0.4362415373325348,
    0.5125626921653748,
    0.6288658380508423,
    0.1658536046743393,
    0.36144572496414185,
    0.13043473660945892,
    0.5699998736381531,
    0.5358489155769348,
    0.16931210458278656,
    0.2424241602420807,
    0.26086950302124023,
    0.16049376130104065,
    0.2784809172153473,
    0.666666567325592,
    0.3625729978084564,
    0.24875615537166595,
    0.4496123194694519,
    0.382978618144989,
    0.4324323236942291,
    0.09756091237068176,
    0.3853210210800171,
    0.38190943002700806,
    0.4942527115345001,
    0.22346359491348267,
    0.19999992847442627,
    0.5405404567718506,
    0.47524741291999817,
    0.35532984137535095,
    0.3348836302757263,
    0.1028570905327797,
    0.41573023796081543
   ],
   "time": 155.58715231809765,
   "param": [
    {
     "p": 0.09240812808275223,
     "m": 1.0
    },
    {
     "p": 0.05886180326342583,
     "m": 1.0
    },
    {
     "p": 0.07623853534460068,
     "m": 1.0
    },
    {
     "p": 0.07283717393875122,
     "m": 1.0
    },
    {
     "p": 0.06890711933374405,
     "m": 1.0
    },
    {
     "p": 0.05989130586385727,
     "m": 1.0
    },
    {
     "p": 0.059077825397253036,
     "m": 1.0
    },
    {
     "p": 0.07586237043142319,
     "m": 1.0
    },
    {
     "p": 0.08451620489358902,
     "m": 1.0
    },
    {
     "p": 0.07724718004465103,
     "m": 1.0
    },
    {
     "p": 0.06920769065618515,
     "m": 1.0
    },
    {
     "p": 0.07747640460729599,
     "m": 1.0
    },
    {
     "p": 0.07614076882600784,
     "m": 1.0
    },
    {
     "p": 0.05132751539349556,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 100,
   "train_loss": 3.439720392227173,
   "val_loss": 2.7034671306610107,
   "acc": 36.06,
   "f1": [
    0.6278025507926941,
    0.4021162986755371,
    0.2810809910297394,
    0.27722764015197754,
    0.13888882100582123,
    0.34782594442367554,
    0.3598325252532959,
    0.40251561999320984,
    0.3468207120895386,
    0.43979042768478394,
    0.18300646543502808,
    0.2569831311702728,
    0.3584904372692108,
    0.17679551243782043,
    0.2191779911518097,
    0.2602229714393616,
    0.39090898633003235,
    0.5576921701431274,
    0.3356642425060272,
    0.29885047674179077,
    0.6229507327079773,
    0.49999988079071045,
    0.3286384046077728,
    0.490322470664978,
    0.6633164882659912,
    0.22222214937210083,
    0.3060108423233032,
    0.23469379544258118,
    0.44559577107429504,
    0.34482747316360474,
    0.3692306876182556,
    0.3804876506328583,
    0.28455275297164917,
    0.3356163799762726,
    0.26997238397598267,
    0.22222214937210083,
    0.3431371748447418,
    0.19480513036251068,
    0.2334384173154831,
    0.4950493574142456,
    0.367346853017807,
    0.579439103603363,
    0.25555548071861267,
    0.3389829397201538,
    0.15555550158023834,
    0.19753079116344452,
    0.22222214937210083,
    0.45283007621765137,
    0.4324323534965515,
    0.3902438282966614,
    0.19047613441944122,
    0.31088075041770935,
    0.5833331942558289,
    0.6464645266532898,
    0.5281383991241455,
    0.14012733101844788,
    0.45454534888267517,
    0.3276835083961487,
    0.35416656732559204,
    0.30232545733451843,
    0.7093021869659424,
    0.423912912607193,
    0.4369746744632721,
    0.35454532504081726,
    0.15957440435886383,
    0.1891891211271286,
    0.15331006050109863,
    0.30674833059310913,
    0.6991149187088013,
    0.5982142090797424,
    0.4640882611274719,
    0.6136362552642822,
    0.12785382568836212,
    0.33333322405815125,
    0.18749994039535522,
    0.5523808598518372,
    0.6666665077209473,
    0.19672125577926636,
    0.15300540626049042,
    0.30909082293510437,
    0.16766461730003357,
    0.24999994039535522,
    0.6350710391998291,
    0.38341957330703735,
    0.23287664353847504,
    0.41739121079444885,
    0.3644443452358246,
    0.43902426958084106,
    0.1548386514186859,
    0.3402777314186096,
    0.28571420907974243,
    0.4973543584346771,
    0.16216209530830383,
    0.16494840383529663,
    0.6111109852790833,
    0.4744184911251068,
    0.29787227511405945,
    0.31428563594818115,
    0.12765952944755554,
    0.38157883286476135
   ],
   "time": 160.67348864953965,
   "param": [
    {
     "p": 0.0896311104297638,
     "m": 1.0
    },
    {
     "p": 0.05309338495135307,
     "m": 1.0
    },
    {
     "p": 0.08132010698318481,
     "m": 1.0
    },
    {
     "p": 0.06851480901241302,
     "m": 1.0
    },
    {
     "p": 0.08098694682121277,
     "m": 1.0
    },
    {
     "p": 0.062243975698947906,
     "m": 1.0
    },
    {
     "p": 0.05638529360294342,
     "m": 1.0
    },
    {
     "p": 0.08107408136129379,
     "m": 1.0
    },
    {
     "p": 0.06180509179830551,
     "m": 1.0
    },
    {
     "p": 0.05874757096171379,
     "m": 1.0
    },
    {
     "p": 0.07623061537742615,
     "m": 1.0
    },
    {
     "p": 0.08477555960416794,
     "m": 1.0
    },
    {
     "p": 0.0948149785399437,
     "m": 1.0
    },
    {
     "p": 0.05037654936313629,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 101,
   "train_loss": 3.871917724609375,
   "val_loss": 2.867734432220459,
   "acc": 35.39,
   "f1": [
    0.6557375192642212,
    0.39285704493522644,
    0.28820955753326416,
    0.23255807161331177,
    0.1576354056596756,
    0.2269502729177475,
    0.41095879673957825,
    0.3999998867511749,
    0.25545164942741394,
    0.49214646220207214,
    0.14925366640090942,
    0.23312875628471375,
    0.3317534327507019,
    0.18320602178573608,
    0.23437495529651642,
    0.23628684878349304,
    0.3517586886882782,
    0.5495494604110718,
    0.31249991059303284,
    0.29059821367263794,
    0.6217615604400635,
    0.4504503309726715,
    0.33502528071403503,
    0.5590060353279114,
    0.6596857309341431,
    0.2569831311702728,
    0.2580644488334656,
    0.1656804084777832,
    0.46534639596939087,
    0.35582810640335083,
    0.3926939368247986,
    0.34343424439430237,
    0.31730762124061584,
    0.3555554449558258,
    0.26548662781715393,
    0.21224483847618103,
    0.31818172335624695,
    0.231999933719635,
    0.2674417495727539,
    0.4596272110939026,
    0.3046356737613678,
    0.6243385076522827,
    0.2695651352405548,
    0.3043477237224579,
    0.2124999314546585,
    0.1748633086681366,
    0.20487797260284424,
    0.4550263583660126,
    0.48888880014419556,
    0.41048023104667664,
    0.17877088487148285,
    0.29166656732559204,
    0.587755024433136,
    0.5999999046325684,
    0.5198236703872681,
    0.1481480896472931,
    0.5136610269546509,
    0.4024389386177063,
    0.331707239151001,
    0.29757776856422424,
    0.6666665077209473,
    0.390243798494339,
    0.4387753903865814,
    0.3542855978012085,
    0.13580238819122314,
    0.25510191917419434,
    0.17647051811218262,
    0.31638407707214355,
    0.706976592540741,
    0.5595237016677856,
    0.4622220993041992,
    0.6018517017364502,
    0.16249993443489075,
    0.33128824830055237,
    0.14965979754924774,
    0.6091952323913574,
    0.580357015132904,
    0.10370365530252457,
    0.23636355996131897,
    0.2944784462451935,
    0.1410256028175354,
    0.26785707473754883,
    0.6486485004425049,
    0.32978713512420654,
    0.20430098474025726,
    0.4343433380126953,
    0.38647329807281494,
    0.36871495842933655,
    0.1333332657814026,
    0.3418802320957184,
    0.35483860969543457,
    0.4731181561946869,
    0.21301770210266113,
    0.17391297221183777,
    0.5765764713287354,
    0.44827574491500854,
    0.3168315887451172,
    0.30046939849853516,
    0.11392398923635483,
    0.43523305654525757
   ],
   "time": 157.26594087202102,
   "param": [
    {
     "p": 0.07345371693372726,
     "m": 1.0
    },
    {
     "p": 0.06179942563176155,
     "m": 1.0
    },
    {
     "p": 0.08170185983181,
     "m": 1.0
    },
    {
     "p": 0.08373484015464783,
     "m": 1.0
    },
    {
     "p": 0.06242963299155235,
     "m": 1.0
    },
    {
     "p": 0.07381227612495422,
     "m": 1.0
    },
    {
     "p": 0.07961183041334152,
     "m": 1.0
    },
    {
     "p": 0.08872286975383759,
     "m": 1.0
    },
    {
     "p": 0.07043617963790894,
     "m": 1.0
    },
    {
     "p": 0.08304102718830109,
     "m": 1.0
    },
    {
     "p": 0.0694815143942833,
     "m": 1.0
    },
    {
     "p": 0.07387195527553558,
     "m": 1.0
    },
    {
     "p": 0.07109181582927704,
     "m": 1.0
    },
    {
     "p": 0.026811035349965096,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 102,
   "train_loss": 5.070986747741699,
   "val_loss": 2.5579841136932373,
   "acc": 35.69,
   "f1": [
    0.6261681318283081,
    0.3826086223125458,
    0.18461529910564423,
    0.24806194007396698,
    0.12748998403549194,
    0.29464277625083923,
    0.36956506967544556,
    0.38709667325019836,
    0.3827749788761139,
    0.45631060004234314,
    0.13235288858413696,
    0.2695651352405548,
    0.3723403513431549,
    0.19999992847442627,
    0.2512076497077942,
    0.21428565680980682,
    0.3999999165534973,
    0.5299144387245178,
    0.3957218527793884,
    0.29437223076820374,
    0.6255922317504883,
    0.4301885962486267,
    0.3121386468410492,
    0.5454544425010681,
    0.622641384601593,
    0.22222216427326202,
    0.299465149641037,
    0.19289332628250122,
    0.4408600926399231,
    0.26086950302124023,
    0.37125736474990845,
    0.3157894015312195,
    0.28723397850990295,
    0.3282441794872284,
    0.37558677792549133,
    0.13698624074459076,
    0.29931962490081787,
    0.18840573728084564,
    0.26548662781715393,
    0.5280897617340088,
    0.3440859317779541,
    0.5853657722473145,
    0.30701744556427,
    0.32069966197013855,
    0.20202013850212097,
    0.19999992847442627,
    0.2164178341627121,
    0.4050631821155548,
    0.4549354910850525,
    0.4466018080711365,
    0.23391805589199066,
    0.2959182858467102,
    0.5737703442573547,
    0.5685278177261353,
    0.518134593963623,
    0.11464963108301163,
    0.525139570236206,
    0.34615373611450195,
    0.3517586886882782,
    0.28723397850990295,
    0.6857141852378845,
    0.4491977095603943,
    0.44444432854652405,
    0.3313608467578888,
    0.0983605906367302,
    0.23225797712802887,
    0.1558440923690796,
    0.31506839394569397,
    0.72251296043396,
    0.6206895709037781,
    0.4521738290786743,
    0.5714284181594849,
    0.14364632964134216,
    0.3885713219642639,
    0.12213735282421112,
    0.5147057771682739,
    0.6703295111656189,
    0.21428564190864563,
    0.2690582275390625,
    0.25352105498313904,
    0.1764705330133438,
    0.28723397850990295,
    0.6737966537475586,
    0.29677411913871765,
    0.25301194190979004,
    0.39784935116767883,
    0.3617020547389984,
    0.41975298523902893,
    0.13924044370651245,
    0.37499988079071045,
    0.29431429505348206,
    0.4897957742214203,
    0.18300646543502808,
    0.19433192908763885,
    0.553571343421936,
    0.47115376591682434,
    0.3441859781742096,
    0.3070864975452423,
    0.10778438299894333,
    0.3216782510280609
   ],
   "time": 150.62520603183657,
   "param": [
    {
     "p": 0.07515544444322586,
     "m": 1.0
    },
    {
     "p": 0.0741562768816948,
     "m": 1.0
    },
    {
     "p": 0.07600338757038116,
     "m": 1.0
    },
    {
     "p": 0.0723119005560875,
     "m": 1.0
    },
    {
     "p": 0.0765381008386612,
     "m": 1.0
    },
    {
     "p": 0.07184693217277527,
     "m": 1.0
    },
    {
     "p": 0.07820545881986618,
     "m": 1.0
    },
    {
     "p": 0.07780244946479797,
     "m": 1.0
    },
    {
     "p": 0.05966578423976898,
     "m": 1.0
    },
    {
     "p": 0.06274696439504623,
     "m": 1.0
    },
    {
     "p": 0.07453963160514832,
     "m": 1.0
    },
    {
     "p": 0.06806891411542892,
     "m": 1.0
    },
    {
     "p": 0.07612226903438568,
     "m": 1.0
    },
    {
     "p": 0.05683651566505432,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 103,
   "train_loss": 4.172050952911377,
   "val_loss": 2.6087889671325684,
   "acc": 36.11,
   "f1": [
    0.6249998807907104,
    0.38341957330703735,
    0.24050623178482056,
    0.2547169029712677,
    0.17346931993961334,
    0.299999862909317,
    0.36686381697654724,
    0.38541653752326965,
    0.29743579030036926,
    0.4295300841331482,
    0.1857142299413681,
    0.28426387906074524,
    0.3208555281162262,
    0.21192045509815216,
    0.2488037496805191,
    0.2248995453119278,
    0.42352932691574097,
    0.49999988079071045,
    0.3365383446216583,
    0.3060108423233032,
    0.5679011344909668,
    0.46101686358451843,
    0.2909089922904968,
    0.520408034324646,
    0.6499998569488525,
    0.29213473200798035,
    0.2629106938838959,
    0.18848159909248352,
    0.45714274048805237,
    0.3529410660266876,
    0.31645557284355164,
    0.3196720480918884,
    0.30456843972206116,
    0.37668150663375854,
    0.33716467022895813,
    0.06993001699447632,
    0.3351350426673889,
    0.2312137931585312,
    0.2515336573123932,
    0.4930231273174286,
    0.3487178385257721,
    0.5743588209152222,
    0.27488142251968384,
    0.3157894015312195,
    0.1789472997188568,
    0.23255807161331177,
    0.21118006110191345,
    0.4753361940383911,
    0.4927534759044647,
    0.44198882579803467,
    0.2576685845851898,
    0.3168315887451172,
    0.5699480772018433,
    0.6231154203414917,
    0.5291004180908203,
    0.11428564786911011,
    0.5549736618995667,
    0.393063485622406,
    0.3703702688217163,
    0.3376622200012207,
    0.6968324184417725,
    0.3999999165534973,
    0.46242761611938477,
    0.31284910440444946,
    0.1469387263059616,
    0.23041465878486633,
    0.15859025716781616,
    0.35955044627189636,
    0.666666567325592,
    0.5826086401939392,
    0.4640882611274719,
    0.5999999046325684,
    0.1547987163066864,
    0.38918909430503845,
    0.1857142299413681,
    0.5677964687347412,
    0.6818180680274963,
    0.1951218843460083,
    0.2295081466436386,
    0.2705881595611572,
    0.145695298910141,
    0.2783504128456116,
    0.679245114326477,
    0.39560428261756897,
    0.26190465688705444,
    0.37499988079071045,
    0.3698112368583679,
    0.42857128381729126,
    0.10989003628492355,
    0.3911438286304474,
    0.30526304244995117,
    0.47787603735923767,
    0.24999991059303284,
    0.2558138370513916,
    0.5673075914382935,
    0.4454147219657898,
    0.3522011637687683,
    0.2857142388820648,
    0.13559316098690033,
    0.3981899321079254
   ],
   "time": 156.08205063454807,
   "param": [
    {
     "p": 0.06866151094436646,
     "m": 1.0
    },
    {
     "p": 0.06670297682285309,
     "m": 1.0
    },
    {
     "p": 0.08259841799736023,
     "m": 1.0
    },
    {
     "p": 0.07459020614624023,
     "m": 1.0
    },
    {
     "p": 0.0708673819899559,
     "m": 1.0
    },
    {
     "p": 0.08100573718547821,
     "m": 1.0
    },
    {
     "p": 0.09008663892745972,
     "m": 1.0
    },
    {
     "p": 0.07116157561540604,
     "m": 1.0
    },
    {
     "p": 0.06417112797498703,
     "m": 1.0
    },
    {
     "p": 0.058739643543958664,
     "m": 1.0
    },
    {
     "p": 0.057766858488321304,
     "m": 1.0
    },
    {
     "p": 0.07686281204223633,
     "m": 1.0
    },
    {
     "p": 0.07479660958051682,
     "m": 1.0
    },
    {
     "p": 0.06198853254318237,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 104,
   "train_loss": 3.9466516971588135,
   "val_loss": 2.711385488510132,
   "acc": 35.25,
   "f1": [
    0.6926827430725098,
    0.3838382363319397,
    0.29906532168388367,
    0.2167486995458603,
    0.1544714868068695,
    0.2873562276363373,
    0.39520949125289917,
    0.35359105467796326,
    0.2674771547317505,
    0.4259258210659027,
    0.06837603449821472,
    0.22222214937210083,
    0.36633655428886414,
    0.22999992966651917,
    0.23236507177352905,
    0.1818181276321411,
    0.3763439953327179,
    0.4745761454105377,
    0.2844826877117157,
    0.3370785713195801,
    0.5749999284744263,
    0.4773661196231842,
    0.31999990344047546,
    0.44444435834884644,
    0.6589593291282654,
    0.21590900421142578,
    0.2643677294254303,
    0.19444438815116882,
    0.42708319425582886,
    0.3586955666542053,
    0.3885713219642639,
    0.3688523471355438,
    0.2837836742401123,
    0.36051490902900696,
    0.3469386696815491,
    0.19289332628250122,
    0.3111110329627991,
    0.19626161456108093,
    0.251428484916687,
    0.5308640599250793,
    0.3196346163749695,
    0.6031745076179504,
    0.28723397850990295,
    0.3060108423233032,
    0.19047611951828003,
    0.17441853880882263,
    0.179775208234787,
    0.4959348142147064,
    0.4907405972480774,
    0.38502663373947144,
    0.17834389209747314,
    0.3566878139972687,
    0.5599998831748962,
    0.6145831942558289,
    0.49999988079071045,
    0.1142856702208519,
    0.5199998617172241,
    0.39153432846069336,
    0.39520949125289917,
    0.37885454297065735,
    0.7330315113067627,
    0.40490788221359253,
    0.47916653752326965,
    0.3389829397201538,
    0.1584157794713974,
    0.19753079116344452,
    0.1497325599193573,
    0.32989683747291565,
    0.6956520080566406,
    0.5685278177261353,
    0.44198882579803467,
    0.5934064984321594,
    0.09022551029920578,
    0.3984961211681366,
    0.17518241703510284,
    0.5851062536239624,
    0.6183573603630066,
    0.13836471736431122,
    0.21081075072288513,
    0.29166659712791443,
    0.1526716947555542,
    0.2758620083332062,
    0.6635069251060486,
    0.3946187198162079,
    0.24175815284252167,
    0.4219408333301544,
    0.40251561999320984,
    0.3524589240550995,
    0.12612608075141907,
    0.2739725410938263,
    0.27777767181396484,
    0.48936155438423157,
    0.19178076088428497,
    0.23170723021030426,
    0.5955054759979248,
    0.47190994024276733,
    0.2771083414554596,
    0.2636655271053314,
    0.12334796041250229,
    0.3648647665977478
   ],
   "time": 159.39910274930298,
   "param": [
    {
     "p": 0.07438240945339203,
     "m": 1.0
    },
    {
     "p": 0.04944806918501854,
     "m": 1.0
    },
    {
     "p": 0.06957323104143143,
     "m": 1.0
    },
    {
     "p": 0.0902097076177597,
     "m": 1.0
    },
    {
     "p": 0.09277494251728058,
     "m": 1.0
    },
    {
     "p": 0.07165414839982986,
     "m": 1.0
    },
    {
     "p": 0.06998277455568314,
     "m": 1.0
    },
    {
     "p": 0.08192703872919083,
     "m": 1.0
    },
    {
     "p": 0.05178193002939224,
     "m": 1.0
    },
    {
     "p": 0.06489401310682297,
     "m": 1.0
    },
    {
     "p": 0.05965820327401161,
     "m": 1.0
    },
    {
     "p": 0.07334406673908234,
     "m": 1.0
    },
    {
     "p": 0.08667810261249542,
     "m": 1.0
    },
    {
     "p": 0.0636913999915123,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 105,
   "train_loss": 3.921302318572998,
   "val_loss": 2.605578899383545,
   "acc": 35.39,
   "f1": [
    0.649484395980835,
    0.35335680842399597,
    0.2541435658931732,
    0.206060528755188,
    0.17085421085357666,
    0.22499993443489075,
    0.37894728779792786,
    0.37499991059303284,
    0.37499991059303284,
    0.4999998211860657,
    0.14173223078250885,
    0.23107562959194183,
    0.3139533996582031,
    0.2258063703775406,
    0.1885245442390442,
    0.25423723459243774,
    0.390243798494339,
    0.5074625611305237,
    0.3626372814178467,
    0.3260868787765503,
    0.5860464572906494,
    0.49107134342193604,
    0.3409090042114258,
    0.5918366312980652,
    0.6160336136817932,
    0.3018867075443268,
    0.22485199570655823,
    0.19323663413524628,
    0.44444432854652405,
    0.31788066029548645,
    0.35483860969543457,
    0.3469386696815491,
    0.31284910440444946,
    0.32075464725494385,
    0.3301886022090912,
    0.16666659712791443,
    0.2612611949443817,
    0.154929518699646,
    0.2571427524089813,
    0.4814813435077667,
    0.3362830877304077,
    0.5940592885017395,
    0.2784809470176697,
    0.30263152718544006,
    0.21296289563179016,
    0.18439710140228271,
    0.18110232055187225,
    0.5073169469833374,
    0.4466018080711365,
    0.37305691838264465,
    0.21319790184497833,
    0.29107969999313354,
    0.5454544425010681,
    0.5907171964645386,
    0.5617976188659668,
    0.15217386186122894,
    0.4999998211860657,
    0.33333322405815125,
    0.3385826051235199,
    0.2992125153541565,
    0.696078360080719,
    0.4249998927116394,
    0.439655065536499,
    0.33333325386047363,
    0.13602012395858765,
    0.2099999338388443,
    0.10404618829488754,
    0.30057793855667114,
    0.666666567325592,
    0.47183096408843994,
    0.4871794283390045,
    0.5941421389579773,
    0.15730330348014832,
    0.367346853017807,
    0.17283941805362701,
    0.5462554097175598,
    0.5887095332145691,
    0.22325573861598969,
    0.2891565263271332,
    0.2810809910297394,
    0.12499994784593582,
    0.20895513892173767,
    0.6740330457687378,
    0.3636362552642822,
    0.21999992430210114,
    0.3999998867511749,
    0.3678159713745117,
    0.4411763548851013,
    0.11188805103302002,
    0.40540531277656555,
    0.321428507566452,
    0.4969695806503296,
    0.26519328355789185,
    0.17610056698322296,
    0.535353422164917,
    0.4630540609359741,
    0.2692306637763977,
    0.30857133865356445,
    0.12972965836524963,
    0.3975153863430023
   ],
   "time": 155.2690594373271,
   "param": [
    {
     "p": 0.07530095428228378,
     "m": 1.0
    },
    {
     "p": 0.05895062908530235,
     "m": 1.0
    },
    {
     "p": 0.08478179574012756,
     "m": 1.0
    },
    {
     "p": 0.07266640663146973,
     "m": 1.0
    },
    {
     "p": 0.06022346019744873,
     "m": 1.0
    },
    {
     "p": 0.08290605247020721,
     "m": 1.0
    },
    {
     "p": 0.06861217319965363,
     "m": 1.0
    },
    {
     "p": 0.07014746963977814,
     "m": 1.0
    },
    {
     "p": 0.06252022087574005,
     "m": 1.0
    },
    {
     "p": 0.07684137672185898,
     "m": 1.0
    },
    {
     "p": 0.08968944102525711,
     "m": 1.0
    },
    {
     "p": 0.06946778297424316,
     "m": 1.0
    },
    {
     "p": 0.07077788561582565,
     "m": 1.0
    },
    {
     "p": 0.05711442604660988,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 106,
   "train_loss": 3.61999773979187,
   "val_loss": 2.89202880859375,
   "acc": 35.37,
   "f1": [
    0.5270757675170898,
    0.36123335361480713,
    0.2473117560148239,
    0.21186435222625732,
    0.1445782482624054,
    0.25352105498313904,
    0.39520949125289917,
    0.37499988079071045,
    0.3594468832015991,
    0.42982450127601624,
    0.1410255879163742,
    0.24864855408668518,
    0.38502663373947144,
    0.1916166990995407,
    0.1990949511528015,
    0.2659573554992676,
    0.37908485531806946,
    0.47747737169265747,
    0.33720916509628296,
    0.3369564116001129,
    0.5773194432258606,
    0.45484939217567444,
    0.2959999144077301,
    0.6120217442512512,
    0.6008967757225037,
    0.24516120553016663,
    0.2583731412887573,
    0.19555547833442688,
    0.4293783903121948,
    0.30120471119880676,
    0.39195966720581055,
    0.3440859317779541,
    0.2941175699234009,
    0.2999999225139618,
    0.362499862909317,
    0.1914892941713333,
    0.30939218401908875,
    0.21395343542099,
    0.2727271616458893,
    0.5212765336036682,
    0.34999990463256836,
    0.5775399804115295,
    0.26600977778434753,
    0.34509798884391785,
    0.2072538137435913,
    0.2176164984703064,
    0.2434781938791275,
    0.49019595980644226,
    0.41840997338294983,
    0.43349742889404297,
    0.20895515382289886,
    0.2890624403953552,
    0.5816732048988342,
    0.5795453190803528,
    0.5213673710823059,
    0.10144922137260437,
    0.5235601663589478,
    0.32432422041893005,
    0.3735406994819641,
    0.3232322335243225,
    0.7389161586761475,
    0.36809808015823364,
    0.3849371671676636,
    0.3271027207374573,
    0.12087904661893845,
    0.20869559049606323,
    0.10232551395893097,
    0.32748526334762573,
    0.672645628452301,
    0.5728641748428345,
    0.4657532870769501,
    0.6237622499465942,
    0.1103447824716568,
    0.3463686406612396,
    0.17522653937339783,
    0.5855854153633118,
    0.6666664481163025,
    0.21428564190864563,
    0.20304562151432037,
    0.17647051811218262,
    0.15602830052375793,
    0.251308798789978,
    0.6666665077209473,
    0.3495144844055176,
    0.24203814566135406,
    0.44444435834884644,
    0.4088396728038788,
    0.3786981403827667,
    0.08333326876163483,
    0.38834938406944275,
    0.3032257556915283,
    0.4725273549556732,
    0.18064509332180023,
    0.1971830278635025,
    0.579710066318512,
    0.4598929286003113,
    0.3097344636917114,
    0.2898550033569336,
    0.0666666030883789,
    0.3926939368247986
   ],
   "time": 156.94520883541554,
   "param": [
    {
     "p": 0.07127232849597931,
     "m": 1.0
    },
    {
     "p": 0.0664963498711586,
     "m": 1.0
    },
    {
     "p": 0.06731650978326797,
     "m": 1.0
    },
    {
     "p": 0.07978247106075287,
     "m": 1.0
    },
    {
     "p": 0.07240830361843109,
     "m": 1.0
    },
    {
     "p": 0.0758129134774208,
     "m": 1.0
    },
    {
     "p": 0.07448960095643997,
     "m": 1.0
    },
    {
     "p": 0.0739392414689064,
     "m": 1.0
    },
    {
     "p": 0.06199045106768608,
     "m": 1.0
    },
    {
     "p": 0.07140292227268219,
     "m": 1.0
    },
    {
     "p": 0.07371214032173157,
     "m": 1.0
    },
    {
     "p": 0.08107131719589233,
     "m": 1.0
    },
    {
     "p": 0.0764816403388977,
     "m": 1.0
    },
    {
     "p": 0.053823694586753845,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 107,
   "train_loss": 4.1166205406188965,
   "val_loss": 2.767453193664551,
   "acc": 35.98,
   "f1": [
    0.6666665077209473,
    0.4052862524986267,
    0.3157894015312195,
    0.11475405097007751,
    0.16080394387245178,
    0.28806576132774353,
    0.37668150663375854,
    0.3553718030452728,
    0.36241599917411804,
    0.4561401903629303,
    0.2117646485567093,
    0.2464454174041748,
    0.27329182624816895,
    0.21951214969158173,
    0.2464454174041748,
    0.22377613186836243,
    0.43093910813331604,
    0.5142855644226074,
    0.36082467436790466,
    0.2937852144241333,
    0.5999999046325684,
    0.511415421962738,
    0.3315507173538208,
    0.5828570127487183,
    0.5263156890869141,
    0.2475246638059616,
    0.27322396636009216,
    0.17624516785144806,
    0.41935470700263977,
    0.3151514232158661,
    0.36144572496414185,
    0.3820223808288574,
    0.28749987483024597,
    0.3448275029659271,
    0.34686335921287537,
    0.22924895584583282,
    0.3157893717288971,
    0.23728805780410767,
    0.23744283616542816,
    0.46610158681869507,
    0.3386242389678955,
    0.4980841875076294,
    0.30303022265434265,
    0.3383083641529083,
    0.22222214937210083,
    0.2371133416891098,
    0.1985815018415451,
    0.46231144666671753,
    0.4899998903274536,
    0.3882351815700531,
    0.239999920129776,
    0.33593741059303284,
    0.5504586100578308,
    0.6012268662452698,
    0.53465336561203,
    0.10843367874622345,
    0.4999998211860657,
    0.37305691838264465,
    0.3485476076602936,
    0.3731342554092407,
    0.672268807888031,
    0.4352940320968628,
    0.4727271497249603,
    0.2922373414039612,
    0.12182734906673431,
    0.19580411911010742,
    0.12612608075141907,
    0.35978829860687256,
    0.688372015953064,
    0.566523551940918,
    0.46391740441322327,
    0.5925925374031067,
    0.12738847732543945,
    0.37704911828041077,
    0.16113737225532532,
    0.6103284358978271,
    0.6444442868232727,
    0.1746724247932434,
    0.25510191917419434,
    0.2871793806552887,
    0.16560502350330353,
    0.2559240758419037,
    0.6810809373855591,
    0.37804868817329407,
    0.26190465688705444,
    0.38095226883888245,
    0.3880595862865448,
    0.4018263518810272,
    0.15894033014774323,
    0.3919999301433563,
    0.2483069747686386,
    0.4622640609741211,
    0.21582727134227753,
    0.19540224969387054,
    0.5988698601722717,
    0.4692735970020294,
    0.32804223895072937,
    0.28310492634773254,
    0.07936502993106842,
    0.3636362850666046
   ],
   "time": 153.05598557926714,
   "param": [
    {
     "p": 0.06590213626623154,
     "m": 1.0
    },
    {
     "p": 0.06300800293684006,
     "m": 1.0
    },
    {
     "p": 0.07964871823787689,
     "m": 1.0
    },
    {
     "p": 0.08029206097126007,
     "m": 1.0
    },
    {
     "p": 0.07573823630809784,
     "m": 1.0
    },
    {
     "p": 0.0688268318772316,
     "m": 1.0
    },
    {
     "p": 0.0780419185757637,
     "m": 1.0
    },
    {
     "p": 0.07077116519212723,
     "m": 1.0
    },
    {
     "p": 0.063728928565979,
     "m": 1.0
    },
    {
     "p": 0.07788727432489395,
     "m": 1.0
    },
    {
     "p": 0.06400077044963837,
     "m": 1.0
    },
    {
     "p": 0.06382349878549576,
     "m": 1.0
    },
    {
     "p": 0.08590865880250931,
     "m": 1.0
    },
    {
     "p": 0.062421854585409164,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 108,
   "train_loss": 3.562641143798828,
   "val_loss": 2.679741382598877,
   "acc": 35.88,
   "f1": [
    0.6229507327079773,
    0.38150280714035034,
    0.3209875524044037,
    0.179775208234787,
    0.13274329900741577,
    0.24107137322425842,
    0.39285701513290405,
    0.3975902497768402,
    0.3271027207374573,
    0.44444435834884644,
    0.1052631139755249,
    0.24806194007396698,
    0.3383083641529083,
    0.20987647771835327,
    0.20175431668758392,
    0.2599999010562897,
    0.3478260338306427,
    0.4920634329319,
    0.38497641682624817,
    0.2748090624809265,
    0.46931400895118713,
    0.5327101349830627,
    0.33777767419815063,
    0.6242773532867432,
    0.6058090329170227,
    0.2371133416891098,
    0.2954544425010681,
    0.18867920339107513,
    0.46242761611938477,
    0.30097079277038574,
    0.36046499013900757,
    0.3882351815700531,
    0.2769230008125305,
    0.334727942943573,
    0.30057793855667114,
    0.17021268606185913,
    0.329670250415802,
    0.18181811273097992,
    0.2647058069705963,
    0.5023695826530457,
    0.3317534327507019,
    0.579710066318512,
    0.2603549063205719,
    0.341666579246521,
    0.17283941805362701,
    0.2314814031124115,
    0.1647058129310608,
    0.5073169469833374,
    0.4319247901439667,
    0.40191373229026794,
    0.22105254232883453,
    0.327868789434433,
    0.5507245063781738,
    0.5974025130271912,
    0.5414363145828247,
    0.14666660130023956,
    0.5340908169746399,
    0.3118278682231903,
    0.36190465092658997,
    0.32989683747291565,
    0.7208120226860046,
    0.3703702688217163,
    0.4630540609359741,
    0.34554967284202576,
    0.10526309162378311,
    0.210526242852211,
    0.15533974766731262,
    0.33333325386047363,
    0.7019230127334595,
    0.6063346862792969,
    0.4744184911251068,
    0.5575219988822937,
    0.1612902730703354,
    0.3386242389678955,
    0.17204295098781586,
    0.5118108987808228,
    0.6388887763023376,
    0.2115383893251419,
    0.21333326399326324,
    0.2735848128795624,
    0.14814810454845428,
    0.2937852144241333,
    0.6384975910186768,
    0.404958575963974,
    0.24999991059303284,
    0.41441428661346436,
    0.40404030680656433,
    0.4502616822719574,
    0.12658220529556274,
    0.38190943002700806,
    0.3249998688697815,
    0.505154550075531,
    0.19999994337558746,
    0.1970442682504654,
    0.5493561029434204,
    0.4189721941947937,
    0.28025469183921814,
    0.32978713512420654,
    0.14349770545959473,
    0.348314493894577
   ],
   "time": 155.06477464269847,
   "param": [
    {
     "p": 0.08389754593372345,
     "m": 1.0
    },
    {
     "p": 0.0637502521276474,
     "m": 1.0
    },
    {
     "p": 0.06206832826137543,
     "m": 1.0
    },
    {
     "p": 0.07035910338163376,
     "m": 1.0
    },
    {
     "p": 0.07945025712251663,
     "m": 1.0
    },
    {
     "p": 0.07316715270280838,
     "m": 1.0
    },
    {
     "p": 0.06452701985836029,
     "m": 1.0
    },
    {
     "p": 0.07954221218824387,
     "m": 1.0
    },
    {
     "p": 0.06251900643110275,
     "m": 1.0
    },
    {
     "p": 0.06835857778787613,
     "m": 1.0
    },
    {
     "p": 0.06771369278430939,
     "m": 1.0
    },
    {
     "p": 0.083823062479496,
     "m": 1.0
    },
    {
     "p": 0.07446528226137161,
     "m": 1.0
    },
    {
     "p": 0.06635849177837372,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 109,
   "train_loss": 3.87662672996521,
   "val_loss": 2.908743381500244,
   "acc": 36.07,
   "f1": [
    0.6936414837837219,
    0.36029404401779175,
    0.2890172600746155,
    0.2116401493549347,
    0.16080394387245178,
    0.27322396636009216,
    0.43373486399650574,
    0.39090898633003235,
    0.3084111213684082,
    0.434782475233078,
    0.16455689072608948,
    0.2553190290927887,
    0.364531934261322,
    0.21428565680980682,
    0.2543858587741852,
    0.23376615345478058,
    0.35748788714408875,
    0.48309168219566345,
    0.40217384696006775,
    0.3431371748447418,
    0.5970147848129272,
    0.5161289572715759,
    0.3050846457481384,
    0.5153372287750244,
    0.6530610918998718,
    0.20238088071346283,
    0.2240663468837738,
    0.21568621695041656,
    0.4380951225757599,
    0.24734973907470703,
    0.38862547278404236,
    0.31901830434799194,
    0.2901553809642792,
    0.36180898547172546,
    0.30674833059310913,
    0.18181811273097992,
    0.3195875287055969,
    0.25570768117904663,
    0.28855711221694946,
    0.45360812544822693,
    0.36619704961776733,
    0.5228214263916016,
    0.2588233947753906,
    0.3119265139102936,
    0.22988496720790863,
    0.1777777075767517,
    0.2488888055086136,
    0.5142855644226074,
    0.49765241146087646,
    0.4292682111263275,
    0.2036363184452057,
    0.3076922297477722,
    0.6050419211387634,
    0.6422017216682434,
    0.5576921701431274,
    0.11881181597709656,
    0.5527637004852295,
    0.37373724579811096,
    0.35820886492729187,
    0.32748526334762573,
    0.7282050251960754,
    0.39795905351638794,
    0.4299064576625824,
    0.33962252736091614,
    0.10928954929113388,
    0.2288556545972824,
    0.05673753470182419,
    0.31884050369262695,
    0.6976743340492249,
    0.5617020726203918,
    0.426778107881546,
    0.6183573603630066,
    0.15686267614364624,
    0.3389829397201538,
    0.14705875515937805,
    0.5933012366294861,
    0.5999998450279236,
    0.14473678171634674,
    0.22222214937210083,
    0.3057323694229126,
    0.15853650867938995,
    0.24120594561100006,
    0.7052630186080933,
    0.4315788447856903,
    0.26415085792541504,
    0.41666656732559204,
    0.4221104085445404,
    0.3744291365146637,
    0.16666659712791443,
    0.3979056477546692,
    0.3009403645992279,
    0.48214277625083923,
    0.21518979966640472,
    0.1809523105621338,
    0.5789472460746765,
    0.46363624930381775,
    0.3034482002258301,
    0.30952370166778564,
    0.13526564836502075,
    0.382978618144989
   ],
   "time": 153.8826284101233,
   "param": [
    {
     "p": 0.07249172776937485,
     "m": 1.0
    },
    {
     "p": 0.07207970321178436,
     "m": 1.0
    },
    {
     "p": 0.07873787730932236,
     "m": 1.0
    },
    {
     "p": 0.06329847127199173,
     "m": 1.0
    },
    {
     "p": 0.07333575189113617,
     "m": 1.0
    },
    {
     "p": 0.0745256319642067,
     "m": 1.0
    },
    {
     "p": 0.08120773732662201,
     "m": 1.0
    },
    {
     "p": 0.07061685621738434,
     "m": 1.0
    },
    {
     "p": 0.0659894198179245,
     "m": 1.0
    },
    {
     "p": 0.07415585219860077,
     "m": 1.0
    },
    {
     "p": 0.046701617538928986,
     "m": 1.0
    },
    {
     "p": 0.09018358588218689,
     "m": 1.0
    },
    {
     "p": 0.07363153249025345,
     "m": 1.0
    },
    {
     "p": 0.06304425001144409,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 110,
   "train_loss": 3.841001510620117,
   "val_loss": 2.5553038120269775,
   "acc": 36.46,
   "f1": [
    0.6868685483932495,
    0.4137929677963257,
    0.2749998867511749,
    0.20105813443660736,
    0.14728675782680511,
    0.2624998986721039,
    0.38095223903656006,
    0.3859647810459137,
    0.3320156931877136,
    0.42512065172195435,
    0.1548386514186859,
    0.27631568908691406,
    0.32402223348617554,
    0.2147650271654129,
    0.22499993443489075,
    0.24691346287727356,
    0.3711339235305786,
    0.43542423844337463,
    0.37804868817329407,
    0.28813549876213074,
    0.6190474629402161,
    0.4866918921470642,
    0.3577980697154999,
    0.5889569520950317,
    0.6280191540718079,
    0.2525251507759094,
    0.3186812400817871,
    0.22105254232883453,
    0.47368407249450684,
    0.3352600038051605,
    0.4180789887905121,
    0.35820886492729187,
    0.37777766585350037,
    0.3478260338306427,
    0.33333322405815125,
    0.19014079868793488,
    0.3369564116001129,
    0.21453280746936798,
    0.2660943269729614,
    0.5389220714569092,
    0.3168315887451172,
    0.5462554097175598,
    0.30057793855667114,
    0.330826997756958,
    0.19999991357326508,
    0.19444438815116882,
    0.18404902517795563,
    0.487046480178833,
    0.4656083285808563,
    0.4262293875217438,
    0.2475246638059616,
    0.32520318031311035,
    0.5999999046325684,
    0.6345380544662476,
    0.497175008058548,
    0.1449274867773056,
    0.5327101349830627,
    0.36619704961776733,
    0.3517586886882782,
    0.39548009634017944,
    0.7499997615814209,
    0.446808397769928,
    0.44230756163597107,
    0.3529410660266876,
    0.12179483473300934,
    0.23655906319618225,
    0.07407402247190475,
    0.3440859317779541,
    0.6724136471748352,
    0.5789472460746765,
    0.47368407249450684,
    0.6176469922065735,
    0.10666660219430923,
    0.3523808717727661,
    0.20202013850212097,
    0.5765764713287354,
    0.6175113916397095,
    0.15873010456562042,
    0.21621616184711456,
    0.31638407707214355,
    0.17431186139583588,
    0.280373752117157,
    0.6899998784065247,
    0.419999897480011,
    0.21374039351940155,
    0.4086019992828369,
    0.40540531277656555,
    0.3636362850666046,
    0.11764701455831528,
    0.3369564116001129,
    0.3196346163749695,
    0.43720918893814087,
    0.2647058069705963,
    0.19607838988304138,
    0.5757573843002319,
    0.47389549016952515,
    0.26315781474113464,
    0.28571420907974243,
    0.08284018188714981,
    0.4174756109714508
   ],
   "time": 156.62431625183672,
   "param": [
    {
     "p": 0.07374167442321777,
     "m": 1.0
    },
    {
     "p": 0.05004376918077469,
     "m": 1.0
    },
    {
     "p": 0.06691910326480865,
     "m": 1.0
    },
    {
     "p": 0.08440746366977692,
     "m": 1.0
    },
    {
     "p": 0.07686584442853928,
     "m": 1.0
    },
    {
     "p": 0.05373590812087059,
     "m": 1.0
    },
    {
     "p": 0.08679993450641632,
     "m": 1.0
    },
    {
     "p": 0.09370280802249908,
     "m": 1.0
    },
    {
     "p": 0.06915690749883652,
     "m": 1.0
    },
    {
     "p": 0.06277645379304886,
     "m": 1.0
    },
    {
     "p": 0.05280622839927673,
     "m": 1.0
    },
    {
     "p": 0.07800877094268799,
     "m": 1.0
    },
    {
     "p": 0.09034525603055954,
     "m": 1.0
    },
    {
     "p": 0.06068996340036392,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 111,
   "train_loss": 4.313474178314209,
   "val_loss": 2.5934956073760986,
   "acc": 36.23,
   "f1": [
    0.6407765746116638,
    0.3982299864292145,
    0.3076922297477722,
    0.23204411566257477,
    0.19138747453689575,
    0.28054288029670715,
    0.3917524814605713,
    0.36082467436790466,
    0.362499862909317,
    0.4814813435077667,
    0.12413787841796875,
    0.24657529592514038,
    0.32258057594299316,
    0.19999992847442627,
    0.25777769088745117,
    0.27350419759750366,
    0.3823528587818146,
    0.5439329743385315,
    0.3374998867511749,
    0.28971952199935913,
    0.5894736051559448,
    0.5511109828948975,
    0.3783782720565796,
    0.5326085686683655,
    0.642857015132904,
    0.24999988079071045,
    0.30120471119880676,
    0.19999992847442627,
    0.46636757254600525,
    0.28054288029670715,
    0.3763439953327179,
    0.3535352647304535,
    0.319248765707016,
    0.3542855978012085,
    0.3487178385257721,
    0.16964279115200043,
    0.32291656732559204,
    0.19753079116344452,
    0.21352307498455048,
    0.5199998617172241,
    0.31764698028564453,
    0.5570775270462036,
    0.2580644190311432,
    0.32160791754722595,
    0.17931026220321655,
    0.25555548071861267,
    0.20761239528656006,
    0.5086703896522522,
    0.48068660497665405,
    0.4484303891658783,
    0.19318175315856934,
    0.3350784480571747,
    0.5819671154022217,
    0.6091369390487671,
    0.5023254752159119,
    0.1226993277668953,
    0.5164318084716797,
    0.3878786563873291,
    0.30674833059310913,
    0.3846152722835541,
    0.6826921701431274,
    0.39548009634017944,
    0.46445485949516296,
    0.3515150547027588,
    0.15384609997272491,
    0.24999991059303284,
    0.14349770545959473,
    0.2389935851097107,
    0.6639002561569214,
    0.5837836861610413,
    0.4646463394165039,
    0.5658913850784302,
    0.09999993443489075,
    0.3934425115585327,
    0.1916166990995407,
    0.49180322885513306,
    0.6473428606987,
    0.1694914698600769,
    0.23655906319618225,
    0.24516120553016663,
    0.20388342440128326,
    0.29074883460998535,
    0.6564101576805115,
    0.34920626878738403,
    0.24999991059303284,
    0.3999999165534973,
    0.37623751163482666,
    0.40659332275390625,
    0.1754385232925415,
    0.38974347710609436,
    0.31226757168769836,
    0.47916653752326965,
    0.2399999350309372,
    0.18823523819446564,
    0.6358972787857056,
    0.46636757254600525,
    0.3111110329627991,
    0.2939067482948303,
    0.10576916486024857,
    0.38888880610466003
   ],
   "time": 154.70085124205798,
   "param": [
    {
     "p": 0.06723515689373016,
     "m": 1.0
    },
    {
     "p": 0.06255151331424713,
     "m": 1.0
    },
    {
     "p": 0.08094920217990875,
     "m": 1.0
    },
    {
     "p": 0.0834013894200325,
     "m": 1.0
    },
    {
     "p": 0.07248705625534058,
     "m": 1.0
    },
    {
     "p": 0.07062875479459763,
     "m": 1.0
    },
    {
     "p": 0.0730729028582573,
     "m": 1.0
    },
    {
     "p": 0.06554718315601349,
     "m": 1.0
    },
    {
     "p": 0.07527391612529755,
     "m": 1.0
    },
    {
     "p": 0.048477157950401306,
     "m": 1.0
    },
    {
     "p": 0.07043904811143875,
     "m": 1.0
    },
    {
     "p": 0.07785283774137497,
     "m": 1.0
    },
    {
     "p": 0.08199404180049896,
     "m": 1.0
    },
    {
     "p": 0.07008997350931168,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 112,
   "train_loss": 4.128201007843018,
   "val_loss": 2.7866411209106445,
   "acc": 35.57,
   "f1": [
    0.6628569960594177,
    0.3874344527721405,
    0.289308100938797,
    0.1924685686826706,
    0.15555550158023834,
    0.32635971903800964,
    0.3636362552642822,
    0.3516482412815094,
    0.3428570628166199,
    0.446808397769928,
    0.1142856702208519,
    0.2575756907463074,
    0.33333322405815125,
    0.20238088071346283,
    0.2214285135269165,
    0.3157894015312195,
    0.40476179122924805,
    0.5142855644226074,
    0.36458322405815125,
    0.3316061198711395,
    0.6049381494522095,
    0.46428558230400085,
    0.29824554920196533,
    0.5760868191719055,
    0.6836733222007751,
    0.21794864535331726,
    0.2754489779472351,
    0.1916166990995407,
    0.445652037858963,
    0.3316582143306732,
    0.3515150547027588,
    0.35390937328338623,
    0.35416656732559204,
    0.31325292587280273,
    0.3225805461406708,
    0.09999994188547134,
    0.3517586886882782,
    0.20809243619441986,
    0.1764705330133438,
    0.5124998688697815,
    0.36529669165611267,
    0.6179773807525635,
    0.26519328355789185,
    0.31249991059303284,
    0.16289585828781128,
    0.21686740219593048,
    0.22459883987903595,
    0.4507041275501251,
    0.46391740441322327,
    0.3934425115585327,
    0.15686267614364624,
    0.3265305161476135,
    0.5390623807907104,
    0.6040815114974976,
    0.4615384042263031,
    0.11483246088027954,
    0.5056177973747253,
    0.31088075041770935,
    0.37004393339157104,
    0.35454532504081726,
    0.7204300165176392,
    0.3878325819969177,
    0.4120602011680603,
    0.2869197428226471,
    0.12030069530010223,
    0.23788540065288544,
    0.08917191624641418,
    0.31638407707214355,
    0.7136148810386658,
    0.5555554032325745,
    0.3905324339866638,
    0.6010361909866333,
    0.14864858984947205,
    0.38135582208633423,
    0.1818181276321411,
    0.5870645046234131,
    0.6139533519744873,
    0.20320846140384674,
    0.20359273254871368,
    0.27722764015197754,
    0.1497325599193573,
    0.25624993443489075,
    0.6388887763023376,
    0.3790321350097656,
    0.22047238051891327,
    0.4387753903865814,
    0.4301074147224426,
    0.39999985694885254,
    0.20437949895858765,
    0.3464565873146057,
    0.281406968832016,
    0.4903845191001892,
    0.21538454294204712,
    0.19289332628250122,
    0.5701355934143066,
    0.43781083822250366,
    0.3122362196445465,
    0.336633563041687,
    0.09302318841218948,
    0.3577980697154999
   ],
   "time": 153.08952722046524,
   "param": [
    {
     "p": 0.08177466690540314,
     "m": 1.0
    },
    {
     "p": 0.05941177159547806,
     "m": 1.0
    },
    {
     "p": 0.08673172444105148,
     "m": 1.0
    },
    {
     "p": 0.0749201700091362,
     "m": 1.0
    },
    {
     "p": 0.07753650844097137,
     "m": 1.0
    },
    {
     "p": 0.07300002127885818,
     "m": 1.0
    },
    {
     "p": 0.06518596410751343,
     "m": 1.0
    },
    {
     "p": 0.07092771679162979,
     "m": 1.0
    },
    {
     "p": 0.07202167809009552,
     "m": 1.0
    },
    {
     "p": 0.06720273941755295,
     "m": 1.0
    },
    {
     "p": 0.07289548218250275,
     "m": 1.0
    },
    {
     "p": 0.06349698454141617,
     "m": 1.0
    },
    {
     "p": 0.07516062259674072,
     "m": 1.0
    },
    {
     "p": 0.05973392724990845,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 113,
   "train_loss": 3.7612357139587402,
   "val_loss": 2.5271642208099365,
   "acc": 35.62,
   "f1": [
    0.6296295523643494,
    0.41379299759864807,
    0.33502528071403503,
    0.18867920339107513,
    0.1481480896472931,
    0.2519684433937073,
    0.3999999165534973,
    0.3885713219642639,
    0.299465149641037,
    0.4433496594429016,
    0.10447756201028824,
    0.20388342440128326,
    0.36458322405815125,
    0.16923071444034576,
    0.212290421128273,
    0.23728807270526886,
    0.3157894015312195,
    0.5059288144111633,
    0.39784935116767883,
    0.32160791754722595,
    0.579710066318512,
    0.4549761712551117,
    0.30331745743751526,
    0.5654449462890625,
    0.6553670763969421,
    0.23076915740966797,
    0.2731706500053406,
    0.1857142299413681,
    0.44444435834884644,
    0.35483860969543457,
    0.29577454924583435,
    0.31724128127098083,
    0.2913385033607483,
    0.3260868787765503,
    0.33333322405815125,
    0.16239310801029205,
    0.29629620909690857,
    0.193548321723938,
    0.2599999010562897,
    0.45859864354133606,
    0.3076922297477722,
    0.5816324949264526,
    0.2482757866382599,
    0.3275861144065857,
    0.23312875628471375,
    0.22222214937210083,
    0.1962263286113739,
    0.4864863455295563,
    0.4634144902229309,
    0.4489794969558716,
    0.2378377616405487,
    0.30701744556427,
    0.5914396047592163,
    0.5194804668426514,
    0.5096152424812317,
    0.1307188868522644,
    0.4795917272567749,
    0.35602086782455444,
    0.3170730471611023,
    0.33333325386047363,
    0.72251296043396,
    0.4020099639892578,
    0.43835610151290894,
    0.35193121433258057,
    0.12030069530010223,
    0.2555064857006073,
    0.05925920605659485,
    0.3119265139102936,
    0.6727271676063538,
    0.5039369463920593,
    0.4748857021331787,
    0.6063346862792969,
    0.119999960064888,
    0.33684200048446655,
    0.1558440923690796,
    0.5483869910240173,
    0.5991559624671936,
    0.1835748255252838,
    0.1445782482624054,
    0.3414633274078369,
    0.14678892493247986,
    0.24096375703811646,
    0.6785712838172913,
    0.35294109582901,
    0.19480513036251068,
    0.4043714702129364,
    0.3940885663032532,
    0.4292682111263275,
    0.12765949964523315,
    0.35193121433258057,
    0.329317182302475,
    0.48401811718940735,
    0.15151509642601013,
    0.2275448441505432,
    0.5686272978782654,
    0.42753612995147705,
    0.3251230716705322,
    0.274143248796463,
    0.15624994039535522,
    0.3376622200012207
   ],
   "time": 157.452434130013,
   "param": [
    {
     "p": 0.08315851539373398,
     "m": 1.0
    },
    {
     "p": 0.06959584355354309,
     "m": 1.0
    },
    {
     "p": 0.07815729826688766,
     "m": 1.0
    },
    {
     "p": 0.07327168434858322,
     "m": 1.0
    },
    {
     "p": 0.0780111774802208,
     "m": 1.0
    },
    {
     "p": 0.07159936428070068,
     "m": 1.0
    },
    {
     "p": 0.0813198983669281,
     "m": 1.0
    },
    {
     "p": 0.06236821413040161,
     "m": 1.0
    },
    {
     "p": 0.0636175200343132,
     "m": 1.0
    },
    {
     "p": 0.06321488320827484,
     "m": 1.0
    },
    {
     "p": 0.07173071801662445,
     "m": 1.0
    },
    {
     "p": 0.08479975163936615,
     "m": 1.0
    },
    {
     "p": 0.06697016209363937,
     "m": 1.0
    },
    {
     "p": 0.052184998989105225,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 114,
   "train_loss": 3.512449264526367,
   "val_loss": 2.71476149559021,
   "acc": 35.53,
   "f1": [
    0.6066349744796753,
    0.43678146600723267,
    0.2949307858943939,
    0.20430098474025726,
    0.17241372168064117,
    0.29629620909690857,
    0.38043469190597534,
    0.37433144450187683,
    0.31999990344047546,
    0.41964274644851685,
    0.09523803740739822,
    0.2531644403934479,
    0.320441871881485,
    0.18421046435832977,
    0.1857142299413681,
    0.22471904754638672,
    0.33497530221939087,
    0.49484527111053467,
    0.34254133701324463,
    0.3043477535247803,
    0.5172412395477295,
    0.49999988079071045,
    0.3414633274078369,
    0.5868262648582458,
    0.6513760089874268,
    0.27218925952911377,
    0.28695645928382874,
    0.19534875452518463,
    0.4232803285121918,
    0.3157894015312195,
    0.362790584564209,
    0.300429105758667,
    0.32579174637794495,
    0.3304346799850464,
    0.31372538208961487,
    0.1410255879163742,
    0.32835814356803894,
    0.20746882259845734,
    0.23829780519008636,
    0.5161288976669312,
    0.24324317276477814,
    0.5918366312980652,
    0.27350419759750366,
    0.3269230127334595,
    0.20765019953250885,
    0.2446807622909546,
    0.2376236915588379,
    0.4884791076183319,
    0.524590015411377,
    0.4366810917854309,
    0.19607838988304138,
    0.3151514232158661,
    0.5570775270462036,
    0.6338796615600586,
    0.4871794283390045,
    0.1450776606798172,
    0.48648643493652344,
    0.29959505796432495,
    0.3885713219642639,
    0.35294109582901,
    0.6972475647926331,
    0.4306218922138214,
    0.41346144676208496,
    0.31441038846969604,
    0.05369122326374054,
    0.23129244148731232,
    0.1226993277668953,
    0.3131312429904938,
    0.6857141852378845,
    0.5829595327377319,
    0.46632111072540283,
    0.5980390906333923,
    0.12307687103748322,
    0.39583319425582886,
    0.18292675912380219,
    0.5757573843002319,
    0.613065242767334,
    0.15757569670677185,
    0.2116401493549347,
    0.3253587782382965,
    0.12857137620449066,
    0.2972972095012665,
    0.6391751170158386,
    0.35616424679756165,
    0.22499993443489075,
    0.35918357968330383,
    0.3833332657814026,
    0.37373724579811096,
    0.1395348161458969,
    0.34686335921287537,
    0.32888880372047424,
    0.47619032859802246,
    0.19607838988304138,
    0.19867542386054993,
    0.6041665077209473,
    0.4545453190803528,
    0.3299999237060547,
    0.2837837040424347,
    0.11920525878667831,
    0.3248729705810547
   ],
   "time": 157.44297381862998,
   "param": [
    {
     "p": 0.0744549110531807,
     "m": 1.0
    },
    {
     "p": 0.06612956523895264,
     "m": 1.0
    },
    {
     "p": 0.07759259641170502,
     "m": 1.0
    },
    {
     "p": 0.06861591339111328,
     "m": 1.0
    },
    {
     "p": 0.07566825300455093,
     "m": 1.0
    },
    {
     "p": 0.06972010433673859,
     "m": 1.0
    },
    {
     "p": 0.060705654323101044,
     "m": 1.0
    },
    {
     "p": 0.07772412896156311,
     "m": 1.0
    },
    {
     "p": 0.07508073002099991,
     "m": 1.0
    },
    {
     "p": 0.08101927489042282,
     "m": 1.0
    },
    {
     "p": 0.06470459699630737,
     "m": 1.0
    },
    {
     "p": 0.07663001865148544,
     "m": 1.0
    },
    {
     "p": 0.07800290733575821,
     "m": 1.0
    },
    {
     "p": 0.053951445966959,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 115,
   "train_loss": 3.248920202255249,
   "val_loss": 2.6267857551574707,
   "acc": 35.44,
   "f1": [
    0.6701029539108276,
    0.4191175699234009,
    0.2765956223011017,
    0.21359217166900635,
    0.13664589822292328,
    0.23021577298641205,
    0.38709667325019836,
    0.39285701513290405,
    0.31372541189193726,
    0.47474732995033264,
    0.12080531567335129,
    0.20512813329696655,
    0.3499998450279236,
    0.19672125577926636,
    0.2470587193965912,
    0.24680845439434052,
    0.3979056477546692,
    0.5247523188591003,
    0.32978713512420654,
    0.2695034444332123,
    0.5511109828948975,
    0.48076915740966797,
    0.32799988985061646,
    0.5925924777984619,
    0.6291078925132751,
    0.2660549581050873,
    0.24418595433235168,
    0.1333332657814026,
    0.4918031394481659,
    0.3232322335243225,
    0.3999998867511749,
    0.2839116156101227,
    0.2842104732990265,
    0.3195875287055969,
    0.31818169355392456,
    0.17560969293117523,
    0.2820512056350708,
    0.21556879580020905,
    0.20779214799404144,
    0.4550897181034088,
    0.3376622498035431,
    0.5833332538604736,
    0.28571420907974243,
    0.3228345811367035,
    0.2076922506093979,
    0.20571422576904297,
    0.14689259231090546,
    0.45348823070526123,
    0.47846877574920654,
    0.41284388303756714,
    0.18478251993656158,
    0.33720916509628296,
    0.6095237135887146,
    0.6339284181594849,
    0.4656083285808563,
    0.18348616361618042,
    0.5306121110916138,
    0.3575417995452881,
    0.35193121433258057,
    0.3295453190803528,
    0.7096772789955139,
    0.38157883286476135,
    0.4974091649055481,
    0.36065563559532166,
    0.12359543144702911,
    0.24277448654174805,
    0.12549012899398804,
    0.32467523217201233,
    0.6279069185256958,
    0.5860464572906494,
    0.4605261981487274,
    0.6113988757133484,
    0.1290321946144104,
    0.38281238079071045,
    0.13422814011573792,
    0.613756537437439,
    0.54355388879776,
    0.13496926426887512,
    0.21359217166900635,
    0.294820636510849,
    0.16528919339179993,
    0.2749998867511749,
    0.6802029013633728,
    0.3575417995452881,
    0.27551010251045227,
    0.36842095851898193,
    0.3711339235305786,
    0.3820223808288574,
    0.17431186139583588,
    0.35658904910087585,
    0.29166659712791443,
    0.5049503445625305,
    0.19178076088428497,
    0.13846148550510406,
    0.5894736051559448,
    0.44444432854652405,
    0.3744291365146637,
    0.31316718459129333,
    0.13114748895168304,
    0.37349388003349304
   ],
   "time": 155.4642404941842,
   "param": [
    {
     "p": 0.07701922953128815,
     "m": 1.0
    },
    {
     "p": 0.04410702735185623,
     "m": 1.0
    },
    {
     "p": 0.07802575826644897,
     "m": 1.0
    },
    {
     "p": 0.07490286231040955,
     "m": 1.0
    },
    {
     "p": 0.07688124477863312,
     "m": 1.0
    },
    {
     "p": 0.07244863361120224,
     "m": 1.0
    },
    {
     "p": 0.07773768901824951,
     "m": 1.0
    },
    {
     "p": 0.0795586034655571,
     "m": 1.0
    },
    {
     "p": 0.07055564969778061,
     "m": 1.0
    },
    {
     "p": 0.05902433767914772,
     "m": 1.0
    },
    {
     "p": 0.0808434784412384,
     "m": 1.0
    },
    {
     "p": 0.09228483587503433,
     "m": 1.0
    },
    {
     "p": 0.07217323035001755,
     "m": 1.0
    },
    {
     "p": 0.044437509030103683,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 116,
   "train_loss": 4.033021926879883,
   "val_loss": 2.6873984336853027,
   "acc": 35.54,
   "f1": [
    0.6567163467407227,
    0.4096384644508362,
    0.2739725410938263,
    0.1951218843460083,
    0.14782603085041046,
    0.2928869426250458,
    0.376623272895813,
    0.41414129734039307,
    0.31632643938064575,
    0.43575406074523926,
    0.14965979754924774,
    0.2231075018644333,
    0.3707864284515381,
    0.24999991059303284,
    0.23655906319618225,
    0.24390234053134918,
    0.3609755337238312,
    0.48936155438423157,
    0.3351350426673889,
    0.3196346163749695,
    0.5555554032325745,
    0.4388488531112671,
    0.3301886022090912,
    0.6057141423225403,
    0.6499998569488525,
    0.21686740219593048,
    0.23863628506660461,
    0.19999994337558746,
    0.46913567185401917,
    0.30150744318962097,
    0.3722626864910126,
    0.3253587782382965,
    0.31999990344047546,
    0.35714277625083923,
    0.2990032434463501,
    0.22962957620620728,
    0.3147207200527191,
    0.23788540065288544,
    0.24908417463302612,
    0.4939757287502289,
    0.3636362552642822,
    0.5698922872543335,
    0.28571420907974243,
    0.281329870223999,
    0.23529404401779175,
    0.20560741424560547,
    0.2095237374305725,
    0.4852069914340973,
    0.5169490575790405,
    0.43979042768478394,
    0.18487389385700226,
    0.34999990463256836,
    0.5703702569007874,
    0.5911328792572021,
    0.45348823070526123,
    0.13017743825912476,
    0.5209301114082336,
    0.39622631669044495,
    0.40476179122924805,
    0.21874991059303284,
    0.742574155330658,
    0.3636362850666046,
    0.46808499097824097,
    0.3365383446216583,
    0.08045971393585205,
    0.24277448654174805,
    0.17627111077308655,
    0.30939218401908875,
    0.712643563747406,
    0.6243385076522827,
    0.5150213837623596,
    0.6054052114486694,
    0.09655166417360306,
    0.3493974804878235,
    0.1773398518562317,
    0.622641384601593,
    0.6847825050354004,
    0.20192298293113708,
    0.2131146788597107,
    0.3170730471611023,
    0.1333332657814026,
    0.327868789434433,
    0.6783624887466431,
    0.3703702688217163,
    0.23391805589199066,
    0.4377681314945221,
    0.3665337860584259,
    0.4198893904685974,
    0.16666661202907562,
    0.3370785713195801,
    0.3130989968776703,
    0.4818180501461029,
    0.16901402175426483,
    0.1704544872045517,
    0.5502644181251526,
    0.41711217164993286,
    0.31901830434799194,
    0.28193822503089905,
    0.05128201097249985,
    0.3411763310432434
   ],
   "time": 156.98864916246384,
   "param": [
    {
     "p": 0.07174336165189743,
     "m": 1.0
    },
    {
     "p": 0.06756820529699326,
     "m": 1.0
    },
    {
     "p": 0.07653536647558212,
     "m": 1.0
    },
    {
     "p": 0.07148836553096771,
     "m": 1.0
    },
    {
     "p": 0.0723540261387825,
     "m": 1.0
    },
    {
     "p": 0.07820605486631393,
     "m": 1.0
    },
    {
     "p": 0.07071203738451004,
     "m": 1.0
    },
    {
     "p": 0.0870916098356247,
     "m": 1.0
    },
    {
     "p": 0.06440068036317825,
     "m": 1.0
    },
    {
     "p": 0.06337610632181168,
     "m": 1.0
    },
    {
     "p": 0.07065585255622864,
     "m": 1.0
    },
    {
     "p": 0.07360810786485672,
     "m": 1.0
    },
    {
     "p": 0.07070104032754898,
     "m": 1.0
    },
    {
     "p": 0.06155908480286598,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 117,
   "train_loss": 3.6492552757263184,
   "val_loss": 2.999953508377075,
   "acc": 35.65,
   "f1": [
    0.5632652044296265,
    0.45348823070526123,
    0.23448269069194794,
    0.2424241602420807,
    0.08823523670434952,
    0.26515141129493713,
    0.3880595862865448,
    0.3636362552642822,
    0.28971952199935913,
    0.4530385434627533,
    0.18055549263954163,
    0.23529404401779175,
    0.36714968085289,
    0.20833326876163483,
    0.26262614130973816,
    0.2173912227153778,
    0.3862067759037018,
    0.5192306637763977,
    0.3487178385257721,
    0.31428563594818115,
    0.5249999165534973,
    0.4899998903274536,
    0.323809415102005,
    0.5249998569488525,
    0.6696831583976746,
    0.24675315618515015,
    0.2723403573036194,
    0.1983470320701599,
    0.4170615077018738,
    0.3583814203739166,
    0.3824700117111206,
    0.32978713512420654,
    0.3478259742259979,
    0.3271027207374573,
    0.28272244334220886,
    0.16377168893814087,
    0.3058822751045227,
    0.23232315480709076,
    0.27715346217155457,
    0.4666665494441986,
    0.3316582143306732,
    0.561576247215271,
    0.31067952513694763,
    0.2941175699234009,
    0.1775147169828415,
    0.21556879580020905,
    0.216666579246521,
    0.4799998998641968,
    0.48387086391448975,
    0.4262293577194214,
    0.20779214799404144,
    0.31055888533592224,
    0.5263156890869141,
    0.630251944065094,
    0.5199998617172241,
    0.14012733101844788,
    0.44787636399269104,
    0.3977271616458893,
    0.36458322405815125,
    0.34123215079307556,
    0.7111109495162964,
    0.3699999153614044,
    0.44670039415359497,
    0.33532923460006714,
    0.1544714868068695,
    0.09374994784593582,
    0.1499999463558197,
    0.3249998986721039,
    0.7149757146835327,
    0.5276594758033752,
    0.4630540609359741,
    0.5870645046234131,
    0.1203702986240387,
    0.41592907905578613,
    0.19883033633232117,
    0.5728154182434082,
    0.6049381494522095,
    0.1499999314546585,
    0.21224483847618103,
    0.30303019285202026,
    0.154929518699646,
    0.26315781474113464,
    0.6526314616203308,
    0.35714277625083923,
    0.23809516429901123,
    0.3931623101234436,
    0.3385826051235199,
    0.4041449725627899,
    0.1655171811580658,
    0.42342329025268555,
    0.309278279542923,
    0.4765956401824951,
    0.24999991059303284,
    0.21468918025493622,
    0.5101213455200195,
    0.4307691156864166,
    0.32820504903793335,
    0.329670250415802,
    0.0645160898566246,
    0.3529410660266876
   ],
   "time": 155.4137574955821,
   "param": [
    {
     "p": 0.08337344229221344,
     "m": 1.0
    },
    {
     "p": 0.0688156709074974,
     "m": 1.0
    },
    {
     "p": 0.07686213403940201,
     "m": 1.0
    },
    {
     "p": 0.06440367549657822,
     "m": 1.0
    },
    {
     "p": 0.07059631496667862,
     "m": 1.0
    },
    {
     "p": 0.0749812126159668,
     "m": 1.0
    },
    {
     "p": 0.08623376488685608,
     "m": 1.0
    },
    {
     "p": 0.05861492082476616,
     "m": 1.0
    },
    {
     "p": 0.060415830463171005,
     "m": 1.0
    },
    {
     "p": 0.06811702996492386,
     "m": 1.0
    },
    {
     "p": 0.06645695120096207,
     "m": 1.0
    },
    {
     "p": 0.08540529012680054,
     "m": 1.0
    },
    {
     "p": 0.07505226135253906,
     "m": 1.0
    },
    {
     "p": 0.06067144498229027,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 118,
   "train_loss": 4.027293682098389,
   "val_loss": 2.768728256225586,
   "acc": 35.52,
   "f1": [
    0.6330273747444153,
    0.43298953771591187,
    0.2571427822113037,
    0.16455689072608948,
    0.1219511553645134,
    0.24291490018367767,
    0.36180898547172546,
    0.3444443643093109,
    0.2939067482948303,
    0.4230768084526062,
    0.16783210635185242,
    0.2810809910297394,
    0.3636362850666046,
    0.2598869204521179,
    0.19999992847442627,
    0.23312875628471375,
    0.3468207120895386,
    0.506912350654602,
    0.3406592309474945,
    0.3196720480918884,
    0.5833331942558289,
    0.4812833070755005,
    0.3265305161476135,
    0.6054052114486694,
    0.6315788626670837,
    0.23107562959194183,
    0.2976189851760864,
    0.23863628506660461,
    0.43999987840652466,
    0.2999999225139618,
    0.38541653752326965,
    0.3425924777984619,
    0.3516482412815094,
    0.36607131361961365,
    0.24832208454608917,
    0.12371128052473068,
    0.3046356737613678,
    0.23863628506660461,
    0.22999992966651917,
    0.5128204226493835,
    0.3025209605693817,
    0.4980236291885376,
    0.3050846457481384,
    0.37426888942718506,
    0.22222216427326202,
    0.19047611951828003,
    0.2131146788597107,
    0.5027931928634644,
    0.47619038820266724,
    0.40718549489974976,
    0.2127659022808075,
    0.3442622125148773,
    0.5841582417488098,
    0.5767440795898438,
    0.4674328565597534,
    0.0804019421339035,
    0.4822133481502533,
    0.3319147825241089,
    0.3797467350959778,
    0.3184078335762024,
    0.6857141256332397,
    0.3878786563873291,
    0.42780739068984985,
    0.29850736260414124,
    0.1290322095155716,
    0.19047611951828003,
    0.1752987504005432,
    0.3076922297477722,
    0.666666567325592,
    0.6055043935775757,
    0.44230756163597107,
    0.59227454662323,
    0.12935318052768707,
    0.36990585923194885,
    0.1379309892654419,
    0.5756096839904785,
    0.6133331656455994,
    0.2597401440143585,
    0.26086947321891785,
    0.32584258913993835,
    0.13173647224903107,
    0.2754489779472351,
    0.6896550059318542,
    0.28571417927742004,
    0.2115383893251419,
    0.3853210210800171,
    0.343283474445343,
    0.35416656732559204,
    0.17610056698322296,
    0.3975902497768402,
    0.25396814942359924,
    0.4489794969558716,
    0.2512076497077942,
    0.1696968972682953,
    0.590908944606781,
    0.42570269107818604,
    0.3275861144065857,
    0.35294109582901,
    0.1619046926498413,
    0.3311257064342499
   ],
   "time": 154.96211179345846,
   "param": [
    {
     "p": 0.07188721746206284,
     "m": 1.0
    },
    {
     "p": 0.07739261537790298,
     "m": 1.0
    },
    {
     "p": 0.0716438814997673,
     "m": 1.0
    },
    {
     "p": 0.06098635867238045,
     "m": 1.0
    },
    {
     "p": 0.07072994858026505,
     "m": 1.0
    },
    {
     "p": 0.08090472221374512,
     "m": 1.0
    },
    {
     "p": 0.06909039616584778,
     "m": 1.0
    },
    {
     "p": 0.09790118783712387,
     "m": 1.0
    },
    {
     "p": 0.06185190752148628,
     "m": 1.0
    },
    {
     "p": 0.07055103033781052,
     "m": 1.0
    },
    {
     "p": 0.06513185799121857,
     "m": 1.0
    },
    {
     "p": 0.07639969885349274,
     "m": 1.0
    },
    {
     "p": 0.07021862268447876,
     "m": 1.0
    },
    {
     "p": 0.05531048774719238,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 119,
   "train_loss": 4.017869472503662,
   "val_loss": 2.8045785427093506,
   "acc": 35.81,
   "f1": [
    0.5952380299568176,
    0.37499985098838806,
    0.25301194190979004,
    0.140350803732872,
    0.13559316098690033,
    0.25777769088745117,
    0.3707316219806671,
    0.36458322405815125,
    0.3469386696815491,
    0.45121943950653076,
    0.11570242792367935,
    0.24742262065410614,
    0.3603602349758148,
    0.24675315618515015,
    0.19999992847442627,
    0.22680403292179108,
    0.3783782720565796,
    0.5087717771530151,
    0.35443025827407837,
    0.2935778796672821,
    0.5470084547996521,
    0.4267514944076538,
    0.3013697564601898,
    0.5524860620498657,
    0.6267279982566833,
    0.22598862648010254,
    0.29787227511405945,
    0.1835748255252838,
    0.3999998867511749,
    0.33333322405815125,
    0.3524903655052185,
    0.34101372957229614,
    0.3578946590423584,
    0.3282441794872284,
    0.336633563041687,
    0.20930226147174835,
    0.33962252736091614,
    0.20645155012607574,
    0.2614840269088745,
    0.49999988079071045,
    0.34745752811431885,
    0.49411752820014954,
    0.33816415071487427,
    0.378109335899353,
    0.1971830427646637,
    0.21989519894123077,
    0.21874994039535522,
    0.4561401903629303,
    0.48756206035614014,
    0.3833332657814026,
    0.19383254647254944,
    0.35294109582901,
    0.6007065773010254,
    0.5964910984039307,
    0.4615383744239807,
    0.14746539294719696,
    0.49756085872650146,
    0.35294109582901,
    0.3874344527721405,
    0.29813653230667114,
    0.6824643611907959,
    0.3999998867511749,
    0.48044681549072266,
    0.32034626603126526,
    0.1650484949350357,
    0.16438350081443787,
    0.15533974766731262,
    0.29629620909690857,
    0.6547083854675293,
    0.5714284181594849,
    0.47190994024276733,
    0.5390623807907104,
    0.17333325743675232,
    0.37499991059303284,
    0.20304562151432037,
    0.5904760956764221,
    0.5974025130271912,
    0.2071712464094162,
    0.23529404401779175,
    0.28787872195243835,
    0.15789468586444855,
    0.2741115987300873,
    0.7120417356491089,
    0.2953019142150879,
    0.26315781474113464,
    0.38888880610466003,
    0.4093022048473358,
    0.4102562665939331,
    0.1768706887960434,
    0.432748407125473,
    0.2693409025669098,
    0.4615383446216583,
    0.2517482042312622,
    0.1951218843460083,
    0.5217390656471252,
    0.43720918893814087,
    0.251428484916687,
    0.32195112109184265,
    0.13533829152584076,
    0.3563217520713806
   ],
   "time": 159.17848130036145,
   "param": [
    {
     "p": 0.07211552560329437,
     "m": 1.0
    },
    {
     "p": 0.06677024066448212,
     "m": 1.0
    },
    {
     "p": 0.07307625561952591,
     "m": 1.0
    },
    {
     "p": 0.0763867199420929,
     "m": 1.0
    },
    {
     "p": 0.06937676668167114,
     "m": 1.0
    },
    {
     "p": 0.07412249594926834,
     "m": 1.0
    },
    {
     "p": 0.07126227021217346,
     "m": 1.0
    },
    {
     "p": 0.07145585864782333,
     "m": 1.0
    },
    {
     "p": 0.07029484212398529,
     "m": 1.0
    },
    {
     "p": 0.06482470035552979,
     "m": 1.0
    },
    {
     "p": 0.07518409192562103,
     "m": 1.0
    },
    {
     "p": 0.07193426042795181,
     "m": 1.0
    },
    {
     "p": 0.08129002898931503,
     "m": 1.0
    },
    {
     "p": 0.06190592795610428,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 120,
   "train_loss": 4.075379371643066,
   "val_loss": 2.5875070095062256,
   "acc": 35.32,
   "f1": [
    0.5950412750244141,
    0.37563440203666687,
    0.24657529592514038,
    0.20087330043315887,
    0.16494840383529663,
    0.2741115987300873,
    0.35955044627189636,
    0.34558814764022827,
    0.32584258913993835,
    0.4226802885532379,
    0.12857137620449066,
    0.23602473735809326,
    0.3803679943084717,
    0.25945934653282166,
    0.23655906319618225,
    0.28571417927742004,
    0.38043469190597534,
    0.4792625606060028,
    0.38888880610466003,
    0.28571420907974243,
    0.6153844594955444,
    0.45914387702941895,
    0.29864245653152466,
    0.5428570508956909,
    0.6068375110626221,
    0.20202015340328217,
    0.28235283493995667,
    0.1951218843460083,
    0.40764322876930237,
    0.3196346163749695,
    0.34343424439430237,
    0.2694299519062042,
    0.30830031633377075,
    0.34254133701324463,
    0.30541861057281494,
    0.18881115317344666,
    0.3419688045978546,
    0.19277101755142212,
    0.2488478720188141,
    0.5084744095802307,
    0.3275861144065857,
    0.575916051864624,
    0.32258057594299316,
    0.3800903856754303,
    0.1749999076128006,
    0.18439710140228271,
    0.210526242852211,
    0.49999988079071045,
    0.48401811718940735,
    0.32584258913993835,
    0.18587355315685272,
    0.31914883852005005,
    0.5739129781723022,
    0.5645159482955933,
    0.4787232577800751,
    0.1368420422077179,
    0.518518328666687,
    0.36458322405815125,
    0.3675675094127655,
    0.3289472758769989,
    0.6381322145462036,
    0.40999990701675415,
    0.4255318343639374,
    0.31999990344047546,
    0.10738249123096466,
    0.20238088071346283,
    0.09090903401374817,
    0.2824857831001282,
    0.666666567325592,
    0.496402770280838,
    0.46486473083496094,
    0.49999988079071045,
    0.13636356592178345,
    0.36649200320243835,
    0.14285707473754883,
    0.5739129781723022,
    0.5535054206848145,
    0.1442307084798813,
    0.23863628506660461,
    0.2804426848888397,
    0.08955218642950058,
    0.22058817744255066,
    0.6167399883270264,
    0.44444429874420166,
    0.19767434895038605,
    0.36809808015823364,
    0.39583319425582886,
    0.37558677792549133,
    0.17610056698322296,
    0.418803334236145,
    0.33755266666412354,
    0.487046480178833,
    0.19672125577926636,
    0.15827332437038422,
    0.619289219379425,
    0.4549354910850525,
    0.2614377737045288,
    0.33333322405815125,
    0.08737857639789581,
    0.4041449725627899
   ],
   "time": 154.39988915622234,
   "param": [
    {
     "p": 0.0850294902920723,
     "m": 1.0
    },
    {
     "p": 0.06944643706083298,
     "m": 1.0
    },
    {
     "p": 0.08536142110824585,
     "m": 1.0
    },
    {
     "p": 0.07698942720890045,
     "m": 1.0
    },
    {
     "p": 0.06852593272924423,
     "m": 1.0
    },
    {
     "p": 0.07306088507175446,
     "m": 1.0
    },
    {
     "p": 0.06983468681573868,
     "m": 1.0
    },
    {
     "p": 0.06649100035429001,
     "m": 1.0
    },
    {
     "p": 0.06583478301763535,
     "m": 1.0
    },
    {
     "p": 0.06925466656684875,
     "m": 1.0
    },
    {
     "p": 0.07037873566150665,
     "m": 1.0
    },
    {
     "p": 0.07806571573019028,
     "m": 1.0
    },
    {
     "p": 0.07016158849000931,
     "m": 1.0
    },
    {
     "p": 0.0515652634203434,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 121,
   "train_loss": 3.839296579360962,
   "val_loss": 2.7058095932006836,
   "acc": 36.13,
   "f1": [
    0.6744184494018555,
    0.4083768427371979,
    0.2767294645309448,
    0.18439710140228271,
    0.1809954047203064,
    0.2870812714099884,
    0.3576158285140991,
    0.390243798494339,
    0.2928570806980133,
    0.3977271616458893,
    0.12676051259040833,
    0.28723397850990295,
    0.3999999165534973,
    0.24489787220954895,
    0.2616821527481079,
    0.1938774734735489,
    0.3846152722835541,
    0.47933873534202576,
    0.3636362850666046,
    0.2937852144241333,
    0.6146340370178223,
    0.4696355164051056,
    0.3261801600456238,
    0.5487803816795349,
    0.6079294085502625,
    0.24691349267959595,
    0.28048771619796753,
    0.1938774734735489,
    0.474226713180542,
    0.3468207120895386,
    0.38862547278404236,
    0.3734438419342041,
    0.31249991059303284,
    0.36065563559532166,
    0.3186812400817871,
    0.20202013850212097,
    0.29752060770988464,
    0.21333327889442444,
    0.24390237033367157,
    0.4795917272567749,
    0.30939218401908875,
    0.6153845191001892,
    0.3551400303840637,
    0.33816415071487427,
    0.22881349921226501,
    0.26751580834388733,
    0.18421046435832977,
    0.45714277029037476,
    0.5145629644393921,
    0.39548009634017944,
    0.14893612265586853,
    0.3272726535797119,
    0.5042734146118164,
    0.6209676265716553,
    0.534031331539154,
    0.10404618829488754,
    0.3999999165534973,
    0.3827749788761139,
    0.40476179122924805,
    0.2983424663543701,
    0.7015705108642578,
    0.4574466943740845,
    0.4133332371711731,
    0.33480167388916016,
    0.10191076993942261,
    0.20382159948349,
    0.1507537066936493,
    0.29166659712791443,
    0.6553189754486084,
    0.6009851098060608,
    0.5118482112884521,
    0.6138612627983093,
    0.12999993562698364,
    0.36559128761291504,
    0.15204671025276184,
    0.6170212030410767,
    0.666666567325592,
    0.18791939318180084,
    0.22641503810882568,
    0.24817509949207306,
    0.18947362899780273,
    0.3013697862625122,
    0.6509432196617126,
    0.4077668786048889,
    0.22680403292179108,
    0.4561402499675751,
    0.41284388303756714,
    0.390243798494339,
    0.19191910326480865,
    0.4018263518810272,
    0.29166659712791443,
    0.49746179580688477,
    0.2312137931585312,
    0.18867918848991394,
    0.6010361909866333,
    0.4516127407550812,
    0.28571417927742004,
    0.29702961444854736,
    0.16058388352394104,
    0.42682915925979614
   ],
   "time": 158.59686353057623,
   "param": [
    {
     "p": 0.0795016884803772,
     "m": 1.0
    },
    {
     "p": 0.06085536628961563,
     "m": 1.0
    },
    {
     "p": 0.07986146211624146,
     "m": 1.0
    },
    {
     "p": 0.07451792806386948,
     "m": 1.0
    },
    {
     "p": 0.07232926040887833,
     "m": 1.0
    },
    {
     "p": 0.0743989571928978,
     "m": 1.0
    },
    {
     "p": 0.06867650151252747,
     "m": 1.0
    },
    {
     "p": 0.06965961307287216,
     "m": 1.0
    },
    {
     "p": 0.07395843416452408,
     "m": 1.0
    },
    {
     "p": 0.057818636298179626,
     "m": 1.0
    },
    {
     "p": 0.07109955698251724,
     "m": 1.0
    },
    {
     "p": 0.07298137247562408,
     "m": 1.0
    },
    {
     "p": 0.08396732807159424,
     "m": 1.0
    },
    {
     "p": 0.06037395820021629,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 122,
   "train_loss": 3.889955759048462,
   "val_loss": 2.76068377494812,
   "acc": 34.79,
   "f1": [
    0.6097559332847595,
    0.4146340489387512,
    0.31372541189193726,
    0.13333328068256378,
    0.14880947768688202,
    0.2290075719356537,
    0.33918121457099915,
    0.3053433895111084,
    0.2804426848888397,
    0.42857131361961365,
    0.12162157148122787,
    0.27649760246276855,
    0.2929935157299042,
    0.20814472436904907,
    0.18181811273097992,
    0.20960691571235657,
    0.36893191933631897,
    0.46428558230400085,
    0.3809523284435272,
    0.28571420907974243,
    0.5018725991249084,
    0.4434387683868408,
    0.3431371748447418,
    0.5194803476333618,
    0.587719202041626,
    0.2571427524089813,
    0.25961530208587646,
    0.20329667627811432,
    0.4276728630065918,
    0.3295453190803528,
    0.34848475456237793,
    0.30526304244995117,
    0.3575417995452881,
    0.31901830434799194,
    0.3362830877304077,
    0.18181811273097992,
    0.33333322405815125,
    0.210526242852211,
    0.1834060400724411,
    0.4745761752128601,
    0.31055888533592224,
    0.5649716258049011,
    0.2758619785308838,
    0.3087247610092163,
    0.18300646543502808,
    0.23391805589199066,
    0.24175815284252167,
    0.511415421962738,
    0.48484835028648376,
    0.38709667325019836,
    0.22784802317619324,
    0.33884286880493164,
    0.5541123747825623,
    0.5862067937850952,
    0.5272725820541382,
    0.1478598713874817,
    0.474226713180542,
    0.35416656732559204,
    0.372548907995224,
    0.3926379084587097,
    0.6989246010780334,
    0.39583319425582886,
    0.40641695261001587,
    0.318471223115921,
    0.0946744978427887,
    0.16766461730003357,
    0.13023249804973602,
    0.29896897077560425,
    0.7208120226860046,
    0.5263157486915588,
    0.4301074147224426,
    0.5833331942558289,
    0.14473678171634674,
    0.320441871881485,
    0.18421046435832977,
    0.5989846587181091,
    0.6741572022438049,
    0.1991700679063797,
    0.27678564190864563,
    0.32222211360931396,
    0.13138681650161743,
    0.26911309361457825,
    0.6951870322227478,
    0.3703702688217163,
    0.2574256360530853,
    0.4537814259529114,
    0.3936169147491455,
    0.3389829397201538,
    0.21390368044376373,
    0.3849371671676636,
    0.27814561128616333,
    0.4861876964569092,
    0.19696961343288422,
    0.210526242852211,
    0.5284972786903381,
    0.376623272895813,
    0.3111110329627991,
    0.2954544425010681,
    0.07142851501703262,
    0.4042551815509796
   ],
   "time": 155.46439655777067,
   "param": [
    {
     "p": 0.06943340599536896,
     "m": 1.0
    },
    {
     "p": 0.07136568427085876,
     "m": 1.0
    },
    {
     "p": 0.0802619531750679,
     "m": 1.0
    },
    {
     "p": 0.07176917046308517,
     "m": 1.0
    },
    {
     "p": 0.07180972397327423,
     "m": 1.0
    },
    {
     "p": 0.07142394781112671,
     "m": 1.0
    },
    {
     "p": 0.05795891582965851,
     "m": 1.0
    },
    {
     "p": 0.08118635416030884,
     "m": 1.0
    },
    {
     "p": 0.06863314658403397,
     "m": 1.0
    },
    {
     "p": 0.055801089853048325,
     "m": 1.0
    },
    {
     "p": 0.0714665949344635,
     "m": 1.0
    },
    {
     "p": 0.06787840276956558,
     "m": 1.0
    },
    {
     "p": 0.08219549804925919,
     "m": 1.0
    },
    {
     "p": 0.07881610840559006,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 123,
   "train_loss": 3.5907695293426514,
   "val_loss": 2.82773494720459,
   "acc": 36.05,
   "f1": [
    0.6511626243591309,
    0.40624988079071045,
    0.2824857831001282,
    0.11475405097007751,
    0.1630900651216507,
    0.3043477237224579,
    0.38043469190597534,
    0.38974347710609436,
    0.32584258913993835,
    0.4545453190803528,
    0.16883111000061035,
    0.24999988079071045,
    0.390243798494339,
    0.22907482087612152,
    0.2570280432701111,
    0.23728805780410767,
    0.42857128381729126,
    0.50862056016922,
    0.2898549735546112,
    0.31818172335624695,
    0.5822783708572388,
    0.4782607853412628,
    0.36815908551216125,
    0.572916567325592,
    0.6530610918998718,
    0.25906726717948914,
    0.3068782389163971,
    0.18079088628292084,
    0.4257424473762512,
    0.32804223895072937,
    0.36458322405815125,
    0.35071080923080444,
    0.3820223808288574,
    0.3584904372692108,
    0.3276835083961487,
    0.15384609997272491,
    0.314606636762619,
    0.2424241602420807,
    0.2542954683303833,
    0.48648640513420105,
    0.31372541189193726,
    0.5895952582359314,
    0.3348836302757263,
    0.3344050347805023,
    0.20338977873325348,
    0.21468918025493622,
    0.2340424805879593,
    0.4835163354873657,
    0.47499990463256836,
    0.42857131361961365,
    0.2072538137435913,
    0.3018867075443268,
    0.5671641230583191,
    0.6268655061721802,
    0.5599998831748962,
    0.1172160655260086,
    0.5151513814926147,
    0.3926379084587097,
    0.38157883286476135,
    0.3603602349758148,
    0.6901960372924805,
    0.42162150144577026,
    0.4210525453090668,
    0.3580785095691681,
    0.11920526623725891,
    0.2722512185573578,
    0.13407814502716064,
    0.31632643938064575,
    0.7134501934051514,
    0.5596328973770142,
    0.4401912987232208,
    0.6077346205711365,
    0.1682242453098297,
    0.38888880610466003,
    0.1809523105621338,
    0.56126469373703,
    0.6382977366447449,
    0.17821775376796722,
    0.2585032880306244,
    0.2962961792945862,
    0.11111105233430862,
    0.2871793806552887,
    0.6923075318336487,
    0.33333322405815125,
    0.24598921835422516,
    0.4086019992828369,
    0.40178558230400085,
    0.42162150144577026,
    0.15384607017040253,
    0.31874993443489075,
    0.29714277386665344,
    0.4945053458213806,
    0.22222214937210083,
    0.17573215067386627,
    0.5421684980392456,
    0.4487804174423218,
    0.3249998688697815,
    0.3267325758934021,
    0.1682242453098297,
    0.4043714702129364
   ],
   "time": 155.0826723864302,
   "param": [
    {
     "p": 0.08276674151420593,
     "m": 1.0
    },
    {
     "p": 0.07633567601442337,
     "m": 1.0
    },
    {
     "p": 0.07301197946071625,
     "m": 1.0
    },
    {
     "p": 0.07867328077554703,
     "m": 1.0
    },
    {
     "p": 0.07932451367378235,
     "m": 1.0
    },
    {
     "p": 0.0667899027466774,
     "m": 1.0
    },
    {
     "p": 0.06500682979822159,
     "m": 1.0
    },
    {
     "p": 0.06272948533296585,
     "m": 1.0
    },
    {
     "p": 0.07600578665733337,
     "m": 1.0
    },
    {
     "p": 0.06825830042362213,
     "m": 1.0
    },
    {
     "p": 0.06142503395676613,
     "m": 1.0
    },
    {
     "p": 0.08393964916467667,
     "m": 1.0
    },
    {
     "p": 0.06479863077402115,
     "m": 1.0
    },
    {
     "p": 0.06093425676226616,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 124,
   "train_loss": 4.333198547363281,
   "val_loss": 2.7743024826049805,
   "acc": 35.8,
   "f1": [
    0.644067645072937,
    0.3855420649051666,
    0.34482747316360474,
    0.22916659712791443,
    0.19689112901687622,
    0.28571420907974243,
    0.32432422041893005,
    0.3144652843475342,
    0.3846152722835541,
    0.4502616822719574,
    0.11764700710773468,
    0.20833326876163483,
    0.37373724579811096,
    0.22666659951210022,
    0.24271836876869202,
    0.2473117560148239,
    0.40677958726882935,
    0.46099281311035156,
    0.31372538208961487,
    0.3157893717288971,
    0.5114502906799316,
    0.46874985098838806,
    0.3026314675807953,
    0.559321939945221,
    0.6428569555282593,
    0.2456139624118805,
    0.29850736260414124,
    0.1896551102399826,
    0.45810040831565857,
    0.2956520915031433,
    0.37499991059303284,
    0.32369929552078247,
    0.33333322405815125,
    0.32352936267852783,
    0.33497530221939087,
    0.18264833092689514,
    0.3208555281162262,
    0.23076915740966797,
    0.2764226496219635,
    0.4615383744239807,
    0.2962961792945862,
    0.5638296604156494,
    0.236453115940094,
    0.32061058282852173,
    0.1452513188123703,
    0.20547938346862793,
    0.19428564608097076,
    0.4533332288265228,
    0.466666579246521,
    0.4137929677963257,
    0.23115570843219757,
    0.2749999463558197,
    0.5539904832839966,
    0.6435642242431641,
    0.5434780716896057,
    0.1507537066936493,
    0.4897957742214203,
    0.4177214205265045,
    0.4041449725627899,
    0.3166022300720215,
    0.735751211643219,
    0.4365480840206146,
    0.4949493706226349,
    0.2999999225139618,
    0.10084027051925659,
    0.20858889818191528,
    0.14925366640090942,
    0.2660549581050873,
    0.7434553503990173,
    0.5699480772018433,
    0.4799998998641968,
    0.5963301062583923,
    0.14901955425739288,
    0.34736835956573486,
    0.10322573781013489,
    0.5409834980964661,
    0.6418603658676147,
    0.14864858984947205,
    0.23829780519008636,
    0.28426387906074524,
    0.14666660130023956,
    0.2723734676837921,
    0.6772485375404358,
    0.3771427571773529,
    0.24999992549419403,
    0.4417669475078583,
    0.3688523471355438,
    0.4561401903629303,
    0.18260863423347473,
    0.44670039415359497,
    0.28244268894195557,
    0.5244443416595459,
    0.2598869204521179,
    0.1909089982509613,
    0.5660375952720642,
    0.42452818155288696,
    0.30526304244995117,
    0.31531521677970886,
    0.1548386514186859,
    0.3407406508922577
   ],
   "time": 161.01560842525214,
   "param": [
    {
     "p": 0.0715765431523323,
     "m": 1.0
    },
    {
     "p": 0.06431607156991959,
     "m": 1.0
    },
    {
     "p": 0.07527895271778107,
     "m": 1.0
    },
    {
     "p": 0.08076605200767517,
     "m": 1.0
    },
    {
     "p": 0.07327128201723099,
     "m": 1.0
    },
    {
     "p": 0.07377243787050247,
     "m": 1.0
    },
    {
     "p": 0.07408148795366287,
     "m": 1.0
    },
    {
     "p": 0.06046061962842941,
     "m": 1.0
    },
    {
     "p": 0.06844934821128845,
     "m": 1.0
    },
    {
     "p": 0.06462368369102478,
     "m": 1.0
    },
    {
     "p": 0.0723496824502945,
     "m": 1.0
    },
    {
     "p": 0.0701528862118721,
     "m": 1.0
    },
    {
     "p": 0.0859842449426651,
     "m": 1.0
    },
    {
     "p": 0.06491676717996597,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 125,
   "train_loss": 3.582127571105957,
   "val_loss": 2.8933658599853516,
   "acc": 35.49,
   "f1": [
    0.6341462135314941,
    0.3957218527793884,
    0.3018867075443268,
    0.19780214130878448,
    0.20408155024051666,
    0.2707691490650177,
    0.41891881823539734,
    0.36111101508140564,
    0.324607253074646,
    0.41666656732559204,
    0.11023616790771484,
    0.25862061977386475,
    0.2901553809642792,
    0.21568621695041656,
    0.2543351650238037,
    0.20809243619441986,
    0.4069766402244568,
    0.4955751299858093,
    0.31724128127098083,
    0.2904563546180725,
    0.574585497379303,
    0.48780474066734314,
    0.3399999141693115,
    0.590908944606781,
    0.6315788626670837,
    0.22388054430484772,
    0.27380943298339844,
    0.16216209530830383,
    0.38974347710609436,
    0.3101603388786316,
    0.3473052978515625,
    0.35185176134109497,
    0.32624104619026184,
    0.29189181327819824,
    0.34599146246910095,
    0.14965979754924774,
    0.28965505957603455,
    0.24107137322425842,
    0.23423415422439575,
    0.49689429998397827,
    0.3228698670864105,
    0.5743588209152222,
    0.24203814566135406,
    0.35341355204582214,
    0.22916659712791443,
    0.2173912525177002,
    0.22772268950939178,
    0.46288198232650757,
    0.43199992179870605,
    0.38524580001831055,
    0.20338977873325348,
    0.28571420907974243,
    0.5572518110275269,
    0.5922329425811768,
    0.5405403971672058,
    0.13207541406154633,
    0.4537035822868347,
    0.3489360511302948,
    0.36051490902900696,
    0.3247862458229065,
    0.704761803150177,
    0.4257424473762512,
    0.4454147219657898,
    0.3417084515094757,
    0.1379309743642807,
    0.20270265638828278,
    0.16753920912742615,
    0.3232322335243225,
    0.595419704914093,
    0.548076868057251,
    0.4191615581512451,
    0.6099998950958252,
    0.1991700679063797,
    0.2962961792945862,
    0.1931033730506897,
    0.5523011684417725,
    0.5921786427497864,
    0.14965979754924774,
    0.26600977778434753,
    0.28571417927742004,
    0.15757569670677185,
    0.27091625332832336,
    0.6733667254447937,
    0.3999998867511749,
    0.251082181930542,
    0.38144323229789734,
    0.3838382363319397,
    0.3755101263523102,
    0.13402055203914642,
    0.38376373052597046,
    0.2739725410938263,
    0.4756755530834198,
    0.228260800242424,
    0.21100911498069763,
    0.5673075914382935,
    0.4670049846172333,
    0.326315701007843,
    0.33050838112831116,
    0.14444437623023987,
    0.40476179122924805
   ],
   "time": 155.64244556892663,
   "param": [
    {
     "p": 0.0791858583688736,
     "m": 1.0
    },
    {
     "p": 0.07193762809038162,
     "m": 1.0
    },
    {
     "p": 0.0661688968539238,
     "m": 1.0
    },
    {
     "p": 0.07382945716381073,
     "m": 1.0
    },
    {
     "p": 0.06707475334405899,
     "m": 1.0
    },
    {
     "p": 0.06832209974527359,
     "m": 1.0
    },
    {
     "p": 0.07755579054355621,
     "m": 1.0
    },
    {
     "p": 0.08089249581098557,
     "m": 1.0
    },
    {
     "p": 0.0603996142745018,
     "m": 1.0
    },
    {
     "p": 0.05660421401262283,
     "m": 1.0
    },
    {
     "p": 0.07398870587348938,
     "m": 1.0
    },
    {
     "p": 0.08031464368104935,
     "m": 1.0
    },
    {
     "p": 0.08527529984712601,
     "m": 1.0
    },
    {
     "p": 0.05845054239034653,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 126,
   "train_loss": 3.9323103427886963,
   "val_loss": 2.6973860263824463,
   "acc": 35.78,
   "f1": [
    0.6421051621437073,
    0.4050632119178772,
    0.28025469183921814,
    0.1748633086681366,
    0.15023468434810638,
    0.27999991178512573,
    0.39130425453186035,
    0.33497530221939087,
    0.3267325758934021,
    0.4864863455295563,
    0.1654134839773178,
    0.2580644190311432,
    0.2872926890850067,
    0.1818181276321411,
    0.2541435658931732,
    0.21686740219593048,
    0.39735087752342224,
    0.5191488265991211,
    0.3489931523799896,
    0.3026314675807953,
    0.5400842428207397,
    0.5084744095802307,
    0.2923975884914398,
    0.6235292553901672,
    0.620320737361908,
    0.23829780519008636,
    0.23703694343566895,
    0.23414628207683563,
    0.43902426958084106,
    0.27799221873283386,
    0.40677955746650696,
    0.3361343741416931,
    0.3316061198711395,
    0.271493136882782,
    0.3121950626373291,
    0.14012733101844788,
    0.2955664098262787,
    0.2723734676837921,
    0.2099446803331375,
    0.5813952684402466,
    0.36470577120780945,
    0.5370368957519531,
    0.2434781789779663,
    0.32812491059303284,
    0.25396814942359924,
    0.19469019770622253,
    0.23728807270526886,
    0.4615383744239807,
    0.49019595980644226,
    0.3786981403827667,
    0.2127658873796463,
    0.3387095630168915,
    0.5384613871574402,
    0.5423727631568909,
    0.5434780716896057,
    0.15209119021892548,
    0.4675323963165283,
    0.3369564116001129,
    0.3711339235305786,
    0.309859037399292,
    0.6969695687294006,
    0.4210525155067444,
    0.4897957742214203,
    0.31249991059303284,
    0.12435225397348404,
    0.2424241602420807,
    0.1546391248703003,
    0.2888887822628021,
    0.6136362552642822,
    0.5955054759979248,
    0.4699452221393585,
    0.6090908050537109,
    0.11023616790771484,
    0.33333325386047363,
    0.14193542301654816,
    0.5486724376678467,
    0.587719202041626,
    0.19565211236476898,
    0.23469379544258118,
    0.33913031220436096,
    0.1282050609588623,
    0.2838708758354187,
    0.712643563747406,
    0.3529410660266876,
    0.22666659951210022,
    0.42708319425582886,
    0.387096643447876,
    0.43428558111190796,
    0.19318175315856934,
    0.36820071935653687,
    0.32452818751335144,
    0.4972374439239502,
    0.2566370666027069,
    0.15476183593273163,
    0.579710066318512,
    0.4148934781551361,
    0.35294109582901,
    0.3116881847381592,
    0.15789467096328735,
    0.39631327986717224
   ],
   "time": 156.64627801347524,
   "param": [
    {
     "p": 0.08978697657585144,
     "m": 1.0
    },
    {
     "p": 0.05414680764079094,
     "m": 1.0
    },
    {
     "p": 0.06723292171955109,
     "m": 1.0
    },
    {
     "p": 0.07875022292137146,
     "m": 1.0
    },
    {
     "p": 0.06849497556686401,
     "m": 1.0
    },
    {
     "p": 0.07551805675029755,
     "m": 1.0
    },
    {
     "p": 0.08340176939964294,
     "m": 1.0
    },
    {
     "p": 0.06575030833482742,
     "m": 1.0
    },
    {
     "p": 0.07593180984258652,
     "m": 1.0
    },
    {
     "p": 0.06551627069711685,
     "m": 1.0
    },
    {
     "p": 0.07923857867717743,
     "m": 1.0
    },
    {
     "p": 0.08002258837223053,
     "m": 1.0
    },
    {
     "p": 0.05345473438501358,
     "m": 1.0
    },
    {
     "p": 0.06275387108325958,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 127,
   "train_loss": 4.586320400238037,
   "val_loss": 2.6311159133911133,
   "acc": 35.65,
   "f1": [
    0.6509432196617126,
    0.39215680956840515,
    0.3024389147758484,
    0.18791939318180084,
    0.13138681650161743,
    0.30275216698646545,
    0.3957218527793884,
    0.38392844796180725,
    0.3313608467578888,
    0.4530385434627533,
    0.16216209530830383,
    0.22360241413116455,
    0.37563440203666687,
    0.23272719979286194,
    0.24210518598556519,
    0.2310468554496765,
    0.37864065170288086,
    0.49773746728897095,
    0.3157894015312195,
    0.3139533996582031,
    0.5523808598518372,
    0.5229355692863464,
    0.28571420907974243,
    0.5462961196899414,
    0.6083332300186157,
    0.2297871857881546,
    0.24603168666362762,
    0.1551019698381424,
    0.41176459193229675,
    0.3269230127334595,
    0.37908485531806946,
    0.3249998986721039,
    0.28318578004837036,
    0.3121950626373291,
    0.33050838112831116,
    0.11578940600156784,
    0.25301194190979004,
    0.23728805780410767,
    0.24277448654174805,
    0.5108694434165955,
    0.30522075295448303,
    0.5454544425010681,
    0.2148759514093399,
    0.3529410660266876,
    0.19689112901687622,
    0.2127659022808075,
    0.20394733548164368,
    0.5130433440208435,
    0.48076915740966797,
    0.4198893904685974,
    0.2085307389497757,
    0.30357134342193604,
    0.5892856121063232,
    0.5588233470916748,
    0.49586769938468933,
    0.1333332657814026,
    0.5174128413200378,
    0.38190943002700806,
    0.3169397711753845,
    0.29508185386657715,
    0.7029701471328735,
    0.4278606176376343,
    0.3697478175163269,
    0.34449753165245056,
    0.09278344362974167,
    0.28426387906074524,
    0.1773398518562317,
    0.30487796664237976,
    0.7216493487358093,
    0.5643563270568848,
    0.4788731336593628,
    0.5800864696502686,
    0.13824880123138428,
    0.36575865745544434,
    0.13043473660945892,
    0.5409834980964661,
    0.6063346862792969,
    0.21301770210266113,
    0.2147650271654129,
    0.2812499403953552,
    0.1481480896472931,
    0.3049326539039612,
    0.6823527216911316,
    0.3917524814605713,
    0.161290243268013,
    0.41964274644851685,
    0.3578946590423584,
    0.4561401903629303,
    0.12698407471179962,
    0.3964756429195404,
    0.29850736260414124,
    0.46610158681869507,
    0.20359273254871368,
    0.19011402130126953,
    0.5423727631568909,
    0.44210511445999146,
    0.3295453190803528,
    0.320441871881485,
    0.16901403665542603,
    0.35582810640335083
   ],
   "time": 157.6441484959796,
   "param": [
    {
     "p": 0.07806707173585892,
     "m": 1.0
    },
    {
     "p": 0.0794571042060852,
     "m": 1.0
    },
    {
     "p": 0.07524428516626358,
     "m": 1.0
    },
    {
     "p": 0.06982333958148956,
     "m": 1.0
    },
    {
     "p": 0.058617446571588516,
     "m": 1.0
    },
    {
     "p": 0.0708233118057251,
     "m": 1.0
    },
    {
     "p": 0.07195998728275299,
     "m": 1.0
    },
    {
     "p": 0.0656520426273346,
     "m": 1.0
    },
    {
     "p": 0.0668763741850853,
     "m": 1.0
    },
    {
     "p": 0.06844436377286911,
     "m": 1.0
    },
    {
     "p": 0.06737438589334488,
     "m": 1.0
    },
    {
     "p": 0.07656820118427277,
     "m": 1.0
    },
    {
     "p": 0.07223840057849884,
     "m": 1.0
    },
    {
     "p": 0.07885365933179855,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 128,
   "train_loss": 4.291917324066162,
   "val_loss": 2.6760406494140625,
   "acc": 36.09,
   "f1": [
    0.666666567325592,
    0.4059404730796814,
    0.3063828945159912,
    0.2094240039587021,
    0.1660376787185669,
    0.3409090042114258,
    0.37894728779792786,
    0.36809808015823364,
    0.31788066029548645,
    0.45631060004234314,
    0.14473678171634674,
    0.24203814566135406,
    0.35467973351478577,
    0.25396814942359924,
    0.21839071810245514,
    0.236453115940094,
    0.376623272895813,
    0.46923068165779114,
    0.31764698028564453,
    0.320441871881485,
    0.5870645046234131,
    0.5157230496406555,
    0.2887699604034424,
    0.6046509742736816,
    0.6153844594955444,
    0.21468918025493622,
    0.2843136191368103,
    0.17610056698322296,
    0.4313724637031555,
    0.30456843972206116,
    0.3141360282897949,
    0.3206750154495239,
    0.3149605393409729,
    0.3465345501899719,
    0.28402361273765564,
    0.20095685124397278,
    0.3060108423233032,
    0.2488888055086136,
    0.2797926664352417,
    0.45581385493278503,
    0.2959182858467102,
    0.5244443416595459,
    0.30409345030784607,
    0.2676055133342743,
    0.16666659712791443,
    0.20895513892173767,
    0.16249993443489075,
    0.4976075291633606,
    0.488262802362442,
    0.40358731150627136,
    0.1971830427646637,
    0.3195265531539917,
    0.5447470545768738,
    0.624390184879303,
    0.49999988079071045,
    0.18055549263954163,
    0.4978164732456207,
    0.3584904372692108,
    0.3975153863430023,
    0.32432422041893005,
    0.7102801203727722,
    0.4278606176376343,
    0.43930622935295105,
    0.3318384885787964,
    0.1391303837299347,
    0.20731700956821442,
    0.16304342448711395,
    0.31638407707214355,
    0.7070705890655518,
    0.5374448299407959,
    0.5104601383209229,
    0.6249998807907104,
    0.16243648529052734,
    0.28758159279823303,
    0.17204295098781586,
    0.5511109828948975,
    0.5853657722473145,
    0.18518511950969696,
    0.2622949779033661,
    0.28571417927742004,
    0.18181811273097992,
    0.31275710463523865,
    0.7471262216567993,
    0.39130425453186035,
    0.19753079116344452,
    0.3943660855293274,
    0.3627450466156006,
    0.35540062189102173,
    0.1854303926229477,
    0.3809523284435272,
    0.2882882058620453,
    0.4867255389690399,
    0.25396814942359924,
    0.21999992430210114,
    0.5287355184555054,
    0.4222221076488495,
    0.3260868787765503,
    0.3076922297477722,
    0.16931210458278656,
    0.3865545094013214
   ],
   "time": 158.24764918070287,
   "param": [
    {
     "p": 0.08305120468139648,
     "m": 1.0
    },
    {
     "p": 0.06493335962295532,
     "m": 1.0
    },
    {
     "p": 0.07882050424814224,
     "m": 1.0
    },
    {
     "p": 0.06015811860561371,
     "m": 1.0
    },
    {
     "p": 0.07601382583379745,
     "m": 1.0
    },
    {
     "p": 0.06586313247680664,
     "m": 1.0
    },
    {
     "p": 0.06853552907705307,
     "m": 1.0
    },
    {
     "p": 0.06648342311382294,
     "m": 1.0
    },
    {
     "p": 0.07766053080558777,
     "m": 1.0
    },
    {
     "p": 0.06565628200769424,
     "m": 1.0
    },
    {
     "p": 0.06583507359027863,
     "m": 1.0
    },
    {
     "p": 0.0746011734008789,
     "m": 1.0
    },
    {
     "p": 0.07954216003417969,
     "m": 1.0
    },
    {
     "p": 0.07284563034772873,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 129,
   "train_loss": 4.11538028717041,
   "val_loss": 2.7815804481506348,
   "acc": 35.33,
   "f1": [
    0.6435642242431641,
    0.3821137547492981,
    0.2962961792945862,
    0.2115383893251419,
    0.13861380517482758,
    0.28358203172683716,
    0.3165466785430908,
    0.390243798494339,
    0.3384614586830139,
    0.4823527932167053,
    0.16249993443489075,
    0.20689649879932404,
    0.3594468832015991,
    0.19883033633232117,
    0.18848159909248352,
    0.2576685845851898,
    0.39449530839920044,
    0.49765241146087646,
    0.3208555281162262,
    0.3468207120895386,
    0.6222221255302429,
    0.5263156890869141,
    0.3389829397201538,
    0.5071768760681152,
    0.6457397937774658,
    0.21118006110191345,
    0.26540276408195496,
    0.22429899871349335,
    0.382978618144989,
    0.29743579030036926,
    0.37614670395851135,
    0.38596484065055847,
    0.36871495842933655,
    0.24999989569187164,
    0.3166022300720215,
    0.17460311949253082,
    0.3184078335762024,
    0.1858406364917755,
    0.24545449018478394,
    0.434782475233078,
    0.3209875524044037,
    0.5333332419395447,
    0.2840908169746399,
    0.31249991059303284,
    0.180851012468338,
    0.24418595433235168,
    0.20909084379673004,
    0.4745761454105377,
    0.5050503611564636,
    0.37499991059303284,
    0.21256029605865479,
    0.34042543172836304,
    0.5610858201980591,
    0.6538460850715637,
    0.466666579246521,
    0.13114747405052185,
    0.4873095452785492,
    0.36956506967544556,
    0.3636362850666046,
    0.34432223439216614,
    0.7037035822868347,
    0.3999999165534973,
    0.4607841968536377,
    0.29249006509780884,
    0.14718610048294067,
    0.20454540848731995,
    0.10434776544570923,
    0.23913034796714783,
    0.5519711971282959,
    0.531745970249176,
    0.5479451417922974,
    0.6027396321296692,
    0.15584410727024078,
    0.3278687596321106,
    0.07999995350837708,
    0.5555554032325745,
    0.587155818939209,
    0.2099999338388443,
    0.2371133416891098,
    0.24864855408668518,
    0.13402055203914642,
    0.31088075041770935,
    0.6834169626235962,
    0.3599999248981476,
    0.27678564190864563,
    0.46534639596939087,
    0.3771928548812866,
    0.38053086400032043,
    0.16666659712791443,
    0.41095879673957825,
    0.29885047674179077,
    0.46788978576660156,
    0.1854303926229477,
    0.21505369246006012,
    0.5567008852958679,
    0.45871543884277344,
    0.24999989569187164,
    0.36269423365592957,
    0.1194029152393341,
    0.3169397711753845
   ],
   "time": 154.73733356501907,
   "param": [
    {
     "p": 0.0635906383395195,
     "m": 1.0
    },
    {
     "p": 0.07202967256307602,
     "m": 1.0
    },
    {
     "p": 0.07755419611930847,
     "m": 1.0
    },
    {
     "p": 0.08338472247123718,
     "m": 1.0
    },
    {
     "p": 0.06696834415197372,
     "m": 1.0
    },
    {
     "p": 0.07428977638483047,
     "m": 1.0
    },
    {
     "p": 0.08128593116998672,
     "m": 1.0
    },
    {
     "p": 0.07378380745649338,
     "m": 1.0
    },
    {
     "p": 0.061831600964069366,
     "m": 1.0
    },
    {
     "p": 0.053368981927633286,
     "m": 1.0
    },
    {
     "p": 0.07189466059207916,
     "m": 1.0
    },
    {
     "p": 0.06637171655893326,
     "m": 1.0
    },
    {
     "p": 0.08094923943281174,
     "m": 1.0
    },
    {
     "p": 0.0726967304944992,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 130,
   "train_loss": 3.854194164276123,
   "val_loss": 2.817312240600586,
   "acc": 35.12,
   "f1": [
    0.6987950205802917,
    0.35897424817085266,
    0.2793295085430145,
    0.1866666078567505,
    0.15053758025169373,
    0.29940110445022583,
    0.2748090922832489,
    0.31944435834884644,
    0.3563217520713806,
    0.42285704612731934,
    0.14285707473754883,
    0.21333324909210205,
    0.3727271258831024,
    0.18749995529651642,
    0.26666659116744995,
    0.25668442249298096,
    0.3841058313846588,
    0.4410255253314972,
    0.3369564116001129,
    0.3313608467578888,
    0.6039602756500244,
    0.49999988079071045,
    0.3318776488304138,
    0.5666665434837341,
    0.6567163467407227,
    0.18285706639289856,
    0.29665064811706543,
    0.1722487509250641,
    0.423912912607193,
    0.3129250705242157,
    0.4083332419395447,
    0.3474177420139313,
    0.3170730471611023,
    0.26455017924308777,
    0.2888086140155792,
    0.15999992191791534,
    0.3203882575035095,
    0.20909084379673004,
    0.2477063536643982,
    0.49484527111053467,
    0.3300969898700714,
    0.5395347476005554,
    0.24999992549419403,
    0.3276835083961487,
    0.188888818025589,
    0.20425525307655334,
    0.2444443702697754,
    0.4408600926399231,
    0.48484835028648376,
    0.4183672070503235,
    0.1734103411436081,
    0.34101372957229614,
    0.5467625260353088,
    0.629441499710083,
    0.5384613871574402,
    0.1390373706817627,
    0.48421040177345276,
    0.3537413775920868,
    0.3414633274078369,
    0.31638407707214355,
    0.6732671856880188,
    0.3999999165534973,
    0.44970402121543884,
    0.34554967284202576,
    0.12448127567768097,
    0.19480513036251068,
    0.1749999225139618,
    0.2901553809642792,
    0.7264149188995361,
    0.5951218605041504,
    0.48958322405815125,
    0.6018517017364502,
    0.15533974766731262,
    0.37185919284820557,
    0.15999992191791534,
    0.5478259921073914,
    0.6666664481163025,
    0.09459453821182251,
    0.20863303542137146,
    0.2749998867511749,
    0.16107375919818878,
    0.29629620909690857,
    0.6065572500228882,
    0.37668150663375854,
    0.2906976044178009,
    0.4210525155067444,
    0.39215680956840515,
    0.31756746768951416,
    0.1746724247932434,
    0.3189367949962616,
    0.28455275297164917,
    0.47107425332069397,
    0.22619038820266724,
    0.2348177433013916,
    0.5523808598518372,
    0.41346144676208496,
    0.3022221326828003,
    0.30588221549987793,
    0.16113737225532532,
    0.3999999165534973
   ],
   "time": 156.16324944794178,
   "param": [
    {
     "p": 0.052631355822086334,
     "m": 1.0
    },
    {
     "p": 0.07834497839212418,
     "m": 1.0
    },
    {
     "p": 0.08372268825769424,
     "m": 1.0
    },
    {
     "p": 0.06807658821344376,
     "m": 1.0
    },
    {
     "p": 0.07340578734874725,
     "m": 1.0
    },
    {
     "p": 0.07597347348928452,
     "m": 1.0
    },
    {
     "p": 0.06798302382230759,
     "m": 1.0
    },
    {
     "p": 0.08053123950958252,
     "m": 1.0
    },
    {
     "p": 0.07022104412317276,
     "m": 1.0
    },
    {
     "p": 0.07010763138532639,
     "m": 1.0
    },
    {
     "p": 0.06225040555000305,
     "m": 1.0
    },
    {
     "p": 0.07868621498346329,
     "m": 1.0
    },
    {
     "p": 0.08098200708627701,
     "m": 1.0
    },
    {
     "p": 0.05708346143364906,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 131,
   "train_loss": 3.7075772285461426,
   "val_loss": 2.7176873683929443,
   "acc": 35.84,
   "f1": [
    0.6774192452430725,
    0.4198893904685974,
    0.30337071418762207,
    0.1862744390964508,
    0.15920390188694,
    0.2783504128456116,
    0.3723403513431549,
    0.3948496878147125,
    0.3299999237060547,
    0.4292236268520355,
    0.12030069530010223,
    0.24719089269638062,
    0.329670250415802,
    0.20571422576904297,
    0.22972965240478516,
    0.23673462867736816,
    0.362499862909317,
    0.4923075735569,
    0.3478259742259979,
    0.30541861057281494,
    0.5686272978782654,
    0.4514106214046478,
    0.31884047389030457,
    0.5087717771530151,
    0.6044443249702454,
    0.23529404401779175,
    0.281406968832016,
    0.22321420907974243,
    0.45901623368263245,
    0.3515150547027588,
    0.37209296226501465,
    0.30350184440612793,
    0.32432422041893005,
    0.2694299519062042,
    0.31818169355392456,
    0.20408155024051666,
    0.3234041631221771,
    0.20105813443660736,
    0.20238088071346283,
    0.502923846244812,
    0.3482586145401001,
    0.5685278177261353,
    0.2745096981525421,
    0.3197278082370758,
    0.13422814011573792,
    0.22666659951210022,
    0.21256029605865479,
    0.46728962659835815,
    0.4731181561946869,
    0.40935659408569336,
    0.18300646543502808,
    0.262582004070282,
    0.5862067937850952,
    0.590908944606781,
    0.5221673846244812,
    0.1734103411436081,
    0.47107425332069397,
    0.33684200048446655,
    0.3827749788761139,
    0.3217390477657318,
    0.6790696382522583,
    0.4666665494441986,
    0.4205606281757355,
    0.34101372957229614,
    0.10989003628492355,
    0.2333332598209381,
    0.06578941643238068,
    0.31901830434799194,
    0.7389161586761475,
    0.5485230684280396,
    0.5026176571846008,
    0.5744680166244507,
    0.15833325684070587,
    0.2987011969089508,
    0.15999992191791534,
    0.5666665434837341,
    0.6497460603713989,
    0.1499999314546585,
    0.208791121840477,
    0.30769219994544983,
    0.13392852246761322,
    0.306122362613678,
    0.6632122993469238,
    0.3999998867511749,
    0.22680403292179108,
    0.4425530731678009,
    0.4019606411457062,
    0.4020099639892578,
    0.1405404806137085,
    0.36893191933631897,
    0.3231440484523773,
    0.5227271318435669,
    0.2456139326095581,
    0.19540224969387054,
    0.5806450843811035,
    0.4148934781551361,
    0.38150280714035034,
    0.2959999144077301,
    0.11834313720464706,
    0.3908045291900635
   ],
   "time": 154.9988880744204,
   "param": [
    {
     "p": 0.06978944689035416,
     "m": 1.0
    },
    {
     "p": 0.07004032284021378,
     "m": 1.0
    },
    {
     "p": 0.07636371999979019,
     "m": 1.0
    },
    {
     "p": 0.07180430740118027,
     "m": 1.0
    },
    {
     "p": 0.06574087589979172,
     "m": 1.0
    },
    {
     "p": 0.06219283491373062,
     "m": 1.0
    },
    {
     "p": 0.07840388268232346,
     "m": 1.0
    },
    {
     "p": 0.06735207140445709,
     "m": 1.0
    },
    {
     "p": 0.08071710169315338,
     "m": 1.0
    },
    {
     "p": 0.07209841161966324,
     "m": 1.0
    },
    {
     "p": 0.07714579999446869,
     "m": 1.0
    },
    {
     "p": 0.06707346439361572,
     "m": 1.0
    },
    {
     "p": 0.08263888955116272,
     "m": 1.0
    },
    {
     "p": 0.05863896757364273,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 132,
   "train_loss": 4.262894630432129,
   "val_loss": 2.751913547515869,
   "acc": 35.58,
   "f1": [
    0.666666567325592,
    0.385650098323822,
    0.24999991059303284,
    0.20634914934635162,
    0.14201176166534424,
    0.2617800235748291,
    0.37125736474990845,
    0.3592231869697571,
    0.32075464725494385,
    0.43749991059303284,
    0.21839071810245514,
    0.246575266122818,
    0.3127271831035614,
    0.2072538137435913,
    0.2248995453119278,
    0.2795697748661041,
    0.38461530208587646,
    0.4938269853591919,
    0.4102562665939331,
    0.31355923414230347,
    0.6022725701332092,
    0.49327346682548523,
    0.35602086782455444,
    0.509316623210907,
    0.6181817054748535,
    0.26136353611946106,
    0.30232545733451843,
    0.18333326280117035,
    0.45685264468193054,
    0.32258057594299316,
    0.390243798494339,
    0.3431371748447418,
    0.320441871881485,
    0.3111110329627991,
    0.31390124559402466,
    0.16748763620853424,
    0.2972972095012665,
    0.16216209530830383,
    0.21839071810245514,
    0.5125626921653748,
    0.3003951609134674,
    0.5272725820541382,
    0.2399999350309372,
    0.362790584564209,
    0.19580411911010742,
    0.22346359491348267,
    0.1835748255252838,
    0.4549761712551117,
    0.5086703896522522,
    0.4266665577888489,
    0.19999992847442627,
    0.33333322405815125,
    0.5050503611564636,
    0.5857739448547363,
    0.45714277029037476,
    0.17142851650714874,
    0.5145629644393921,
    0.39252325892448425,
    0.3534882664680481,
    0.36123335361480713,
    0.6960350871086121,
    0.43979042768478394,
    0.4615383446216583,
    0.34482747316360474,
    0.043478213250637054,
    0.21518979966640472,
    0.10891082137823105,
    0.32352936267852783,
    0.666666567325592,
    0.5344128608703613,
    0.4719099998474121,
    0.5714284777641296,
    0.140350803732872,
    0.3402060866355896,
    0.1509433388710022,
    0.5187968015670776,
    0.6570047736167908,
    0.19277101755142212,
    0.21686740219593048,
    0.35121941566467285,
    0.13829779624938965,
    0.2687499225139618,
    0.6564101576805115,
    0.3316061198711395,
    0.1965317279100418,
    0.43678146600723267,
    0.3999999165534973,
    0.46486473083496094,
    0.16033749282360077,
    0.3421051502227783,
    0.2971886694431305,
    0.4787232577800751,
    0.22222214937210083,
    0.26993855834007263,
    0.5766869187355042,
    0.434782475233078,
    0.22535203397274017,
    0.35185176134109497,
    0.15859025716781616,
    0.35978829860687256
   ],
   "time": 159.10133580863476,
   "param": [
    {
     "p": 0.06417125463485718,
     "m": 1.0
    },
    {
     "p": 0.057413652539253235,
     "m": 1.0
    },
    {
     "p": 0.07640277594327927,
     "m": 1.0
    },
    {
     "p": 0.06725049763917923,
     "m": 1.0
    },
    {
     "p": 0.06403139978647232,
     "m": 1.0
    },
    {
     "p": 0.09333573281764984,
     "m": 1.0
    },
    {
     "p": 0.0684698224067688,
     "m": 1.0
    },
    {
     "p": 0.08056640625,
     "m": 1.0
    },
    {
     "p": 0.07486362010240555,
     "m": 1.0
    },
    {
     "p": 0.0816035270690918,
     "m": 1.0
    },
    {
     "p": 0.05629223212599754,
     "m": 1.0
    },
    {
     "p": 0.054359372705221176,
     "m": 1.0
    },
    {
     "p": 0.09768500924110413,
     "m": 1.0
    },
    {
     "p": 0.06355466693639755,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 133,
   "train_loss": 4.236393928527832,
   "val_loss": 2.8280563354492188,
   "acc": 35.07,
   "f1": [
    0.6553670763969421,
    0.3636362552642822,
    0.2765956223011017,
    0.21428564190864563,
    0.15873010456562042,
    0.2617800235748291,
    0.4180789887905121,
    0.39490434527397156,
    0.3122362196445465,
    0.4640882611274719,
    0.16438350081443787,
    0.2815532982349396,
    0.36893191933631897,
    0.2127658873796463,
    0.21686740219593048,
    0.2072538137435913,
    0.36559128761291504,
    0.4491524398326874,
    0.3318776488304138,
    0.3290042281150818,
    0.5760868191719055,
    0.49261072278022766,
    0.33057841658592224,
    0.575916051864624,
    0.6551722884178162,
    0.2010049670934677,
    0.2614377737045288,
    0.1809523105621338,
    0.4631577730178833,
    0.35532984137535095,
    0.35748788714408875,
    0.34736835956573486,
    0.3316061198711395,
    0.3726707398891449,
    0.3111110329627991,
    0.16080394387245178,
    0.3096233606338501,
    0.2415093332529068,
    0.251428484916687,
    0.5158370137214661,
    0.2722512185573578,
    0.5064376592636108,
    0.23312877118587494,
    0.32558128237724304,
    0.18181811273097992,
    0.17333325743675232,
    0.18181811273097992,
    0.43850257992744446,
    0.43749991059303284,
    0.4432430863380432,
    0.20224712789058685,
    0.3316582143306732,
    0.575107216835022,
    0.56043940782547,
    0.4525546431541443,
    0.11999993026256561,
    0.4999999403953552,
    0.31325289607048035,
    0.30952370166778564,
    0.32820504903793335,
    0.7342994213104248,
    0.4022987186908722,
    0.43037962913513184,
    0.30526304244995117,
    0.11382108181715012,
    0.20238088071346283,
    0.08641968667507172,
    0.24675315618515015,
    0.7156862020492554,
    0.5953487157821655,
    0.4279834032058716,
    0.623255729675293,
    0.11920525878667831,
    0.3272726535797119,
    0.12738847732543945,
    0.5059288144111633,
    0.6736840605735779,
    0.18867920339107513,
    0.2406638264656067,
    0.161290243268013,
    0.11398956924676895,
    0.23684203624725342,
    0.654761791229248,
    0.39325833320617676,
    0.19318175315856934,
    0.4102563261985779,
    0.41048023104667664,
    0.42639580368995667,
    0.09999995678663254,
    0.34586456418037415,
    0.2888887822628021,
    0.3999999165534973,
    0.2564101815223694,
    0.22099439799785614,
    0.5917158722877502,
    0.43846145272254944,
    0.33939382433891296,
    0.29951682686805725,
    0.14782603085041046,
    0.32624104619026184
   ],
   "time": 158.59644057881087,
   "param": [
    {
     "p": 0.06747284531593323,
     "m": 1.0
    },
    {
     "p": 0.057966746389865875,
     "m": 1.0
    },
    {
     "p": 0.08024439960718155,
     "m": 1.0
    },
    {
     "p": 0.06830035150051117,
     "m": 1.0
    },
    {
     "p": 0.08209231495857239,
     "m": 1.0
    },
    {
     "p": 0.08316347002983093,
     "m": 1.0
    },
    {
     "p": 0.0718579888343811,
     "m": 1.0
    },
    {
     "p": 0.07793031632900238,
     "m": 1.0
    },
    {
     "p": 0.073910653591156,
     "m": 1.0
    },
    {
     "p": 0.06218035891652107,
     "m": 1.0
    },
    {
     "p": 0.06869220733642578,
     "m": 1.0
    },
    {
     "p": 0.06972535699605942,
     "m": 1.0
    },
    {
     "p": 0.07060931622982025,
     "m": 1.0
    },
    {
     "p": 0.06585370749235153,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 134,
   "train_loss": 3.5163416862487793,
   "val_loss": 2.6507866382598877,
   "acc": 35.71,
   "f1": [
    0.6451612114906311,
    0.32432422041893005,
    0.22535203397274017,
    0.1279069036245346,
    0.14285707473754883,
    0.2481202334165573,
    0.36601296067237854,
    0.3369564116001129,
    0.36082467436790466,
    0.474226713180542,
    0.12676051259040833,
    0.23809516429901123,
    0.3508770763874054,
    0.24836592376232147,
    0.21556879580020905,
    0.28855711221694946,
    0.41975298523902893,
    0.5257730484008789,
    0.3157894015312195,
    0.2782607972621918,
    0.5898616909980774,
    0.5445543527603149,
    0.31249991059303284,
    0.5957446098327637,
    0.5886791348457336,
    0.22545449435710907,
    0.29885047674179077,
    0.22772268950939178,
    0.49999988079071045,
    0.3248729705810547,
    0.38392844796180725,
    0.3394494354724884,
    0.3318384885787964,
    0.3152172863483429,
    0.31441038846969604,
    0.18699179589748383,
    0.2736155688762665,
    0.20118334889411926,
    0.26890748739242554,
    0.5128203630447388,
    0.2883720099925995,
    0.5291478633880615,
    0.3370785713195801,
    0.32452818751335144,
    0.17346931993961334,
    0.19393931329250336,
    0.22510816156864166,
    0.4950493574142456,
    0.4799998700618744,
    0.39166659116744995,
    0.1990049034357071,
    0.29585790634155273,
    0.5437787175178528,
    0.6161136031150818,
    0.49999988079071045,
    0.12631572782993317,
    0.5205478072166443,
    0.37426888942718506,
    0.40404030680656433,
    0.3516482412815094,
    0.5991188287734985,
    0.4516127407550812,
    0.44357967376708984,
    0.2844826877117157,
    0.10526309162378311,
    0.2433861643075943,
    0.07643306255340576,
    0.2547769844532013,
    0.666666567325592,
    0.5483869910240173,
    0.48837196826934814,
    0.4654087424278259,
    0.16326524317264557,
    0.3779526650905609,
    0.16216209530830383,
    0.5714284181594849,
    0.6393440365791321,
    0.19095470011234283,
    0.22307686507701874,
    0.27173903584480286,
    0.15172408521175385,
    0.28015556931495667,
    0.6564101576805115,
    0.3352600038051605,
    0.20858889818191528,
    0.3999998867511749,
    0.38222211599349976,
    0.45454537868499756,
    0.16867463290691376,
    0.37499988079071045,
    0.32804223895072937,
    0.49261072278022766,
    0.18285706639289856,
    0.23958325386047363,
    0.5181816816329956,
    0.4434387683868408,
    0.34224584698677063,
    0.3425924777984619,
    0.119999960064888,
    0.34482747316360474
   ],
   "time": 158.9659174606204,
   "param": [
    {
     "p": 0.07092690467834473,
     "m": 1.0
    },
    {
     "p": 0.057337481528520584,
     "m": 1.0
    },
    {
     "p": 0.0778421089053154,
     "m": 1.0
    },
    {
     "p": 0.06303126364946365,
     "m": 1.0
    },
    {
     "p": 0.07308842241764069,
     "m": 1.0
    },
    {
     "p": 0.06797539442777634,
     "m": 1.0
    },
    {
     "p": 0.07076762616634369,
     "m": 1.0
    },
    {
     "p": 0.07069065421819687,
     "m": 1.0
    },
    {
     "p": 0.0571841225028038,
     "m": 1.0
    },
    {
     "p": 0.08059293031692505,
     "m": 1.0
    },
    {
     "p": 0.08100546151399612,
     "m": 1.0
    },
    {
     "p": 0.07851890474557877,
     "m": 1.0
    },
    {
     "p": 0.08070766925811768,
     "m": 1.0
    },
    {
     "p": 0.07033102959394455,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 135,
   "train_loss": 3.9913103580474854,
   "val_loss": 2.6820719242095947,
   "acc": 36.07,
   "f1": [
    0.6542055010795593,
    0.38674020767211914,
    0.35416656732559204,
    0.19318175315856934,
    0.1758241057395935,
    0.31390124559402466,
    0.3225805461406708,
    0.4022345542907715,
    0.2941175699234009,
    0.4382021129131317,
    0.14184391498565674,
    0.2612611949443817,
    0.39378228783607483,
    0.2333332747220993,
    0.21551716327667236,
    0.2870812714099884,
    0.3975153863430023,
    0.43636354804039,
    0.3703702688217163,
    0.2888086140155792,
    0.6236557960510254,
    0.4919784665107727,
    0.3363635540008545,
    0.613756537437439,
    0.696132481098175,
    0.255999892950058,
    0.32402223348617554,
    0.1843317300081253,
    0.42857131361961365,
    0.36241599917411804,
    0.3601531684398651,
    0.34666651487350464,
    0.335570365190506,
    0.33064505457878113,
    0.36206886172294617,
    0.17204295098781586,
    0.3469386696815491,
    0.19277101755142212,
    0.2731276750564575,
    0.46413490176200867,
    0.306122362613678,
    0.5771142840385437,
    0.26666656136512756,
    0.3424123525619507,
    0.1282050609588623,
    0.18309852480888367,
    0.22727267444133759,
    0.47916653752326965,
    0.4854367673397064,
    0.4410255253314972,
    0.20833326876163483,
    0.2798832952976227,
    0.600858211517334,
    0.5976094603538513,
    0.5957446098327637,
    0.14857135713100433,
    0.4915253520011902,
    0.36585354804992676,
    0.3800903856754303,
    0.3018867075443268,
    0.7120417356491089,
    0.4432430863380432,
    0.418803334236145,
    0.33720916509628296,
    0.06451607495546341,
    0.246575266122818,
    0.11363628506660461,
    0.2948717176914215,
    0.7192116975784302,
    0.6504853367805481,
    0.520408034324646,
    0.6407765746116638,
    0.15966379642486572,
    0.36111101508140564,
    0.17171710729599,
    0.5656563639640808,
    0.6764704585075378,
    0.17679551243782043,
    0.24786315858364105,
    0.2695034444332123,
    0.1078837513923645,
    0.33744847774505615,
    0.6774192452430725,
    0.3566878139972687,
    0.20689648389816284,
    0.39195966720581055,
    0.3809523284435272,
    0.38135582208633423,
    0.1556885540485382,
    0.2929935157299042,
    0.27999991178512573,
    0.4916200041770935,
    0.18749994039535522,
    0.20960691571235657,
    0.5201792120933533,
    0.43850257992744446,
    0.32214754819869995,
    0.3260868787765503,
    0.07272721081972122,
    0.37735840678215027
   ],
   "time": 153.32340650539845,
   "param": [
    {
     "p": 0.07788786292076111,
     "m": 1.0
    },
    {
     "p": 0.05760291591286659,
     "m": 1.0
    },
    {
     "p": 0.08000145107507706,
     "m": 1.0
    },
    {
     "p": 0.06471411883831024,
     "m": 1.0
    },
    {
     "p": 0.06983764469623566,
     "m": 1.0
    },
    {
     "p": 0.07418078184127808,
     "m": 1.0
    },
    {
     "p": 0.07254523038864136,
     "m": 1.0
    },
    {
     "p": 0.07550214231014252,
     "m": 1.0
    },
    {
     "p": 0.06961259245872498,
     "m": 1.0
    },
    {
     "p": 0.07667552679777145,
     "m": 1.0
    },
    {
     "p": 0.05631030723452568,
     "m": 1.0
    },
    {
     "p": 0.07490281760692596,
     "m": 1.0
    },
    {
     "p": 0.07659530639648438,
     "m": 1.0
    },
    {
     "p": 0.07363121956586838,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 136,
   "train_loss": 4.1264328956604,
   "val_loss": 2.8929927349090576,
   "acc": 35.63,
   "f1": [
    0.6570047736167908,
    0.3926939368247986,
    0.29189181327819824,
    0.15384607017040253,
    0.17647051811218262,
    0.27799221873283386,
    0.34615373611450195,
    0.4145076870918274,
    0.31623923778533936,
    0.48587560653686523,
    0.1818181276321411,
    0.25301194190979004,
    0.3584904372692108,
    0.18905465304851532,
    0.26046502590179443,
    0.2790696620941162,
    0.35294109582901,
    0.46861910820007324,
    0.38888880610466003,
    0.24324317276477814,
    0.5918366312980652,
    0.5361700654029846,
    0.3248729705810547,
    0.5806450843811035,
    0.645502507686615,
    0.22459883987903595,
    0.30120471119880676,
    0.1899440735578537,
    0.45918354392051697,
    0.2886596620082855,
    0.3722396492958069,
    0.3090128004550934,
    0.3121386468410492,
    0.2935778796672821,
    0.3445377051830292,
    0.2054053246974945,
    0.3232322335243225,
    0.2181817591190338,
    0.25961530208587646,
    0.5389220714569092,
    0.3122362196445465,
    0.5775399804115295,
    0.24899591505527496,
    0.3431371748447418,
    0.20809243619441986,
    0.2121211439371109,
    0.23584897816181183,
    0.48888880014419556,
    0.4957263767719269,
    0.3953487277030945,
    0.1855669468641281,
    0.3643723726272583,
    0.5490195155143738,
    0.5787232518196106,
    0.5027320981025696,
    0.10218973457813263,
    0.5028570294380188,
    0.4020099639892578,
    0.3584904372692108,
    0.3276835083961487,
    0.727272629737854,
    0.45263150334358215,
    0.44444435834884644,
    0.33720916509628296,
    0.1365852952003479,
    0.20224712789058685,
    0.07194238901138306,
    0.2995593845844269,
    0.6582277417182922,
    0.5418325662612915,
    0.4408600926399231,
    0.5787232518196106,
    0.16374263167381287,
    0.2389935851097107,
    0.18072283267974854,
    0.6063828468322754,
    0.6486485004425049,
    0.16438350081443787,
    0.2536584436893463,
    0.29139062762260437,
    0.11715474724769592,
    0.24767793715000153,
    0.6326529383659363,
    0.3444443643093109,
    0.251308798789978,
    0.37804868817329407,
    0.32558128237724304,
    0.3551400303840637,
    0.17877088487148285,
    0.3168315887451172,
    0.26315781474113464,
    0.4552844762802124,
    0.18947362899780273,
    0.17142851650714874,
    0.45637577772140503,
    0.446808397769928,
    0.319248765707016,
    0.3300969898700714,
    0.1333332657814026,
    0.3703702688217163
   ],
   "time": 151.6231905091554,
   "param": [
    {
     "p": 0.0667482540011406,
     "m": 1.0
    },
    {
     "p": 0.07391152530908585,
     "m": 1.0
    },
    {
     "p": 0.09067771583795547,
     "m": 1.0
    },
    {
     "p": 0.068107970058918,
     "m": 1.0
    },
    {
     "p": 0.07034338265657425,
     "m": 1.0
    },
    {
     "p": 0.06865132600069046,
     "m": 1.0
    },
    {
     "p": 0.05309504270553589,
     "m": 1.0
    },
    {
     "p": 0.06890056282281876,
     "m": 1.0
    },
    {
     "p": 0.0724121481180191,
     "m": 1.0
    },
    {
     "p": 0.07528618723154068,
     "m": 1.0
    },
    {
     "p": 0.08202289044857025,
     "m": 1.0
    },
    {
     "p": 0.06341541558504105,
     "m": 1.0
    },
    {
     "p": 0.08148554712533951,
     "m": 1.0
    },
    {
     "p": 0.06494200974702835,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 137,
   "train_loss": 3.7228293418884277,
   "val_loss": 2.668044328689575,
   "acc": 36.12,
   "f1": [
    0.6666665077209473,
    0.41314542293548584,
    0.2727271616458893,
    0.16216209530830383,
    0.15789467096328735,
    0.2765956223011017,
    0.38775497674942017,
    0.40740731358528137,
    0.3373492956161499,
    0.47916653752326965,
    0.18478251993656158,
    0.25157222151756287,
    0.3524228036403656,
    0.21874994039535522,
    0.21513938903808594,
    0.24444440007209778,
    0.3841806650161743,
    0.5116277933120728,
    0.3508771061897278,
    0.2962961792945862,
    0.6060605049133301,
    0.5045870542526245,
    0.3113771378993988,
    0.5731706023216248,
    0.7263157367706299,
    0.24516120553016663,
    0.28415289521217346,
    0.18348616361618042,
    0.4705880880355835,
    0.33918121457099915,
    0.3456788659095764,
    0.3094339072704315,
    0.29166659712791443,
    0.34817805886268616,
    0.2745097577571869,
    0.14473678171634674,
    0.32034626603126526,
    0.236453115940094,
    0.20883527398109436,
    0.5106381177902222,
    0.31999990344047546,
    0.5550238490104675,
    0.32456132769584656,
    0.33529406785964966,
    0.19875767827033997,
    0.16774186491966248,
    0.17021270096302032,
    0.4705880880355835,
    0.48927029967308044,
    0.40935659408569336,
    0.18181811273097992,
    0.3320156931877136,
    0.5583755373954773,
    0.5376343131065369,
    0.525139570236206,
    0.1229049563407898,
    0.5209301114082336,
    0.3523315489292145,
    0.36904752254486084,
    0.348314493894577,
    0.6740330457687378,
    0.4550897181034088,
    0.44943806529045105,
    0.3157893717288971,
    0.03508768975734711,
    0.22999992966651917,
    0.0967741310596466,
    0.3431951701641083,
    0.6760562062263489,
    0.5289854407310486,
    0.4550897181034088,
    0.6055775284767151,
    0.14545448124408722,
    0.38938042521476746,
    0.17073164880275726,
    0.5875704884529114,
    0.6249998807907104,
    0.17120616137981415,
    0.23809516429901123,
    0.1931033730506897,
    0.1694914698600769,
    0.30578503012657166,
    0.6956520080566406,
    0.36082467436790466,
    0.1762113720178604,
    0.4174756109714508,
    0.3853210210800171,
    0.39285701513290405,
    0.14772720634937286,
    0.3823528587818146,
    0.3627450466156006,
    0.4705881178379059,
    0.21428564190864563,
    0.25870639085769653,
    0.5176470279693604,
    0.47787603735923767,
    0.3804876506328583,
    0.3647797703742981,
    0.1379309743642807,
    0.4108106791973114
   ],
   "time": 156.81025510653853,
   "param": [
    {
     "p": 0.08020389080047607,
     "m": 1.0
    },
    {
     "p": 0.0635782778263092,
     "m": 1.0
    },
    {
     "p": 0.06764493137598038,
     "m": 1.0
    },
    {
     "p": 0.06952439993619919,
     "m": 1.0
    },
    {
     "p": 0.08828400075435638,
     "m": 1.0
    },
    {
     "p": 0.07618380337953568,
     "m": 1.0
    },
    {
     "p": 0.055872783064842224,
     "m": 1.0
    },
    {
     "p": 0.0678066611289978,
     "m": 1.0
    },
    {
     "p": 0.0678725615143776,
     "m": 1.0
    },
    {
     "p": 0.0650944709777832,
     "m": 1.0
    },
    {
     "p": 0.08446059376001358,
     "m": 1.0
    },
    {
     "p": 0.07224150002002716,
     "m": 1.0
    },
    {
     "p": 0.0697285532951355,
     "m": 1.0
    },
    {
     "p": 0.07150352001190186,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 138,
   "train_loss": 3.476374626159668,
   "val_loss": 2.6374781131744385,
   "acc": 35.26,
   "f1": [
    0.5769229531288147,
    0.3781817555427551,
    0.31034475564956665,
    0.11111105233430862,
    0.14814810454845428,
    0.32579174637794495,
    0.38144323229789734,
    0.3677128851413727,
    0.31638407707214355,
    0.4578312039375305,
    0.1449274718761444,
    0.23387089371681213,
    0.39195966720581055,
    0.22471901774406433,
    0.24083760380744934,
    0.23529404401779175,
    0.38888877630233765,
    0.47761180996894836,
    0.3578946590423584,
    0.2821575999259949,
    0.5696201324462891,
    0.4980543851852417,
    0.29752060770988464,
    0.45161277055740356,
    0.6376810669898987,
    0.28776970505714417,
    0.2745096981525421,
    0.15999993681907654,
    0.4230768084526062,
    0.3670884966850281,
    0.36180898547172546,
    0.3018867075443268,
    0.2580644488334656,
    0.3636362850666046,
    0.3809523284435272,
    0.18518511950969696,
    0.3428570628166199,
    0.2281368225812912,
    0.2588233947753906,
    0.497041255235672,
    0.30769219994544983,
    0.5585584044456482,
    0.2721518278121948,
    0.3157893717288971,
    0.19801974296569824,
    0.20858889818191528,
    0.19801974296569824,
    0.474226713180542,
    0.4753361940383911,
    0.41666656732559204,
    0.12631572782993317,
    0.3653844892978668,
    0.5662099123001099,
    0.5990337133407593,
    0.538461446762085,
    0.14207643270492554,
    0.542713463306427,
    0.3313608467578888,
    0.3495934009552002,
    0.335714191198349,
    0.741463303565979,
    0.41148313879966736,
    0.43781083822250366,
    0.3317534327507019,
    0.10526309907436371,
    0.20437948405742645,
    0.14345985651016235,
    0.27380943298339844,
    0.702702522277832,
    0.5742572546005249,
    0.47368407249450684,
    0.6421051621437073,
    0.14545448124408722,
    0.35443025827407837,
    0.20069198310375214,
    0.5327101349830627,
    0.634730339050293,
    0.19736838340759277,
    0.2268906980752945,
    0.29189181327819824,
    0.1594683825969696,
    0.24999991059303284,
    0.6632122993469238,
    0.3249998986721039,
    0.2116401493549347,
    0.4299998879432678,
    0.3943660855293274,
    0.4142010807991028,
    0.18292675912380219,
    0.3555554449558258,
    0.28571420907974243,
    0.43243229389190674,
    0.17910441756248474,
    0.1989527940750122,
    0.5769229531288147,
    0.42857128381729126,
    0.31724128127098083,
    0.28440356254577637,
    0.12322267889976501,
    0.3096773326396942
   ],
   "time": 157.02565876860172,
   "param": [
    {
     "p": 0.0834961086511612,
     "m": 1.0
    },
    {
     "p": 0.0722149908542633,
     "m": 1.0
    },
    {
     "p": 0.07853232324123383,
     "m": 1.0
    },
    {
     "p": 0.05861896649003029,
     "m": 1.0
    },
    {
     "p": 0.08369958400726318,
     "m": 1.0
    },
    {
     "p": 0.06265024840831757,
     "m": 1.0
    },
    {
     "p": 0.08012697100639343,
     "m": 1.0
    },
    {
     "p": 0.06166519969701767,
     "m": 1.0
    },
    {
     "p": 0.06208532303571701,
     "m": 1.0
    },
    {
     "p": 0.06258843839168549,
     "m": 1.0
    },
    {
     "p": 0.06471989303827286,
     "m": 1.0
    },
    {
     "p": 0.08401095122098923,
     "m": 1.0
    },
    {
     "p": 0.07211264967918396,
     "m": 1.0
    },
    {
     "p": 0.07347842305898666,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 139,
   "train_loss": 3.7148776054382324,
   "val_loss": 2.8346686363220215,
   "acc": 35.75,
   "f1": [
    0.6802029013633728,
    0.37563440203666687,
    0.3542855978012085,
    0.23008842766284943,
    0.14912275969982147,
    0.29850736260414124,
    0.36585354804992676,
    0.3356642425060272,
    0.2569831311702728,
    0.4606059193611145,
    0.17801040410995483,
    0.26666656136512756,
    0.37185919284820557,
    0.21395343542099,
    0.23423415422439575,
    0.24580998718738556,
    0.38961026072502136,
    0.492890864610672,
    0.3578946590423584,
    0.2830187678337097,
    0.5837836861610413,
    0.494623601436615,
    0.30303019285202026,
    0.5666665434837341,
    0.6106193661689758,
    0.22972965240478516,
    0.2426777482032776,
    0.22304826974868774,
    0.41284388303756714,
    0.3060108423233032,
    0.3874998986721039,
    0.26190465688705444,
    0.33333319425582886,
    0.324607253074646,
    0.3215685188770294,
    0.1866666078567505,
    0.33502528071403503,
    0.21649475395679474,
    0.24747471511363983,
    0.594594419002533,
    0.3248729705810547,
    0.5833332538604736,
    0.29813653230667114,
    0.3362830877304077,
    0.20833326876163483,
    0.24509796500205994,
    0.23655906319618225,
    0.47169798612594604,
    0.4493390619754791,
    0.4023667275905609,
    0.18181811273097992,
    0.36529669165611267,
    0.5539904832839966,
    0.6132074594497681,
    0.48401811718940735,
    0.123287633061409,
    0.5595853924751282,
    0.33333322405815125,
    0.3707864284515381,
    0.29743579030036926,
    0.7247704863548279,
    0.4248703718185425,
    0.41573023796081543,
    0.3670884966850281,
    0.13043473660945892,
    0.2526314854621887,
    0.06493500620126724,
    0.2470587193965912,
    0.706976592540741,
    0.5870645046234131,
    0.45810040831565857,
    0.6439023613929749,
    0.1749999225139618,
    0.39655160903930664,
    0.193548321723938,
    0.5108224153518677,
    0.6067414879798889,
    0.13095231354236603,
    0.22935770452022552,
    0.31168824434280396,
    0.13333328068256378,
    0.32128506898880005,
    0.6451612114906311,
    0.39285701513290405,
    0.24516120553016663,
    0.3694266676902771,
    0.4020099639892578,
    0.37185919284820557,
    0.18257255852222443,
    0.3474902808666229,
    0.28571417927742004,
    0.43881845474243164,
    0.21118006110191345,
    0.18652844429016113,
    0.5824174284934998,
    0.4210525155067444,
    0.31390124559402466,
    0.3454544246196747,
    0.15853650867938995,
    0.35897424817085266
   ],
   "time": 158.47211075760424,
   "param": [
    {
     "p": 0.07195934653282166,
     "m": 1.0
    },
    {
     "p": 0.06422658264636993,
     "m": 1.0
    },
    {
     "p": 0.07443340122699738,
     "m": 1.0
    },
    {
     "p": 0.06023278832435608,
     "m": 1.0
    },
    {
     "p": 0.07527399063110352,
     "m": 1.0
    },
    {
     "p": 0.07201400399208069,
     "m": 1.0
    },
    {
     "p": 0.07697774469852448,
     "m": 1.0
    },
    {
     "p": 0.07422327995300293,
     "m": 1.0
    },
    {
     "p": 0.07888677716255188,
     "m": 1.0
    },
    {
     "p": 0.0769570991396904,
     "m": 1.0
    },
    {
     "p": 0.07296453416347504,
     "m": 1.0
    },
    {
     "p": 0.07734321802854538,
     "m": 1.0
    },
    {
     "p": 0.06291951984167099,
     "m": 1.0
    },
    {
     "p": 0.06158777326345444,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 140,
   "train_loss": 3.6244661808013916,
   "val_loss": 2.853578805923462,
   "acc": 35.43,
   "f1": [
    0.6989246010780334,
    0.35502949357032776,
    0.28054288029670715,
    0.19565211236476898,
    0.11320748925209045,
    0.28225794434547424,
    0.36649200320243835,
    0.38888877630233765,
    0.3111110329627991,
    0.4203820824623108,
    0.1395348310470581,
    0.19999992847442627,
    0.3367346227169037,
    0.2431371659040451,
    0.19491519033908844,
    0.236453115940094,
    0.39490434527397156,
    0.4696355164051056,
    0.3636362850666046,
    0.3034482002258301,
    0.5289255380630493,
    0.4551723301410675,
    0.33333325386047363,
    0.5410627126693726,
    0.6636362671852112,
    0.22360241413116455,
    0.3116881847381592,
    0.15899574756622314,
    0.4415583312511444,
    0.3147207200527191,
    0.3678159713745117,
    0.2767294645309448,
    0.3431951701641083,
    0.34977567195892334,
    0.29139062762260437,
    0.1379309743642807,
    0.3295453190803528,
    0.21890540421009064,
    0.24864855408668518,
    0.4516127407550812,
    0.31999990344047546,
    0.6511626243591309,
    0.28571417927742004,
    0.31475403904914856,
    0.19753079116344452,
    0.22916659712791443,
    0.1864406168460846,
    0.4463517963886261,
    0.47846877574920654,
    0.46376800537109375,
    0.20289847254753113,
    0.3537413775920868,
    0.5462183356285095,
    0.6278025507926941,
    0.48936155438423157,
    0.13333328068256378,
    0.4806200861930847,
    0.3566878139972687,
    0.38139525055885315,
    0.32804223895072937,
    0.6764704585075378,
    0.38095226883888245,
    0.43037962913513184,
    0.33050838112831116,
    0.11842100322246552,
    0.23469379544258118,
    0.12834219634532928,
    0.28813549876213074,
    0.6912441253662109,
    0.5780345797538757,
    0.4766353964805603,
    0.5679011344909668,
    0.19459453225135803,
    0.40384599566459656,
    0.17391297221183777,
    0.5951218605041504,
    0.663461446762085,
    0.20746882259845734,
    0.21719448268413544,
    0.29629620909690857,
    0.13145533204078674,
    0.2716048061847687,
    0.6742855310440063,
    0.3135133981704712,
    0.17808210849761963,
    0.42145586013793945,
    0.44976064562797546,
    0.4046241343021393,
    0.15662643313407898,
    0.30864188075065613,
    0.30573245882987976,
    0.4502163529396057,
    0.23478256165981293,
    0.18840573728084564,
    0.5812807083129883,
    0.4827585518360138,
    0.2842104732990265,
    0.2937852144241333,
    0.170940101146698,
    0.36815908551216125
   ],
   "time": 147.73720054607838,
   "param": [
    {
     "p": 0.08183988183736801,
     "m": 1.0
    },
    {
     "p": 0.07406365126371384,
     "m": 1.0
    },
    {
     "p": 0.0830271765589714,
     "m": 1.0
    },
    {
     "p": 0.07682989537715912,
     "m": 1.0
    },
    {
     "p": 0.06073782593011856,
     "m": 1.0
    },
    {
     "p": 0.06015058606863022,
     "m": 1.0
    },
    {
     "p": 0.07792019844055176,
     "m": 1.0
    },
    {
     "p": 0.07473227381706238,
     "m": 1.0
    },
    {
     "p": 0.06484580039978027,
     "m": 1.0
    },
    {
     "p": 0.06779425591230392,
     "m": 1.0
    },
    {
     "p": 0.06060430780053139,
     "m": 1.0
    },
    {
     "p": 0.0725340023636818,
     "m": 1.0
    },
    {
     "p": 0.07979177683591843,
     "m": 1.0
    },
    {
     "p": 0.0651283711194992,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 141,
   "train_loss": 3.306060791015625,
   "val_loss": 2.8559179306030273,
   "acc": 35.08,
   "f1": [
    0.6486485004425049,
    0.41212108731269836,
    0.24657529592514038,
    0.17616572976112366,
    0.13541659712791443,
    0.24630534648895264,
    0.3440859317779541,
    0.3904760777950287,
    0.3428570628166199,
    0.43564343452453613,
    0.154929518699646,
    0.24516120553016663,
    0.3157894015312195,
    0.2580644190311432,
    0.17679551243782043,
    0.23529404401779175,
    0.3723403513431549,
    0.4585364758968353,
    0.33121007680892944,
    0.2937062084674835,
    0.5619046092033386,
    0.48309168219566345,
    0.33802807331085205,
    0.5841582417488098,
    0.629441499710083,
    0.2166665941476822,
    0.28048771619796753,
    0.20720712840557098,
    0.4519229531288147,
    0.2527880370616913,
    0.3743841052055359,
    0.29629620909690857,
    0.33918121457099915,
    0.3313608467578888,
    0.3285022974014282,
    0.19047611951828003,
    0.3022221326828003,
    0.21599994599819183,
    0.26315784454345703,
    0.5139663219451904,
    0.36180898547172546,
    0.5937498807907104,
    0.28571417927742004,
    0.31677013635635376,
    0.19811314344406128,
    0.23170723021030426,
    0.24999991059303284,
    0.4161849021911621,
    0.4339621663093567,
    0.3879309296607971,
    0.1361701488494873,
    0.27999991178512573,
    0.5704466104507446,
    0.5384615063667297,
    0.5583755373954773,
    0.1405404806137085,
    0.5445024967193604,
    0.3267972767353058,
    0.3710406422615051,
    0.3076922297477722,
    0.6849313974380493,
    0.39490434527397156,
    0.43979042768478394,
    0.33802807331085205,
    0.06849309802055359,
    0.239999920129776,
    0.09473677724599838,
    0.2953019142150879,
    0.6437767148017883,
    0.5258619785308838,
    0.4530385434627533,
    0.5761315822601318,
    0.16289585828781128,
    0.34615373611450195,
    0.1868131160736084,
    0.5840706825256348,
    0.6526314616203308,
    0.13636356592178345,
    0.26455017924308777,
    0.31372541189193726,
    0.16666659712791443,
    0.31489354372024536,
    0.5972849726676941,
    0.36226406693458557,
    0.2173912227153778,
    0.4050632119178772,
    0.38095229864120483,
    0.35897424817085266,
    0.13186806440353394,
    0.31775689125061035,
    0.23448269069194794,
    0.4666665494441986,
    0.25945934653282166,
    0.1789472997188568,
    0.5714284181594849,
    0.45344120264053345,
    0.30939218401908875,
    0.29268285632133484,
    0.13749992847442627,
    0.372548907995224
   ],
   "time": 156.92563601769507,
   "param": [
    {
     "p": 0.06373388320207596,
     "m": 1.0
    },
    {
     "p": 0.0697009339928627,
     "m": 1.0
    },
    {
     "p": 0.08704153448343277,
     "m": 1.0
    },
    {
     "p": 0.06882832199335098,
     "m": 1.0
    },
    {
     "p": 0.0741790160536766,
     "m": 1.0
    },
    {
     "p": 0.07518065720796585,
     "m": 1.0
    },
    {
     "p": 0.068595752120018,
     "m": 1.0
    },
    {
     "p": 0.06942417472600937,
     "m": 1.0
    },
    {
     "p": 0.06328464299440384,
     "m": 1.0
    },
    {
     "p": 0.0760575607419014,
     "m": 1.0
    },
    {
     "p": 0.0689510926604271,
     "m": 1.0
    },
    {
     "p": 0.06825859099626541,
     "m": 1.0
    },
    {
     "p": 0.07822545617818832,
     "m": 1.0
    },
    {
     "p": 0.06853834539651871,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 142,
   "train_loss": 3.476060390472412,
   "val_loss": 2.7953684329986572,
   "acc": 35.15,
   "f1": [
    0.6483515501022339,
    0.3874998986721039,
    0.2820512056350708,
    0.14285707473754883,
    0.15116271376609802,
    0.2758619785308838,
    0.3874998986721039,
    0.33333319425582886,
    0.3018867075443268,
    0.4432430863380432,
    0.15172408521175385,
    0.26160329580307007,
    0.36610162258148193,
    0.2212388664484024,
    0.24418595433235168,
    0.22388052940368652,
    0.35443025827407837,
    0.4621847867965698,
    0.30555543303489685,
    0.2758619785308838,
    0.4980841875076294,
    0.44525542855262756,
    0.3186812400817871,
    0.590908944606781,
    0.6696427464485168,
    0.20118334889411926,
    0.28758159279823303,
    0.1775147169828415,
    0.42285704612731934,
    0.29896897077560425,
    0.4077668786048889,
    0.3203882575035095,
    0.3444443643093109,
    0.3714284896850586,
    0.2857142388820648,
    0.12371128052473068,
    0.3157893717288971,
    0.28749987483024597,
    0.2010049670934677,
    0.49999988079071045,
    0.3265305161476135,
    0.49777767062187195,
    0.28235283493995667,
    0.32911381125450134,
    0.14765094220638275,
    0.22421517968177795,
    0.18652844429016113,
    0.4899998903274536,
    0.4836064279079437,
    0.4210525155067444,
    0.20779213309288025,
    0.3070864975452423,
    0.583690881729126,
    0.6341462135314941,
    0.4946235418319702,
    0.1846153289079666,
    0.5436891913414001,
    0.3576158285140991,
    0.39285704493522644,
    0.3431371748447418,
    0.6813185214996338,
    0.3999999165534973,
    0.3636362552642822,
    0.3758388161659241,
    0.1028570905327797,
    0.23232315480709076,
    0.1379309743642807,
    0.20472434163093567,
    0.7444443106651306,
    0.5549131631851196,
    0.44848471879959106,
    0.5999999642372131,
    0.12658220529556274,
    0.387096643447876,
    0.1368420422077179,
    0.5038167238235474,
    0.657534122467041,
    0.19672125577926636,
    0.23529407382011414,
    0.2620086967945099,
    0.17821775376796722,
    0.3196346163749695,
    0.619999885559082,
    0.3800903856754303,
    0.2403845638036728,
    0.4257424473762512,
    0.3999998867511749,
    0.4253392219543457,
    0.14222215116024017,
    0.3659573495388031,
    0.2962961792945862,
    0.5130888819694519,
    0.19753079116344452,
    0.19889496266841888,
    0.5446008443832397,
    0.4210525155067444,
    0.24460424482822418,
    0.3248729705810547,
    0.13427557051181793,
    0.3696681261062622
   ],
   "time": 155.64613059628755,
   "param": [
    {
     "p": 0.06004776433110237,
     "m": 1.0
    },
    {
     "p": 0.060989316552877426,
     "m": 1.0
    },
    {
     "p": 0.08243642747402191,
     "m": 1.0
    },
    {
     "p": 0.06463100016117096,
     "m": 1.0
    },
    {
     "p": 0.0552382692694664,
     "m": 1.0
    },
    {
     "p": 0.08018022775650024,
     "m": 1.0
    },
    {
     "p": 0.07992402464151382,
     "m": 1.0
    },
    {
     "p": 0.07370532304048538,
     "m": 1.0
    },
    {
     "p": 0.07142844796180725,
     "m": 1.0
    },
    {
     "p": 0.0646420568227768,
     "m": 1.0
    },
    {
     "p": 0.07895433902740479,
     "m": 1.0
    },
    {
     "p": 0.0734841451048851,
     "m": 1.0
    },
    {
     "p": 0.0867992416024208,
     "m": 1.0
    },
    {
     "p": 0.06753937900066376,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 143,
   "train_loss": 3.967646360397339,
   "val_loss": 2.704139232635498,
   "acc": 35.62,
   "f1": [
    0.6220094561576843,
    0.35071080923080444,
    0.30065348744392395,
    0.18518511950969696,
    0.16312050819396973,
    0.24060142040252686,
    0.31055888533592224,
    0.3926379084587097,
    0.3152172863483429,
    0.42528724670410156,
    0.16049376130104065,
    0.24999991059303284,
    0.382978618144989,
    0.2446807622909546,
    0.2072538137435913,
    0.22522515058517456,
    0.3617020547389984,
    0.5140186548233032,
    0.3727271258831024,
    0.2968197166919708,
    0.5689654350280762,
    0.4916665554046631,
    0.309278279542923,
    0.5773194432258606,
    0.6285713315010071,
    0.22325573861598969,
    0.3249998986721039,
    0.18784524500370026,
    0.4358973205089569,
    0.3240739703178406,
    0.3711339235305786,
    0.3292180299758911,
    0.3411763310432434,
    0.29787227511405945,
    0.31453996896743774,
    0.20388342440128326,
    0.37349388003349304,
    0.23463678359985352,
    0.23809516429901123,
    0.5063289999961853,
    0.3171805441379547,
    0.5482232570648193,
    0.30588221549987793,
    0.3716813027858734,
    0.21857915818691254,
    0.21590900421142578,
    0.2176869958639145,
    0.4395603835582733,
    0.4377357065677643,
    0.3841806650161743,
    0.14012733101844788,
    0.3504272401332855,
    0.528846025466919,
    0.5961536765098572,
    0.5485712885856628,
    0.13157890737056732,
    0.553672194480896,
    0.335570365190506,
    0.41071420907974243,
    0.31034475564956665,
    0.7014216780662537,
    0.36904752254486084,
    0.43333321809768677,
    0.3411763310432434,
    0.12765949964523315,
    0.264317125082016,
    0.13824880123138428,
    0.3169397711753845,
    0.6757989525794983,
    0.566929042339325,
    0.5181816816329956,
    0.6218487024307251,
    0.1558440923690796,
    0.3696681261062622,
    0.11188805103302002,
    0.5096524357795715,
    0.6424869298934937,
    0.19999992847442627,
    0.212290421128273,
    0.23703694343566895,
    0.1673639565706253,
    0.24210518598556519,
    0.6511626243591309,
    0.33128824830055237,
    0.19587622582912445,
    0.38022807240486145,
    0.4085105359554291,
    0.41346144676208496,
    0.13559316098690033,
    0.3706895411014557,
    0.30232545733451843,
    0.4607841968536377,
    0.17948710918426514,
    0.2264150083065033,
    0.5743588209152222,
    0.43881845474243164,
    0.39195966720581055,
    0.2976189851760864,
    0.07843131572008133,
    0.32142847776412964
   ],
   "time": 157.39042292255908,
   "param": [
    {
     "p": 0.08221505582332611,
     "m": 1.0
    },
    {
     "p": 0.05068978667259216,
     "m": 1.0
    },
    {
     "p": 0.08195769041776657,
     "m": 1.0
    },
    {
     "p": 0.061794109642505646,
     "m": 1.0
    },
    {
     "p": 0.07390399277210236,
     "m": 1.0
    },
    {
     "p": 0.0759744867682457,
     "m": 1.0
    },
    {
     "p": 0.07254835218191147,
     "m": 1.0
    },
    {
     "p": 0.07684581726789474,
     "m": 1.0
    },
    {
     "p": 0.06494781374931335,
     "m": 1.0
    },
    {
     "p": 0.061638232320547104,
     "m": 1.0
    },
    {
     "p": 0.07170320302248001,
     "m": 1.0
    },
    {
     "p": 0.07378555834293365,
     "m": 1.0
    },
    {
     "p": 0.0878065973520279,
     "m": 1.0
    },
    {
     "p": 0.06418918073177338,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 144,
   "train_loss": 3.5155510902404785,
   "val_loss": 2.7626609802246094,
   "acc": 35.86,
   "f1": [
    0.6368157267570496,
    0.3384614586830139,
    0.3179486393928528,
    0.20645155012607574,
    0.180851012468338,
    0.2413792610168457,
    0.40935659408569336,
    0.3308269679546356,
    0.32258057594299316,
    0.4777776598930359,
    0.1554403454065323,
    0.2366863340139389,
    0.3578946590423584,
    0.2275448441505432,
    0.20645155012607574,
    0.22222214937210083,
    0.37288129329681396,
    0.3978201150894165,
    0.39325833320617676,
    0.306122362613678,
    0.5470851063728333,
    0.5333332419395447,
    0.3431951701641083,
    0.5660375952720642,
    0.6697246432304382,
    0.206060528755188,
    0.2727271318435669,
    0.21390368044376373,
    0.4725273549556732,
    0.327868789434433,
    0.36065563559532166,
    0.35714274644851685,
    0.32748526334762573,
    0.2919253706932068,
    0.3524903655052185,
    0.19095470011234283,
    0.29906532168388367,
    0.22680403292179108,
    0.2424241602420807,
    0.486772358417511,
    0.32124343514442444,
    0.6063828468322754,
    0.2933332324028015,
    0.3372548520565033,
    0.1773398518562317,
    0.23655906319618225,
    0.21319790184497833,
    0.4311925768852234,
    0.49746179580688477,
    0.4262293577194214,
    0.1951218843460083,
    0.32835814356803894,
    0.5560536980628967,
    0.5957446098327637,
    0.5402842164039612,
    0.12307685613632202,
    0.5647057294845581,
    0.33492809534072876,
    0.3846152722835541,
    0.3386242389678955,
    0.7282050251960754,
    0.4161849021911621,
    0.48167529702186584,
    0.2812499403953552,
    0.08333326876163483,
    0.2559240758419037,
    0.13725484907627106,
    0.31638407707214355,
    0.6842103600502014,
    0.5176470279693604,
    0.4622220993041992,
    0.6407765746116638,
    0.14606735110282898,
    0.30331745743751526,
    0.1775147169828415,
    0.5809522867202759,
    0.579925537109375,
    0.1704544872045517,
    0.15662643313407898,
    0.32432422041893005,
    0.1717790812253952,
    0.3122362196445465,
    0.6885244846343994,
    0.3957218527793884,
    0.22929932177066803,
    0.41717782616615295,
    0.3534882664680481,
    0.40740731358528137,
    0.17021271586418152,
    0.314606636762619,
    0.3100774586200714,
    0.4046691358089447,
    0.1550387144088745,
    0.26008957624435425,
    0.5067872405052185,
    0.4974091649055481,
    0.31325292587280273,
    0.3399999141693115,
    0.15668198466300964,
    0.3617020547389984
   ],
   "time": 154.01404266431928,
   "param": [
    {
     "p": 0.07790939509868622,
     "m": 1.0
    },
    {
     "p": 0.07387258857488632,
     "m": 1.0
    },
    {
     "p": 0.07875708490610123,
     "m": 1.0
    },
    {
     "p": 0.05719449371099472,
     "m": 1.0
    },
    {
     "p": 0.07605154067277908,
     "m": 1.0
    },
    {
     "p": 0.08289124071598053,
     "m": 1.0
    },
    {
     "p": 0.06374702602624893,
     "m": 1.0
    },
    {
     "p": 0.06711573898792267,
     "m": 1.0
    },
    {
     "p": 0.07096876949071884,
     "m": 1.0
    },
    {
     "p": 0.06333080679178238,
     "m": 1.0
    },
    {
     "p": 0.07978342473506927,
     "m": 1.0
    },
    {
     "p": 0.0706968754529953,
     "m": 1.0
    },
    {
     "p": 0.06530626118183136,
     "m": 1.0
    },
    {
     "p": 0.07237477600574493,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 145,
   "train_loss": 3.834982395172119,
   "val_loss": 2.892390251159668,
   "acc": 35.33,
   "f1": [
    0.6700506210327148,
    0.3670884966850281,
    0.28571420907974243,
    0.23437495529651642,
    0.19631893932819366,
    0.25510191917419434,
    0.38888880610466003,
    0.3798881769180298,
    0.31372538208961487,
    0.43349742889404297,
    0.154929518699646,
    0.212290421128273,
    0.31944435834884644,
    0.22352932393550873,
    0.22950810194015503,
    0.23232315480709076,
    0.34862375259399414,
    0.4381624758243561,
    0.3267325758934021,
    0.3151514232158661,
    0.6129031181335449,
    0.5164318084716797,
    0.3278687596321106,
    0.5505616068840027,
    0.6507176160812378,
    0.239999920129776,
    0.24615377187728882,
    0.18652844429016113,
    0.46913567185401917,
    0.3276835083961487,
    0.4099377691745758,
    0.2689654231071472,
    0.3627450466156006,
    0.31970250606536865,
    0.33884286880493164,
    0.21495321393013,
    0.364531934261322,
    0.1898733526468277,
    0.2574256360530853,
    0.4720495045185089,
    0.3102039694786072,
    0.5671641230583191,
    0.29473677277565,
    0.3385826051235199,
    0.20238088071346283,
    0.212290421128273,
    0.22222216427326202,
    0.4799998998641968,
    0.5081079602241516,
    0.4466018080711365,
    0.18604646623134613,
    0.3636362552642822,
    0.5809127688407898,
    0.5851062536239624,
    0.5510202646255493,
    0.19138747453689575,
    0.49999988079071045,
    0.38888877630233765,
    0.3647797703742981,
    0.27999991178512573,
    0.7319586277008057,
    0.40789464116096497,
    0.4269661605358124,
    0.33333322405815125,
    0.12631572782993317,
    0.21556879580020905,
    0.09954744577407837,
    0.26666659116744995,
    0.729999840259552,
    0.5754715800285339,
    0.4405285120010376,
    0.5955054759979248,
    0.11842100322246552,
    0.37499988079071045,
    0.15116271376609802,
    0.5238094329833984,
    0.6806281208992004,
    0.14906825125217438,
    0.2295081466436386,
    0.3240739703178406,
    0.13235288858413696,
    0.22429899871349335,
    0.6592177152633667,
    0.38056668639183044,
    0.19230762124061584,
    0.3701492249965668,
    0.42931926250457764,
    0.3521125614643097,
    0.11494245380163193,
    0.32638880610466003,
    0.2938387989997864,
    0.43362823128700256,
    0.24472565948963165,
    0.19428564608097076,
    0.553672194480896,
    0.49999988079071045,
    0.262857049703598,
    0.3023254871368408,
    0.12413787841796875,
    0.35820886492729187
   ],
   "time": 157.47388122044504,
   "param": [
    {
     "p": 0.0779414176940918,
     "m": 1.0
    },
    {
     "p": 0.07509355992078781,
     "m": 1.0
    },
    {
     "p": 0.08545700460672379,
     "m": 1.0
    },
    {
     "p": 0.06730302423238754,
     "m": 1.0
    },
    {
     "p": 0.06689148396253586,
     "m": 1.0
    },
    {
     "p": 0.07276543974876404,
     "m": 1.0
    },
    {
     "p": 0.06560557335615158,
     "m": 1.0
    },
    {
     "p": 0.07177431881427765,
     "m": 1.0
    },
    {
     "p": 0.06466157734394073,
     "m": 1.0
    },
    {
     "p": 0.07019611448049545,
     "m": 1.0
    },
    {
     "p": 0.05035531520843506,
     "m": 1.0
    },
    {
     "p": 0.08253246545791626,
     "m": 1.0
    },
    {
     "p": 0.07745777070522308,
     "m": 1.0
    },
    {
     "p": 0.07196502387523651,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 146,
   "train_loss": 3.6641201972961426,
   "val_loss": 2.581939458847046,
   "acc": 35.44,
   "f1": [
    0.6826345324516296,
    0.413043349981308,
    0.3148147463798523,
    0.21481475234031677,
    0.11594197899103165,
    0.20689648389816284,
    0.37804868817329407,
    0.3850930631160736,
    0.3277309536933899,
    0.46153831481933594,
    0.11111106723546982,
    0.24999989569187164,
    0.3936169147491455,
    0.20689646899700165,
    0.26315781474113464,
    0.25490185618400574,
    0.4025973081588745,
    0.48205116391181946,
    0.3626372814178467,
    0.3459458649158478,
    0.5664739012718201,
    0.46696019172668457,
    0.3478259742259979,
    0.572916567325592,
    0.6514284610748291,
    0.21782170236110687,
    0.34523800015449524,
    0.18181809782981873,
    0.4499998688697815,
    0.33333325386047363,
    0.37499988079071045,
    0.32075464725494385,
    0.38918909430503845,
    0.32520318031311035,
    0.33057841658592224,
    0.0869564488530159,
    0.320441871881485,
    0.19607838988304138,
    0.2186494618654251,
    0.5113635063171387,
    0.31034475564956665,
    0.6190474629402161,
    0.23664113879203796,
    0.26373621821403503,
    0.1965811401605606,
    0.22222214937210083,
    0.2529643774032593,
    0.4590162932872772,
    0.5145629644393921,
    0.43930622935295105,
    0.15853650867938995,
    0.3348415493965149,
    0.5217389464378357,
    0.5904760956764221,
    0.5488370656967163,
    0.14634139835834503,
    0.5048542022705078,
    0.37908485531806946,
    0.39603951573371887,
    0.3282441794872284,
    0.7454543113708496,
    0.43979042768478394,
    0.415094256401062,
    0.3670884966850281,
    0.13829779624938965,
    0.20118334889411926,
    0.11494245380163193,
    0.2953019142150879,
    0.722222089767456,
    0.570175290107727,
    0.47787603735923767,
    0.6217615604400635,
    0.11718744784593582,
    0.43835610151290894,
    0.13999994099140167,
    0.5925924181938171,
    0.6774192452430725,
    0.17346931993961334,
    0.21842995285987854,
    0.2923975884914398,
    0.1226414367556572,
    0.2871793806552887,
    0.6666665077209473,
    0.3736262619495392,
    0.20930226147174835,
    0.3430420458316803,
    0.419999897480011,
    0.42285704612731934,
    0.15533974766731262,
    0.34599146246910095,
    0.3441859781742096,
    0.46153831481933594,
    0.2816900908946991,
    0.20765019953250885,
    0.5632182359695435,
    0.4311376214027405,
    0.3195875287055969,
    0.3063828945159912,
    0.057553909718990326,
    0.26984119415283203
   ],
   "time": 151.8816683292389,
   "param": [
    {
     "p": 0.08127506077289581,
     "m": 1.0
    },
    {
     "p": 0.06299471110105515,
     "m": 1.0
    },
    {
     "p": 0.08261988312005997,
     "m": 1.0
    },
    {
     "p": 0.06291792541742325,
     "m": 1.0
    },
    {
     "p": 0.06394913792610168,
     "m": 1.0
    },
    {
     "p": 0.07787191867828369,
     "m": 1.0
    },
    {
     "p": 0.08038108795881271,
     "m": 1.0
    },
    {
     "p": 0.08904535323381424,
     "m": 1.0
    },
    {
     "p": 0.05956094712018967,
     "m": 1.0
    },
    {
     "p": 0.062795490026474,
     "m": 1.0
    },
    {
     "p": 0.07528865337371826,
     "m": 1.0
    },
    {
     "p": 0.06958743929862976,
     "m": 1.0
    },
    {
     "p": 0.0732702687382698,
     "m": 1.0
    },
    {
     "p": 0.05844217911362648,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 147,
   "train_loss": 4.015403747558594,
   "val_loss": 2.5508251190185547,
   "acc": 35.25,
   "f1": [
    0.6567163467407227,
    0.3842363655567169,
    0.2935778796672821,
    0.22222214937210083,
    0.12552297115325928,
    0.2914571762084961,
    0.3314915895462036,
    0.36585354804992676,
    0.3157893717288971,
    0.4666665494441986,
    0.1499999314546585,
    0.2426777482032776,
    0.345177561044693,
    0.21621613204479218,
    0.1798941045999527,
    0.23529404401779175,
    0.3157893717288971,
    0.48756206035614014,
    0.33497530221939087,
    0.3184078335762024,
    0.6263735294342041,
    0.506912350654602,
    0.32222211360931396,
    0.5641024112701416,
    0.6578946113586426,
    0.22058817744255066,
    0.24742262065410614,
    0.2436547577381134,
    0.4855490028858185,
    0.30232545733451843,
    0.35714277625083923,
    0.26395928859710693,
    0.28461533784866333,
    0.326315701007843,
    0.3583814203739166,
    0.1683167666196823,
    0.30697670578956604,
    0.18604643642902374,
    0.2561575770378113,
    0.47297289967536926,
    0.30952370166778564,
    0.6057141423225403,
    0.3157894015312195,
    0.35675665736198425,
    0.22499993443489075,
    0.208791121840477,
    0.17840369045734406,
    0.43999987840652466,
    0.4699452221393585,
    0.4149376451969147,
    0.1683167666196823,
    0.2895926535129547,
    0.5895521640777588,
    0.6568626165390015,
    0.5276594758033752,
    0.14847156405448914,
    0.556212842464447,
    0.2999999225139618,
    0.35955044627189636,
    0.329670250415802,
    0.7142854928970337,
    0.42857131361961365,
    0.4088396728038788,
    0.3493974804878235,
    0.1194029375910759,
    0.23115570843219757,
    0.10843367874622345,
    0.33121007680892944,
    0.7129628658294678,
    0.5753422975540161,
    0.4533332288265228,
    0.619289219379425,
    0.15819202363491058,
    0.2937852144241333,
    0.11976040154695511,
    0.5566036701202393,
    0.6311109066009521,
    0.2164178341627121,
    0.22772268950939178,
    0.3534882664680481,
    0.17886173725128174,
    0.2527880370616913,
    0.6504853367805481,
    0.3678159713745117,
    0.2091502547264099,
    0.3950616121292114,
    0.4019606411457062,
    0.38578668236732483,
    0.15053758025169373,
    0.29351526498794556,
    0.28193822503089905,
    0.5046727657318115,
    0.2577318847179413,
    0.23115570843219757,
    0.5775399804115295,
    0.40718549489974976,
    0.3285022974014282,
    0.32584258913993835,
    0.12972965836524963,
    0.4204544126987457
   ],
   "time": 152.98974924720824,
   "param": [
    {
     "p": 0.09043668955564499,
     "m": 1.0
    },
    {
     "p": 0.06612338125705719,
     "m": 1.0
    },
    {
     "p": 0.07433127611875534,
     "m": 1.0
    },
    {
     "p": 0.05781981348991394,
     "m": 1.0
    },
    {
     "p": 0.06968055665493011,
     "m": 1.0
    },
    {
     "p": 0.07274958491325378,
     "m": 1.0
    },
    {
     "p": 0.06350568681955338,
     "m": 1.0
    },
    {
     "p": 0.07567097246646881,
     "m": 1.0
    },
    {
     "p": 0.06250111013650894,
     "m": 1.0
    },
    {
     "p": 0.0741439163684845,
     "m": 1.0
    },
    {
     "p": 0.06484008580446243,
     "m": 1.0
    },
    {
     "p": 0.08454888314008713,
     "m": 1.0
    },
    {
     "p": 0.07698585093021393,
     "m": 1.0
    },
    {
     "p": 0.06666221469640732,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 148,
   "train_loss": 3.8506219387054443,
   "val_loss": 2.6415181159973145,
   "acc": 36.08,
   "f1": [
    0.5907171964645386,
    0.3939392864704132,
    0.26751580834388733,
    0.17204295098781586,
    0.17610056698322296,
    0.2736841142177582,
    0.36633655428886414,
    0.3842363655567169,
    0.3428570628166199,
    0.40926632285118103,
    0.11382109671831131,
    0.26315778493881226,
    0.39069753885269165,
    0.22619038820266724,
    0.16216209530830383,
    0.2446807622909546,
    0.35121941566467285,
    0.44347813725471497,
    0.29940110445022583,
    0.324607253074646,
    0.5365853309631348,
    0.5181816816329956,
    0.3707864284515381,
    0.5485230684280396,
    0.653658390045166,
    0.2105262279510498,
    0.29126206040382385,
    0.22727267444133759,
    0.4408600926399231,
    0.35714277625083923,
    0.3552630543708801,
    0.2848484218120575,
    0.36046499013900757,
    0.33027511835098267,
    0.35294109582901,
    0.1798941045999527,
    0.34343424439430237,
    0.23350247740745544,
    0.2751321792602539,
    0.5660375952720642,
    0.2522521913051605,
    0.5321887135505676,
    0.33333325386047363,
    0.3426293730735779,
    0.16793887317180634,
    0.24999988079071045,
    0.12987005710601807,
    0.4242423176765442,
    0.4615383744239807,
    0.43428558111190796,
    0.1729728877544403,
    0.34615373611450195,
    0.5294116735458374,
    0.6090908050537109,
    0.4957263767719269,
    0.13432830572128296,
    0.47346925735473633,
    0.3169397711753845,
    0.39784935116767883,
    0.33215537667274475,
    0.6761903762817383,
    0.4631577730178833,
    0.41711217164993286,
    0.38541653752326965,
    0.12222215533256531,
    0.23350247740745544,
    0.1454544961452484,
    0.3260868787765503,
    0.7199999094009399,
    0.5142855644226074,
    0.413043349981308,
    0.5932202339172363,
    0.16249993443489075,
    0.35714274644851685,
    0.14371250569820404,
    0.5327867269515991,
    0.5897434949874878,
    0.19867542386054993,
    0.2636362612247467,
    0.2470587193965912,
    0.06611566245555878,
    0.2731276750564575,
    0.6698111891746521,
    0.35390937328338623,
    0.18905465304851532,
    0.466666579246521,
    0.3867923319339752,
    0.4230768084526062,
    0.19393931329250336,
    0.3846152722835541,
    0.30337071418762207,
    0.47190994024276733,
    0.2165604531764984,
    0.21794864535331726,
    0.5254901647567749,
    0.43171796202659607,
    0.2842104732990265,
    0.32558128237724304,
    0.1379309743642807,
    0.3832334280014038
   ],
   "time": 159.659235262312,
   "param": [
    {
     "p": 0.07594037055969238,
     "m": 1.0
    },
    {
     "p": 0.05745340883731842,
     "m": 1.0
    },
    {
     "p": 0.06182900071144104,
     "m": 1.0
    },
    {
     "p": 0.07009010016918182,
     "m": 1.0
    },
    {
     "p": 0.05550621449947357,
     "m": 1.0
    },
    {
     "p": 0.076240174472332,
     "m": 1.0
    },
    {
     "p": 0.08173494040966034,
     "m": 1.0
    },
    {
     "p": 0.08098145574331284,
     "m": 1.0
    },
    {
     "p": 0.07531573623418808,
     "m": 1.0
    },
    {
     "p": 0.07592304795980453,
     "m": 1.0
    },
    {
     "p": 0.07513381540775299,
     "m": 1.0
    },
    {
     "p": 0.06648091971874237,
     "m": 1.0
    },
    {
     "p": 0.07474909722805023,
     "m": 1.0
    },
    {
     "p": 0.07262168079614639,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 149,
   "train_loss": 3.7201437950134277,
   "val_loss": 2.632176399230957,
   "acc": 35.37,
   "f1": [
    0.683937668800354,
    0.396135151386261,
    0.2598869204521179,
    0.23913037776947021,
    0.11834313720464706,
    0.2612611949443817,
    0.36464083194732666,
    0.37096765637397766,
    0.3064514994621277,
    0.41474640369415283,
    0.11023616790771484,
    0.25301194190979004,
    0.3827749788761139,
    0.212290421128273,
    0.210526242852211,
    0.23913034796714783,
    0.3908045291900635,
    0.4606740176677704,
    0.33121007680892944,
    0.2976189851760864,
    0.5933012366294861,
    0.5116277933120728,
    0.3034482002258301,
    0.6060604453086853,
    0.619246780872345,
    0.22702695429325104,
    0.26785707473754883,
    0.21857915818691254,
    0.43523305654525757,
    0.329670250415802,
    0.33333325386047363,
    0.30337071418762207,
    0.304526686668396,
    0.3253587782382965,
    0.2909089922904968,
    0.18957340717315674,
    0.2891565263271332,
    0.14772720634937286,
    0.2769230008125305,
    0.49999988079071045,
    0.28971952199935913,
    0.5533979535102844,
    0.3304346799850464,
    0.36686381697654724,
    0.20634914934635162,
    0.2061854749917984,
    0.22093015909194946,
    0.466403067111969,
    0.504761815071106,
    0.4550263583660126,
    0.14516125619411469,
    0.31441038846969604,
    0.4790417551994324,
    0.5474451780319214,
    0.5089284181594849,
    0.1422593742609024,
    0.5284972786903381,
    0.28699544072151184,
    0.3361343741416931,
    0.34108519554138184,
    0.7179486155509949,
    0.4545453190803528,
    0.45595842599868774,
    0.358024537563324,
    0.11235948652029037,
    0.22471901774406433,
    0.09150320291519165,
    0.3169397711753845,
    0.742574155330658,
    0.5316454768180847,
    0.4487804174423218,
    0.6291078925132751,
    0.145695298910141,
    0.40404030680656433,
    0.15272720158100128,
    0.5493561029434204,
    0.6354165077209473,
    0.22058817744255066,
    0.2446807622909546,
    0.30526304244995117,
    0.16161610186100006,
    0.31034475564956665,
    0.6736840605735779,
    0.3542855978012085,
    0.18045106530189514,
    0.40677958726882935,
    0.41592907905578613,
    0.38918909430503845,
    0.15887843072414398,
    0.27472516894340515,
    0.34108519554138184,
    0.3902438282966614,
    0.20454540848731995,
    0.18348616361618042,
    0.561576247215271,
    0.44444432854652405,
    0.21138201653957367,
    0.28455275297164917,
    0.0790959894657135,
    0.4466018080711365
   ],
   "time": 154.2646040180698,
   "param": [
    {
     "p": 0.08071473985910416,
     "m": 1.0
    },
    {
     "p": 0.06736398488283157,
     "m": 1.0
    },
    {
     "p": 0.06791666895151138,
     "m": 1.0
    },
    {
     "p": 0.06960666924715042,
     "m": 1.0
    },
    {
     "p": 0.07252760231494904,
     "m": 1.0
    },
    {
     "p": 0.0783022791147232,
     "m": 1.0
    },
    {
     "p": 0.07344770431518555,
     "m": 1.0
    },
    {
     "p": 0.07749222964048386,
     "m": 1.0
    },
    {
     "p": 0.06698815524578094,
     "m": 1.0
    },
    {
     "p": 0.06517595052719116,
     "m": 1.0
    },
    {
     "p": 0.06884251534938812,
     "m": 1.0
    },
    {
     "p": 0.06967209279537201,
     "m": 1.0
    },
    {
     "p": 0.07559948414564133,
     "m": 1.0
    },
    {
     "p": 0.06635008007287979,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 150,
   "train_loss": 3.3830015659332275,
   "val_loss": 2.625215768814087,
   "acc": 35.81,
   "f1": [
    0.6292133331298828,
    0.38888877630233765,
    0.2883720099925995,
    0.1655171811580658,
    0.1379309743642807,
    0.2716048061847687,
    0.3736262619495392,
    0.3783782720565796,
    0.31535258889198303,
    0.43956032395362854,
    0.1499999314546585,
    0.2374998927116394,
    0.3473052978515625,
    0.18579228222370148,
    0.21686740219593048,
    0.255999892950058,
    0.34999990463256836,
    0.4574466943740845,
    0.3594468832015991,
    0.29885047674179077,
    0.572916567325592,
    0.5359999537467957,
    0.2901553809642792,
    0.5856351852416992,
    0.6701569557189941,
    0.2887699604034424,
    0.245353102684021,
    0.24615377187728882,
    0.43049317598342896,
    0.3272726535797119,
    0.36575865745544434,
    0.3555554449558258,
    0.3111110329627991,
    0.31884047389030457,
    0.31034475564956665,
    0.10322573781013489,
    0.2955664098262787,
    0.26540276408195496,
    0.2546583116054535,
    0.5133689045906067,
    0.327868789434433,
    0.558139443397522,
    0.3141360282897949,
    0.3557691276073456,
    0.19417467713356018,
    0.22772268950939178,
    0.26341456174850464,
    0.45238080620765686,
    0.47540971636772156,
    0.46486473083496094,
    0.20095685124397278,
    0.36633655428886414,
    0.5847455859184265,
    0.653658390045166,
    0.5555554032325745,
    0.14659680426120758,
    0.5076140761375427,
    0.28855711221694946,
    0.4043714702129364,
    0.3568074107170105,
    0.7157893776893616,
    0.4161849021911621,
    0.4454544484615326,
    0.3529410660266876,
    0.07865162193775177,
    0.19736838340759277,
    0.1494252234697342,
    0.3348415493965149,
    0.7512688636779785,
    0.5814977288246155,
    0.43720918893814087,
    0.6220094561576843,
    0.15062755346298218,
    0.3726707398891449,
    0.13245026767253876,
    0.6041665077209473,
    0.6117644906044006,
    0.2061854749917984,
    0.22222216427326202,
    0.2955664098262787,
    0.11111104488372803,
    0.28806576132774353,
    0.7052630186080933,
    0.40517228841781616,
    0.2072538137435913,
    0.39560431241989136,
    0.4269661605358124,
    0.36507928371429443,
    0.16748763620853424,
    0.3524589240550995,
    0.2890172600746155,
    0.5177663564682007,
    0.213483065366745,
    0.1507537066936493,
    0.5686272978782654,
    0.4070795178413391,
    0.33684200048446655,
    0.25203242897987366,
    0.07947013527154922,
    0.40404030680656433
   ],
   "time": 156.2471581613645,
   "param": [
    {
     "p": 0.06269471347332001,
     "m": 1.0
    },
    {
     "p": 0.06809397786855698,
     "m": 1.0
    },
    {
     "p": 0.08603450655937195,
     "m": 1.0
    },
    {
     "p": 0.0708971843123436,
     "m": 1.0
    },
    {
     "p": 0.06374750286340714,
     "m": 1.0
    },
    {
     "p": 0.08045437932014465,
     "m": 1.0
    },
    {
     "p": 0.05958753451704979,
     "m": 1.0
    },
    {
     "p": 0.08697240799665451,
     "m": 1.0
    },
    {
     "p": 0.06886440515518188,
     "m": 1.0
    },
    {
     "p": 0.07725703716278076,
     "m": 1.0
    },
    {
     "p": 0.07410009950399399,
     "m": 1.0
    },
    {
     "p": 0.06914205849170685,
     "m": 1.0
    },
    {
     "p": 0.07271365076303482,
     "m": 1.0
    },
    {
     "p": 0.059440452605485916,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 151,
   "train_loss": 4.126142501831055,
   "val_loss": 2.658828020095825,
   "acc": 35.52,
   "f1": [
    0.590908944606781,
    0.39999985694885254,
    0.29189181327819824,
    0.17721512913703918,
    0.1545064002275467,
    0.2512076497077942,
    0.3426293730735779,
    0.3707316219806671,
    0.36619704961776733,
    0.49999988079071045,
    0.119999960064888,
    0.24580998718738556,
    0.36607131361961365,
    0.1898733526468277,
    0.2564101815223694,
    0.2404370754957199,
    0.3908045291900635,
    0.4210525453090668,
    0.3666665554046631,
    0.27160486578941345,
    0.5645932555198669,
    0.4836064279079437,
    0.31538453698158264,
    0.6129031181335449,
    0.6567163467407227,
    0.2613064646720886,
    0.2820512056350708,
    0.2384614795446396,
    0.3921567499637604,
    0.3168315887451172,
    0.37768232822418213,
    0.3414633274078369,
    0.35897424817085266,
    0.3584904372692108,
    0.2741115987300873,
    0.13496926426887512,
    0.31730762124061584,
    0.19791658222675323,
    0.2543351650238037,
    0.46753236651420593,
    0.30555546283721924,
    0.5608464479446411,
    0.2706766128540039,
    0.3494423031806946,
    0.1916166990995407,
    0.19742482900619507,
    0.1777777075767517,
    0.47474732995033264,
    0.46511611342430115,
    0.41666656732559204,
    0.17964066565036774,
    0.32352936267852783,
    0.5605534911155701,
    0.6078430414199829,
    0.57297283411026,
    0.1333332657814026,
    0.4869564175605774,
    0.35294109582901,
    0.3755101263523102,
    0.3594468832015991,
    0.672810971736908,
    0.4023667275905609,
    0.4311925768852234,
    0.3636362552642822,
    0.04878043383359909,
    0.25157222151756287,
    0.10909084230661392,
    0.3313608467578888,
    0.6905827522277832,
    0.5675674080848694,
    0.4799998700618744,
    0.5872339010238647,
    0.15384608507156372,
    0.41818171739578247,
    0.11320748925209045,
    0.5803107619285583,
    0.6118720173835754,
    0.18292675912380219,
    0.2037036269903183,
    0.30057793855667114,
    0.15476183593273163,
    0.2605363130569458,
    0.6927372813224792,
    0.364531934261322,
    0.21857915818691254,
    0.429447740316391,
    0.35454532504081726,
    0.36046499013900757,
    0.1442307084798813,
    0.33457237482070923,
    0.3067092001438141,
    0.40160635113716125,
    0.1891891211271286,
    0.239999920129776,
    0.539215624332428,
    0.4179103374481201,
    0.23437494039535522,
    0.3319147825241089,
    0.12121205031871796,
    0.3999998867511749
   ],
   "time": 159.5563619658351,
   "param": [
    {
     "p": 0.0652204155921936,
     "m": 1.0
    },
    {
     "p": 0.06425034254789352,
     "m": 1.0
    },
    {
     "p": 0.07687130570411682,
     "m": 1.0
    },
    {
     "p": 0.06956677883863449,
     "m": 1.0
    },
    {
     "p": 0.07167594879865646,
     "m": 1.0
    },
    {
     "p": 0.07199078053236008,
     "m": 1.0
    },
    {
     "p": 0.0806051567196846,
     "m": 1.0
    },
    {
     "p": 0.0770782083272934,
     "m": 1.0
    },
    {
     "p": 0.07102056592702866,
     "m": 1.0
    },
    {
     "p": 0.07289574295282364,
     "m": 1.0
    },
    {
     "p": 0.07599164545536041,
     "m": 1.0
    },
    {
     "p": 0.08099833130836487,
     "m": 1.0
    },
    {
     "p": 0.05879102647304535,
     "m": 1.0
    },
    {
     "p": 0.0630437508225441,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 152,
   "train_loss": 3.5135295391082764,
   "val_loss": 2.6267600059509277,
   "acc": 35.28,
   "f1": [
    0.6698563694953918,
    0.33532923460006714,
    0.2909089922904968,
    0.20883527398109436,
    0.1361255943775177,
    0.23958325386047363,
    0.351351261138916,
    0.37158459424972534,
    0.2980768382549286,
    0.45976996421813965,
    0.1509433388710022,
    0.22222214937210083,
    0.36585354804992676,
    0.19827578961849213,
    0.19108274579048157,
    0.2470587193965912,
    0.35071080923080444,
    0.4734298884868622,
    0.3414633274078369,
    0.3101603388786316,
    0.6043955087661743,
    0.4926470220088959,
    0.35359105467796326,
    0.5586591362953186,
    0.6476188898086548,
    0.26666659116744995,
    0.3043477535247803,
    0.23430955410003662,
    0.43636354804039,
    0.3314915895462036,
    0.40404030680656433,
    0.30864188075065613,
    0.3440859317779541,
    0.29473677277565,
    0.34999990463256836,
    0.14864858984947205,
    0.30578503012657166,
    0.2211054563522339,
    0.24908417463302612,
    0.46153831481933594,
    0.3220337927341461,
    0.5989303588867188,
    0.26361027359962463,
    0.34234222769737244,
    0.13846148550510406,
    0.26519328355789185,
    0.20740735530853271,
    0.486772358417511,
    0.44239622354507446,
    0.3882351815700531,
    0.10606056451797485,
    0.2880885899066925,
    0.5679011344909668,
    0.6031745076179504,
    0.5376343131065369,
    0.11494245380163193,
    0.5235601663589478,
    0.38709667325019836,
    0.3707316219806671,
    0.290502667427063,
    0.6779659986495972,
    0.42162150144577026,
    0.413043349981308,
    0.31050220131874084,
    0.06504061073064804,
    0.14012733101844788,
    0.11042939126491547,
    0.346666544675827,
    0.6985644102096558,
    0.5769229531288147,
    0.5284972786903381,
    0.596638560295105,
    0.15819202363491058,
    0.4299064576625824,
    0.14689259231090546,
    0.5514017343521118,
    0.620320737361908,
    0.19889496266841888,
    0.223776176571846,
    0.26041656732559204,
    0.11111105233430862,
    0.28440356254577637,
    0.6601940989494324,
    0.37158459424972534,
    0.2727271616458893,
    0.3907284140586853,
    0.39583319425582886,
    0.38181808590888977,
    0.14912275969982147,
    0.3143811821937561,
    0.2904563546180725,
    0.43349742889404297,
    0.16107375919818878,
    0.21621614694595337,
    0.5775399804115295,
    0.41573023796081543,
    0.3367346227169037,
    0.2426469922065735,
    0.10322573781013489,
    0.39325833320617676
   ],
   "time": 151.18538169376552,
   "param": [
    {
     "p": 0.0729488655924797,
     "m": 1.0
    },
    {
     "p": 0.07399514317512512,
     "m": 1.0
    },
    {
     "p": 0.08872707933187485,
     "m": 1.0
    },
    {
     "p": 0.06863873451948166,
     "m": 1.0
    },
    {
     "p": 0.06716147065162659,
     "m": 1.0
    },
    {
     "p": 0.08412683755159378,
     "m": 1.0
    },
    {
     "p": 0.06311621516942978,
     "m": 1.0
    },
    {
     "p": 0.07467249035835266,
     "m": 1.0
    },
    {
     "p": 0.06161845102906227,
     "m": 1.0
    },
    {
     "p": 0.06343646347522736,
     "m": 1.0
    },
    {
     "p": 0.0647532194852829,
     "m": 1.0
    },
    {
     "p": 0.06366503238677979,
     "m": 1.0
    },
    {
     "p": 0.07321964204311371,
     "m": 1.0
    },
    {
     "p": 0.07992034405469894,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 153,
   "train_loss": 4.122529983520508,
   "val_loss": 2.6992716789245605,
   "acc": 35.93,
   "f1": [
    0.6595743298530579,
    0.3976607024669647,
    0.2686566412448883,
    0.1818181276321411,
    0.1612902730703354,
    0.29213473200798035,
    0.3692306876182556,
    0.3195875287055969,
    0.3084111213684082,
    0.45833322405815125,
    0.10884349048137665,
    0.2682925760746002,
    0.37305691838264465,
    0.2211054563522339,
    0.24277448654174805,
    0.2906976044178009,
    0.42857128381729126,
    0.4607841968536377,
    0.32222211360931396,
    0.2807016372680664,
    0.6030149459838867,
    0.4562736749649048,
    0.32579174637794495,
    0.5847951769828796,
    0.6222221255302429,
    0.24137921631336212,
    0.31884050369262695,
    0.2262442708015442,
    0.418032705783844,
    0.3121950626373291,
    0.4069766402244568,
    0.32584258913993835,
    0.3861384987831116,
    0.34374991059303284,
    0.3318384885787964,
    0.19905206561088562,
    0.31372541189193726,
    0.211604043841362,
    0.2741115987300873,
    0.5350316762924194,
    0.2937852144241333,
    0.5523808598518372,
    0.32978713512420654,
    0.333333283662796,
    0.2099999338388443,
    0.24489788711071014,
    0.19780214130878448,
    0.45353153347969055,
    0.48167529702186584,
    0.4227641224861145,
    0.18072283267974854,
    0.3409089744091034,
    0.4949493706226349,
    0.6108372807502747,
    0.5673075914382935,
    0.1282050609588623,
    0.5614033341407776,
    0.3885713219642639,
    0.3654821515083313,
    0.3292180299758911,
    0.6785712838172913,
    0.42528724670410156,
    0.37499985098838806,
    0.3609755337238312,
    0.1242937222123146,
    0.27722764015197754,
    0.1759258508682251,
    0.3084576427936554,
    0.7182319164276123,
    0.5589519143104553,
    0.445652037858963,
    0.5645932555198669,
    0.15702472627162933,
    0.3557691276073456,
    0.15853650867938995,
    0.509090781211853,
    0.6504853367805481,
    0.1896551102399826,
    0.22222214937210083,
    0.31441038846969604,
    0.1257142275571823,
    0.2879376709461212,
    0.6432158946990967,
    0.34343424439430237,
    0.22222216427326202,
    0.42290738224983215,
    0.38502663373947144,
    0.4114284813404083,
    0.17283941805362701,
    0.31818172335624695,
    0.2696628272533417,
    0.48387083411216736,
    0.23478256165981293,
    0.2054053246974945,
    0.5539904832839966,
    0.44642844796180725,
    0.25730982422828674,
    0.30232545733451843,
    0.12499994784593582,
    0.41176459193229675
   ],
   "time": 156.6063869902864,
   "param": [
    {
     "p": 0.07665613293647766,
     "m": 1.0
    },
    {
     "p": 0.07830118387937546,
     "m": 1.0
    },
    {
     "p": 0.06824960559606552,
     "m": 1.0
    },
    {
     "p": 0.05808795243501663,
     "m": 1.0
    },
    {
     "p": 0.07725922763347626,
     "m": 1.0
    },
    {
     "p": 0.06572509557008743,
     "m": 1.0
    },
    {
     "p": 0.0774308368563652,
     "m": 1.0
    },
    {
     "p": 0.07133610546588898,
     "m": 1.0
    },
    {
     "p": 0.05989541858434677,
     "m": 1.0
    },
    {
     "p": 0.07130858302116394,
     "m": 1.0
    },
    {
     "p": 0.06718112528324127,
     "m": 1.0
    },
    {
     "p": 0.0763302892446518,
     "m": 1.0
    },
    {
     "p": 0.07487227767705917,
     "m": 1.0
    },
    {
     "p": 0.07736625522375107,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 154,
   "train_loss": 4.120874404907227,
   "val_loss": 2.589489698410034,
   "acc": 35.39,
   "f1": [
    0.6185566186904907,
    0.4052862524986267,
    0.29629623889923096,
    0.1307188868522644,
    0.15384608507156372,
    0.28571420907974243,
    0.3783782124519348,
    0.3798881769180298,
    0.37575745582580566,
    0.45544540882110596,
    0.1857142299413681,
    0.26190468668937683,
    0.3482586145401001,
    0.2248995453119278,
    0.2513660192489624,
    0.2147650271654129,
    0.3441859781742096,
    0.4621847867965698,
    0.3693692684173584,
    0.3090128004550934,
    0.5658535361289978,
    0.5155554413795471,
    0.3542855978012085,
    0.5380114912986755,
    0.7078649997711182,
    0.23913034796714783,
    0.2883720099925995,
    0.2357722967863083,
    0.3999998867511749,
    0.31034475564956665,
    0.382978618144989,
    0.3431951701641083,
    0.367346853017807,
    0.3636362552642822,
    0.3162054419517517,
    0.15748025476932526,
    0.3084576427936554,
    0.1789472997188568,
    0.17142851650714874,
    0.4907974302768707,
    0.3551400303840637,
    0.5592415928840637,
    0.3417084515094757,
    0.314606636762619,
    0.21874994039535522,
    0.18502195179462433,
    0.1558440923690796,
    0.4435482919216156,
    0.46153831481933594,
    0.37692299485206604,
    0.2233501821756363,
    0.3529410660266876,
    0.487046480178833,
    0.5306121706962585,
    0.5544553399085999,
    0.15384607017040253,
    0.525139570236206,
    0.31884050369262695,
    0.36470577120780945,
    0.30833324790000916,
    0.704761803150177,
    0.4150942265987396,
    0.45544540882110596,
    0.34482747316360474,
    0.12682920694351196,
    0.24598921835422516,
    0.11702121049165726,
    0.29473677277565,
    0.7196259498596191,
    0.5511810183525085,
    0.4161849021911621,
    0.6041665077209473,
    0.1524663120508194,
    0.3577980697154999,
    0.13043473660945892,
    0.5454544425010681,
    0.6568626165390015,
    0.24786315858364105,
    0.1985815018415451,
    0.24285705387592316,
    0.12612608075141907,
    0.26027390360832214,
    0.6823527216911316,
    0.3686273694038391,
    0.18978095054626465,
    0.41666656732559204,
    0.4278606176376343,
    0.45555540919303894,
    0.16589856147766113,
    0.3502824008464813,
    0.3102039694786072,
    0.487046480178833,
    0.24242417514324188,
    0.1899440735578537,
    0.547485888004303,
    0.4142010807991028,
    0.26190465688705444,
    0.3319837152957916,
    0.14503812789916992,
    0.40490788221359253
   ],
   "time": 154.67213161941618,
   "param": [
    {
     "p": 0.08952190726995468,
     "m": 1.0
    },
    {
     "p": 0.07429923117160797,
     "m": 1.0
    },
    {
     "p": 0.0556795597076416,
     "m": 1.0
    },
    {
     "p": 0.06328535079956055,
     "m": 1.0
    },
    {
     "p": 0.08642417192459106,
     "m": 1.0
    },
    {
     "p": 0.07244665920734406,
     "m": 1.0
    },
    {
     "p": 0.07576698809862137,
     "m": 1.0
    },
    {
     "p": 0.07446469366550446,
     "m": 1.0
    },
    {
     "p": 0.07000945508480072,
     "m": 1.0
    },
    {
     "p": 0.06237184256315231,
     "m": 1.0
    },
    {
     "p": 0.0612323060631752,
     "m": 1.0
    },
    {
     "p": 0.06538233906030655,
     "m": 1.0
    },
    {
     "p": 0.06506307423114777,
     "m": 1.0
    },
    {
     "p": 0.08405239135026932,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 155,
   "train_loss": 3.7103676795959473,
   "val_loss": 2.680596351623535,
   "acc": 35.46,
   "f1": [
    0.6153844594955444,
    0.3786981403827667,
    0.2547769844532013,
    0.20105813443660736,
    0.16370101273059845,
    0.29074883460998535,
    0.37804868817329407,
    0.36601296067237854,
    0.3529410660266876,
    0.4509802758693695,
    0.12499993294477463,
    0.2676055133342743,
    0.40322571992874146,
    0.19548864662647247,
    0.19791658222675323,
    0.23574136197566986,
    0.36956506967544556,
    0.4854367673397064,
    0.3707864284515381,
    0.25095051527023315,
    0.5304347276687622,
    0.5064376592636108,
    0.3376622498035431,
    0.5614033341407776,
    0.5999999642372131,
    0.26666656136512756,
    0.23357655107975006,
    0.19999992847442627,
    0.4812833070755005,
    0.30952370166778564,
    0.4083768427371979,
    0.28776970505714417,
    0.3578946590423584,
    0.31999993324279785,
    0.3225805461406708,
    0.19727885723114014,
    0.30769217014312744,
    0.2272726446390152,
    0.22222214937210083,
    0.527607262134552,
    0.3723403513431549,
    0.5267855525016785,
    0.3249998986721039,
    0.35443025827407837,
    0.19480513036251068,
    0.24390234053134918,
    0.19607838988304138,
    0.474226713180542,
    0.4897957742214203,
    0.4111110270023346,
    0.2099999338388443,
    0.31970250606536865,
    0.6033056974411011,
    0.5263157486915588,
    0.5137613415718079,
    0.11956514418125153,
    0.5443785786628723,
    0.32258057594299316,
    0.36464083194732666,
    0.3116881847381592,
    0.702702522277832,
    0.419999897480011,
    0.41884803771972656,
    0.3775508999824524,
    0.1414140909910202,
    0.22857137024402618,
    0.11627902090549469,
    0.291139155626297,
    0.7192116975784302,
    0.5603446960449219,
    0.42285704612731934,
    0.5999999046325684,
    0.15062755346298218,
    0.39301300048828125,
    0.13526564836502075,
    0.5486724376678467,
    0.6488887667655945,
    0.22346359491348267,
    0.21301770210266113,
    0.2953019142150879,
    0.1554403454065323,
    0.2693876624107361,
    0.6633164882659912,
    0.38541653752326965,
    0.20571422576904297,
    0.4022345542907715,
    0.34999993443489075,
    0.41095879673957825,
    0.10389603674411774,
    0.35714274644851685,
    0.30357134342193604,
    0.4949493706226349,
    0.20833326876163483,
    0.20430098474025726,
    0.5405403971672058,
    0.47572803497314453,
    0.27118635177612305,
    0.31632643938064575,
    0.13636359572410583,
    0.3409090042114258
   ],
   "time": 155.33625537436455,
   "param": [
    {
     "p": 0.0738457441329956,
     "m": 1.0
    },
    {
     "p": 0.0744708925485611,
     "m": 1.0
    },
    {
     "p": 0.06749265640974045,
     "m": 1.0
    },
    {
     "p": 0.08084280788898468,
     "m": 1.0
    },
    {
     "p": 0.07942609488964081,
     "m": 1.0
    },
    {
     "p": 0.06853713095188141,
     "m": 1.0
    },
    {
     "p": 0.07567813247442245,
     "m": 1.0
    },
    {
     "p": 0.06554437428712845,
     "m": 1.0
    },
    {
     "p": 0.05682279169559479,
     "m": 1.0
    },
    {
     "p": 0.08283969014883041,
     "m": 1.0
    },
    {
     "p": 0.07489129155874252,
     "m": 1.0
    },
    {
     "p": 0.06972555816173553,
     "m": 1.0
    },
    {
     "p": 0.06667707860469818,
     "m": 1.0
    },
    {
     "p": 0.06320568174123764,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 156,
   "train_loss": 3.67874813079834,
   "val_loss": 2.763108491897583,
   "acc": 35.55,
   "f1": [
    0.629441499710083,
    0.42512065172195435,
    0.29787227511405945,
    0.20202013850212097,
    0.16600783169269562,
    0.2524271011352539,
    0.38095226883888245,
    0.39325833320617676,
    0.3267325758934021,
    0.4509802758693695,
    0.16666661202907562,
    0.25116273760795593,
    0.35051536560058594,
    0.20765019953250885,
    0.23469379544258118,
    0.26455017924308777,
    0.3775508999824524,
    0.4999999403953552,
    0.3733331859111786,
    0.29743579030036926,
    0.5038167238235474,
    0.5208331942558289,
    0.33333322405815125,
    0.5202310085296631,
    0.5629627704620361,
    0.238805890083313,
    0.28846150636672974,
    0.16666659712791443,
    0.4507041275501251,
    0.3121386468410492,
    0.3885713219642639,
    0.29292917251586914,
    0.33333322405815125,
    0.2980768382549286,
    0.31249991059303284,
    0.15789467096328735,
    0.3043477535247803,
    0.1749999076128006,
    0.2561982572078705,
    0.4923075735569,
    0.29074883460998535,
    0.5446008443832397,
    0.31724128127098083,
    0.3771928548812866,
    0.22093015909194946,
    0.19383254647254944,
    0.18181811273097992,
    0.46274495124816895,
    0.48913031816482544,
    0.44444435834884644,
    0.193548321723938,
    0.3319500982761383,
    0.48309168219566345,
    0.5943394899368286,
    0.4659089744091034,
    0.14736837148666382,
    0.5287355184555054,
    0.3314915895462036,
    0.3783782720565796,
    0.3168315887451172,
    0.6345380544662476,
    0.4162435233592987,
    0.4324323236942291,
    0.33333325386047363,
    0.14193542301654816,
    0.23655906319618225,
    0.0967741310596466,
    0.34123215079307556,
    0.6754384636878967,
    0.5136185884475708,
    0.4907405972480774,
    0.5938863754272461,
    0.1445782482624054,
    0.33720916509628296,
    0.1449274718761444,
    0.5988698601722717,
    0.6296295523643494,
    0.17391297221183777,
    0.24083760380744934,
    0.34482747316360474,
    0.13829779624938965,
    0.2690582275390625,
    0.6560845375061035,
    0.3628317713737488,
    0.2117646485567093,
    0.45833322405815125,
    0.38541653752326965,
    0.40358731150627136,
    0.16326524317264557,
    0.31441038846969604,
    0.3068782389163971,
    0.4878047704696655,
    0.2065216600894928,
    0.17857135832309723,
    0.5287355184555054,
    0.4274192452430725,
    0.2780747711658478,
    0.36180898547172546,
    0.14406773447990417,
    0.3874344527721405
   ],
   "time": 152.03277831338346,
   "param": [
    {
     "p": 0.0697590634226799,
     "m": 1.0
    },
    {
     "p": 0.0811648815870285,
     "m": 1.0
    },
    {
     "p": 0.07132348418235779,
     "m": 1.0
    },
    {
     "p": 0.07286081463098526,
     "m": 1.0
    },
    {
     "p": 0.059489570558071136,
     "m": 1.0
    },
    {
     "p": 0.0756588950753212,
     "m": 1.0
    },
    {
     "p": 0.06124943494796753,
     "m": 1.0
    },
    {
     "p": 0.07644406706094742,
     "m": 1.0
    },
    {
     "p": 0.07477261871099472,
     "m": 1.0
    },
    {
     "p": 0.05863072723150253,
     "m": 1.0
    },
    {
     "p": 0.07817715406417847,
     "m": 1.0
    },
    {
     "p": 0.07014957815408707,
     "m": 1.0
    },
    {
     "p": 0.06451887637376785,
     "m": 1.0
    },
    {
     "p": 0.08580091595649719,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 157,
   "train_loss": 3.6364474296569824,
   "val_loss": 2.673912525177002,
   "acc": 36.05,
   "f1": [
    0.6599999070167542,
    0.3533833622932434,
    0.290502667427063,
    0.19607838988304138,
    0.1639343500137329,
    0.284671425819397,
    0.3939392864704132,
    0.3832334280014038,
    0.3711339235305786,
    0.44036686420440674,
    0.10852707922458649,
    0.26315784454345703,
    0.3170730471611023,
    0.25301194190979004,
    0.20134222507476807,
    0.212290421128273,
    0.37777766585350037,
    0.49999988079071045,
    0.4242423474788666,
    0.2699999213218689,
    0.6289306282997131,
    0.5206610560417175,
    0.345177561044693,
    0.5446807742118835,
    0.6086955070495605,
    0.2531644403934479,
    0.27272719144821167,
    0.21305835247039795,
    0.4632767140865326,
    0.35502949357032776,
    0.3804876506328583,
    0.33333322405815125,
    0.33720916509628296,
    0.35023030638694763,
    0.382978618144989,
    0.18784524500370026,
    0.31304338574409485,
    0.20408155024051666,
    0.2546815574169159,
    0.5235601663589478,
    0.29166656732559204,
    0.5853657722473145,
    0.2749998867511749,
    0.33333322405815125,
    0.17931029200553894,
    0.22360241413116455,
    0.20960691571235657,
    0.4222221076488495,
    0.4945053458213806,
    0.40935659408569336,
    0.16766461730003357,
    0.3171805441379547,
    0.5761588215827942,
    0.6017698049545288,
    0.4666665494441986,
    0.15757569670677185,
    0.45312491059303284,
    0.35602086782455444,
    0.3508771061897278,
    0.29940110445022583,
    0.6930691599845886,
    0.45054933428764343,
    0.44578301906585693,
    0.34042540192604065,
    0.13872826099395752,
    0.23853203654289246,
    0.1563517451286316,
    0.30303019285202026,
    0.6724136471748352,
    0.4709896445274353,
    0.48309168219566345,
    0.6299998760223389,
    0.14606735110282898,
    0.38056668639183044,
    0.11834313720464706,
    0.5766869187355042,
    0.6486485004425049,
    0.19999991357326508,
    0.22522515058517456,
    0.32222211360931396,
    0.16170208156108856,
    0.2583731412887573,
    0.6387433409690857,
    0.3841806650161743,
    0.2065216600894928,
    0.3783782720565796,
    0.3727271258831024,
    0.4361701011657715,
    0.17040351033210754,
    0.35294109582901,
    0.3225805461406708,
    0.5063289999961853,
    0.2577318847179413,
    0.1818181276321411,
    0.5514017343521118,
    0.4331796169281006,
    0.32467523217201233,
    0.3443707227706909,
    0.13017743825912476,
    0.3647797703742981
   ],
   "time": 152.86066271271557,
   "param": [
    {
     "p": 0.06585671752691269,
     "m": 1.0
    },
    {
     "p": 0.07549062371253967,
     "m": 1.0
    },
    {
     "p": 0.06886172294616699,
     "m": 1.0
    },
    {
     "p": 0.05521775782108307,
     "m": 1.0
    },
    {
     "p": 0.07605760544538498,
     "m": 1.0
    },
    {
     "p": 0.07554119825363159,
     "m": 1.0
    },
    {
     "p": 0.06553243100643158,
     "m": 1.0
    },
    {
     "p": 0.08682860434055328,
     "m": 1.0
    },
    {
     "p": 0.07159687578678131,
     "m": 1.0
    },
    {
     "p": 0.06978961825370789,
     "m": 1.0
    },
    {
     "p": 0.05998116359114647,
     "m": 1.0
    },
    {
     "p": 0.06952577084302902,
     "m": 1.0
    },
    {
     "p": 0.08183272182941437,
     "m": 1.0
    },
    {
     "p": 0.0778871476650238,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 158,
   "train_loss": 3.5604588985443115,
   "val_loss": 2.7784204483032227,
   "acc": 35.45,
   "f1": [
    0.7021275758743286,
    0.36458322405815125,
    0.24161066114902496,
    0.1379309892654419,
    0.1658536046743393,
    0.26600977778434753,
    0.364531934261322,
    0.3551400303840637,
    0.35071080923080444,
    0.4338623583316803,
    0.1398600935935974,
    0.23391805589199066,
    0.3858267068862915,
    0.19883033633232117,
    0.2181817591190338,
    0.2613064646720886,
    0.3977271616458893,
    0.5102879405021667,
    0.3285713195800781,
    0.28571420907974243,
    0.6113988757133484,
    0.4629628360271454,
    0.32978713512420654,
    0.5742572546005249,
    0.6927372813224792,
    0.24999991059303284,
    0.2870369255542755,
    0.2116401493549347,
    0.4266665577888489,
    0.3209875524044037,
    0.3421051502227783,
    0.2929935157299042,
    0.33128824830055237,
    0.32599109411239624,
    0.34716975688934326,
    0.19138747453689575,
    0.3076922297477722,
    0.23423415422439575,
    0.24451404809951782,
    0.5054942965507507,
    0.3249998986721039,
    0.5906734466552734,
    0.29523801803588867,
    0.28472214937210083,
    0.18025743961334229,
    0.2025315761566162,
    0.2116401493549347,
    0.45901623368263245,
    0.42857131361961365,
    0.46376800537109375,
    0.15853650867938995,
    0.30350184440612793,
    0.5874125361442566,
    0.5550238490104675,
    0.5102038979530334,
    0.1639343500137329,
    0.4647301733493805,
    0.34972667694091797,
    0.3444443643093109,
    0.29629623889923096,
    0.6947367191314697,
    0.432748407125473,
    0.45581385493278503,
    0.3195875287055969,
    0.11764698475599289,
    0.1951218843460083,
    0.11678827553987503,
    0.3529410660266876,
    0.718893826007843,
    0.5816324949264526,
    0.45128190517425537,
    0.5764704942703247,
    0.10144922137260437,
    0.38738730549812317,
    0.10126575827598572,
    0.5700933337211609,
    0.6759257912635803,
    0.1696968972682953,
    0.2525251507759094,
    0.2980768382549286,
    0.12222215533256531,
    0.27999991178512573,
    0.6820808053016663,
    0.4018263518810272,
    0.2312137931585312,
    0.39805811643600464,
    0.39560428261756897,
    0.3849371671676636,
    0.1916666179895401,
    0.2792791724205017,
    0.32835814356803894,
    0.49565204977989197,
    0.2559240758419037,
    0.17964066565036774,
    0.5311201810836792,
    0.4640882611274719,
    0.228571355342865,
    0.30303022265434265,
    0.06711404025554657,
    0.3878786563873291
   ],
   "time": 151.86801170930266,
   "param": [
    {
     "p": 0.04729507863521576,
     "m": 1.0
    },
    {
     "p": 0.0696815475821495,
     "m": 1.0
    },
    {
     "p": 0.08301716297864914,
     "m": 1.0
    },
    {
     "p": 0.0698535293340683,
     "m": 1.0
    },
    {
     "p": 0.07173238694667816,
     "m": 1.0
    },
    {
     "p": 0.07513187825679779,
     "m": 1.0
    },
    {
     "p": 0.08531586825847626,
     "m": 1.0
    },
    {
     "p": 0.06418940424919128,
     "m": 1.0
    },
    {
     "p": 0.05768458545207977,
     "m": 1.0
    },
    {
     "p": 0.059800051152706146,
     "m": 1.0
    },
    {
     "p": 0.07537706196308136,
     "m": 1.0
    },
    {
     "p": 0.07042402029037476,
     "m": 1.0
    },
    {
     "p": 0.08920350670814514,
     "m": 1.0
    },
    {
     "p": 0.08129389584064484,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 159,
   "train_loss": 4.108716011047363,
   "val_loss": 2.725693702697754,
   "acc": 35.61,
   "f1": [
    0.6871164441108704,
    0.3433475196361542,
    0.25870639085769653,
    0.19999992847442627,
    0.17142851650714874,
    0.24074065685272217,
    0.3636362552642822,
    0.348314493894577,
    0.37735840678215027,
    0.4585364758968353,
    0.17948710918426514,
    0.2348177433013916,
    0.3141360282897949,
    0.2258063703775406,
    0.19689112901687622,
    0.21621614694595337,
    0.41891881823539734,
    0.4824560582637787,
    0.36082467436790466,
    0.2566370666027069,
    0.49411752820014954,
    0.5020919442176819,
    0.3316582143306732,
    0.5922329425811768,
    0.6285713315010071,
    0.263374388217926,
    0.2513660192489624,
    0.20869559049606323,
    0.4046241343021393,
    0.2731276750564575,
    0.4120170772075653,
    0.35714277625083923,
    0.32034626603126526,
    0.31764698028564453,
    0.3459458649158478,
    0.13836471736431122,
    0.2987011969089508,
    0.2025315761566162,
    0.20799992978572845,
    0.5208331942558289,
    0.34123215079307556,
    0.5585584044456482,
    0.29059821367263794,
    0.30468741059303284,
    0.20091316103935242,
    0.20382159948349,
    0.18947362899780273,
    0.47524741291999817,
    0.47513800859451294,
    0.42857128381729126,
    0.1548386514186859,
    0.35454532504081726,
    0.5714284777641296,
    0.5615383386611938,
    0.5232557058334351,
    0.12865489721298218,
    0.48039206862449646,
    0.3499998450279236,
    0.38376373052597046,
    0.30232545733451843,
    0.7081338167190552,
    0.43956032395362854,
    0.4606740176677704,
    0.32075464725494385,
    0.15909084677696228,
    0.2444443702697754,
    0.1156068742275238,
    0.34482747316360474,
    0.6694213151931763,
    0.5201792120933533,
    0.4873095452785492,
    0.6071427464485168,
    0.1494252234697342,
    0.3797467052936554,
    0.15476183593273163,
    0.4895103871822357,
    0.583690881729126,
    0.16580304503440857,
    0.22598862648010254,
    0.2878786623477936,
    0.1360543668270111,
    0.2648082971572876,
    0.6222221255302429,
    0.4081631302833557,
    0.2275448441505432,
    0.4072396755218506,
    0.3843136429786682,
    0.4313724637031555,
    0.19631893932819366,
    0.3728812634944916,
    0.26540276408195496,
    0.44642844796180725,
    0.20472434163093567,
    0.17910441756248474,
    0.5217390060424805,
    0.4244603216648102,
    0.30456843972206116,
    0.3251230716705322,
    0.12380944937467575,
    0.3459458649158478
   ],
   "time": 158.41198678407818,
   "param": [
    {
     "p": 0.07976754754781723,
     "m": 1.0
    },
    {
     "p": 0.06719090044498444,
     "m": 1.0
    },
    {
     "p": 0.06999055296182632,
     "m": 1.0
    },
    {
     "p": 0.0675194039940834,
     "m": 1.0
    },
    {
     "p": 0.0821668952703476,
     "m": 1.0
    },
    {
     "p": 0.07802330702543259,
     "m": 1.0
    },
    {
     "p": 0.07536473870277405,
     "m": 1.0
    },
    {
     "p": 0.06840190291404724,
     "m": 1.0
    },
    {
     "p": 0.05703991279006004,
     "m": 1.0
    },
    {
     "p": 0.06388378888368607,
     "m": 1.0
    },
    {
     "p": 0.06513014435768127,
     "m": 1.0
    },
    {
     "p": 0.08685338497161865,
     "m": 1.0
    },
    {
     "p": 0.06427744030952454,
     "m": 1.0
    },
    {
     "p": 0.07439006119966507,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 160,
   "train_loss": 3.6393980979919434,
   "val_loss": 2.86067795753479,
   "acc": 35.23,
   "f1": [
    0.6428569555282593,
    0.39548009634017944,
    0.2944161295890808,
    0.22499993443489075,
    0.14232203364372253,
    0.22413785755634308,
    0.38095223903656006,
    0.3832334280014038,
    0.3578946590423584,
    0.4854367673397064,
    0.15789468586444855,
    0.23255807161331177,
    0.3711339235305786,
    0.25165554881095886,
    0.20382159948349,
    0.24113468825817108,
    0.39560428261756897,
    0.4631577730178833,
    0.30952370166778564,
    0.2682925760746002,
    0.5495494604110718,
    0.47761186957359314,
    0.3069306015968323,
    0.553672194480896,
    0.6180256605148315,
    0.21126753091812134,
    0.24793381989002228,
    0.1775147169828415,
    0.42857128381729126,
    0.29166659712791443,
    0.367346853017807,
    0.32472315430641174,
    0.3894736170768738,
    0.3534882664680481,
    0.2949639558792114,
    0.1333332657814026,
    0.3493974804878235,
    0.21333326399326324,
    0.21965309977531433,
    0.45901623368263245,
    0.3148147463798523,
    0.6444442868232727,
    0.300884872674942,
    0.2505398988723755,
    0.21468918025493622,
    0.2091502547264099,
    0.1749999076128006,
    0.4541061818599701,
    0.5339365601539612,
    0.396135151386261,
    0.15476183593273163,
    0.36619704961776733,
    0.5326631665229797,
    0.5991188287734985,
    0.525139570236206,
    0.14193542301654816,
    0.5094338655471802,
    0.3315507173538208,
    0.4069766402244568,
    0.31249991059303284,
    0.6808508634567261,
    0.39490434527397156,
    0.4338623583316803,
    0.3069306015968323,
    0.12030071020126343,
    0.25555548071861267,
    0.11111105233430862,
    0.28820955753326416,
    0.7439612150192261,
    0.5327510237693787,
    0.43678146600723267,
    0.6122447848320007,
    0.16091948747634888,
    0.3389829397201538,
    0.16883111000061035,
    0.5619046092033386,
    0.6126124858856201,
    0.1764705330133438,
    0.253807008266449,
    0.3286384046077728,
    0.19480513036251068,
    0.2695034444332123,
    0.6448085904121399,
    0.34736835956573486,
    0.19277101755142212,
    0.3999998867511749,
    0.39166659116744995,
    0.42162150144577026,
    0.13829779624938965,
    0.3399999141693115,
    0.35467973351478577,
    0.49214646220207214,
    0.26600977778434753,
    0.2101166695356369,
    0.5247147083282471,
    0.42580634355545044,
    0.31386852264404297,
    0.27681654691696167,
    0.15315312147140503,
    0.3314284682273865
   ],
   "time": 161.93879680428654,
   "param": [
    {
     "p": 0.07148529589176178,
     "m": 1.0
    },
    {
     "p": 0.07075684517621994,
     "m": 1.0
    },
    {
     "p": 0.07605265080928802,
     "m": 1.0
    },
    {
     "p": 0.07669785618782043,
     "m": 1.0
    },
    {
     "p": 0.07602564990520477,
     "m": 1.0
    },
    {
     "p": 0.07351180911064148,
     "m": 1.0
    },
    {
     "p": 0.08832307159900665,
     "m": 1.0
    },
    {
     "p": 0.08321963250637054,
     "m": 1.0
    },
    {
     "p": 0.0638853907585144,
     "m": 1.0
    },
    {
     "p": 0.05721424147486687,
     "m": 1.0
    },
    {
     "p": 0.06428993493318558,
     "m": 1.0
    },
    {
     "p": 0.07491263747215271,
     "m": 1.0
    },
    {
     "p": 0.056150294840335846,
     "m": 1.0
    },
    {
     "p": 0.06747451424598694,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 161,
   "train_loss": 3.7724156379699707,
   "val_loss": 2.77199125289917,
   "acc": 36.31,
   "f1": [
    0.6633662581443787,
    0.3599999248981476,
    0.2774565517902374,
    0.2357722967863083,
    0.16101689636707306,
    0.29059821367263794,
    0.38043469190597534,
    0.41975298523902893,
    0.3599999248981476,
    0.47619035840034485,
    0.13008125126361847,
    0.23293164372444153,
    0.38043469190597534,
    0.2097901701927185,
    0.2464454174041748,
    0.25945934653282166,
    0.364531934261322,
    0.4589039981365204,
    0.324607253074646,
    0.2845849096775055,
    0.620320737361908,
    0.4954127371311188,
    0.3352600038051605,
    0.5869563817977905,
    0.6278025507926941,
    0.2444443702697754,
    0.2722512185573578,
    0.2165604531764984,
    0.46938762068748474,
    0.30057793855667114,
    0.40796008706092834,
    0.3016759157180786,
    0.32160791754722595,
    0.3240739703178406,
    0.3629031479358673,
    0.2076922506093979,
    0.2783504128456116,
    0.23300965130329132,
    0.23255808651447296,
    0.5283017754554749,
    0.3024389147758484,
    0.5454544425010681,
    0.32388654351234436,
    0.36051490902900696,
    0.12598420679569244,
    0.2585032880306244,
    0.14754094183444977,
    0.43598607182502747,
    0.42914968729019165,
    0.46093741059303284,
    0.21359217166900635,
    0.3636362552642822,
    0.566037654876709,
    0.5906734466552734,
    0.4897957742214203,
    0.14285707473754883,
    0.4999999403953552,
    0.38674020767211914,
    0.36082467436790466,
    0.3066665530204773,
    0.7120417356491089,
    0.4382021129131317,
    0.4541061818599701,
    0.3203882575035095,
    0.12658220529556274,
    0.2558138370513916,
    0.16279062628746033,
    0.3478259742259979,
    0.729999840259552,
    0.577777624130249,
    0.4823527932167053,
    0.5882351398468018,
    0.18502195179462433,
    0.30769217014312744,
    0.2117646485567093,
    0.5081965923309326,
    0.6153844594955444,
    0.18404902517795563,
    0.24539868533611298,
    0.33463025093078613,
    0.15277770161628723,
    0.31168824434280396,
    0.6666664481163025,
    0.35365843772888184,
    0.17679551243782043,
    0.41711217164993286,
    0.40217384696006775,
    0.4410255253314972,
    0.16513754427433014,
    0.34586456418037415,
    0.32713744044303894,
    0.4537814259529114,
    0.14285707473754883,
    0.21719448268413544,
    0.5579397678375244,
    0.423912912607193,
    0.3186812400817871,
    0.2804426848888397,
    0.14814810454845428,
    0.3999999165534973
   ],
   "time": 160.01244321186095,
   "param": [
    {
     "p": 0.07912644743919373,
     "m": 1.0
    },
    {
     "p": 0.06171917915344238,
     "m": 1.0
    },
    {
     "p": 0.07934112101793289,
     "m": 1.0
    },
    {
     "p": 0.07380039244890213,
     "m": 1.0
    },
    {
     "p": 0.07439010590314865,
     "m": 1.0
    },
    {
     "p": 0.07804469764232635,
     "m": 1.0
    },
    {
     "p": 0.0652465894818306,
     "m": 1.0
    },
    {
     "p": 0.07041707634925842,
     "m": 1.0
    },
    {
     "p": 0.07282691448926926,
     "m": 1.0
    },
    {
     "p": 0.08041936904191971,
     "m": 1.0
    },
    {
     "p": 0.06094616651535034,
     "m": 1.0
    },
    {
     "p": 0.07406673580408096,
     "m": 1.0
    },
    {
     "p": 0.06034700199961662,
     "m": 1.0
    },
    {
     "p": 0.06930813193321228,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 162,
   "train_loss": 3.848004102706909,
   "val_loss": 2.816115379333496,
   "acc": 35.41,
   "f1": [
    0.666666567325592,
    0.3923443853855133,
    0.14634142816066742,
    0.20270265638828278,
    0.17142853140830994,
    0.2244897335767746,
    0.4020099639892578,
    0.4433496594429016,
    0.33333322405815125,
    0.4221104085445404,
    0.13836471736431122,
    0.24999991059303284,
    0.3267325758934021,
    0.22429899871349335,
    0.2181817591190338,
    0.2616821527481079,
    0.3832334280014038,
    0.49999988079071045,
    0.3373492956161499,
    0.2598869204521179,
    0.5824174284934998,
    0.49814119935035706,
    0.29677411913871765,
    0.49350637197494507,
    0.6572768688201904,
    0.2658226788043976,
    0.25688064098358154,
    0.15384609997272491,
    0.3783782124519348,
    0.32214754819869995,
    0.36956506967544556,
    0.3406592309474945,
    0.3502824008464813,
    0.31275710463523865,
    0.364531934261322,
    0.09374994784593582,
    0.24137921631336212,
    0.17834389209747314,
    0.21296289563179016,
    0.5240640044212341,
    0.26027387380599976,
    0.6187844276428223,
    0.327868789434433,
    0.3063828945159912,
    0.18518511950969696,
    0.2624998986721039,
    0.1854303926229477,
    0.43881845474243164,
    0.5048542022705078,
    0.43382343649864197,
    0.15819202363491058,
    0.2968197166919708,
    0.5309733152389526,
    0.5936071872711182,
    0.5071768760681152,
    0.12949635088443756,
    0.47120407223701477,
    0.3139533996582031,
    0.2987011969089508,
    0.32195112109184265,
    0.6926827430725098,
    0.4705881178379059,
    0.4656083285808563,
    0.3502824008464813,
    0.12307685613632202,
    0.2677823603153229,
    0.14925366640090942,
    0.3135133981704712,
    0.7022221088409424,
    0.5447153449058533,
    0.4662575423717499,
    0.575107216835022,
    0.17142851650714874,
    0.3711339235305786,
    0.17283941805362701,
    0.5675674080848694,
    0.5978259444236755,
    0.21590900421142578,
    0.22966498136520386,
    0.32183900475502014,
    0.1379309892654419,
    0.25777769088745117,
    0.6504853367805481,
    0.34736835956573486,
    0.239520862698555,
    0.4670049846172333,
    0.41711217164993286,
    0.3999998867511749,
    0.11688306927680969,
    0.3592231869697571,
    0.33333325386047363,
    0.5208331942558289,
    0.22330091893672943,
    0.23170723021030426,
    0.5863873362541199,
    0.47236168384552,
    0.27678564190864563,
    0.3542855978012085,
    0.16216212511062622,
    0.40659332275390625
   ],
   "time": 158.06143033038825,
   "param": [
    {
     "p": 0.08000217378139496,
     "m": 1.0
    },
    {
     "p": 0.06004991754889488,
     "m": 1.0
    },
    {
     "p": 0.08113308995962143,
     "m": 1.0
    },
    {
     "p": 0.074354387819767,
     "m": 1.0
    },
    {
     "p": 0.0777764543890953,
     "m": 1.0
    },
    {
     "p": 0.07707430422306061,
     "m": 1.0
    },
    {
     "p": 0.07923457026481628,
     "m": 1.0
    },
    {
     "p": 0.07351043075323105,
     "m": 1.0
    },
    {
     "p": 0.05490420386195183,
     "m": 1.0
    },
    {
     "p": 0.07104834914207458,
     "m": 1.0
    },
    {
     "p": 0.06859024614095688,
     "m": 1.0
    },
    {
     "p": 0.06870794296264648,
     "m": 1.0
    },
    {
     "p": 0.06423456221818924,
     "m": 1.0
    },
    {
     "p": 0.06937938928604126,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 163,
   "train_loss": 3.77872633934021,
   "val_loss": 2.723372459411621,
   "acc": 35.85,
   "f1": [
    0.6666665077209473,
    0.3999998867511749,
    0.3016759157180786,
    0.20111726224422455,
    0.1660376787185669,
    0.24999989569187164,
    0.3943661153316498,
    0.3563217520713806,
    0.37558677792549133,
    0.43678146600723267,
    0.1449274718761444,
    0.29268282651901245,
    0.3577980697154999,
    0.20202013850212097,
    0.21590900421142578,
    0.23170723021030426,
    0.390243798494339,
    0.4303796589374542,
    0.3867923319339752,
    0.3157893717288971,
    0.5643563270568848,
    0.46557366847991943,
    0.3272726535797119,
    0.6057141423225403,
    0.6233765482902527,
    0.23076915740966797,
    0.31390124559402466,
    0.1899440735578537,
    0.44559577107429504,
    0.3111110329627991,
    0.37004393339157104,
    0.29850736260414124,
    0.4099377691745758,
    0.32258057594299316,
    0.3234041631221771,
    0.1556885540485382,
    0.31050220131874084,
    0.1812865287065506,
    0.26086947321891785,
    0.5482232570648193,
    0.29213473200798035,
    0.5617976188659668,
    0.31050220131874084,
    0.29268282651901245,
    0.210526242852211,
    0.2256409376859665,
    0.18390797078609467,
    0.46874985098838806,
    0.46351921558380127,
    0.4629628360271454,
    0.17573215067386627,
    0.35294109582901,
    0.5957446098327637,
    0.6321242451667786,
    0.5360823273658752,
    0.18181811273097992,
    0.5229355692863464,
    0.3726707398891449,
    0.3832334280014038,
    0.322274774312973,
    0.6910993456840515,
    0.4339621663093567,
    0.4745761454105377,
    0.34042540192604065,
    0.10894935578107834,
    0.23312875628471375,
    0.1499999612569809,
    0.3311257064342499,
    0.7199999094009399,
    0.5686272978782654,
    0.49484527111053467,
    0.6030149459838867,
    0.15189868211746216,
    0.3894736170768738,
    0.12972965836524963,
    0.5664739012718201,
    0.6113988757133484,
    0.1509433388710022,
    0.2462686002254486,
    0.3482586145401001,
    0.1696968972682953,
    0.2949639558792114,
    0.6774192452430725,
    0.35675665736198425,
    0.24701185524463654,
    0.40178558230400085,
    0.4313724637031555,
    0.4293783903121948,
    0.19801978766918182,
    0.33497530221939087,
    0.3319147825241089,
    0.4907405972480774,
    0.20087330043315887,
    0.21621613204479218,
    0.5263157486915588,
    0.4311925768852234,
    0.32291656732559204,
    0.29714274406433105,
    0.08917191624641418,
    0.36129021644592285
   ],
   "time": 155.95597295928746,
   "param": [
    {
     "p": 0.0720001831650734,
     "m": 1.0
    },
    {
     "p": 0.06576473265886307,
     "m": 1.0
    },
    {
     "p": 0.07107654213905334,
     "m": 1.0
    },
    {
     "p": 0.07556070387363434,
     "m": 1.0
    },
    {
     "p": 0.07586518675088882,
     "m": 1.0
    },
    {
     "p": 0.07148244231939316,
     "m": 1.0
    },
    {
     "p": 0.07661048322916031,
     "m": 1.0
    },
    {
     "p": 0.08790689706802368,
     "m": 1.0
    },
    {
     "p": 0.07105343788862228,
     "m": 1.0
    },
    {
     "p": 0.07182773947715759,
     "m": 1.0
    },
    {
     "p": 0.06419418752193451,
     "m": 1.0
    },
    {
     "p": 0.06226638704538345,
     "m": 1.0
    },
    {
     "p": 0.05858617648482323,
     "m": 1.0
    },
    {
     "p": 0.0758049413561821,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 164,
   "train_loss": 3.814213991165161,
   "val_loss": 2.770049571990967,
   "acc": 35.74,
   "f1": [
    0.6666665077209473,
    0.39215680956840515,
    0.271493136882782,
    0.1558440923690796,
    0.13978487253189087,
    0.29629620909690857,
    0.40217384696006775,
    0.40975597500801086,
    0.33333325386047363,
    0.4432430863380432,
    0.16107375919818878,
    0.16793887317180634,
    0.333333283662796,
    0.19230762124061584,
    0.228571355342865,
    0.26190468668937683,
    0.3775508999824524,
    0.49565204977989197,
    0.33333325386047363,
    0.28402355313301086,
    0.5673075914382935,
    0.5078123807907104,
    0.3024389147758484,
    0.6171427369117737,
    0.6325579881668091,
    0.262857049703598,
    0.20689649879932404,
    0.1864406168460846,
    0.4150942265987396,
    0.27777767181396484,
    0.3823528587818146,
    0.32584258913993835,
    0.31638407707214355,
    0.3147207200527191,
    0.3039999008178711,
    0.16140346229076385,
    0.30456843972206116,
    0.21590900421142578,
    0.24096378684043884,
    0.5520831942558289,
    0.3097344636917114,
    0.5684208869934082,
    0.28947362303733826,
    0.3599999248981476,
    0.19689112901687622,
    0.1799999475479126,
    0.21969690918922424,
    0.49523797631263733,
    0.4814813435077667,
    0.43835610151290894,
    0.16083911061286926,
    0.2989323139190674,
    0.6050419211387634,
    0.5506072044372559,
    0.5297296643257141,
    0.1857142299413681,
    0.4329267740249634,
    0.36158180236816406,
    0.42639580368995667,
    0.26900574564933777,
    0.697435736656189,
    0.3908045291900635,
    0.44970402121543884,
    0.3809523284435272,
    0.14432983100414276,
    0.231999933719635,
    0.13725484907627106,
    0.34374991059303284,
    0.7511736154556274,
    0.5207546353340149,
    0.44067782163619995,
    0.5957446098327637,
    0.1657457947731018,
    0.3374998867511749,
    0.18497103452682495,
    0.5446807742118835,
    0.6285713315010071,
    0.2091502547264099,
    0.27118635177612305,
    0.24657529592514038,
    0.11188805103302002,
    0.2526314854621887,
    0.6562498807907104,
    0.3543306291103363,
    0.23312875628471375,
    0.3950616121292114,
    0.4158414602279663,
    0.41717782616615295,
    0.1916166990995407,
    0.3686273694038391,
    0.33928561210632324,
    0.5130888819694519,
    0.18518511950969696,
    0.2256409376859665,
    0.5299144387245178,
    0.41379299759864807,
    0.38144323229789734,
    0.336633563041687,
    0.11224482953548431,
    0.329268217086792
   ],
   "time": 156.51747920177877,
   "param": [
    {
     "p": 0.07101168483495712,
     "m": 1.0
    },
    {
     "p": 0.06994522362947464,
     "m": 1.0
    },
    {
     "p": 0.08172343671321869,
     "m": 1.0
    },
    {
     "p": 0.0649014264345169,
     "m": 1.0
    },
    {
     "p": 0.08529658615589142,
     "m": 1.0
    },
    {
     "p": 0.06679211556911469,
     "m": 1.0
    },
    {
     "p": 0.06833045929670334,
     "m": 1.0
    },
    {
     "p": 0.07079275697469711,
     "m": 1.0
    },
    {
     "p": 0.06253080815076828,
     "m": 1.0
    },
    {
     "p": 0.06912397593259811,
     "m": 1.0
    },
    {
     "p": 0.07094582915306091,
     "m": 1.0
    },
    {
     "p": 0.0740138441324234,
     "m": 1.0
    },
    {
     "p": 0.07170550525188446,
     "m": 1.0
    },
    {
     "p": 0.07288631051778793,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 165,
   "train_loss": 3.922121047973633,
   "val_loss": 2.776623010635376,
   "acc": 35.53,
   "f1": [
    0.6632122993469238,
    0.4086019992828369,
    0.2661289572715759,
    0.21596238017082214,
    0.16292130947113037,
    0.2762430012226105,
    0.3435581922531128,
    0.4024389386177063,
    0.3119999170303345,
    0.43781083822250366,
    0.14705875515937805,
    0.20833326876163483,
    0.3049326539039612,
    0.17073164880275726,
    0.25301194190979004,
    0.22522515058517456,
    0.34579432010650635,
    0.43956032395362854,
    0.3289472758769989,
    0.3934425115585327,
    0.5470084547996521,
    0.5132741928100586,
    0.31999990344047546,
    0.56043940782547,
    0.6127658486366272,
    0.2475246638059616,
    0.3101603388786316,
    0.2374998927116394,
    0.4269661605358124,
    0.29473677277565,
    0.37908485531806946,
    0.34579432010650635,
    0.3583814203739166,
    0.32539674639701843,
    0.32456132769584656,
    0.15204671025276184,
    0.2962961792945862,
    0.1971830278635025,
    0.2605862617492676,
    0.40740731358528137,
    0.3286384046077728,
    0.5989303588867188,
    0.2873562276363373,
    0.29473674297332764,
    0.1777777075767517,
    0.2236841470003128,
    0.19480513036251068,
    0.46445485949516296,
    0.4192439019680023,
    0.4210525155067444,
    0.19767434895038605,
    0.3208555281162262,
    0.6194689869880676,
    0.6167399883270264,
    0.5096152424812317,
    0.1325300633907318,
    0.5624998807907104,
    0.36904752254486084,
    0.40609124302864075,
    0.3289472758769989,
    0.6499997973442078,
    0.4102562963962555,
    0.44444432854652405,
    0.3473052978515625,
    0.1395348161458969,
    0.2723403573036194,
    0.12711858749389648,
    0.33333322405815125,
    0.675324559211731,
    0.531745970249176,
    0.4777776598930359,
    0.5999999046325684,
    0.1704544872045517,
    0.3286384046077728,
    0.1898733526468277,
    0.5911328792572021,
    0.6540283560752869,
    0.19047611951828003,
    0.2094240039587021,
    0.2793295085430145,
    0.09999993443489075,
    0.28415289521217346,
    0.6704543232917786,
    0.33918121457099915,
    0.21698106825351715,
    0.390243798494339,
    0.43269219994544983,
    0.3946187198162079,
    0.14473678171634674,
    0.34351134300231934,
    0.2589530944824219,
    0.5681816935539246,
    0.1768706887960434,
    0.22346359491348267,
    0.5241934061050415,
    0.4811319410800934,
    0.22222213447093964,
    0.3285022974014282,
    0.1501975655555725,
    0.3636362552642822
   ],
   "time": 156.18841506913304,
   "param": [
    {
     "p": 0.05806118622422218,
     "m": 1.0
    },
    {
     "p": 0.06800811737775803,
     "m": 1.0
    },
    {
     "p": 0.07636825740337372,
     "m": 1.0
    },
    {
     "p": 0.07469864189624786,
     "m": 1.0
    },
    {
     "p": 0.07309701293706894,
     "m": 1.0
    },
    {
     "p": 0.08261557668447495,
     "m": 1.0
    },
    {
     "p": 0.0673091858625412,
     "m": 1.0
    },
    {
     "p": 0.06984736025333405,
     "m": 1.0
    },
    {
     "p": 0.06576385349035263,
     "m": 1.0
    },
    {
     "p": 0.058923814445734024,
     "m": 1.0
    },
    {
     "p": 0.06639429926872253,
     "m": 1.0
    },
    {
     "p": 0.07149184495210648,
     "m": 1.0
    },
    {
     "p": 0.07723964005708694,
     "m": 1.0
    },
    {
     "p": 0.09018128365278244,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 166,
   "train_loss": 3.454892873764038,
   "val_loss": 2.8166494369506836,
   "acc": 35.53,
   "f1": [
    0.6927372813224792,
    0.3940885663032532,
    0.30097079277038574,
    0.15714280307292938,
    0.16267937421798706,
    0.2575756907463074,
    0.36601296067237854,
    0.3775508999824524,
    0.38578668236732483,
    0.45569607615470886,
    0.14634142816066742,
    0.2647058069705963,
    0.3849371671676636,
    0.17241372168064117,
    0.24175815284252167,
    0.2129032015800476,
    0.3714284896850586,
    0.4927534759044647,
    0.35675665736198425,
    0.25490185618400574,
    0.5701355934143066,
    0.48888877034187317,
    0.3251230716705322,
    0.53987717628479,
    0.6737966537475586,
    0.19047611951828003,
    0.30769219994544983,
    0.22598862648010254,
    0.40217384696006775,
    0.300429105758667,
    0.38502663373947144,
    0.32034626603126526,
    0.39560428261756897,
    0.3425924777984619,
    0.2598424553871155,
    0.1219511553645134,
    0.3414633274078369,
    0.22797919809818268,
    0.23478256165981293,
    0.4645159840583801,
    0.25531908869743347,
    0.528846025466919,
    0.27218925952911377,
    0.3115941286087036,
    0.17834389209747314,
    0.19444438815116882,
    0.20105813443660736,
    0.4153004288673401,
    0.4799998700618744,
    0.4262293577194214,
    0.1754385232925415,
    0.2905404567718506,
    0.5714284777641296,
    0.6074764728546143,
    0.5490195155143738,
    0.18497103452682495,
    0.5217390656471252,
    0.3625729978084564,
    0.40641695261001587,
    0.3047617971897125,
    0.7064675688743591,
    0.4615383446216583,
    0.46376800537109375,
    0.32258057594299316,
    0.10362687706947327,
    0.23529404401779175,
    0.09333327412605286,
    0.3351954519748688,
    0.7289717793464661,
    0.6103284358978271,
    0.48387083411216736,
    0.6139533519744873,
    0.13872826099395752,
    0.39378228783607483,
    0.11688306927680969,
    0.582914412021637,
    0.6268655061721802,
    0.18181811273097992,
    0.2214285135269165,
    0.34374991059303284,
    0.1818181276321411,
    0.2716980576515198,
    0.623255729675293,
    0.36018943786621094,
    0.2258063703775406,
    0.40174663066864014,
    0.3923443853855133,
    0.3763439953327179,
    0.17766493558883667,
    0.3448275029659271,
    0.3232322335243225,
    0.48214277625083923,
    0.2021275758743286,
    0.2046510875225067,
    0.5714284777641296,
    0.47398826479911804,
    0.3425924777984619,
    0.348314493894577,
    0.12435225397348404,
    0.3678159713745117
   ],
   "time": 155.17992868926376,
   "param": [
    {
     "p": 0.0607556514441967,
     "m": 1.0
    },
    {
     "p": 0.07592558860778809,
     "m": 1.0
    },
    {
     "p": 0.08463162928819656,
     "m": 1.0
    },
    {
     "p": 0.07410599291324615,
     "m": 1.0
    },
    {
     "p": 0.054152730852365494,
     "m": 1.0
    },
    {
     "p": 0.07666701823472977,
     "m": 1.0
    },
    {
     "p": 0.07532162964344025,
     "m": 1.0
    },
    {
     "p": 0.07572392374277115,
     "m": 1.0
    },
    {
     "p": 0.07691687345504761,
     "m": 1.0
    },
    {
     "p": 0.06313832104206085,
     "m": 1.0
    },
    {
     "p": 0.06455270946025848,
     "m": 1.0
    },
    {
     "p": 0.0751204714179039,
     "m": 1.0
    },
    {
     "p": 0.07274527102708817,
     "m": 1.0
    },
    {
     "p": 0.07024227827787399,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 167,
   "train_loss": 4.128627777099609,
   "val_loss": 2.6913387775421143,
   "acc": 35.52,
   "f1": [
    0.6596857309341431,
    0.3880595862865448,
    0.2749998867511749,
    0.1768706887960434,
    0.14229243993759155,
    0.2485205978155136,
    0.37288129329681396,
    0.4120602011680603,
    0.34977567195892334,
    0.4170615077018738,
    0.14285707473754883,
    0.2251655012369156,
    0.33333322405815125,
    0.24137921631336212,
    0.2643677294254303,
    0.2117646485567093,
    0.39805811643600464,
    0.505154550075531,
    0.3627450466156006,
    0.2949307858943939,
    0.5019606351852417,
    0.4905659258365631,
    0.290502667427063,
    0.6086955666542053,
    0.604255199432373,
    0.22950810194015503,
    0.2882882058620453,
    0.21556879580020905,
    0.436893105506897,
    0.32124343514442444,
    0.3478259742259979,
    0.32183897495269775,
    0.32804223895072937,
    0.30270257592201233,
    0.29803910851478577,
    0.1913042813539505,
    0.3473052978515625,
    0.1854303926229477,
    0.2521738111972809,
    0.46575334668159485,
    0.3135133981704712,
    0.6327682137489319,
    0.2719297707080841,
    0.3119999170303345,
    0.1395348310470581,
    0.24050623178482056,
    0.19095470011234283,
    0.4855490028858185,
    0.5048542022705078,
    0.40170925855636597,
    0.18497103452682495,
    0.3287670314311981,
    0.5857739448547363,
    0.5991901755332947,
    0.5079363584518433,
    0.15469607710838318,
    0.5560973882675171,
    0.3469386696815491,
    0.4161849021911621,
    0.309278279542923,
    0.6799998879432678,
    0.44303786754608154,
    0.467661589384079,
    0.3594468832015991,
    0.11224482953548431,
    0.20338977873325348,
    0.11827950179576874,
    0.3018867075443268,
    0.7058822512626648,
    0.577777624130249,
    0.4198893904685974,
    0.5595853924751282,
    0.12380944937467575,
    0.396135151386261,
    0.17142851650714874,
    0.5756096839904785,
    0.6326529383659363,
    0.14084501564502716,
    0.21960778534412384,
    0.3409090042114258,
    0.11881181597709656,
    0.26540276408195496,
    0.6702701449394226,
    0.38647329807281494,
    0.211055189371109,
    0.37433144450187683,
    0.4137929677963257,
    0.4232803285121918,
    0.19095470011234283,
    0.29179325699806213,
    0.3050846457481384,
    0.4884791076183319,
    0.2105262726545334,
    0.20634914934635162,
    0.5887445211410522,
    0.45714277029037476,
    0.34736835956573486,
    0.29629623889923096,
    0.09958500415086746,
    0.3565216362476349
   ],
   "time": 158.03494171518832,
   "param": [
    {
     "p": 0.06781774014234543,
     "m": 1.0
    },
    {
     "p": 0.06782225519418716,
     "m": 1.0
    },
    {
     "p": 0.06895429641008377,
     "m": 1.0
    },
    {
     "p": 0.06548270583152771,
     "m": 1.0
    },
    {
     "p": 0.06213846430182457,
     "m": 1.0
    },
    {
     "p": 0.07414089888334274,
     "m": 1.0
    },
    {
     "p": 0.07482533156871796,
     "m": 1.0
    },
    {
     "p": 0.07949446141719818,
     "m": 1.0
    },
    {
     "p": 0.07275193184614182,
     "m": 1.0
    },
    {
     "p": 0.0678824707865715,
     "m": 1.0
    },
    {
     "p": 0.08002042770385742,
     "m": 1.0
    },
    {
     "p": 0.07089832425117493,
     "m": 1.0
    },
    {
     "p": 0.07567841559648514,
     "m": 1.0
    },
    {
     "p": 0.07209224253892899,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 168,
   "train_loss": 3.9059383869171143,
   "val_loss": 2.8027467727661133,
   "acc": 35.77,
   "f1": [
    0.6698563694953918,
    0.37499991059303284,
    0.22499993443489075,
    0.24166658520698547,
    0.15706801414489746,
    0.2765956223011017,
    0.35121941566467285,
    0.4108106791973114,
    0.35341355204582214,
    0.45161277055740356,
    0.17241372168064117,
    0.23589736223220825,
    0.31645557284355164,
    0.2475246638059616,
    0.22499993443489075,
    0.24271836876869202,
    0.4105958938598633,
    0.4306567907333374,
    0.3647797703742981,
    0.2528734505176544,
    0.5742572546005249,
    0.49795907735824585,
    0.319248765707016,
    0.5243901014328003,
    0.6502462029457092,
    0.22818784415721893,
    0.2620086967945099,
    0.2181817591190338,
    0.41340771317481995,
    0.32432422041893005,
    0.32214754819869995,
    0.2844826877117157,
    0.33492809534072876,
    0.3370785415172577,
    0.3170730471611023,
    0.1789472997188568,
    0.2524271011352539,
    0.24324318766593933,
    0.23275858163833618,
    0.5161289572715759,
    0.3370785415172577,
    0.6480445265769958,
    0.2758619785308838,
    0.33962252736091614,
    0.21518979966640472,
    0.21333324909210205,
    0.18032780289649963,
    0.43298953771591187,
    0.48598119616508484,
    0.39805811643600464,
    0.14207643270492554,
    0.3150182366371155,
    0.553571343421936,
    0.5560973882675171,
    0.5514017343521118,
    0.1675977110862732,
    0.5167463421821594,
    0.34123215079307556,
    0.378109335899353,
    0.3113771378993988,
    0.7087377309799194,
    0.4042551815509796,
    0.5096152424812317,
    0.39195966720581055,
    0.13496926426887512,
    0.2333332598209381,
    0.18749994039535522,
    0.31884050369262695,
    0.6929823160171509,
    0.541666567325592,
    0.41212108731269836,
    0.6220094561576843,
    0.1706160604953766,
    0.41964274644851685,
    0.18536579608917236,
    0.5486724376678467,
    0.558139443397522,
    0.21848732233047485,
    0.22499993443489075,
    0.3271027207374573,
    0.06557372957468033,
    0.31067952513694763,
    0.609053373336792,
    0.3563217520713806,
    0.20731700956821442,
    0.45320188999176025,
    0.36809808015823364,
    0.3975153863430023,
    0.11688306927680969,
    0.37158459424972534,
    0.299465149641037,
    0.4884791076183319,
    0.20238088071346283,
    0.1990049034357071,
    0.5472635626792908,
    0.44230756163597107,
    0.31627896428108215,
    0.28415289521217346,
    0.11235948652029037,
    0.41975298523902893
   ],
   "time": 156.50773877091706,
   "param": [
    {
     "p": 0.06929033994674683,
     "m": 1.0
    },
    {
     "p": 0.07703957706689835,
     "m": 1.0
    },
    {
     "p": 0.0757550299167633,
     "m": 1.0
    },
    {
     "p": 0.06963539868593216,
     "m": 1.0
    },
    {
     "p": 0.07604053616523743,
     "m": 1.0
    },
    {
     "p": 0.07751640677452087,
     "m": 1.0
    },
    {
     "p": 0.07042659819126129,
     "m": 1.0
    },
    {
     "p": 0.07848699390888214,
     "m": 1.0
    },
    {
     "p": 0.05994849652051926,
     "m": 1.0
    },
    {
     "p": 0.07261808961629868,
     "m": 1.0
    },
    {
     "p": 0.06590438634157181,
     "m": 1.0
    },
    {
     "p": 0.06341463327407837,
     "m": 1.0
    },
    {
     "p": 0.07360534369945526,
     "m": 1.0
    },
    {
     "p": 0.07031804323196411,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 169,
   "train_loss": 3.673349380493164,
   "val_loss": 2.7959630489349365,
   "acc": 36.14,
   "f1": [
    0.6560845375061035,
    0.3790321350097656,
    0.2868216037750244,
    0.07874010503292084,
    0.16666659712791443,
    0.3041473925113678,
    0.39784935116767883,
    0.3999998867511749,
    0.3298244774341583,
    0.4358973205089569,
    0.20512813329696655,
    0.2131146788597107,
    0.334727942943573,
    0.16999994218349457,
    0.2718445658683777,
    0.2584269046783447,
    0.4096384644508362,
    0.4538460373878479,
    0.3276835083961487,
    0.32989683747291565,
    0.5388126373291016,
    0.4979918897151947,
    0.28947359323501587,
    0.5248867273330688,
    0.6632652282714844,
    0.2256409376859665,
    0.31034475564956665,
    0.21296289563179016,
    0.44230756163597107,
    0.28571420907974243,
    0.4292682111263275,
    0.34224584698677063,
    0.3428570628166199,
    0.3317534327507019,
    0.31279608607292175,
    0.1935483068227768,
    0.3050846457481384,
    0.22105254232883453,
    0.2796609401702881,
    0.5341613292694092,
    0.3351350426673889,
    0.5352111458778381,
    0.32911381125450134,
    0.34848475456237793,
    0.1818181276321411,
    0.23255808651447296,
    0.1768706887960434,
    0.46728962659835815,
    0.4615383446216583,
    0.4454544484615326,
    0.193548321723938,
    0.3387977182865143,
    0.5826086401939392,
    0.5685278177261353,
    0.48031488060951233,
    0.13043473660945892,
    0.5158370137214661,
    0.3232322335243225,
    0.3999998867511749,
    0.32195112109184265,
    0.7150257229804993,
    0.45263150334358215,
    0.42253509163856506,
    0.34782594442367554,
    0.07692301273345947,
    0.24454142153263092,
    0.17040351033210754,
    0.3013697564601898,
    0.7232141494750977,
    0.5821594595909119,
    0.4629628360271454,
    0.6010361909866333,
    0.1485147923231125,
    0.38497641682624817,
    0.14906825125217438,
    0.5499998927116394,
    0.6486485004425049,
    0.1449274718761444,
    0.203965961933136,
    0.28235283493995667,
    0.1899440735578537,
    0.3106059730052948,
    0.6280191540718079,
    0.33333322405815125,
    0.2528734505176544,
    0.42696622014045715,
    0.37999987602233887,
    0.4292236268520355,
    0.21097040176391602,
    0.29787224531173706,
    0.34234222769737244,
    0.49090901017189026,
    0.17266181111335754,
    0.24418595433235168,
    0.5434780716896057,
    0.4096384644508362,
    0.3473052978515625,
    0.3084111213684082,
    0.0639999583363533,
    0.35714277625083923
   ],
   "time": 157.98680418543518,
   "param": [
    {
     "p": 0.08247647434473038,
     "m": 1.0
    },
    {
     "p": 0.07892633229494095,
     "m": 1.0
    },
    {
     "p": 0.08090431243181229,
     "m": 1.0
    },
    {
     "p": 0.06382434815168381,
     "m": 1.0
    },
    {
     "p": 0.06455990672111511,
     "m": 1.0
    },
    {
     "p": 0.08214227855205536,
     "m": 1.0
    },
    {
     "p": 0.05324716120958328,
     "m": 1.0
    },
    {
     "p": 0.06472229957580566,
     "m": 1.0
    },
    {
     "p": 0.06246552616357803,
     "m": 1.0
    },
    {
     "p": 0.07559703290462494,
     "m": 1.0
    },
    {
     "p": 0.07173821330070496,
     "m": 1.0
    },
    {
     "p": 0.0806354284286499,
     "m": 1.0
    },
    {
     "p": 0.06792263686656952,
     "m": 1.0
    },
    {
     "p": 0.07083795219659805,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 170,
   "train_loss": 3.522094488143921,
   "val_loss": 2.52494215965271,
   "acc": 35.61,
   "f1": [
    0.6706585884094238,
    0.3775508999824524,
    0.281406968832016,
    0.17391295731067657,
    0.1648350954055786,
    0.28235283493995667,
    0.37804868817329407,
    0.3629031479358673,
    0.33928561210632324,
    0.4886362552642822,
    0.1438848376274109,
    0.2695651352405548,
    0.3387977182865143,
    0.19230762124061584,
    0.2105262726545334,
    0.2477063536643982,
    0.3899998664855957,
    0.47008538246154785,
    0.3139533996582031,
    0.2794759273529053,
    0.5940592885017395,
    0.497175008058548,
    0.3428570628166199,
    0.5327101349830627,
    0.6206895112991333,
    0.2345678210258484,
    0.29007625579833984,
    0.21978014707565308,
    0.4756755530834198,
    0.2941175401210785,
    0.36180898547172546,
    0.33050838112831116,
    0.3318384885787964,
    0.3346938192844391,
    0.30107519030570984,
    0.17171710729599,
    0.3414633274078369,
    0.1914892941713333,
    0.2555064857006073,
    0.5151513814926147,
    0.30487796664237976,
    0.5757573843002319,
    0.2794116735458374,
    0.3208555281162262,
    0.17877088487148285,
    0.22346359491348267,
    0.16666659712791443,
    0.45106372237205505,
    0.5310733318328857,
    0.42857131361961365,
    0.19393931329250336,
    0.3309858441352844,
    0.5819671154022217,
    0.5771142840385437,
    0.4907974302768707,
    0.145695298910141,
    0.4976075291633606,
    0.3225805461406708,
    0.3983050286769867,
    0.3107568919658661,
    0.6697246432304382,
    0.43564343452453613,
    0.4670049846172333,
    0.367346853017807,
    0.15126045048236847,
    0.2524271011352539,
    0.15668198466300964,
    0.3068180978298187,
    0.6999998688697815,
    0.5507245063781738,
    0.5189187526702881,
    0.5437787175178528,
    0.16799992322921753,
    0.36792439222335815,
    0.15730330348014832,
    0.5803107619285583,
    0.5989846587181091,
    0.12941168248653412,
    0.217391237616539,
    0.28426387906074524,
    0.17518241703510284,
    0.27999988198280334,
    0.688171923160553,
    0.3703702688217163,
    0.2345678210258484,
    0.4488188326358795,
    0.36162352561950684,
    0.44791656732559204,
    0.1759258508682251,
    0.33064505457878113,
    0.3265305161476135,
    0.44444435834884644,
    0.1594202220439911,
    0.20105813443660736,
    0.5609754920005798,
    0.43548381328582764,
    0.2702701687812805,
    0.25870639085769653,
    0.09160300344228745,
    0.39520949125289917
   ],
   "time": 156.17249541543424,
   "param": [
    {
     "p": 0.07466278970241547,
     "m": 1.0
    },
    {
     "p": 0.08651241660118103,
     "m": 1.0
    },
    {
     "p": 0.06780814379453659,
     "m": 1.0
    },
    {
     "p": 0.06235772371292114,
     "m": 1.0
    },
    {
     "p": 0.062063634395599365,
     "m": 1.0
    },
    {
     "p": 0.07584576308727264,
     "m": 1.0
    },
    {
     "p": 0.08172617852687836,
     "m": 1.0
    },
    {
     "p": 0.07067275792360306,
     "m": 1.0
    },
    {
     "p": 0.06394826620817184,
     "m": 1.0
    },
    {
     "p": 0.06617843359708786,
     "m": 1.0
    },
    {
     "p": 0.0555809922516346,
     "m": 1.0
    },
    {
     "p": 0.06422203034162521,
     "m": 1.0
    },
    {
     "p": 0.07875285297632217,
     "m": 1.0
    },
    {
     "p": 0.08966813236474991,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 171,
   "train_loss": 3.6101980209350586,
   "val_loss": 2.8260397911071777,
   "acc": 36.07,
   "f1": [
    0.6605502963066101,
    0.44067782163619995,
    0.28571417927742004,
    0.22881349921226501,
    0.12676051259040833,
    0.265060156583786,
    0.3744291365146637,
    0.36815908551216125,
    0.34523800015449524,
    0.4712642431259155,
    0.13138681650161743,
    0.2127659022808075,
    0.333333283662796,
    0.2612611949443817,
    0.23728805780410767,
    0.228571355342865,
    0.36082467436790466,
    0.45263150334358215,
    0.34126976132392883,
    0.2833332419395447,
    0.5645932555198669,
    0.42051267623901367,
    0.3101603388786316,
    0.5603863000869751,
    0.653465211391449,
    0.23396219313144684,
    0.3459458649158478,
    0.1951218843460083,
    0.42857131361961365,
    0.29268282651901245,
    0.34745752811431885,
    0.2685713768005371,
    0.37894728779792786,
    0.2953585684299469,
    0.33027511835098267,
    0.13698624074459076,
    0.31818172335624695,
    0.20765019953250885,
    0.282828152179718,
    0.5357141494750977,
    0.3231440484523773,
    0.5756096839904785,
    0.34254133701324463,
    0.3574143946170807,
    0.2426777482032776,
    0.24637670814990997,
    0.17647051811218262,
    0.45871543884277344,
    0.4729062616825104,
    0.38709667325019836,
    0.1722487509250641,
    0.3179915249347687,
    0.5975102186203003,
    0.5865383148193359,
    0.5599998831748962,
    0.16107375919818878,
    0.5414363145828247,
    0.39378228783607483,
    0.3904760777950287,
    0.3113771378993988,
    0.6778241395950317,
    0.46153831481933594,
    0.45714277029037476,
    0.34821417927742004,
    0.1657457947731018,
    0.26881712675094604,
    0.1368420422077179,
    0.2727271616458893,
    0.6785712838172913,
    0.5471696853637695,
    0.4717947542667389,
    0.6296295523643494,
    0.12698405981063843,
    0.412811279296875,
    0.16374263167381287,
    0.5517240166664124,
    0.6371680498123169,
    0.1789472997188568,
    0.24778753519058228,
    0.24096375703811646,
    0.13197962939739227,
    0.2588233947753906,
    0.666666567325592,
    0.3170730471611023,
    0.228260800242424,
    0.4018690288066864,
    0.36470577120780945,
    0.39043813943862915,
    0.13414627313613892,
    0.34999990463256836,
    0.33684200048446655,
    0.4574466943740845,
    0.2046510875225067,
    0.24137921631336212,
    0.570175290107727,
    0.3804876506328583,
    0.32978713512420654,
    0.290502667427063,
    0.1445782482624054,
    0.4090908467769623
   ],
   "time": 159.71779087372124,
   "param": [
    {
     "p": 0.054966576397418976,
     "m": 1.0
    },
    {
     "p": 0.08219989389181137,
     "m": 1.0
    },
    {
     "p": 0.08278492838144302,
     "m": 1.0
    },
    {
     "p": 0.07047627866268158,
     "m": 1.0
    },
    {
     "p": 0.07425481081008911,
     "m": 1.0
    },
    {
     "p": 0.07719755172729492,
     "m": 1.0
    },
    {
     "p": 0.07361539453268051,
     "m": 1.0
    },
    {
     "p": 0.07703587412834167,
     "m": 1.0
    },
    {
     "p": 0.06232106685638428,
     "m": 1.0
    },
    {
     "p": 0.06679034233093262,
     "m": 1.0
    },
    {
     "p": 0.06120997294783592,
     "m": 1.0
    },
    {
     "p": 0.0636599212884903,
     "m": 1.0
    },
    {
     "p": 0.07875971496105194,
     "m": 1.0
    },
    {
     "p": 0.07472769916057587,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 172,
   "train_loss": 3.697882890701294,
   "val_loss": 2.6917738914489746,
   "acc": 34.81,
   "f1": [
    0.653658390045166,
    0.37944653630256653,
    0.2954544425010681,
    0.119999960064888,
    0.16901402175426483,
    0.25762704014778137,
    0.3636362552642822,
    0.39301300048828125,
    0.3348415493965149,
    0.43216070532798767,
    0.12048186361789703,
    0.19444438815116882,
    0.34615373611450195,
    0.1747572273015976,
    0.20689649879932404,
    0.2576685845851898,
    0.31932762265205383,
    0.48205116391181946,
    0.35675665736198425,
    0.30270257592201233,
    0.5851062536239624,
    0.5294116735458374,
    0.32352936267852783,
    0.46540868282318115,
    0.596684992313385,
    0.1931033730506897,
    0.22988496720790863,
    0.23076917231082916,
    0.40384599566459656,
    0.3195265531539917,
    0.3478259742259979,
    0.30303019285202026,
    0.34234222769737244,
    0.3316061198711395,
    0.34343424439430237,
    0.18930034339427948,
    0.26666659116744995,
    0.22346359491348267,
    0.23648642003536224,
    0.5316454172134399,
    0.2386830598115921,
    0.5277776718139648,
    0.31788066029548645,
    0.31428563594818115,
    0.22680403292179108,
    0.23463678359985352,
    0.20765019953250885,
    0.46093741059303284,
    0.45128190517425537,
    0.4183672070503235,
    0.20111726224422455,
    0.30697670578956604,
    0.4972374439239502,
    0.5740739107131958,
    0.5315313935279846,
    0.13861380517482758,
    0.5531913042068481,
    0.3905324339866638,
    0.3583814203739166,
    0.322274774312973,
    0.6799998879432678,
    0.4585364758968353,
    0.3999998867511749,
    0.31372538208961487,
    0.0806451216340065,
    0.24390235543251038,
    0.08139529079198837,
    0.28571417927742004,
    0.7246376276016235,
    0.5546217560768127,
    0.5435895919799805,
    0.5270269513130188,
    0.09999994188547134,
    0.3707316219806671,
    0.13559316098690033,
    0.5150213837623596,
    0.649214506149292,
    0.2127658873796463,
    0.20960691571235657,
    0.2739725112915039,
    0.1360543668270111,
    0.2765956521034241,
    0.6818180680274963,
    0.3625729978084564,
    0.239999920129776,
    0.3937007188796997,
    0.3880595862865448,
    0.36431220173835754,
    0.17435890436172485,
    0.3311687707901001,
    0.26086947321891785,
    0.4377681314945221,
    0.15068486332893372,
    0.24137921631336212,
    0.5194804668426514,
    0.42857131361961365,
    0.2873562276363373,
    0.300429105758667,
    0.11340199410915375,
    0.3435581922531128
   ],
   "time": 159.62108433805406,
   "param": [
    {
     "p": 0.07055092602968216,
     "m": 1.0
    },
    {
     "p": 0.07005937397480011,
     "m": 1.0
    },
    {
     "p": 0.07255218923091888,
     "m": 1.0
    },
    {
     "p": 0.06354236602783203,
     "m": 1.0
    },
    {
     "p": 0.06165623664855957,
     "m": 1.0
    },
    {
     "p": 0.08091362565755844,
     "m": 1.0
    },
    {
     "p": 0.06611672788858414,
     "m": 1.0
    },
    {
     "p": 0.08117523789405823,
     "m": 1.0
    },
    {
     "p": 0.07282784581184387,
     "m": 1.0
    },
    {
     "p": 0.08510090410709381,
     "m": 1.0
    },
    {
     "p": 0.06917683780193329,
     "m": 1.0
    },
    {
     "p": 0.07710785418748856,
     "m": 1.0
    },
    {
     "p": 0.057144101709127426,
     "m": 1.0
    },
    {
     "p": 0.0720757395029068,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 173,
   "train_loss": 3.6834640502929688,
   "val_loss": 2.635286331176758,
   "acc": 35.97,
   "f1": [
    0.6350710391998291,
    0.3974357545375824,
    0.27755096554756165,
    0.19607838988304138,
    0.1509433388710022,
    0.2605363130569458,
    0.3846152722835541,
    0.3943660855293274,
    0.3034482002258301,
    0.44791656732559204,
    0.1481480896472931,
    0.21428565680980682,
    0.37398362159729004,
    0.17346931993961334,
    0.21468918025493622,
    0.2364216446876526,
    0.3708608150482178,
    0.45414838194847107,
    0.35023030638694763,
    0.28742504119873047,
    0.5631066560745239,
    0.4459458887577057,
    0.299999862909317,
    0.5389220714569092,
    0.6310677528381348,
    0.2585550546646118,
    0.3300969898700714,
    0.19689112901687622,
    0.44578301906585693,
    0.3456788659095764,
    0.41739121079444885,
    0.3586955666542053,
    0.30824363231658936,
    0.28220847249031067,
    0.3487178385257721,
    0.19780214130878448,
    0.31746023893356323,
    0.2255638688802719,
    0.2564101815223694,
    0.5510202646255493,
    0.28571417927742004,
    0.5446427464485168,
    0.3119999170303345,
    0.35294109582901,
    0.2124999314546585,
    0.21686740219593048,
    0.19867542386054993,
    0.46728962659835815,
    0.48039206862449646,
    0.3999998867511749,
    0.15789468586444855,
    0.2960287928581238,
    0.6068375110626221,
    0.5426355600357056,
    0.5063290596008301,
    0.14634141325950623,
    0.5742572546005249,
    0.35955044627189636,
    0.3529410660266876,
    0.32558128237724304,
    0.7156862020492554,
    0.43956032395362854,
    0.43720918893814087,
    0.34482747316360474,
    0.13636356592178345,
    0.21940921247005463,
    0.0946744978427887,
    0.2773721516132355,
    0.7115383744239807,
    0.5876776576042175,
    0.42857131361961365,
    0.6126124858856201,
    0.11764700710773468,
    0.3734438419342041,
    0.17616572976112366,
    0.5498006939888,
    0.6288658380508423,
    0.23863628506660461,
    0.25531908869743347,
    0.21978014707565308,
    0.17948710918426514,
    0.2922373414039612,
    0.6863903999328613,
    0.3703702688217163,
    0.24210518598556519,
    0.4044942855834961,
    0.42528724670410156,
    0.4170615077018738,
    0.16216209530830383,
    0.36585354804992676,
    0.2987012565135956,
    0.4484303891658783,
    0.22099439799785614,
    0.18439710140228271,
    0.5570775270462036,
    0.43925222754478455,
    0.3147207200527191,
    0.31390124559402466,
    0.1530611664056778,
    0.3982299864292145
   ],
   "time": 158.61875751428306,
   "param": [
    {
     "p": 0.0685553178191185,
     "m": 1.0
    },
    {
     "p": 0.06180118769407272,
     "m": 1.0
    },
    {
     "p": 0.06813676655292511,
     "m": 1.0
    },
    {
     "p": 0.06715051829814911,
     "m": 1.0
    },
    {
     "p": 0.06670712679624557,
     "m": 1.0
    },
    {
     "p": 0.08516176044940948,
     "m": 1.0
    },
    {
     "p": 0.07868252694606781,
     "m": 1.0
    },
    {
     "p": 0.08200927078723907,
     "m": 1.0
    },
    {
     "p": 0.06070132181048393,
     "m": 1.0
    },
    {
     "p": 0.06619463860988617,
     "m": 1.0
    },
    {
     "p": 0.07438863813877106,
     "m": 1.0
    },
    {
     "p": 0.07359100878238678,
     "m": 1.0
    },
    {
     "p": 0.07917725294828415,
     "m": 1.0
    },
    {
     "p": 0.067742720246315,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 174,
   "train_loss": 3.9599039554595947,
   "val_loss": 2.756504774093628,
   "acc": 36.24,
   "f1": [
    0.6188339591026306,
    0.4059404730796814,
    0.28571417927742004,
    0.2099446803331375,
    0.15662643313407898,
    0.23584897816181183,
    0.40935659408569336,
    0.3537413775920868,
    0.3487178385257721,
    0.44776105880737305,
    0.16149060428142548,
    0.2312137931585312,
    0.41964274644851685,
    0.16853927075862885,
    0.22727267444133759,
    0.2769230008125305,
    0.36464083194732666,
    0.47398826479911804,
    0.3555554449558258,
    0.2991451919078827,
    0.5913977026939392,
    0.4635761082172394,
    0.3369564116001129,
    0.5614033341407776,
    0.59227454662323,
    0.2683981955051422,
    0.30769217014312744,
    0.19318175315856934,
    0.4158414602279663,
    0.2645913362503052,
    0.3926379084587097,
    0.35714277625083923,
    0.4069766402244568,
    0.3392224907875061,
    0.29746830463409424,
    0.15887843072414398,
    0.25165554881095886,
    0.2117646485567093,
    0.26315784454345703,
    0.5555554032325745,
    0.2594935894012451,
    0.6057141423225403,
    0.300884872674942,
    0.30769219994544983,
    0.23529404401779175,
    0.2456139326095581,
    0.15894033014774323,
    0.4711109697818756,
    0.48623839020729065,
    0.41666656732559204,
    0.17647051811218262,
    0.36180898547172546,
    0.5736433863639832,
    0.5727270841598511,
    0.4974091649055481,
    0.1717790812253952,
    0.5730992555618286,
    0.3905324339866638,
    0.4232803285121918,
    0.327868789434433,
    0.7162789106369019,
    0.4279474914073944,
    0.4347825050354004,
    0.3351954519748688,
    0.0666666105389595,
    0.22818784415721893,
    0.1485147923231125,
    0.3248729705810547,
    0.7037035822868347,
    0.5607475638389587,
    0.5054942965507507,
    0.5991188287734985,
    0.15789467096328735,
    0.36082467436790466,
    0.11249993741512299,
    0.5187968015670776,
    0.6194689869880676,
    0.24034328758716583,
    0.22672058641910553,
    0.2716048061847687,
    0.15017059445381165,
    0.28571420907974243,
    0.7011492848396301,
    0.3723403513431549,
    0.21714277565479279,
    0.46540868282318115,
    0.41148313879966736,
    0.43564343452453613,
    0.17021270096302032,
    0.36448585987091064,
    0.3287670314311981,
    0.4502163529396057,
    0.15172408521175385,
    0.20689648389816284,
    0.5531913638114929,
    0.47236168384552,
    0.3195875287055969,
    0.3152172863483429,
    0.14285708963871002,
    0.37349388003349304
   ],
   "time": 157.82510699983686,
   "param": [
    {
     "p": 0.07277070730924606,
     "m": 1.0
    },
    {
     "p": 0.06431391835212708,
     "m": 1.0
    },
    {
     "p": 0.06349961459636688,
     "m": 1.0
    },
    {
     "p": 0.07581055909395218,
     "m": 1.0
    },
    {
     "p": 0.07238047569990158,
     "m": 1.0
    },
    {
     "p": 0.08561534434556961,
     "m": 1.0
    },
    {
     "p": 0.07145263999700546,
     "m": 1.0
    },
    {
     "p": 0.057920701801776886,
     "m": 1.0
    },
    {
     "p": 0.06040792912244797,
     "m": 1.0
    },
    {
     "p": 0.0743636041879654,
     "m": 1.0
    },
    {
     "p": 0.06369812786579132,
     "m": 1.0
    },
    {
     "p": 0.07490226626396179,
     "m": 1.0
    },
    {
     "p": 0.0738198533654213,
     "m": 1.0
    },
    {
     "p": 0.08904438465833664,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 175,
   "train_loss": 3.4977495670318604,
   "val_loss": 2.6577365398406982,
   "acc": 35.72,
   "f1": [
    0.6203702688217163,
    0.3793102502822876,
    0.27096763253211975,
    0.1675977110862732,
    0.14678892493247986,
    0.2131146788597107,
    0.393063485622406,
    0.37696322798728943,
    0.3565216362476349,
    0.4265401363372803,
    0.1717790812253952,
    0.23478256165981293,
    0.3445691764354706,
    0.2097901701927185,
    0.2525251507759094,
    0.2095237374305725,
    0.37305691838264465,
    0.48648640513420105,
    0.35616424679756165,
    0.3157893717288971,
    0.5454544425010681,
    0.44912275671958923,
    0.30952370166778564,
    0.5376343131065369,
    0.6334840059280396,
    0.2512076497077942,
    0.33777767419815063,
    0.21463409066200256,
    0.4712642431259155,
    0.309859037399292,
    0.3454544246196747,
    0.31944435834884644,
    0.3515150547027588,
    0.33962252736091614,
    0.3508771061897278,
    0.16243648529052734,
    0.27555546164512634,
    0.21800939738750458,
    0.23655906319618225,
    0.5435895919799805,
    0.3025209605693817,
    0.5628139972686768,
    0.3251230716705322,
    0.3257574439048767,
    0.2488888055086136,
    0.23318377137184143,
    0.18749992549419403,
    0.45555540919303894,
    0.5111110210418701,
    0.4734298884868622,
    0.14772720634937286,
    0.3348836302757263,
    0.561576247215271,
    0.5897434949874878,
    0.5185183882713318,
    0.17757000029087067,
    0.5384613871574402,
    0.3228698670864105,
    0.34482747316360474,
    0.32124343514442444,
    0.6583332419395447,
    0.4566209018230438,
    0.44970402121543884,
    0.30769217014312744,
    0.16184966266155243,
    0.2165604531764984,
    0.18784524500370026,
    0.3522725999355316,
    0.7208120226860046,
    0.5418325662612915,
    0.4731181561946869,
    0.5840706825256348,
    0.13978487253189087,
    0.3950616121292114,
    0.15789468586444855,
    0.5054943561553955,
    0.6731706857681274,
    0.18536579608917236,
    0.2399999350309372,
    0.2771083414554596,
    0.10256403684616089,
    0.29694315791130066,
    0.666666567325592,
    0.2999999225139618,
    0.24107137322425842,
    0.4607841968536377,
    0.378378301858902,
    0.3803679943084717,
    0.15686267614364624,
    0.3234041631221771,
    0.23357655107975006,
    0.5076140761375427,
    0.1854303926229477,
    0.21256029605865479,
    0.5502182841300964,
    0.45810040831565857,
    0.26415085792541504,
    0.3091786503791809,
    0.12972965836524963,
    0.3376622498035431
   ],
   "time": 155.5244910940528,
   "param": [
    {
     "p": 0.056702036410570145,
     "m": 1.0
    },
    {
     "p": 0.0732434019446373,
     "m": 1.0
    },
    {
     "p": 0.07952696084976196,
     "m": 1.0
    },
    {
     "p": 0.06746306270360947,
     "m": 1.0
    },
    {
     "p": 0.06991565227508545,
     "m": 1.0
    },
    {
     "p": 0.07850471884012222,
     "m": 1.0
    },
    {
     "p": 0.07092110067605972,
     "m": 1.0
    },
    {
     "p": 0.07525622099637985,
     "m": 1.0
    },
    {
     "p": 0.07023689895868301,
     "m": 1.0
    },
    {
     "p": 0.0648716390132904,
     "m": 1.0
    },
    {
     "p": 0.06187530606985092,
     "m": 1.0
    },
    {
     "p": 0.06495872884988785,
     "m": 1.0
    },
    {
     "p": 0.08662278205156326,
     "m": 1.0
    },
    {
     "p": 0.07990148663520813,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 176,
   "train_loss": 4.1940531730651855,
   "val_loss": 2.82612681388855,
   "acc": 35.86,
   "f1": [
    0.6285713315010071,
    0.3977271616458893,
    0.345177561044693,
    0.2545453906059265,
    0.17872333526611328,
    0.24999991059303284,
    0.3980098366737366,
    0.3621397912502289,
    0.34343424439430237,
    0.46632111072540283,
    0.11678826063871384,
    0.20765019953250885,
    0.37647050619125366,
    0.17616572976112366,
    0.2605040967464447,
    0.19999992847442627,
    0.4086019992828369,
    0.45360812544822693,
    0.3599999248981476,
    0.30939218401908875,
    0.6120217442512512,
    0.4836064279079437,
    0.35467973351478577,
    0.48387083411216736,
    0.5840706825256348,
    0.2514968812465668,
    0.2872926890850067,
    0.20338977873325348,
    0.46999987959861755,
    0.3157893717288971,
    0.33050838112831116,
    0.3467741012573242,
    0.3473052978515625,
    0.3240739703178406,
    0.3456788659095764,
    0.17964066565036774,
    0.25668442249298096,
    0.2264150083065033,
    0.22093015909194946,
    0.5207098722457886,
    0.26540276408195496,
    0.561576247215271,
    0.32258057594299316,
    0.3319147825241089,
    0.16438350081443787,
    0.2556390166282654,
    0.22115376591682434,
    0.4615384042263031,
    0.4678361415863037,
    0.4313724637031555,
    0.1844659447669983,
    0.30578503012657166,
    0.517857015132904,
    0.5775399804115295,
    0.5024153590202332,
    0.12765949964523315,
    0.4836064279079437,
    0.362790584564209,
    0.37681150436401367,
    0.2815532982349396,
    0.6869564056396484,
    0.43349742889404297,
    0.43930622935295105,
    0.3428570628166199,
    0.10062886029481888,
    0.29885047674179077,
    0.15525108575820923,
    0.31627896428108215,
    0.6968324184417725,
    0.5566036701202393,
    0.4578312039375305,
    0.5948716402053833,
    0.13496926426887512,
    0.38961026072502136,
    0.13580238819122314,
    0.5153845548629761,
    0.6384975910186768,
    0.17821775376796722,
    0.27083322405815125,
    0.2673795819282532,
    0.16049376130104065,
    0.29107969999313354,
    0.6772485375404358,
    0.35897424817085266,
    0.23684203624725342,
    0.42857131361961365,
    0.36909863352775574,
    0.41717782616615295,
    0.11594197899103165,
    0.3817426860332489,
    0.2895926535129547,
    0.46288198232650757,
    0.19736838340759277,
    0.1656804084777832,
    0.5714284181594849,
    0.4230768084526062,
    0.3314915895462036,
    0.24701185524463654,
    0.10596020519733429,
    0.37179476022720337
   ],
   "time": 156.88732186052948,
   "param": [
    {
     "p": 0.06304903328418732,
     "m": 1.0
    },
    {
     "p": 0.07542547583580017,
     "m": 1.0
    },
    {
     "p": 0.08073107153177261,
     "m": 1.0
    },
    {
     "p": 0.04172860458493233,
     "m": 1.0
    },
    {
     "p": 0.0647682473063469,
     "m": 1.0
    },
    {
     "p": 0.07510519027709961,
     "m": 1.0
    },
    {
     "p": 0.07763378322124481,
     "m": 1.0
    },
    {
     "p": 0.08561825007200241,
     "m": 1.0
    },
    {
     "p": 0.0742730125784874,
     "m": 1.0
    },
    {
     "p": 0.06692250818014145,
     "m": 1.0
    },
    {
     "p": 0.062453024089336395,
     "m": 1.0
    },
    {
     "p": 0.06812383979558945,
     "m": 1.0
    },
    {
     "p": 0.08072985708713531,
     "m": 1.0
    },
    {
     "p": 0.083437979221344,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 177,
   "train_loss": 3.7586824893951416,
   "val_loss": 2.770528793334961,
   "acc": 35.5,
   "f1": [
    0.5632652044296265,
    0.4135020077228546,
    0.282828152179718,
    0.17910441756248474,
    0.16867463290691376,
    0.251082181930542,
    0.3586955666542053,
    0.3738316595554352,
    0.3957218527793884,
    0.4541831612586975,
    0.1307188868522644,
    0.21951211988925934,
    0.3707864284515381,
    0.19913412630558014,
    0.23673462867736816,
    0.24186037480831146,
    0.3720929026603699,
    0.47346925735473633,
    0.4180789887905121,
    0.26993855834007263,
    0.5882351994514465,
    0.44444432854652405,
    0.32195112109184265,
    0.49811312556266785,
    0.6016947627067566,
    0.23225797712802887,
    0.2475246638059616,
    0.19459453225135803,
    0.4688993990421295,
    0.3421051502227783,
    0.38341957330703735,
    0.36065563559532166,
    0.2807016670703888,
    0.3703702688217163,
    0.3383083641529083,
    0.19999992847442627,
    0.28310492634773254,
    0.2138364166021347,
    0.27777770161628723,
    0.5050503611564636,
    0.2967032194137573,
    0.5550238490104675,
    0.24050623178482056,
    0.3467741012573242,
    0.26027390360832214,
    0.23357655107975006,
    0.1650484949350357,
    0.4787643849849701,
    0.5139663219451904,
    0.4083768427371979,
    0.2117646485567093,
    0.2954544425010681,
    0.5405403971672058,
    0.575999915599823,
    0.4774192273616791,
    0.1256038099527359,
    0.5370368957519531,
    0.3431371748447418,
    0.3515150547027588,
    0.3414633274078369,
    0.6735749840736389,
    0.43428558111190796,
    0.4331209361553192,
    0.30172407627105713,
    0.11695900559425354,
    0.20833326876163483,
    0.06535942107439041,
    0.2783504128456116,
    0.7383176684379578,
    0.5418325662612915,
    0.4731181561946869,
    0.5901638269424438,
    0.14634141325950623,
    0.35616424679756165,
    0.15920390188694,
    0.49372372031211853,
    0.6124029755592346,
    0.18604646623134613,
    0.23529404401779175,
    0.26666656136512756,
    0.1405404806137085,
    0.299465149641037,
    0.6524062752723694,
    0.28947359323501587,
    0.21621613204479218,
    0.4530385434627533,
    0.4183672070503235,
    0.3669723868370056,
    0.14184391498565674,
    0.35955044627189636,
    0.29268285632133484,
    0.5306121110916138,
    0.24999991059303284,
    0.16049376130104065,
    0.555065929889679,
    0.4239630401134491,
    0.2754489779472351,
    0.2653060555458069,
    0.12631572782993317,
    0.3617020547389984
   ],
   "time": 153.77801494207233,
   "param": [
    {
     "p": 0.07524222135543823,
     "m": 1.0
    },
    {
     "p": 0.07635818421840668,
     "m": 1.0
    },
    {
     "p": 0.060593828558921814,
     "m": 1.0
    },
    {
     "p": 0.05908776819705963,
     "m": 1.0
    },
    {
     "p": 0.07208352535963058,
     "m": 1.0
    },
    {
     "p": 0.08174800872802734,
     "m": 1.0
    },
    {
     "p": 0.07330496609210968,
     "m": 1.0
    },
    {
     "p": 0.07769061625003815,
     "m": 1.0
    },
    {
     "p": 0.07155409455299377,
     "m": 1.0
    },
    {
     "p": 0.0628661960363388,
     "m": 1.0
    },
    {
     "p": 0.08293657749891281,
     "m": 1.0
    },
    {
     "p": 0.06372122466564178,
     "m": 1.0
    },
    {
     "p": 0.07255135476589203,
     "m": 1.0
    },
    {
     "p": 0.07026141881942749,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 178,
   "train_loss": 3.44893479347229,
   "val_loss": 2.7339611053466797,
   "acc": 35.46,
   "f1": [
    0.6327682137489319,
    0.3211677670478821,
    0.290502667427063,
    0.16666661202907562,
    0.15111105144023895,
    0.24427475035190582,
    0.34374991059303284,
    0.39106133580207825,
    0.31836724281311035,
    0.4861876964569092,
    0.13432830572128296,
    0.2485874742269516,
    0.3755457401275635,
    0.2378377616405487,
    0.20833326876163483,
    0.23030294477939606,
    0.3882351815700531,
    0.46610158681869507,
    0.33548372983932495,
    0.2816900610923767,
    0.580644965171814,
    0.5198236703872681,
    0.262857049703598,
    0.5242717266082764,
    0.6740330457687378,
    0.22881349921226501,
    0.3465345501899719,
    0.2255638688802719,
    0.49999988079071045,
    0.32804223895072937,
    0.34817805886268616,
    0.3493449091911316,
    0.3798881769180298,
    0.34999990463256836,
    0.3084576427936554,
    0.13580238819122314,
    0.2995593845844269,
    0.2443438321352005,
    0.212454155087471,
    0.46601933240890503,
    0.28855711221694946,
    0.5957446098327637,
    0.29473677277565,
    0.3014705181121826,
    0.19999992847442627,
    0.21395343542099,
    0.21596238017082214,
    0.48927029967308044,
    0.4919784665107727,
    0.3862067759037018,
    0.21874994039535522,
    0.3275260329246521,
    0.5941421389579773,
    0.6175113916397095,
    0.5026736855506897,
    0.16071423888206482,
    0.5073169469833374,
    0.34615373611450195,
    0.4210525155067444,
    0.28571417927742004,
    0.7040814757347107,
    0.4245808720588684,
    0.44670039415359497,
    0.3232322335243225,
    0.11881181597709656,
    0.1775147169828415,
    0.13414627313613892,
    0.29370617866516113,
    0.6810343265533447,
    0.5671641230583191,
    0.45132729411125183,
    0.6222221255302429,
    0.15909084677696228,
    0.3411763310432434,
    0.1732851266860962,
    0.5870645046234131,
    0.6262625455856323,
    0.18292675912380219,
    0.2516128420829773,
    0.2658958435058594,
    0.14545448124408722,
    0.29850736260414124,
    0.6632122993469238,
    0.34042540192604065,
    0.2588233947753906,
    0.4186045527458191,
    0.3656715452671051,
    0.3529410660266876,
    0.21100911498069763,
    0.35156238079071045,
    0.3493449091911316,
    0.46636757254600525,
    0.23225797712802887,
    0.23595495522022247,
    0.5882351994514465,
    0.4239630401134491,
    0.27999988198280334,
    0.2727271616458893,
    0.12807877361774445,
    0.33480167388916016
   ],
   "time": 157.35968520026654,
   "param": [
    {
     "p": 0.07215938717126846,
     "m": 1.0
    },
    {
     "p": 0.06603849679231644,
     "m": 1.0
    },
    {
     "p": 0.07700180262327194,
     "m": 1.0
    },
    {
     "p": 0.07205170392990112,
     "m": 1.0
    },
    {
     "p": 0.06950007379055023,
     "m": 1.0
    },
    {
     "p": 0.07730096578598022,
     "m": 1.0
    },
    {
     "p": 0.07412108778953552,
     "m": 1.0
    },
    {
     "p": 0.06773900985717773,
     "m": 1.0
    },
    {
     "p": 0.06322046369314194,
     "m": 1.0
    },
    {
     "p": 0.06505287438631058,
     "m": 1.0
    },
    {
     "p": 0.06229550763964653,
     "m": 1.0
    },
    {
     "p": 0.07976019382476807,
     "m": 1.0
    },
    {
     "p": 0.07677525281906128,
     "m": 1.0
    },
    {
     "p": 0.07698312401771545,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 179,
   "train_loss": 3.6602306365966797,
   "val_loss": 2.9553492069244385,
   "acc": 35.39,
   "f1": [
    0.6306304931640625,
    0.415094256401062,
    0.23602473735809326,
    0.22672058641910553,
    0.17757000029087067,
    0.25570768117904663,
    0.33027511835098267,
    0.3850930631160736,
    0.3285713493824005,
    0.41891881823539734,
    0.16049376130104065,
    0.26190465688705444,
    0.2784809172153473,
    0.18934904038906097,
    0.2091502547264099,
    0.2588233947753906,
    0.40677958726882935,
    0.46999987959861755,
    0.35051536560058594,
    0.30303019285202026,
    0.629441499710083,
    0.5145226716995239,
    0.2844826877117157,
    0.5064376592636108,
    0.6871793866157532,
    0.262857049703598,
    0.2588233947753906,
    0.20817838609218597,
    0.46808499097824097,
    0.3522011637687683,
    0.4125559628009796,
    0.34579432010650635,
    0.37563440203666687,
    0.3356163799762726,
    0.31638407707214355,
    0.09150320291519165,
    0.32978713512420654,
    0.2264150232076645,
    0.22105254232883453,
    0.5094338655471802,
    0.3542855978012085,
    0.5471696853637695,
    0.2962961792945862,
    0.31044772267341614,
    0.19801974296569824,
    0.1612902730703354,
    0.2545453608036041,
    0.48068660497665405,
    0.525345504283905,
    0.3803679943084717,
    0.15714280307292938,
    0.3157893717288971,
    0.5781249403953552,
    0.5856351852416992,
    0.450793594121933,
    0.1869158148765564,
    0.506493330001831,
    0.3625729978084564,
    0.40579700469970703,
    0.3276835083961487,
    0.696132481098175,
    0.4306218922138214,
    0.4431816637516022,
    0.34977567195892334,
    0.15767627954483032,
    0.23280414938926697,
    0.1469387263059616,
    0.31055888533592224,
    0.6475408673286438,
    0.5249998569488525,
    0.49107134342193604,
    0.592920184135437,
    0.09937881678342819,
    0.41379299759864807,
    0.15238089859485626,
    0.5753422975540161,
    0.627906858921051,
    0.11920525878667831,
    0.20111726224422455,
    0.25892847776412964,
    0.16883112490177155,
    0.23129242658615112,
    0.6815640926361084,
    0.3703702688217163,
    0.239999920129776,
    0.36065563559532166,
    0.4319247901439667,
    0.3999998867511749,
    0.1325300633907318,
    0.34123215079307556,
    0.29523801803588867,
    0.4727271497249603,
    0.21118006110191345,
    0.2117646485567093,
    0.559139609336853,
    0.4260353744029999,
    0.29885047674179077,
    0.2690582275390625,
    0.13924044370651245,
    0.32804223895072937
   ],
   "time": 161.67559160664678,
   "param": [
    {
     "p": 0.07633701711893082,
     "m": 1.0
    },
    {
     "p": 0.08294262737035751,
     "m": 1.0
    },
    {
     "p": 0.06835664063692093,
     "m": 1.0
    },
    {
     "p": 0.08106214553117752,
     "m": 1.0
    },
    {
     "p": 0.0625423714518547,
     "m": 1.0
    },
    {
     "p": 0.07864898443222046,
     "m": 1.0
    },
    {
     "p": 0.05204702913761139,
     "m": 1.0
    },
    {
     "p": 0.07391990721225739,
     "m": 1.0
    },
    {
     "p": 0.07638520747423172,
     "m": 1.0
    },
    {
     "p": 0.06899219751358032,
     "m": 1.0
    },
    {
     "p": 0.0739869549870491,
     "m": 1.0
    },
    {
     "p": 0.07832561433315277,
     "m": 1.0
    },
    {
     "p": 0.05337657406926155,
     "m": 1.0
    },
    {
     "p": 0.07307671010494232,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 180,
   "train_loss": 3.555971384048462,
   "val_loss": 2.6336934566497803,
   "acc": 35.65,
   "f1": [
    0.5447470545768738,
    0.3957218527793884,
    0.2949307858943939,
    0.21929818391799927,
    0.14285707473754883,
    0.23197485506534576,
    0.3439999520778656,
    0.3643723726272583,
    0.33128824830055237,
    0.4248703718185425,
    0.1494252234697342,
    0.2424241602420807,
    0.3249998688697815,
    0.2525251507759094,
    0.17964066565036774,
    0.2690582275390625,
    0.3809523284435272,
    0.5374448299407959,
    0.3414633274078369,
    0.3529410660266876,
    0.5820105075836182,
    0.4927534759044647,
    0.3277309536933899,
    0.5685278177261353,
    0.6557375192642212,
    0.2783504128456116,
    0.2812499403953552,
    0.20895515382289886,
    0.43404245376586914,
    0.32369929552078247,
    0.3699999153614044,
    0.3131312429904938,
    0.30270257592201233,
    0.36956506967544556,
    0.3621397912502289,
    0.19178074598312378,
    0.33333322405815125,
    0.18633535504341125,
    0.2526314854621887,
    0.5189871788024902,
    0.2737641930580139,
    0.6256982088088989,
    0.30939218401908875,
    0.3771928548812866,
    0.21111102402210236,
    0.23157887160778046,
    0.24137921631336212,
    0.44444435834884644,
    0.44444435834884644,
    0.3225805461406708,
    0.19999994337558746,
    0.33050838112831116,
    0.5725190043449402,
    0.5517240166664124,
    0.4812833070755005,
    0.12334796041250229,
    0.5235601663589478,
    0.3352600038051605,
    0.38461530208587646,
    0.33333325386047363,
    0.666666567325592,
    0.3503648638725281,
    0.40384599566459656,
    0.29139062762260437,
    0.1015227735042572,
    0.22222214937210083,
    0.14130428433418274,
    0.30303022265434265,
    0.6367345452308655,
    0.5596706867218018,
    0.413043349981308,
    0.5263156890869141,
    0.1395348161458969,
    0.4079999029636383,
    0.1656804084777832,
    0.5462554097175598,
    0.669999897480011,
    0.18269222974777222,
    0.23529402911663055,
    0.26881712675094604,
    0.13432830572128296,
    0.27551010251045227,
    0.6106193661689758,
    0.3354036211967468,
    0.21719448268413544,
    0.41711217164993286,
    0.38190943002700806,
    0.4210525155067444,
    0.1775147169828415,
    0.37320560216903687,
    0.33121007680892944,
    0.45814967155456543,
    0.2436547577381134,
    0.2147650271654129,
    0.542713463306427,
    0.46511611342430115,
    0.299465149641037,
    0.32978713512420654,
    0.11363628506660461,
    0.436893105506897
   ],
   "time": 154.55841101892292,
   "param": [
    {
     "p": 0.08291593939065933,
     "m": 1.0
    },
    {
     "p": 0.06246442347764969,
     "m": 1.0
    },
    {
     "p": 0.06954457610845566,
     "m": 1.0
    },
    {
     "p": 0.06979495286941528,
     "m": 1.0
    },
    {
     "p": 0.056820135563611984,
     "m": 1.0
    },
    {
     "p": 0.08304896950721741,
     "m": 1.0
    },
    {
     "p": 0.08104792982339859,
     "m": 1.0
    },
    {
     "p": 0.07082244008779526,
     "m": 1.0
    },
    {
     "p": 0.07754327356815338,
     "m": 1.0
    },
    {
     "p": 0.05962396785616875,
     "m": 1.0
    },
    {
     "p": 0.06315123289823532,
     "m": 1.0
    },
    {
     "p": 0.07687780261039734,
     "m": 1.0
    },
    {
     "p": 0.06777091324329376,
     "m": 1.0
    },
    {
     "p": 0.07857340574264526,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 181,
   "train_loss": 3.1517553329467773,
   "val_loss": 2.9708666801452637,
   "acc": 35.3,
   "f1": [
    0.6703295111656189,
    0.3842363655567169,
    0.3199998736381531,
    0.10650881379842758,
    0.16091947257518768,
    0.2647058069705963,
    0.3837208151817322,
    0.3575417995452881,
    0.32599109411239624,
    0.4678361415863037,
    0.13698624074459076,
    0.21513938903808594,
    0.37174713611602783,
    0.16049376130104065,
    0.19883033633232117,
    0.2403845638036728,
    0.3428570628166199,
    0.4436618685722351,
    0.3465345501899719,
    0.29906532168388367,
    0.5948716402053833,
    0.5463413596153259,
    0.3316582143306732,
    0.5524860620498657,
    0.6299998760223389,
    0.2456139326095581,
    0.29951682686805725,
    0.24175815284252167,
    0.4454975128173828,
    0.3068782389163971,
    0.35416656732559204,
    0.3678159713745117,
    0.3417084515094757,
    0.38502663373947144,
    0.2996253967285156,
    0.1835748255252838,
    0.26388877630233765,
    0.15023468434810638,
    0.2262442708015442,
    0.48913031816482544,
    0.34394893050193787,
    0.5638296604156494,
    0.3157894015312195,
    0.34862375259399414,
    0.22105254232883453,
    0.1777777075767517,
    0.23115570843219757,
    0.439655065536499,
    0.436893105506897,
    0.3832334280014038,
    0.20571422576904297,
    0.3402060866355896,
    0.5572518110275269,
    0.5764191746711731,
    0.5089284181594849,
    0.13888882100582123,
    0.5185183882713318,
    0.3878786563873291,
    0.3587442934513092,
    0.27118635177612305,
    0.7305934429168701,
    0.4226802885532379,
    0.43902432918548584,
    0.3152172863483429,
    0.10232551395893097,
    0.19607838988304138,
    0.11650479584932327,
    0.3209875524044037,
    0.6695277690887451,
    0.5742572546005249,
    0.45238080620765686,
    0.5948716402053833,
    0.17857135832309723,
    0.3743841052055359,
    0.15819202363491058,
    0.577777624130249,
    0.6570047736167908,
    0.22222214937210083,
    0.213483065366745,
    0.25352105498313904,
    0.1290321946144104,
    0.23255807161331177,
    0.669999897480011,
    0.29931965470314026,
    0.25157222151756287,
    0.4242423474788666,
    0.3580785095691681,
    0.4019606411457062,
    0.2075471132993698,
    0.32330816984176636,
    0.28318578004837036,
    0.49261072278022766,
    0.2543858587741852,
    0.21800939738750458,
    0.5999999046325684,
    0.4278606176376343,
    0.30392149090766907,
    0.35714277625083923,
    0.15135130286216736,
    0.3566878139972687
   ],
   "time": 152.6053917836398,
   "param": [
    {
     "p": 0.05883907899260521,
     "m": 1.0
    },
    {
     "p": 0.07291966676712036,
     "m": 1.0
    },
    {
     "p": 0.08582551032304764,
     "m": 1.0
    },
    {
     "p": 0.05679365247488022,
     "m": 1.0
    },
    {
     "p": 0.08275002241134644,
     "m": 1.0
    },
    {
     "p": 0.07760509103536606,
     "m": 1.0
    },
    {
     "p": 0.07101967930793762,
     "m": 1.0
    },
    {
     "p": 0.0708329901099205,
     "m": 1.0
    },
    {
     "p": 0.07205089926719666,
     "m": 1.0
    },
    {
     "p": 0.07333400845527649,
     "m": 1.0
    },
    {
     "p": 0.06637266278266907,
     "m": 1.0
    },
    {
     "p": 0.07143765687942505,
     "m": 1.0
    },
    {
     "p": 0.0655149295926094,
     "m": 1.0
    },
    {
     "p": 0.07470416277647018,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 182,
   "train_loss": 3.5602447986602783,
   "val_loss": 2.918224573135376,
   "acc": 35.88,
   "f1": [
    0.6255922317504883,
    0.39622631669044495,
    0.2647058069705963,
    0.20408155024051666,
    0.179775208234787,
    0.2773721516132355,
    0.32599109411239624,
    0.39130425453186035,
    0.3841806650161743,
    0.4733726978302002,
    0.12716756761074066,
    0.22522515058517456,
    0.33333325386047363,
    0.2264150232076645,
    0.1438848376274109,
    0.28571417927742004,
    0.39473676681518555,
    0.49429649114608765,
    0.3878786563873291,
    0.2814813554286957,
    0.6120217442512512,
    0.5145226716995239,
    0.35483860969543457,
    0.4939757287502289,
    0.6367712020874023,
    0.2576685845851898,
    0.27999991178512573,
    0.18009470403194427,
    0.4705880880355835,
    0.278026819229126,
    0.39639630913734436,
    0.3313608467578888,
    0.3387977182865143,
    0.3440859317779541,
    0.30366483330726624,
    0.1866666078567505,
    0.2953585684299469,
    0.21359217166900635,
    0.2585550546646118,
    0.5194803476333618,
    0.3444443643093109,
    0.5304347276687622,
    0.29885047674179077,
    0.3248406946659088,
    0.2105262577533722,
    0.19753079116344452,
    0.23469379544258118,
    0.46739116311073303,
    0.48314592242240906,
    0.3699999153614044,
    0.16999994218349457,
    0.33333322405815125,
    0.5813148021697998,
    0.6161615252494812,
    0.47619035840034485,
    0.12396689504384995,
    0.48760321736335754,
    0.3493974804878235,
    0.38461530208587646,
    0.3508770763874054,
    0.7255812287330627,
    0.41573023796081543,
    0.434782475233078,
    0.336633563041687,
    0.0428570993244648,
    0.23048320412635803,
    0.10582003742456436,
    0.33217987418174744,
    0.7136148810386658,
    0.5688071846961975,
    0.4291844367980957,
    0.5698922872543335,
    0.16666659712791443,
    0.35483860969543457,
    0.1655171811580658,
    0.6169153451919556,
    0.6574072241783142,
    0.16455689072608948,
    0.25688064098358154,
    0.2718445658683777,
    0.1844659447669983,
    0.2941175699234009,
    0.6320753693580627,
    0.38095229864120483,
    0.25301194190979004,
    0.4195120930671692,
    0.3881855607032776,
    0.3881855607032776,
    0.17391298711299896,
    0.3591330349445343,
    0.31531521677970886,
    0.4873095452785492,
    0.23529402911663055,
    0.19480513036251068,
    0.585152804851532,
    0.4022345542907715,
    0.2976189851760864,
    0.32432422041893005,
    0.10778438299894333,
    0.3552630543708801
   ],
   "time": 154.46825367119163,
   "param": [
    {
     "p": 0.07030763477087021,
     "m": 1.0
    },
    {
     "p": 0.06471395492553711,
     "m": 1.0
    },
    {
     "p": 0.06762701272964478,
     "m": 1.0
    },
    {
     "p": 0.07748493552207947,
     "m": 1.0
    },
    {
     "p": 0.0752473995089531,
     "m": 1.0
    },
    {
     "p": 0.08124370127916336,
     "m": 1.0
    },
    {
     "p": 0.05962765961885452,
     "m": 1.0
    },
    {
     "p": 0.06784557551145554,
     "m": 1.0
    },
    {
     "p": 0.05871142819523811,
     "m": 1.0
    },
    {
     "p": 0.07002998888492584,
     "m": 1.0
    },
    {
     "p": 0.07420521229505539,
     "m": 1.0
    },
    {
     "p": 0.07505019754171371,
     "m": 1.0
    },
    {
     "p": 0.0791672021150589,
     "m": 1.0
    },
    {
     "p": 0.07873804122209549,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 183,
   "train_loss": 3.7698018550872803,
   "val_loss": 2.6939966678619385,
   "acc": 35.09,
   "f1": [
    0.619246780872345,
    0.38341957330703735,
    0.2658226788043976,
    0.1990049034357071,
    0.1395348161458969,
    0.30303022265434265,
    0.32704389095306396,
    0.36470577120780945,
    0.3220337927341461,
    0.44444432854652405,
    0.14184391498565674,
    0.23469379544258118,
    0.32628393173217773,
    0.21794864535331726,
    0.21951214969158173,
    0.23170723021030426,
    0.3846152722835541,
    0.4170211851596832,
    0.3469386696815491,
    0.282828152179718,
    0.5657892823219299,
    0.4836064279079437,
    0.31088075041770935,
    0.4749998450279236,
    0.604255199432373,
    0.2340424805879593,
    0.2624998986721039,
    0.2248995453119278,
    0.41573023796081543,
    0.2944161295890808,
    0.39195966720581055,
    0.3301886022090912,
    0.3583814203739166,
    0.3320753574371338,
    0.33333325386047363,
    0.17073164880275726,
    0.3251230716705322,
    0.1990049034357071,
    0.19631893932819366,
    0.5146197080612183,
    0.2585550546646118,
    0.5988022685050964,
    0.2662337124347687,
    0.33460068702697754,
    0.1970442682504654,
    0.21374039351940155,
    0.26041656732559204,
    0.47236168384552,
    0.5339804887771606,
    0.3999999165534973,
    0.19672124087810516,
    0.2707422971725464,
    0.5725489854812622,
    0.5929647088050842,
    0.4857141971588135,
    0.15662643313407898,
    0.4792625606060028,
    0.3738316595554352,
    0.3489360511302948,
    0.30651330947875977,
    0.6990289688110352,
    0.4472048580646515,
    0.43575406074523926,
    0.3627450466156006,
    0.12307685613632202,
    0.18292675912380219,
    0.0946744978427887,
    0.30697670578956604,
    0.7298576831817627,
    0.5978259444236755,
    0.47916653752326965,
    0.5901637673377991,
    0.12996385991573334,
    0.33939382433891296,
    0.1081080511212349,
    0.5799998641014099,
    0.6320753693580627,
    0.21296289563179016,
    0.24701185524463654,
    0.2941175401210785,
    0.15384607017040253,
    0.2677823603153229,
    0.6699506640434265,
    0.2944784462451935,
    0.21621613204479218,
    0.39603951573371887,
    0.3771928548812866,
    0.38356152176856995,
    0.16249993443489075,
    0.33333325386047363,
    0.2976189851760864,
    0.47619035840034485,
    0.2048192024230957,
    0.22093015909194946,
    0.5328184366226196,
    0.3924049437046051,
    0.3431951701641083,
    0.30567678809165955,
    0.10526309907436371,
    0.3885713219642639
   ],
   "time": 157.0418686531484,
   "param": [
    {
     "p": 0.0780421644449234,
     "m": 1.0
    },
    {
     "p": 0.07426150143146515,
     "m": 1.0
    },
    {
     "p": 0.07002843171358109,
     "m": 1.0
    },
    {
     "p": 0.08199752122163773,
     "m": 1.0
    },
    {
     "p": 0.06412947922945023,
     "m": 1.0
    },
    {
     "p": 0.07079139351844788,
     "m": 1.0
    },
    {
     "p": 0.06252676993608475,
     "m": 1.0
    },
    {
     "p": 0.07512176781892776,
     "m": 1.0
    },
    {
     "p": 0.07121129333972931,
     "m": 1.0
    },
    {
     "p": 0.05495448783040047,
     "m": 1.0
    },
    {
     "p": 0.07209425419569016,
     "m": 1.0
    },
    {
     "p": 0.07353204488754272,
     "m": 1.0
    },
    {
     "p": 0.07400889694690704,
     "m": 1.0
    },
    {
     "p": 0.07730001956224442,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 184,
   "train_loss": 3.9024295806884766,
   "val_loss": 2.747323989868164,
   "acc": 35.94,
   "f1": [
    0.639269232749939,
    0.3798881769180298,
    0.2934781610965729,
    0.24390237033367157,
    0.16049376130104065,
    0.280898779630661,
    0.3522725999355316,
    0.36842095851898193,
    0.3157894015312195,
    0.47560960054397583,
    0.14379078149795532,
    0.2696628272533417,
    0.3756905198097229,
    0.19289332628250122,
    0.1844659447669983,
    0.22784802317619324,
    0.37894728779792786,
    0.43093910813331604,
    0.37864065170288086,
    0.29059821367263794,
    0.5741626024246216,
    0.47715723514556885,
    0.362790584564209,
    0.5306121110916138,
    0.6724889278411865,
    0.25301194190979004,
    0.28444433212280273,
    0.2434781938791275,
    0.4585364758968353,
    0.35955044627189636,
    0.3999998867511749,
    0.36018943786621094,
    0.36815908551216125,
    0.2694299519062042,
    0.29253727197647095,
    0.210526242852211,
    0.30409345030784607,
    0.21999992430210114,
    0.22222214937210083,
    0.49681511521339417,
    0.3111110329627991,
    0.5213673710823059,
    0.323809415102005,
    0.30662015080451965,
    0.26190465688705444,
    0.20512813329696655,
    0.1931033730506897,
    0.47120407223701477,
    0.4530385434627533,
    0.40641695261001587,
    0.1654134839773178,
    0.3459458649158478,
    0.5583332777023315,
    0.5436891913414001,
    0.5472635626792908,
    0.1333332657814026,
    0.49999988079071045,
    0.2702701687812805,
    0.3384614586830139,
    0.291139155626297,
    0.7169809341430664,
    0.4177214205265045,
    0.4596272110939026,
    0.3775508999824524,
    0.1209964007139206,
    0.24203814566135406,
    0.10695181041955948,
    0.28947359323501587,
    0.5766422748565674,
    0.5740739107131958,
    0.4622640609741211,
    0.6173911690711975,
    0.1258740872144699,
    0.4075828194618225,
    0.19607838988304138,
    0.48201432824134827,
    0.580392062664032,
    0.17283941805362701,
    0.26666656136512756,
    0.26900574564933777,
    0.13725484907627106,
    0.2633450925350189,
    0.6481480002403259,
    0.3711339235305786,
    0.24590153992176056,
    0.41406238079071045,
    0.3982299864292145,
    0.385650098323822,
    0.1507537066936493,
    0.3824700117111206,
    0.33476385474205017,
    0.4233575761318207,
    0.25274714827537537,
    0.2234041839838028,
    0.5714284777641296,
    0.4276728630065918,
    0.34716975688934326,
    0.30487796664237976,
    0.1257142275571823,
    0.4245808720588684
   ],
   "time": 158.50471229292452,
   "param": [
    {
     "p": 0.05686552822589874,
     "m": 1.0
    },
    {
     "p": 0.07857783883810043,
     "m": 1.0
    },
    {
     "p": 0.07573672384023666,
     "m": 1.0
    },
    {
     "p": 0.07399632781744003,
     "m": 1.0
    },
    {
     "p": 0.07780192047357559,
     "m": 1.0
    },
    {
     "p": 0.07800593972206116,
     "m": 1.0
    },
    {
     "p": 0.05260494723916054,
     "m": 1.0
    },
    {
     "p": 0.062349386513233185,
     "m": 1.0
    },
    {
     "p": 0.06507772952318192,
     "m": 1.0
    },
    {
     "p": 0.08002220839262009,
     "m": 1.0
    },
    {
     "p": 0.07690156996250153,
     "m": 1.0
    },
    {
     "p": 0.06727760285139084,
     "m": 1.0
    },
    {
     "p": 0.07702784240245819,
     "m": 1.0
    },
    {
     "p": 0.07775451987981796,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 185,
   "train_loss": 3.6709160804748535,
   "val_loss": 2.618119239807129,
   "acc": 36.17,
   "f1": [
    0.6320753693580627,
    0.41818171739578247,
    0.2716048061847687,
    0.22099439799785614,
    0.15819202363491058,
    0.24999989569187164,
    0.366812139749527,
    0.3678159713745117,
    0.35294109582901,
    0.41314542293548584,
    0.15384607017040253,
    0.22535204887390137,
    0.300884872674942,
    0.19999994337558746,
    0.22784802317619324,
    0.2559240758419037,
    0.4019606411457062,
    0.4780486822128296,
    0.37305691838264465,
    0.29714274406433105,
    0.5882351994514465,
    0.5128204226493835,
    0.3084576427936554,
    0.5063290596008301,
    0.6315788626670837,
    0.2574256360530853,
    0.3013697862625122,
    0.1916166990995407,
    0.3885713219642639,
    0.32160791754722595,
    0.35964900255203247,
    0.3441859781742096,
    0.3495144844055176,
    0.3478259742259979,
    0.30303019285202026,
    0.1891890913248062,
    0.299465149641037,
    0.22105254232883453,
    0.23255808651447296,
    0.5374998450279236,
    0.28787872195243835,
    0.5673075914382935,
    0.28571417927742004,
    0.36065563559532166,
    0.2147650271654129,
    0.2424241602420807,
    0.18633535504341125,
    0.49090901017189026,
    0.5054942965507507,
    0.41048023104667664,
    0.22598862648010254,
    0.3555554449558258,
    0.5689654350280762,
    0.6069650650024414,
    0.4924621880054474,
    0.11538457125425339,
    0.49999988079071045,
    0.3592813014984131,
    0.3584904372692108,
    0.3470318615436554,
    0.6833332180976868,
    0.41666656732559204,
    0.4190475046634674,
    0.38974347710609436,
    0.13930343091487885,
    0.22907482087612152,
    0.08910884708166122,
    0.26519328355789185,
    0.711340069770813,
    0.5938863754272461,
    0.48803818225860596,
    0.5922329425811768,
    0.1647058129310608,
    0.2887699604034424,
    0.1734103411436081,
    0.5972849726676941,
    0.6266093254089355,
    0.251082181930542,
    0.20809243619441986,
    0.2749998867511749,
    0.14285708963871002,
    0.24999991059303284,
    0.6874998807907104,
    0.3617020547389984,
    0.23595495522022247,
    0.45544540882110596,
    0.40191373229026794,
    0.4408600926399231,
    0.16149060428142548,
    0.35658904910087585,
    0.34554967284202576,
    0.49999988079071045,
    0.212290421128273,
    0.2066420167684555,
    0.6176469922065735,
    0.4414413571357727,
    0.31999990344047546,
    0.2877192199230194,
    0.10909084230661392,
    0.3786981403827667
   ],
   "time": 156.2046122616157,
   "param": [
    {
     "p": 0.07507028430700302,
     "m": 1.0
    },
    {
     "p": 0.07157951593399048,
     "m": 1.0
    },
    {
     "p": 0.07130744308233261,
     "m": 1.0
    },
    {
     "p": 0.07242678105831146,
     "m": 1.0
    },
    {
     "p": 0.061130888760089874,
     "m": 1.0
    },
    {
     "p": 0.08041545003652573,
     "m": 1.0
    },
    {
     "p": 0.07371673732995987,
     "m": 1.0
    },
    {
     "p": 0.0729493573307991,
     "m": 1.0
    },
    {
     "p": 0.0687110647559166,
     "m": 1.0
    },
    {
     "p": 0.06372048705816269,
     "m": 1.0
    },
    {
     "p": 0.07554268091917038,
     "m": 1.0
    },
    {
     "p": 0.07144301384687424,
     "m": 1.0
    },
    {
     "p": 0.07130172103643417,
     "m": 1.0
    },
    {
     "p": 0.07068455964326859,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 186,
   "train_loss": 3.573442220687866,
   "val_loss": 2.96929931640625,
   "acc": 36.52,
   "f1": [
    0.7231636643409729,
    0.43575406074523926,
    0.3169397711753845,
    0.15476183593273163,
    0.15819202363491058,
    0.2790696620941162,
    0.41666656732559204,
    0.38674020767211914,
    0.3627450466156006,
    0.4459458291530609,
    0.21126753091812134,
    0.26041656732559204,
    0.3510637581348419,
    0.21138204634189606,
    0.23030294477939606,
    0.23529402911663055,
    0.40935659408569336,
    0.47773265838623047,
    0.3583814203739166,
    0.29585790634155273,
    0.6395347118377686,
    0.4912279546260834,
    0.33480167388916016,
    0.5446807742118835,
    0.6524062752723694,
    0.2716048061847687,
    0.27096763253211975,
    0.19407005608081818,
    0.4705880880355835,
    0.3351350426673889,
    0.35627520084381104,
    0.32539674639701843,
    0.3240739703178406,
    0.29850736260414124,
    0.31818172335624695,
    0.194871723651886,
    0.3523315489292145,
    0.21621613204479218,
    0.23636355996131897,
    0.4811319410800934,
    0.28846150636672974,
    0.5865383148193359,
    0.2882882058620453,
    0.32291656732559204,
    0.19767434895038605,
    0.22619038820266724,
    0.22988496720790863,
    0.46363624930381775,
    0.48587560653686523,
    0.382978618144989,
    0.14666660130023956,
    0.3549782335758209,
    0.5358489155769348,
    0.631578803062439,
    0.4905658960342407,
    0.12865489721298218,
    0.5284972786903381,
    0.4260353744029999,
    0.3628317713737488,
    0.29850736260414124,
    0.6866952180862427,
    0.42168664932250977,
    0.45871543884277344,
    0.3598325252532959,
    0.12244890630245209,
    0.2340424805879593,
    0.07766983658075333,
    0.33532923460006714,
    0.7238093614578247,
    0.5865383148193359,
    0.518134593963623,
    0.614718496799469,
    0.1748633086681366,
    0.41474640369415283,
    0.1648350954055786,
    0.5648146867752075,
    0.6146787405014038,
    0.13333328068256378,
    0.231999933719635,
    0.275229275226593,
    0.12643671035766602,
    0.29464277625083923,
    0.6635512709617615,
    0.40191373229026794,
    0.23584897816181183,
    0.4149376451969147,
    0.4204544126987457,
    0.38938042521476746,
    0.23529405891895294,
    0.37735840678215027,
    0.29245272278785706,
    0.5113635063171387,
    0.2603549063205719,
    0.23696675896644592,
    0.589371919631958,
    0.4923075735569,
    0.29189181327819824,
    0.31896543502807617,
    0.14965979754924774,
    0.3885713219642639
   ],
   "time": 152.36910754349083,
   "param": [
    {
     "p": 0.06084076315164566,
     "m": 1.0
    },
    {
     "p": 0.06755249947309494,
     "m": 1.0
    },
    {
     "p": 0.0755370482802391,
     "m": 1.0
    },
    {
     "p": 0.08350417762994766,
     "m": 1.0
    },
    {
     "p": 0.06925886124372482,
     "m": 1.0
    },
    {
     "p": 0.07951213419437408,
     "m": 1.0
    },
    {
     "p": 0.0797758400440216,
     "m": 1.0
    },
    {
     "p": 0.07011652737855911,
     "m": 1.0
    },
    {
     "p": 0.05162208154797554,
     "m": 1.0
    },
    {
     "p": 0.07358621805906296,
     "m": 1.0
    },
    {
     "p": 0.07753273099660873,
     "m": 1.0
    },
    {
     "p": 0.06510934978723526,
     "m": 1.0
    },
    {
     "p": 0.072733074426651,
     "m": 1.0
    },
    {
     "p": 0.07331879436969757,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 187,
   "train_loss": 4.2335405349731445,
   "val_loss": 2.730294942855835,
   "acc": 35.46,
   "f1": [
    0.6355138421058655,
    0.39603951573371887,
    0.289308100938797,
    0.14371250569820404,
    0.19277101755142212,
    0.28085100650787354,
    0.3529410660266876,
    0.3535352647304535,
    0.3220972716808319,
    0.44230756163597107,
    0.10687018185853958,
    0.24786315858364105,
    0.3203882575035095,
    0.20571422576904297,
    0.21951214969158173,
    0.26373615860939026,
    0.3738316595554352,
    0.4210525453090668,
    0.36111101508140564,
    0.27385884523391724,
    0.6153843998908997,
    0.49999988079071045,
    0.3084576427936554,
    0.5099998712539673,
    0.6190475225448608,
    0.28571417927742004,
    0.22321420907974243,
    0.21839071810245514,
    0.46242761611938477,
    0.3522011637687683,
    0.3984062969684601,
    0.34234222769737244,
    0.3350784480571747,
    0.322274774312973,
    0.314606636762619,
    0.17460311949253082,
    0.29213473200798035,
    0.16666661202907562,
    0.2569443881511688,
    0.5029938817024231,
    0.3195875287055969,
    0.5555554032325745,
    0.2992125153541565,
    0.30046939849853516,
    0.23809516429901123,
    0.18823520839214325,
    0.22950810194015503,
    0.45714277029037476,
    0.5128204226493835,
    0.40206170082092285,
    0.14084501564502716,
    0.3417084515094757,
    0.5482232570648193,
    0.6019416451454163,
    0.553571343421936,
    0.15116271376609802,
    0.4684683382511139,
    0.39560428261756897,
    0.38095223903656006,
    0.31372541189193726,
    0.706976592540741,
    0.44067782163619995,
    0.42682915925979614,
    0.3314915895462036,
    0.07947013527154922,
    0.2116401493549347,
    0.0983605906367302,
    0.3169397711753845,
    0.6816141605377197,
    0.5531913042068481,
    0.47222211956977844,
    0.5668447613716125,
    0.12359543144702911,
    0.3940885663032532,
    0.17073164880275726,
    0.5650222897529602,
    0.6018517017364502,
    0.19047611951828003,
    0.23770485818386078,
    0.27649760246276855,
    0.16049376130104065,
    0.2741115987300873,
    0.6514284610748291,
    0.36046499013900757,
    0.2561575770378113,
    0.47524741291999817,
    0.38974347710609436,
    0.42201822996139526,
    0.19289332628250122,
    0.37096765637397766,
    0.33497530221939087,
    0.4416665732860565,
    0.20289847254753113,
    0.1989527940750122,
    0.558139443397522,
    0.39583319425582886,
    0.38095226883888245,
    0.2592591643333435,
    0.07407400757074356,
    0.2820512056350708
   ],
   "time": 156.16285238135606,
   "param": [
    {
     "p": 0.07677312940359116,
     "m": 1.0
    },
    {
     "p": 0.07122550159692764,
     "m": 1.0
    },
    {
     "p": 0.06411388516426086,
     "m": 1.0
    },
    {
     "p": 0.069457046687603,
     "m": 1.0
    },
    {
     "p": 0.07451511919498444,
     "m": 1.0
    },
    {
     "p": 0.08701667189598083,
     "m": 1.0
    },
    {
     "p": 0.07151797413825989,
     "m": 1.0
    },
    {
     "p": 0.0758574828505516,
     "m": 1.0
    },
    {
     "p": 0.06619571894407272,
     "m": 1.0
    },
    {
     "p": 0.07330334186553955,
     "m": 1.0
    },
    {
     "p": 0.07181374728679657,
     "m": 1.0
    },
    {
     "p": 0.05480388179421425,
     "m": 1.0
    },
    {
     "p": 0.05837172269821167,
     "m": 1.0
    },
    {
     "p": 0.0850348249077797,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 188,
   "train_loss": 3.7240679264068604,
   "val_loss": 2.762204647064209,
   "acc": 35.66,
   "f1": [
    0.6203702688217163,
    0.37894728779792786,
    0.3113206624984741,
    0.2046510875225067,
    0.1497325599193573,
    0.28971952199935913,
    0.3771427571773529,
    0.3529410660266876,
    0.3107568919658661,
    0.45454537868499756,
    0.16666659712791443,
    0.19047611951828003,
    0.38053086400032043,
    0.23529404401779175,
    0.2576685845851898,
    0.2456139624118805,
    0.36269423365592957,
    0.486772358417511,
    0.3348415493965149,
    0.2647058069705963,
    0.6027396321296692,
    0.47967469692230225,
    0.2928869426250458,
    0.5684208869934082,
    0.657142698764801,
    0.23863628506660461,
    0.2598869204521179,
    0.2054053246974945,
    0.4814813435077667,
    0.3248729705810547,
    0.37681150436401367,
    0.28571420907974243,
    0.2898549735546112,
    0.3168315887451172,
    0.2913385033607483,
    0.14705877006053925,
    0.30107519030570984,
    0.1898733526468277,
    0.2120140790939331,
    0.5274723768234253,
    0.3431951701641083,
    0.5490195155143738,
    0.3352600038051605,
    0.35483860969543457,
    0.18421046435832977,
    0.2553190290927887,
    0.262711763381958,
    0.4615383446216583,
    0.4417669475078583,
    0.42285704612731934,
    0.18803411722183228,
    0.35193121433258057,
    0.5925925374031067,
    0.5700933337211609,
    0.48888880014419556,
    0.11904755234718323,
    0.48214277625083923,
    0.37908485531806946,
    0.3464565873146057,
    0.2749998867511749,
    0.7236180305480957,
    0.40476179122924805,
    0.39548009634017944,
    0.2882882058620453,
    0.09599995613098145,
    0.2543351650238037,
    0.13043470680713654,
    0.351351261138916,
    0.7058822512626648,
    0.5872339010238647,
    0.5164833664894104,
    0.6206895112991333,
    0.11340199410915375,
    0.40178558230400085,
    0.13714279234409332,
    0.4870847761631012,
    0.6597937345504761,
    0.10218973457813263,
    0.23232315480709076,
    0.281406968832016,
    0.10344822704792023,
    0.27329182624816895,
    0.6355138421058655,
    0.4112148582935333,
    0.19393931329250336,
    0.4065040051937103,
    0.43715834617614746,
    0.4072396755218506,
    0.18181811273097992,
    0.3424123525619507,
    0.2914571762084961,
    0.44230756163597107,
    0.20289847254753113,
    0.19672125577926636,
    0.5683058500289917,
    0.4646463394165039,
    0.2739725112915039,
    0.24595461785793304,
    0.09523803740739822,
    0.3953487277030945
   ],
   "time": 156.99826022423804,
   "param": [
    {
     "p": 0.07247604429721832,
     "m": 1.0
    },
    {
     "p": 0.06573916226625443,
     "m": 1.0
    },
    {
     "p": 0.06945021450519562,
     "m": 1.0
    },
    {
     "p": 0.0608074814081192,
     "m": 1.0
    },
    {
     "p": 0.06788656115531921,
     "m": 1.0
    },
    {
     "p": 0.08232653886079788,
     "m": 1.0
    },
    {
     "p": 0.06668927520513535,
     "m": 1.0
    },
    {
     "p": 0.07928327471017838,
     "m": 1.0
    },
    {
     "p": 0.06721293181180954,
     "m": 1.0
    },
    {
     "p": 0.0771416425704956,
     "m": 1.0
    },
    {
     "p": 0.06041553243994713,
     "m": 1.0
    },
    {
     "p": 0.07703370600938797,
     "m": 1.0
    },
    {
     "p": 0.07499268651008606,
     "m": 1.0
    },
    {
     "p": 0.07854494452476501,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 189,
   "train_loss": 3.0850307941436768,
   "val_loss": 2.9802465438842773,
   "acc": 36.04,
   "f1": [
    0.6666665077209473,
    0.4410255253314972,
    0.29714274406433105,
    0.2115383893251419,
    0.13084106147289276,
    0.2659573554992676,
    0.38271594047546387,
    0.40206170082092285,
    0.3295453190803528,
    0.4347825050354004,
    0.1325300633907318,
    0.21621613204479218,
    0.3599999248981476,
    0.2723403573036194,
    0.20689646899700165,
    0.23744283616542816,
    0.3977271616458893,
    0.44799989461898804,
    0.3414633274078369,
    0.3152172863483429,
    0.5812807083129883,
    0.5132741928100586,
    0.2887699604034424,
    0.5269460082054138,
    0.610878586769104,
    0.23255807161331177,
    0.31818172335624695,
    0.21395343542099,
    0.4485980272293091,
    0.3575417995452881,
    0.4222221076488495,
    0.323809415102005,
    0.34123215079307556,
    0.33333325386047363,
    0.3217390477657318,
    0.2129276990890503,
    0.28220847249031067,
    0.19433192908763885,
    0.21839071810245514,
    0.47674402594566345,
    0.2796609401702881,
    0.5583755373954773,
    0.2762430012226105,
    0.30545443296432495,
    0.17834389209747314,
    0.2592591345310211,
    0.22710618376731873,
    0.4788731336593628,
    0.4861876964569092,
    0.43749988079071045,
    0.18604643642902374,
    0.358024537563324,
    0.5273971557617188,
    0.5748986601829529,
    0.5380709171295166,
    0.09859149903059006,
    0.49327346682548523,
    0.3551400303840637,
    0.3771928548812866,
    0.28855711221694946,
    0.7081338167190552,
    0.38461530208587646,
    0.43564343452453613,
    0.36842095851898193,
    0.09356718510389328,
    0.2599999010562897,
    0.11926598846912384,
    0.3350784480571747,
    0.6899562478065491,
    0.6048778891563416,
    0.5227271318435669,
    0.6134452819824219,
    0.11538457125425339,
    0.38427940011024475,
    0.12676051259040833,
    0.5714284181594849,
    0.6698563694953918,
    0.14285707473754883,
    0.2659573554992676,
    0.32258057594299316,
    0.13017743825912476,
    0.27380943298339844,
    0.6467660069465637,
    0.3459458649158478,
    0.20111726224422455,
    0.46636757254600525,
    0.37623751163482666,
    0.4075828194618225,
    0.17142851650714874,
    0.3208954334259033,
    0.3350784480571747,
    0.49999988079071045,
    0.17808210849761963,
    0.19889496266841888,
    0.5567008852958679,
    0.474226713180542,
    0.3555554449558258,
    0.32291656732559204,
    0.1126759946346283,
    0.3483870029449463
   ],
   "time": 153.7244595149532,
   "param": [
    {
     "p": 0.07513681799173355,
     "m": 1.0
    },
    {
     "p": 0.08007928729057312,
     "m": 1.0
    },
    {
     "p": 0.07985547930002213,
     "m": 1.0
    },
    {
     "p": 0.07008696347475052,
     "m": 1.0
    },
    {
     "p": 0.06770389527082443,
     "m": 1.0
    },
    {
     "p": 0.07606600970029831,
     "m": 1.0
    },
    {
     "p": 0.06812437623739243,
     "m": 1.0
    },
    {
     "p": 0.07945194095373154,
     "m": 1.0
    },
    {
     "p": 0.06148971617221832,
     "m": 1.0
    },
    {
     "p": 0.07055086642503738,
     "m": 1.0
    },
    {
     "p": 0.06617297232151031,
     "m": 1.0
    },
    {
     "p": 0.06685712188482285,
     "m": 1.0
    },
    {
     "p": 0.05993300676345825,
     "m": 1.0
    },
    {
     "p": 0.07849147915840149,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 190,
   "train_loss": 3.3956737518310547,
   "val_loss": 3.1068379878997803,
   "acc": 35.56,
   "f1": [
    0.6764704585075378,
    0.3445691764354706,
    0.3265305161476135,
    0.18954242765903473,
    0.16666659712791443,
    0.30487796664237976,
    0.3478260338306427,
    0.3943660855293274,
    0.3699420988559723,
    0.4662575423717499,
    0.188888818025589,
    0.21167877316474915,
    0.3319500982761383,
    0.22535203397274017,
    0.19736838340759277,
    0.22935770452022552,
    0.3696681261062622,
    0.44808733463287354,
    0.36559128761291504,
    0.3384614586830139,
    0.633333146572113,
    0.4659497141838074,
    0.3493974804878235,
    0.5142855644226074,
    0.6203702688217163,
    0.22929932177066803,
    0.2749998867511749,
    0.23275858163833618,
    0.446808397769928,
    0.3465345501899719,
    0.4090907871723175,
    0.2653060257434845,
    0.38095223903656006,
    0.31730762124061584,
    0.2954544425010681,
    0.10738249123096466,
    0.29166659712791443,
    0.21886786818504333,
    0.20408155024051666,
    0.5032256245613098,
    0.306122362613678,
    0.5882351994514465,
    0.31088075041770935,
    0.318318247795105,
    0.21518979966640472,
    0.19736838340759277,
    0.23300965130329132,
    0.46363624930381775,
    0.49999988079071045,
    0.4065040051937103,
    0.17834389209747314,
    0.3568463623523712,
    0.6167399883270264,
    0.5327510237693787,
    0.48913031816482544,
    0.20224712789058685,
    0.4878047704696655,
    0.3443707227706909,
    0.367346853017807,
    0.3419688045978546,
    0.6914892196655273,
    0.4025973081588745,
    0.46242761611938477,
    0.3508770763874054,
    0.13664589822292328,
    0.1914892941713333,
    0.10181812942028046,
    0.32941165566444397,
    0.706976592540741,
    0.5624998807907104,
    0.48039206862449646,
    0.6238530874252319,
    0.13541659712791443,
    0.3775508999824524,
    0.12499994784593582,
    0.5849055051803589,
    0.5925925374031067,
    0.20289847254753113,
    0.19289332628250122,
    0.24203814566135406,
    0.0967741385102272,
    0.27999991178512573,
    0.6249998807907104,
    0.378109335899353,
    0.2810809910297394,
    0.41818171739578247,
    0.3422052562236786,
    0.4102562963962555,
    0.18181809782981873,
    0.3265305161476135,
    0.31355923414230347,
    0.4358973503112793,
    0.17721512913703918,
    0.21698106825351715,
    0.5813952684402466,
    0.4385963976383209,
    0.32911381125450134,
    0.32835814356803894,
    0.15111105144023895,
    0.3636362552642822
   ],
   "time": 155.03198988270015,
   "param": [
    {
     "p": 0.07223504781723022,
     "m": 1.0
    },
    {
     "p": 0.07247159630060196,
     "m": 1.0
    },
    {
     "p": 0.07166794687509537,
     "m": 1.0
    },
    {
     "p": 0.06634335964918137,
     "m": 1.0
    },
    {
     "p": 0.06626804918050766,
     "m": 1.0
    },
    {
     "p": 0.07634052634239197,
     "m": 1.0
    },
    {
     "p": 0.0671694278717041,
     "m": 1.0
    },
    {
     "p": 0.0817425549030304,
     "m": 1.0
    },
    {
     "p": 0.06491578370332718,
     "m": 1.0
    },
    {
     "p": 0.07004596292972565,
     "m": 1.0
    },
    {
     "p": 0.07229220867156982,
     "m": 1.0
    },
    {
     "p": 0.0619591623544693,
     "m": 1.0
    },
    {
     "p": 0.07136335223913193,
     "m": 1.0
    },
    {
     "p": 0.08518508076667786,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 191,
   "train_loss": 3.8152823448181152,
   "val_loss": 2.9104764461517334,
   "acc": 34.82,
   "f1": [
    0.6834169626235962,
    0.35483860969543457,
    0.283950537443161,
    0.18905465304851532,
    0.15899574756622314,
    0.2488888055086136,
    0.37499985098838806,
    0.3703702688217163,
    0.33548372983932495,
    0.4186045527458191,
    0.14634139835834503,
    0.2208588421344757,
    0.31046923995018005,
    0.23157887160778046,
    0.19047611951828003,
    0.20512816309928894,
    0.4277455508708954,
    0.42452818155288696,
    0.3487178385257721,
    0.2987011969089508,
    0.5813952684402466,
    0.5142855644226074,
    0.3101603388786316,
    0.5548385381698608,
    0.6183573603630066,
    0.2754489779472351,
    0.2575756907463074,
    0.2075471132993698,
    0.4150942265987396,
    0.31067952513694763,
    0.4315788447856903,
    0.30769217014312744,
    0.3064514994621277,
    0.34883710741996765,
    0.3166022300720215,
    0.16428565979003906,
    0.2784809172153473,
    0.20192298293113708,
    0.22857137024402618,
    0.4799998998641968,
    0.26297569274902344,
    0.5471696853637695,
    0.31325289607048035,
    0.3584228754043579,
    0.1722487509250641,
    0.19631893932819366,
    0.2065216600894928,
    0.46808499097824097,
    0.5177663564682007,
    0.4112902283668518,
    0.18978095054626465,
    0.3495934009552002,
    0.5477177500724792,
    0.5624998807907104,
    0.3999998867511749,
    0.13157887756824493,
    0.4912279546260834,
    0.3196346163749695,
    0.36129021644592285,
    0.2934781610965729,
    0.7290639281272888,
    0.4191615581512451,
    0.44047608971595764,
    0.31249991059303284,
    0.08588951081037521,
    0.24193541705608368,
    0.17760612070560455,
    0.33783775568008423,
    0.6804978251457214,
    0.5323193669319153,
    0.4946235418319702,
    0.6206895112991333,
    0.18045106530189514,
    0.3853210210800171,
    0.17391297221183777,
    0.46099281311035156,
    0.6435642242431641,
    0.15294109284877777,
    0.1911763846874237,
    0.28758159279823303,
    0.13496926426887512,
    0.25999993085861206,
    0.6630433797836304,
    0.3594468832015991,
    0.20571422576904297,
    0.39378228783607483,
    0.4146340489387512,
    0.4050631821155548,
    0.11764701455831528,
    0.33918121457099915,
    0.31441038846969604,
    0.4951455295085907,
    0.19318175315856934,
    0.2084941565990448,
    0.5751632452011108,
    0.4260868728160858,
    0.3540668785572052,
    0.28272244334220886,
    0.14782603085041046,
    0.3703702688217163
   ],
   "time": 156.2670336123556,
   "param": [
    {
     "p": 0.06324104964733124,
     "m": 1.0
    },
    {
     "p": 0.07893502712249756,
     "m": 1.0
    },
    {
     "p": 0.06404562294483185,
     "m": 1.0
    },
    {
     "p": 0.07334677875041962,
     "m": 1.0
    },
    {
     "p": 0.08063586801290512,
     "m": 1.0
    },
    {
     "p": 0.06952250003814697,
     "m": 1.0
    },
    {
     "p": 0.0727047547698021,
     "m": 1.0
    },
    {
     "p": 0.07230835407972336,
     "m": 1.0
    },
    {
     "p": 0.06759819388389587,
     "m": 1.0
    },
    {
     "p": 0.07254810631275177,
     "m": 1.0
    },
    {
     "p": 0.07485592365264893,
     "m": 1.0
    },
    {
     "p": 0.06225711852312088,
     "m": 1.0
    },
    {
     "p": 0.07634252309799194,
     "m": 1.0
    },
    {
     "p": 0.0716581717133522,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 192,
   "train_loss": 3.587843894958496,
   "val_loss": 2.855483293533325,
   "acc": 36.06,
   "f1": [
    0.6740330457687378,
    0.3867923319339752,
    0.2746780216693878,
    0.23030294477939606,
    0.14960624277591705,
    0.2935778796672821,
    0.362499862909317,
    0.2954544425010681,
    0.36956506967544556,
    0.46913567185401917,
    0.15686267614364624,
    0.1862744390964508,
    0.3494423031806946,
    0.17021270096302032,
    0.20689649879932404,
    0.24299058318138123,
    0.4260353744029999,
    0.5436891913414001,
    0.3157894015312195,
    0.2999999225139618,
    0.5767440795898438,
    0.44999995827674866,
    0.35467973351478577,
    0.5549131631851196,
    0.6896550059318542,
    0.23076915740966797,
    0.29126206040382385,
    0.1951218843460083,
    0.43298953771591187,
    0.3167419731616974,
    0.37647050619125366,
    0.29319363832473755,
    0.2972972095012665,
    0.3248729705810547,
    0.33333322405815125,
    0.16107375919818878,
    0.31390124559402466,
    0.23770485818386078,
    0.24390237033367157,
    0.5581393837928772,
    0.29850736260414124,
    0.5921786427497864,
    0.2888887822628021,
    0.3879309296607971,
    0.24050623178482056,
    0.21538454294204712,
    0.19642849266529083,
    0.45544540882110596,
    0.4946235418319702,
    0.43216070532798767,
    0.20720712840557098,
    0.3657141625881195,
    0.5530301928520203,
    0.5820105075836182,
    0.5233643651008606,
    0.1395348161458969,
    0.5164318084716797,
    0.33333322405815125,
    0.3794870972633362,
    0.3411763310432434,
    0.7203789353370667,
    0.4242422878742218,
    0.4999998211860657,
    0.35897424817085266,
    0.08571423590183258,
    0.22772268950939178,
    0.1325300633907318,
    0.35748788714408875,
    0.7540981769561768,
    0.585152804851532,
    0.4974091649055481,
    0.5903083086013794,
    0.19827578961849213,
    0.37894728779792786,
    0.1499999612569809,
    0.5206610560417175,
    0.6702701449394226,
    0.19689112901687622,
    0.23255808651447296,
    0.2674417495727539,
    0.1497325599193573,
    0.29824554920196533,
    0.6445496082305908,
    0.30674833059310913,
    0.2243901938199997,
    0.4274808168411255,
    0.40174663066864014,
    0.4292682111263275,
    0.16993455588817596,
    0.3456788957118988,
    0.3003412187099457,
    0.4795917272567749,
    0.1854303926229477,
    0.2099446803331375,
    0.5921786427497864,
    0.4347825050354004,
    0.2999999225139618,
    0.31275710463523865,
    0.16176463663578033,
    0.39520949125289917
   ],
   "time": 154.36708814837039,
   "param": [
    {
     "p": 0.064943827688694,
     "m": 1.0
    },
    {
     "p": 0.0699414312839508,
     "m": 1.0
    },
    {
     "p": 0.07227767258882523,
     "m": 1.0
    },
    {
     "p": 0.05841013789176941,
     "m": 1.0
    },
    {
     "p": 0.07804403454065323,
     "m": 1.0
    },
    {
     "p": 0.06760039925575256,
     "m": 1.0
    },
    {
     "p": 0.07103109359741211,
     "m": 1.0
    },
    {
     "p": 0.07672984153032303,
     "m": 1.0
    },
    {
     "p": 0.07544392347335815,
     "m": 1.0
    },
    {
     "p": 0.07539477944374084,
     "m": 1.0
    },
    {
     "p": 0.07394879311323166,
     "m": 1.0
    },
    {
     "p": 0.07740916311740875,
     "m": 1.0
    },
    {
     "p": 0.06945684552192688,
     "m": 1.0
    },
    {
     "p": 0.06936796009540558,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 193,
   "train_loss": 3.4727563858032227,
   "val_loss": 2.8395004272460938,
   "acc": 36.1,
   "f1": [
    0.6914892196655273,
    0.39106133580207825,
    0.31055888533592224,
    0.08403357863426208,
    0.16236156225204468,
    0.2898550033569336,
    0.3809523284435272,
    0.4069766402244568,
    0.3523315489292145,
    0.44559577107429504,
    0.16091948747634888,
    0.22485199570655823,
    0.2901553809642792,
    0.21463409066200256,
    0.1866666078567505,
    0.23853203654289246,
    0.4301074147224426,
    0.47572803497314453,
    0.37575745582580566,
    0.30851057171821594,
    0.633333146572113,
    0.44999998807907104,
    0.34042540192604065,
    0.5485712885856628,
    0.6118720173835754,
    0.26262614130973816,
    0.3076922297477722,
    0.2099999338388443,
    0.47513800859451294,
    0.3286384046077728,
    0.40677955746650696,
    0.31932762265205383,
    0.3444443643093109,
    0.3043477237224579,
    0.2888887822628021,
    0.1764705330133438,
    0.35502949357032776,
    0.21800939738750458,
    0.251082181930542,
    0.4974091649055481,
    0.31355923414230347,
    0.5989303588867188,
    0.31088075041770935,
    0.3358207941055298,
    0.1898733526468277,
    0.2054053246974945,
    0.194871723651886,
    0.4513617753982544,
    0.45405393838882446,
    0.39090898633003235,
    0.1854303926229477,
    0.35156238079071045,
    0.5529952645301819,
    0.6162160634994507,
    0.53465336561203,
    0.1290321946144104,
    0.5118482112884521,
    0.32432422041893005,
    0.37777766585350037,
    0.33333322405815125,
    0.6877826452255249,
    0.34177201986312866,
    0.43850257992744446,
    0.37804868817329407,
    0.11612897366285324,
    0.24083760380744934,
    0.08780481666326523,
    0.3542855978012085,
    0.7085200548171997,
    0.6153844594955444,
    0.43333321809768677,
    0.5989846587181091,
    0.1229049563407898,
    0.37735840678215027,
    0.11764700710773468,
    0.5144926309585571,
    0.631578803062439,
    0.2268906980752945,
    0.25116273760795593,
    0.28571417927742004,
    0.1749999076128006,
    0.2475246638059616,
    0.6358972787857056,
    0.3703702688217163,
    0.24285709857940674,
    0.46363624930381775,
    0.44444435834884644,
    0.43349742889404297,
    0.14473678171634674,
    0.33793097734451294,
    0.31999990344047546,
    0.4974091649055481,
    0.22999992966651917,
    0.19607838988304138,
    0.5904760956764221,
    0.42708319425582886,
    0.3636362552642822,
    0.3127271831035614,
    0.12834219634532928,
    0.35897424817085266
   ],
   "time": 156.65516683273017,
   "param": [
    {
     "p": 0.06511064618825912,
     "m": 1.0
    },
    {
     "p": 0.06281254440546036,
     "m": 1.0
    },
    {
     "p": 0.07470507174730301,
     "m": 1.0
    },
    {
     "p": 0.07161857932806015,
     "m": 1.0
    },
    {
     "p": 0.07313784211874008,
     "m": 1.0
    },
    {
     "p": 0.08013131469488144,
     "m": 1.0
    },
    {
     "p": 0.06684089452028275,
     "m": 1.0
    },
    {
     "p": 0.07089835405349731,
     "m": 1.0
    },
    {
     "p": 0.07481098920106888,
     "m": 1.0
    },
    {
     "p": 0.07837652415037155,
     "m": 1.0
    },
    {
     "p": 0.06629116088151932,
     "m": 1.0
    },
    {
     "p": 0.06668850034475327,
     "m": 1.0
    },
    {
     "p": 0.07089824974536896,
     "m": 1.0
    },
    {
     "p": 0.07767943292856216,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 194,
   "train_loss": 3.003816604614258,
   "val_loss": 2.745203733444214,
   "acc": 35.91,
   "f1": [
    0.6346153020858765,
    0.38914018869400024,
    0.27615058422088623,
    0.10738249123096466,
    0.15469607710838318,
    0.3014705181121826,
    0.38541653752326965,
    0.3431951701641083,
    0.31468522548675537,
    0.4018263518810272,
    0.09929072856903076,
    0.23214277625083923,
    0.3487178385257721,
    0.22222216427326202,
    0.21999992430210114,
    0.2357722967863083,
    0.36842095851898193,
    0.45774635672569275,
    0.34389129281044006,
    0.2621358335018158,
    0.5989846587181091,
    0.5267488360404968,
    0.3362830877304077,
    0.5569618940353394,
    0.5867767333984375,
    0.23036640882492065,
    0.3387977182865143,
    0.20304562151432037,
    0.4142010807991028,
    0.36144572496414185,
    0.37158459424972534,
    0.3144652843475342,
    0.3300969898700714,
    0.31914883852005005,
    0.2901553809642792,
    0.14213192462921143,
    0.2736841142177582,
    0.19230762124061584,
    0.2540982663631439,
    0.5227271318435669,
    0.36190465092658997,
    0.6344084739685059,
    0.31645557284355164,
    0.28220847249031067,
    0.24615377187728882,
    0.2117646485567093,
    0.20388342440128326,
    0.47963786125183105,
    0.4835163354873657,
    0.45360812544822693,
    0.17021268606185913,
    0.36633655428886414,
    0.5463916063308716,
    0.559321939945221,
    0.5702478289604187,
    0.16883111000061035,
    0.5583755373954773,
    0.31775689125061035,
    0.38974347710609436,
    0.31746023893356323,
    0.6637166738510132,
    0.42580634355545044,
    0.45320188999176025,
    0.2829267382621765,
    0.10362687706947327,
    0.23076915740966797,
    0.1297709345817566,
    0.3435581922531128,
    0.7464112639427185,
    0.5638765096664429,
    0.5272725820541382,
    0.6113536357879639,
    0.15384607017040253,
    0.36815908551216125,
    0.14218004047870636,
    0.6473986506462097,
    0.6272726058959961,
    0.2248995453119278,
    0.24324318766593933,
    0.28712859749794006,
    0.1407034695148468,
    0.31168824434280396,
    0.6666665077209473,
    0.3723403513431549,
    0.1899440735578537,
    0.40975597500801086,
    0.4315788447856903,
    0.4432430863380432,
    0.16091948747634888,
    0.372548907995224,
    0.319248765707016,
    0.466666579246521,
    0.22666659951210022,
    0.22608689963817596,
    0.553672194480896,
    0.4731181561946869,
    0.32183900475502014,
    0.2954544425010681,
    0.14150936901569366,
    0.36158180236816406
   ],
   "time": 153.3698491770774,
   "param": [
    {
     "p": 0.0800158753991127,
     "m": 1.0
    },
    {
     "p": 0.07391343265771866,
     "m": 1.0
    },
    {
     "p": 0.06646353751420975,
     "m": 1.0
    },
    {
     "p": 0.07417318969964981,
     "m": 1.0
    },
    {
     "p": 0.0621708445250988,
     "m": 1.0
    },
    {
     "p": 0.07645198702812195,
     "m": 1.0
    },
    {
     "p": 0.07977767288684845,
     "m": 1.0
    },
    {
     "p": 0.06781494617462158,
     "m": 1.0
    },
    {
     "p": 0.061990268528461456,
     "m": 1.0
    },
    {
     "p": 0.07500949501991272,
     "m": 1.0
    },
    {
     "p": 0.06686537712812424,
     "m": 1.0
    },
    {
     "p": 0.07131797075271606,
     "m": 1.0
    },
    {
     "p": 0.06886731088161469,
     "m": 1.0
    },
    {
     "p": 0.07516802102327347,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 195,
   "train_loss": 3.4622931480407715,
   "val_loss": 2.930530309677124,
   "acc": 35.85,
   "f1": [
    0.6499998569488525,
    0.3636362552642822,
    0.37349388003349304,
    0.14285707473754883,
    0.16535425186157227,
    0.2872926890850067,
    0.38356152176856995,
    0.35675665736198425,
    0.33497530221939087,
    0.4756755530834198,
    0.14193542301654816,
    0.18652844429016113,
    0.3232322335243225,
    0.22222214937210083,
    0.18518511950969696,
    0.23214277625083923,
    0.41573023796081543,
    0.45348823070526123,
    0.3157893717288971,
    0.3152708411216736,
    0.5789472460746765,
    0.5240640044212341,
    0.3398057222366333,
    0.5595237016677856,
    0.6635943651199341,
    0.28742504119873047,
    0.20289847254753113,
    0.18713442981243134,
    0.40935659408569336,
    0.30769219994544983,
    0.4266665577888489,
    0.3215685188770294,
    0.3529410660266876,
    0.35833320021629333,
    0.35748788714408875,
    0.1754385232925415,
    0.3113206624984741,
    0.1962263286113739,
    0.27615058422088623,
    0.5517240166664124,
    0.31489354372024536,
    0.5820105075836182,
    0.31304338574409485,
    0.2674417495727539,
    0.22222216427326202,
    0.22033889591693878,
    0.19230762124061584,
    0.49261072278022766,
    0.4705880880355835,
    0.4043714702129364,
    0.19480513036251068,
    0.38095229864120483,
    0.6106193661689758,
    0.5603111982345581,
    0.5531913042068481,
    0.11224482953548431,
    0.4787643849849701,
    0.32820504903793335,
    0.34482747316360474,
    0.29714274406433105,
    0.6759257912635803,
    0.367346853017807,
    0.45833322405815125,
    0.36904752254486084,
    0.13861380517482758,
    0.2751321792602539,
    0.12658220529556274,
    0.31818172335624695,
    0.693333089351654,
    0.5727270841598511,
    0.528846025466919,
    0.6175113916397095,
    0.11249993741512299,
    0.3726235330104828,
    0.11920525878667831,
    0.50862056016922,
    0.6630433797836304,
    0.253807008266449,
    0.2545453906059265,
    0.2829267382621765,
    0.15859025716781616,
    0.2573528587818146,
    0.6336632370948792,
    0.36458322405815125,
    0.22598862648010254,
    0.3957218527793884,
    0.4347825050354004,
    0.38918909430503845,
    0.2256409376859665,
    0.33599987626075745,
    0.26277363300323486,
    0.46009382605552673,
    0.18072283267974854,
    0.21621613204479218,
    0.5915491580963135,
    0.4137929677963257,
    0.3046356737613678,
    0.2960287928581238,
    0.12499994039535522,
    0.40935659408569336
   ],
   "time": 157.22113234456629,
   "param": [
    {
     "p": 0.06837110966444016,
     "m": 1.0
    },
    {
     "p": 0.07816644757986069,
     "m": 1.0
    },
    {
     "p": 0.08293282240629196,
     "m": 1.0
    },
    {
     "p": 0.0636114627122879,
     "m": 1.0
    },
    {
     "p": 0.06980367749929428,
     "m": 1.0
    },
    {
     "p": 0.07846304774284363,
     "m": 1.0
    },
    {
     "p": 0.0727204978466034,
     "m": 1.0
    },
    {
     "p": 0.07473524659872055,
     "m": 1.0
    },
    {
     "p": 0.06395582109689713,
     "m": 1.0
    },
    {
     "p": 0.06879589706659317,
     "m": 1.0
    },
    {
     "p": 0.06614652276039124,
     "m": 1.0
    },
    {
     "p": 0.06964914500713348,
     "m": 1.0
    },
    {
     "p": 0.061456505209207535,
     "m": 1.0
    },
    {
     "p": 0.08119168877601624,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 196,
   "train_loss": 3.332428455352783,
   "val_loss": 2.7344536781311035,
   "acc": 35.75,
   "f1": [
    0.649484395980835,
    0.39166659116744995,
    0.2882882058620453,
    0.15624994039535522,
    0.15819202363491058,
    0.2702701687812805,
    0.36529669165611267,
    0.3736262619495392,
    0.3592231869697571,
    0.4115225076675415,
    0.1729728877544403,
    0.2531644403934479,
    0.36458322405815125,
    0.23036640882492065,
    0.24074065685272217,
    0.22222216427326202,
    0.4302324652671814,
    0.4741378724575043,
    0.32558128237724304,
    0.27737218141555786,
    0.5784311890602112,
    0.48756206035614014,
    0.35714274644851685,
    0.5408161878585815,
    0.6700506210327148,
    0.28846150636672974,
    0.25098028779029846,
    0.20118334889411926,
    0.4223601520061493,
    0.3529410660266876,
    0.33333322405815125,
    0.2790696918964386,
    0.4021162986755371,
    0.35602086782455444,
    0.2954544723033905,
    0.2061854749917984,
    0.2837369441986084,
    0.20560741424560547,
    0.2116401493549347,
    0.5165561437606812,
    0.3367346227169037,
    0.5550238490104675,
    0.33333322405815125,
    0.2833332419395447,
    0.2127659022808075,
    0.24390234053134918,
    0.19047614932060242,
    0.4950493574142456,
    0.44642844796180725,
    0.42452818155288696,
    0.17333325743675232,
    0.393063485622406,
    0.5897434949874878,
    0.5728641748428345,
    0.5283017754554749,
    0.1142856553196907,
    0.5118482112884521,
    0.31325289607048035,
    0.3728812634944916,
    0.2673795819282532,
    0.696517288684845,
    0.4260353744029999,
    0.47120407223701477,
    0.3411763310432434,
    0.11173177510499954,
    0.25125616788864136,
    0.16249993443489075,
    0.3389829397201538,
    0.6790696382522583,
    0.5053762197494507,
    0.5027320981025696,
    0.6086955070495605,
    0.14925366640090942,
    0.3493449091911316,
    0.14285707473754883,
    0.5513511896133423,
    0.5813952088356018,
    0.212290421128273,
    0.2436547577381134,
    0.24999991059303284,
    0.1764705330133438,
    0.20858889818191528,
    0.6291078925132751,
    0.3369564116001129,
    0.21621614694595337,
    0.3964756429195404,
    0.3859647810459137,
    0.39473676681518555,
    0.1647058129310608,
    0.3615383505821228,
    0.26190468668937683,
    0.49999988079071045,
    0.21319790184497833,
    0.19791658222675323,
    0.5925924181938171,
    0.43265292048454285,
    0.4022987186908722,
    0.3478259742259979,
    0.13978487253189087,
    0.3999999463558197
   ],
   "time": 154.60415961686522,
   "param": [
    {
     "p": 0.0649571642279625,
     "m": 1.0
    },
    {
     "p": 0.0653257891535759,
     "m": 1.0
    },
    {
     "p": 0.0767536610364914,
     "m": 1.0
    },
    {
     "p": 0.07446683943271637,
     "m": 1.0
    },
    {
     "p": 0.07053105533123016,
     "m": 1.0
    },
    {
     "p": 0.07175251096487045,
     "m": 1.0
    },
    {
     "p": 0.08047234266996384,
     "m": 1.0
    },
    {
     "p": 0.07610751688480377,
     "m": 1.0
    },
    {
     "p": 0.07734696567058563,
     "m": 1.0
    },
    {
     "p": 0.05981798470020294,
     "m": 1.0
    },
    {
     "p": 0.059141989797353745,
     "m": 1.0
    },
    {
     "p": 0.07045505195856094,
     "m": 1.0
    },
    {
     "p": 0.07686681300401688,
     "m": 1.0
    },
    {
     "p": 0.07600438594818115,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 197,
   "train_loss": 3.3184502124786377,
   "val_loss": 2.876556158065796,
   "acc": 35.79,
   "f1": [
    0.6666665077209473,
    0.40692633390426636,
    0.2999999225139618,
    0.19277101755142212,
    0.14130428433418274,
    0.2954544425010681,
    0.37333324551582336,
    0.3699420988559723,
    0.35744670033454895,
    0.3975902497768402,
    0.1818181276321411,
    0.21917803585529327,
    0.34389129281044006,
    0.2488037496805191,
    0.22105254232883453,
    0.2536584436893463,
    0.39473676681518555,
    0.45976996421813965,
    0.3376622498035431,
    0.28767114877700806,
    0.5975608825683594,
    0.4370860457420349,
    0.32222211360931396,
    0.5088756084442139,
    0.6532661318778992,
    0.29213473200798035,
    0.2653060257434845,
    0.21481475234031677,
    0.4198893904685974,
    0.33502528071403503,
    0.3882351815700531,
    0.32579174637794495,
    0.38043469190597534,
    0.3209875524044037,
    0.3274335563182831,
    0.16993455588817596,
    0.2898549735546112,
    0.2464454174041748,
    0.22222214937210083,
    0.5177663564682007,
    0.327868789434433,
    0.5572138428688049,
    0.256410151720047,
    0.29677414894104004,
    0.1655171811580658,
    0.24137921631336212,
    0.12499994784593582,
    0.42687737941741943,
    0.4780486822128296,
    0.46280980110168457,
    0.19753079116344452,
    0.36820071935653687,
    0.5714284181594849,
    0.5741626024246216,
    0.559139609336853,
    0.13065321743488312,
    0.5046727657318115,
    0.39560428261756897,
    0.3237409293651581,
    0.36956506967544556,
    0.6985644102096558,
    0.4516127407550812,
    0.38938042521476746,
    0.36129021644592285,
    0.12716756761074066,
    0.23111103475093842,
    0.12552297115325928,
    0.35955044627189636,
    0.7136148810386658,
    0.6145250201225281,
    0.4860556721687317,
    0.5882351994514465,
    0.13017743825912476,
    0.3557691276073456,
    0.14364632964134216,
    0.5064376592636108,
    0.6399998664855957,
    0.2117646485567093,
    0.2175731509923935,
    0.27551010251045227,
    0.15476183593273163,
    0.2991451919078827,
    0.6467660069465637,
    0.35443025827407837,
    0.22916659712791443,
    0.4310343861579895,
    0.42051267623901367,
    0.41711217164993286,
    0.19230762124061584,
    0.33333325386047363,
    0.2966100871562958,
    0.47572803497314453,
    0.22797919809818268,
    0.26519328355789185,
    0.5628139972686768,
    0.46601933240890503,
    0.34920626878738403,
    0.28220847249031067,
    0.14285708963871002,
    0.36521732807159424
   ],
   "time": 156.55904216133058,
   "param": [
    {
     "p": 0.0732152909040451,
     "m": 1.0
    },
    {
     "p": 0.07720659673213959,
     "m": 1.0
    },
    {
     "p": 0.07227729260921478,
     "m": 1.0
    },
    {
     "p": 0.06753429770469666,
     "m": 1.0
    },
    {
     "p": 0.07626357674598694,
     "m": 1.0
    },
    {
     "p": 0.07392766326665878,
     "m": 1.0
    },
    {
     "p": 0.06779816001653671,
     "m": 1.0
    },
    {
     "p": 0.07135626673698425,
     "m": 1.0
    },
    {
     "p": 0.059612203389406204,
     "m": 1.0
    },
    {
     "p": 0.06560549885034561,
     "m": 1.0
    },
    {
     "p": 0.07079004496335983,
     "m": 1.0
    },
    {
     "p": 0.07180847972631454,
     "m": 1.0
    },
    {
     "p": 0.07602058351039886,
     "m": 1.0
    },
    {
     "p": 0.0765841007232666,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 198,
   "train_loss": 3.7403643131256104,
   "val_loss": 2.684664487838745,
   "acc": 35.72,
   "f1": [
    0.5960263609886169,
    0.3502824008464813,
    0.3050846457481384,
    0.16101689636707306,
    0.15819202363491058,
    0.32335323095321655,
    0.3625729978084564,
    0.3905324339866638,
    0.37179476022720337,
    0.43678146600723267,
    0.12244893610477448,
    0.23728805780410767,
    0.3697478175163269,
    0.18279562890529633,
    0.22360241413116455,
    0.21789877116680145,
    0.3699999153614044,
    0.47321414947509766,
    0.35294109582901,
    0.32075464725494385,
    0.616278886795044,
    0.47586193680763245,
    0.3469386696815491,
    0.5502644181251526,
    0.683937668800354,
    0.2696628272533417,
    0.2842104732990265,
    0.18404902517795563,
    0.4509802758693695,
    0.35359105467796326,
    0.4112902283668518,
    0.3157893717288971,
    0.38666656613349915,
    0.3428570628166199,
    0.3428570628166199,
    0.18502195179462433,
    0.29875513911247253,
    0.18784524500370026,
    0.22413785755634308,
    0.5180721879005432,
    0.33333322405815125,
    0.4919354021549225,
    0.2412697672843933,
    0.3558718264102936,
    0.19875767827033997,
    0.2173912525177002,
    0.22727267444133759,
    0.4561402499675751,
    0.44554442167282104,
    0.4622640609741211,
    0.1485147923231125,
    0.41176459193229675,
    0.5622488856315613,
    0.5402297377586365,
    0.47773265838623047,
    0.0805368572473526,
    0.4615383744239807,
    0.35582810640335083,
    0.37004393339157104,
    0.30769219994544983,
    0.7085200548171997,
    0.42352932691574097,
    0.4265401363372803,
    0.3592813014984131,
    0.08275856822729111,
    0.19867542386054993,
    0.12935318052768707,
    0.34394893050193787,
    0.7448978424072266,
    0.5855854153633118,
    0.4976075291633606,
    0.559139609336853,
    0.18253962695598602,
    0.4162435233592987,
    0.16239310801029205,
    0.5058364272117615,
    0.6599999070167542,
    0.2256409376859665,
    0.268292635679245,
    0.28220847249031067,
    0.13432830572128296,
    0.27819544076919556,
    0.6403939127922058,
    0.35398221015930176,
    0.2774565517902374,
    0.4066389203071594,
    0.4042551815509796,
    0.3880595862865448,
    0.18823520839214325,
    0.33457237482070923,
    0.29896897077560425,
    0.507771909236908,
    0.19138747453689575,
    0.18181811273097992,
    0.5658535361289978,
    0.41758227348327637,
    0.24285705387592316,
    0.2644627094268799,
    0.15469607710838318,
    0.3576158285140991
   ],
   "time": 159.58474045991898,
   "param": [
    {
     "p": 0.07207679748535156,
     "m": 1.0
    },
    {
     "p": 0.06435487419366837,
     "m": 1.0
    },
    {
     "p": 0.07793314754962921,
     "m": 1.0
    },
    {
     "p": 0.06723520904779434,
     "m": 1.0
    },
    {
     "p": 0.07205011695623398,
     "m": 1.0
    },
    {
     "p": 0.06552146375179291,
     "m": 1.0
    },
    {
     "p": 0.07364382594823837,
     "m": 1.0
    },
    {
     "p": 0.07671736925840378,
     "m": 1.0
    },
    {
     "p": 0.07296891510486603,
     "m": 1.0
    },
    {
     "p": 0.0753190666437149,
     "m": 1.0
    },
    {
     "p": 0.06649521738290787,
     "m": 1.0
    },
    {
     "p": 0.0730181410908699,
     "m": 1.0
    },
    {
     "p": 0.07891461998224258,
     "m": 1.0
    },
    {
     "p": 0.06375131756067276,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 199,
   "train_loss": 3.447061777114868,
   "val_loss": 2.6889142990112305,
   "acc": 35.75,
   "f1": [
    0.653465211391449,
    0.38938042521476746,
    0.28749987483024597,
    0.21390368044376373,
    0.1287878304719925,
    0.2702701687812805,
    0.38190943002700806,
    0.3975153863430023,
    0.3394494354724884,
    0.4520547091960907,
    0.13186806440353394,
    0.2368420511484146,
    0.3490908443927765,
    0.19108274579048157,
    0.25301194190979004,
    0.2046510875225067,
    0.40206170082092285,
    0.5321099162101746,
    0.3636362552642822,
    0.2723734676837921,
    0.6309522390365601,
    0.49484527111053467,
    0.34523800015449524,
    0.6187844276428223,
    0.666666567325592,
    0.25125616788864136,
    0.29107969999313354,
    0.1789472997188568,
    0.4756755530834198,
    0.32432422041893005,
    0.418803334236145,
    0.3499998450279236,
    0.31034475564956665,
    0.34920626878738403,
    0.30281683802604675,
    0.1481480747461319,
    0.3465345501899719,
    0.20125779509544373,
    0.25233638286590576,
    0.5443785786628723,
    0.30769217014312744,
    0.5849055051803589,
    0.2890172600746155,
    0.30656924843788147,
    0.28571417927742004,
    0.21428564190864563,
    0.228260800242424,
    0.4485980272293091,
    0.4263565242290497,
    0.4154588282108307,
    0.21359217166900635,
    0.30331745743751526,
    0.53465336561203,
    0.5860464572906494,
    0.5197739005088806,
    0.13411074876785278,
    0.486772358417511,
    0.3820223808288574,
    0.38497641682624817,
    0.32051271200180054,
    0.6754384636878967,
    0.4489794969558716,
    0.4787232577800751,
    0.34101372957229614,
    0.0869564637541771,
    0.2147650271654129,
    0.14110425114631653,
    0.2923975884914398,
    0.7157893776893616,
    0.5999999046325684,
    0.4588233530521393,
    0.6367712020874023,
    0.12080531567335129,
    0.3720929026603699,
    0.16580304503440857,
    0.5624998807907104,
    0.6603772640228271,
    0.18390797078609467,
    0.18652844429016113,
    0.2571427822113037,
    0.1325300633907318,
    0.30701744556427,
    0.6562498807907104,
    0.3468207120895386,
    0.2443438321352005,
    0.39130425453186035,
    0.3999999165534973,
    0.3979056477546692,
    0.18713442981243134,
    0.36029404401779175,
    0.2758619785308838,
    0.47474732995033264,
    0.19889496266841888,
    0.2545453906059265,
    0.6041665077209473,
    0.4302324652671814,
    0.29743579030036926,
    0.3274335563182831,
    0.11612897366285324,
    0.396135151386261
   ],
   "time": 156.4239775678143,
   "param": [
    {
     "p": 0.0731286033987999,
     "m": 1.0
    },
    {
     "p": 0.06650011986494064,
     "m": 1.0
    },
    {
     "p": 0.06978943198919296,
     "m": 1.0
    },
    {
     "p": 0.07055158168077469,
     "m": 1.0
    },
    {
     "p": 0.07316116243600845,
     "m": 1.0
    },
    {
     "p": 0.08282220363616943,
     "m": 1.0
    },
    {
     "p": 0.07085512578487396,
     "m": 1.0
    },
    {
     "p": 0.06288201361894608,
     "m": 1.0
    },
    {
     "p": 0.0643291175365448,
     "m": 1.0
    },
    {
     "p": 0.06971214711666107,
     "m": 1.0
    },
    {
     "p": 0.0726553350687027,
     "m": 1.0
    },
    {
     "p": 0.06905533373355865,
     "m": 1.0
    },
    {
     "p": 0.07272320240736008,
     "m": 1.0
    },
    {
     "p": 0.08183463662862778,
     "m": 1.0
    }
   ]
  },
  {
   "epoch": 200,
   "train_loss": 3.813037395477295,
   "val_loss": 2.9086644649505615,
   "acc": 35.48,
   "f1": [
    0.6380951404571533,
    0.35443025827407837,
    0.2686566412448883,
    0.20792071521282196,
    0.15189866721630096,
    0.23312875628471375,
    0.3473052978515625,
    0.3463686406612396,
    0.3703702688217163,
    0.44970402121543884,
    0.1333332657814026,
    0.20155030488967896,
    0.3621397912502289,
    0.22105254232883453,
    0.2592591345310211,
    0.24793381989002228,
    0.45348823070526123,
    0.47970473766326904,
    0.31372538208961487,
    0.2890172600746155,
    0.568720281124115,
    0.5225224494934082,
    0.33816415071487427,
    0.5937498807907104,
    0.6296295523643494,
    0.26519328355789185,
    0.26666656136512756,
    0.210526242852211,
    0.4158414602279663,
    0.3428570628166199,
    0.38626599311828613,
    0.33962252736091614,
    0.31638407707214355,
    0.3076922297477722,
    0.3253587782382965,
    0.14074067771434784,
    0.3794870972633362,
    0.22485199570655823,
    0.22222214937210083,
    0.57297283411026,
    0.3425924777984619,
    0.5816324949264526,
    0.23287664353847504,
    0.31304338574409485,
    0.2485874742269516,
    0.20869559049606323,
    0.2037036269903183,
    0.48421040177345276,
    0.44628089666366577,
    0.43049317598342896,
    0.18181811273097992,
    0.2552203834056854,
    0.6034481525421143,
    0.6037734746932983,
    0.4606740176677704,
    0.12499994039535522,
    0.4976075291633606,
    0.3516482412815094,
    0.32804223895072937,
    0.3859647810459137,
    0.7081338167190552,
    0.432748407125473,
    0.41176459193229675,
    0.31632643938064575,
    0.11814339458942413,
    0.15999992191791534,
    0.12807877361774445,
    0.32467523217201233,
    0.7171715497970581,
    0.5684208869934082,
    0.5174128413200378,
    0.6384975910186768,
    0.12182734906673431,
    0.3716813027858734,
    0.16666659712791443,
    0.48120296001434326,
    0.659340500831604,
    0.21428564190864563,
    0.2399999499320984,
    0.15714280307292938,
    0.1282050609588623,
    0.28099164366722107,
    0.666666567325592,
    0.348314493894577,
    0.21774189174175262,
    0.4684683382511139,
    0.38983041048049927,
    0.4232803285121918,
    0.13978487253189087,
    0.36956506967544556,
    0.3251230716705322,
    0.4945053458213806,
    0.23655906319618225,
    0.23958325386047363,
    0.6111109852790833,
    0.46486473083496094,
    0.22222214937210083,
    0.31155768036842346,
    0.14213192462921143,
    0.37735840678215027
   ],
   "time": 158.30738150514662,
   "param": [
    {
     "p": 0.07780615985393524,
     "m": 1.0
    },
    {
     "p": 0.07476542145013809,
     "m": 1.0
    },
    {
     "p": 0.0634647011756897,
     "m": 1.0
    },
    {
     "p": 0.07136452198028564,
     "m": 1.0
    },
    {
     "p": 0.062388040125370026,
     "m": 1.0
    },
    {
     "p": 0.07632319629192352,
     "m": 1.0
    },
    {
     "p": 0.0728108286857605,
     "m": 1.0
    },
    {
     "p": 0.06820125132799149,
     "m": 1.0
    },
    {
     "p": 0.06946493685245514,
     "m": 1.0
    },
    {
     "p": 0.07228755205869675,
     "m": 1.0
    },
    {
     "p": 0.07155527174472809,
     "m": 1.0
    },
    {
     "p": 0.07166720926761627,
     "m": 1.0
    },
    {
     "p": 0.06213882938027382,
     "m": 1.0
    },
    {
     "p": 0.08576202392578125,
     "m": 1.0
    }
   ]
  }
 ]
}